NOVEL BIOMARKERS

Information

  • Patent Application
  • 20190194760
  • Publication Number
    20190194760
  • Date Filed
    May 24, 2017
    7 years ago
  • Date Published
    June 27, 2019
    5 years ago
Abstract
The present invention relates to methods of diagnosing, monitoring of a subject or determining the prognosis of a subject. In particular, the invention relates to a method of determining the prognosis of a cancer patient comprising the steps (a) determining the expression level of at least one marker gene selected from the group consisting of the marker genes as described herein in a sample of the cancer patient to obtain a gene expression profile; (b) determining the prognosis of the cancer patient based on the gene expression profile obtained in step (a). In addition, the present invention refers to kits, diagnostic compositions devices and microarrays for determining at least one marker gene and uses thereof.
Description
FIELD OF THE INVENTION

The present invention relates to methods of diagnosing, monitoring of a subject or determining the prognosis of a subject. In particular, the invention relates to a method of determining the prognosis of a cancer patient comprising the steps (a) determining the expression level of at least one marker gene selected from the group consisting of the marker genes as described herein in a sample of the cancer patient to obtain a gene expression profile; (b) determining the prognosis of the cancer patient based on the gene expression profile obtained in step (a). In addition, the present invention refers to kits, diagnostic compositions devices and microarrays for determining at least one marker gene and uses thereof.


BACKGROUND OF THE INVENTION

Technological advances have greatly increased our understanding of the molecular basis of diseases. In the past, biomarkers have been developed that can be used for a range of applications including predicting disease risk, diagnosis, predicting prognosis, identifying appropriate therapy for an individual, monitoring disease or for return of a disease, predicting the survival of a patient and other applications.


However, new diagnostic, prognostic and predictive biomarkers are necessary to improve disease prognosis and prediction.


In particular, in the treatment of cancer, for example lung cancer or prostate cancer, improved biomarkers are necessary. Lung cancer is the leading cause of cancer-related deaths world-wide and 85-90% of those malignancies are classified as non-small cell lung cancer (NSCLC). For decades, clinical outcomes of patients with advanced NSCLC were poor with 5-year survival rates of less than 5%. However, immunotherapeutic approaches, in particular checkpoint inhibitors, have recently dramatically impacted the field of cancer therapy. The aim of immunotherapy is to induce and activate host immune responses against the tumor. Antibodies blocking the interaction of inhibitory T cell receptors CTLA-4 or PD-1 with their ligands were demonstrated to improve survival rates in patients with metastasized melanoma and NSCLC. In addition, encouraging long lasting responses have been observed in a variety of solid tumors and hematologic malignancies after treatment with antibodies blocking PD-1 or PD-L1. Whereas these clinical results are highly encouraging, a substantial portion of patients fail to benefit from checkpoint inhibition treatment. Furthermore, immune-mediated adverse effects occur even in patients who do not respond to treatment.


Thus, there is a need for new biomarkers for prognosis and prediction in diseases, in particular in cancer, such as lung cancer or prostate cancer.


SUMMARY OF THE INVENTION

To address these need, the present invention relates to a method of diagnosing, monitoring of a subject or determining the prognosis of a subject comprising the steps of (a) determining the expression level of at least one marker gene selected from the group consisting of the genes set out in table 1 in a sample of the subject to obtain a gene expression profile; (b) diagnosing, monitoring of a subject or determining the prognosis of the subject based on the gene expression profile obtained in step (a).


In particular, the invention relates to a method of determining the prognosis of a cancer patient comprising the steps of


(a) determining the expression level of at least one marker gene selected from the group consisting of the marker genes set out in table 1 in a sample of the cancer patient to obtain a gene expression profile;


(b) determining the prognosis of the cancer patient based on the gene expression profile obtained in step (a).


In specific embodiments, the at least one marker gene is selected from the group consisting of genes set out in table 2. In preferred embodiments, the at least one marker gene is selected from the group consisting of marker genes set out in table 3. In more preferred embodiments, the at least one marker gene is selected from group consisting of marker genes set out in table 4. In even more preferred embodiments, the at least one marker gene is selected from group consisting of marker genes set out in table 5.


In specific embodiments, the at least one marker gene is selected from the group consisting of genes set out in table 2B. In preferred embodiments, the at least one marker gene is selected from the group consisting of marker genes set out in table 3B. In more preferred embodiments, the at least one marker gene is selected from group consisting of marker genes set out in table 4B. In even more preferred embodiments, the at least one marker gene is selected from group consisting of marker genes set out in table 5B.


In some embodiments at least 10 marker genes are selected from table 1. Preferably at least 30 marker genes, more preferably at least 50 marker genes, most preferably at least 100 marker genes are selected from table 1. In some embodiments at least 10 marker genes are selected from table 2; preferably at least 30 marker genes, more preferably at least 50 marker genes, most preferably at least 100 marker genes are selected from table 2. In other embodiments at least 10 genes are selected from table 3; preferably at least 30 marker genes, more preferably at least 50 marker genes are selected from table 3. In further embodiments at least 10 genes are selected from table 4. Preferably at least 20 marker genes, more preferably at least 30 marker genes are selected from table 4. In some embodiments at least 10 marker genes are selected from table 5.


In some embodiments at least 10 marker genes are selected from table 2B; preferably at least 30 marker genes, more preferably at least 50 marker genes, most preferably at least 90 marker genes are selected from table 2B. In other embodiments at least 10 genes are selected from table 3B; preferably at least 30 marker genes, more preferably at least 40 marker genes are selected from table 3B. In further embodiments at least 10 genes are selected from table 4B. Preferably at least 20 marker genes, more preferably at least 25 marker genes are selected from table 4B. In some embodiments at least 8 marker genes are selected from table 5B.


In specific embodiments, the gene expression profile of step (a) is obtained by determining the difference of the expression level of the at least one marker gene measured before administration of the therapeutic agent and after administration of at least one dose of the therapeutic agent.


Typically, the therapeutic agent is any agent used for therapy of a disease, preferably of cancer or tumor diseases. Preferably the therapeutic agent is an immunostimulatory composition and/or a vaccine and/or an immunotherapeutic agent.


In a preferred embodiment, the immunostimulatory composition and/or vaccine comprises at least one antigen selected from the group consisting of MAGE-C1, MAGE-C2, NY-ESO-1, Survivin and 5T4. Preferably, the immunostimulatory composition and/or vaccine comprises the antigens MAGE-C1, MAGE-C2, NY-ESO-1, Survivin and 5T4 or fragments or variants thereof.


Typically, the antigen(s) are present as peptides or proteins and/or are encoded by at least one nucleotide sequence. In preferred embodiments, the antigen(s) are encoded by at least one mRNA molecule.


The invention refers particularly to the prognosis of lung cancer, more particularly to non-small cell lung cancer (NSCLC).


Typically, the sample of the patient comprises peripheral blood mono-nuclear cells (PBMCs).


In some embodiments, in step (b) a hierarchical clustering algorithm is applied.


A further aspect of the invention relates to a kit, diagnostic composition or device for the analysis of at least one marker gene set out in table 1 comprising at least one primer and/or probe selective for determining the expression level of at least one marker gene set out in table 1. The kit, diagnostic composition or device may further comprise an enzyme for primer elongation, nucleotides and/or labeling agents. Also contemplated is the use of said kit, diagnostic composition or device for determining the prognosis of a cancer patient.


A further aspect of the invention relates to a microarray, comprising at least one probe selective for determining the expression level of at least one marker gene set out in table 1 and the use of said microarray for determining the prognosis of a cancer patient.


More specifically, the invention refers to a method of determining the prognosis of a patient comprising the steps of

    • (a) determining the expression level of at least 30 marker genes selected from the group consisting of the marker genes set out in table 4 in a sample of the patient to obtain a gene expression profile;
    • (b) determining the prognosis of the patient based on the gene expression profile obtained in step (a).


The inventor found out that by the 30 marker genes of table 4 is possible to classify cancer patients (FIG. 3 C). In a specific embodiment, the patient is a lung cancer patient, preferably a NSCLC patient.


In specific embodiments further marker genes such as least 10 additional marker genes, preferably at least 20 additional marker genes, more preferably at least 70 additional marker genes are selected from table 1, table 2 or table 3 are employed for the determining the prognosis of the patient.


The invention further refers to a method of determining the prognosis of a patient comprising the steps of

    • (a) determining the expression level of at least one marker gene selected from the group consisting of the marker genes set out in table 11 in a sample of the patient to obtain a gene expression profile;
    • (b) determining the prognosis of the patient based on the gene expression profile obtained in step (a).


The inventors found that the marker genes set out in tables 11 to 15 are particular suitable to classify both lung cancer and prostate cancer patients. Therefore, the patient may be cancer or tumor patient, in particular a lung cancer or prostate cancer patient. In a specific embodiment, the cancer patient is a NSCLC cancer or prostate cancer patient.


In specific embodiments the at least one marker genes is selected from the group consisting of marker genes set out in table 12, table 13, table 14 or table 15.


In specific embodiments least 10 marker genes, preferably at least 30 marker genes, more preferably at least 50 marker genes, most preferably at least 100 marker genes are selected from table 11 or table 12. In a further embodiment, at least 10 marker genes, preferably at least 30 marker genes, more preferably at least 50 marker genes are selected from table 13. In another embodiment at least 10 marker genes, preferably at least 20 marker genes, more preferably at least 30 marker genes are selected from the group consisting of from table 14.


In some embodiments, the expression level of at least one marker gene is measured before administration and/or after administration of at least one dose of a therapeutic agent. Typically, the therapeutic agent is an immunostimulatory composition and/or a vaccine and/or an immunotherapeutic agent. In one embodiment, the immunostimulatory composition and/or vaccine comprises at least one antigen selected from the group consisting of MAGE-C1, MAGE-C2, NY-ESO-1, Survivin, 5T4, PSA, PSMA, PSCA, STEAP, PAP and MUC1 or fragments or variants thereof. In a specific embodiment, the immunostimulatory composition and/or vaccine comprises the antigens (i) MAGE-C1, MAGE-C2, NY-ESO-1, Survivin and 5T4 or fragments or variants thereof; or (ii) PSA, PSMA, PSCA, STEAP, PAP and MUC1 or fragments or variants thereof.


Accordingly, a further aspect of the invention refers to a kit, diagnostic composition or device for the analysis of at least one marker gene set out in table 11 comprising at least one primer and/or probe selective for determining the expression level of at least one marker gene set out in table 11.


Another aspect refers to a microarray, comprising at least one probe selective for determining the expression level of at least one marker gene set out in table 11.


Another aspect of the invention refers to a method of determining the prognosis of a patient comprising the steps of

    • (a) determining the expression level of at least one marker gene selected from the group consisting of the marker genes set out in table 6 in a sample of the patient to obtain a gene expression profile;
    • (b) determining the prognosis of the patient based on the gene expression profile obtained in step (a).


The inventors found that the marker genes set out in tables 6 to 10 are particularly suitable to classify prostate cancer patients. Accordingly, the patient may be a cancer or tumor patient, in particular a prostate cancer patient. Therefore, in one embodiment, the immunostimulatory composition and/or vaccine comprises at least one antigen selected from the group consisting of PSA, PSMA, PSCA, STEAP, PAP and MUC1 or fragments or variants thereof.


Accordingly, another aspect of the invention refers to a kit, diagnostic composition or device for the analysis of at least one marker gene set out in table 6 comprising at least one primer and/or probe selective for determining the expression level of at least one marker gene set out in table 6.


An additional aspect refers to a microarray, comprising at least one probe selective for determining the expression level of at least one marker gene set out in table 6.





BRIEF DESCRIPTION OF THE FIGURES


FIG. 1: Transcriptional changes post treatment cluster patients into distinct groups. Week 5 to 0 BTM activity score differences were calculated and unsupervised hierarchical clustering was performed.



FIG. 2: Patients with NK and T cell BTM enrichment post CV9201 treatment are associated with a prolonged survival. Kaplan-Meier curves for overall survival (A) and progression-free survival (C) are shown for patients belonging to cluster 1, 2a and 2b. Overall survival (B) and progression-free survival rates (D) are shown for patients belonging to cluster 1 compared to patients belonging to cluster 2. Log-rank test was performed to calculate the hazard ratio and p value.



FIG. 3. Identification of short-term survivors using hierarchical clustering on gene expression differences between post-vaccine time point week 5 and baseline week 0. Genes were ranked based on their ability to differentiate between patients derived from cluster 1 and patients derived from cluster 2. Top 100 (A), top 50 (B), or top 30 (C) genes were selected, and gene expression differences between week 5 and 0 were calculated followed by average-linkage hierarchical clustering. Clustering trees of patients are shown and short-term survivors are highlighted.



FIG. 4: Transcriptional modules consistent with a T and NK cell profile are enriched at week 6 post initiation of CV9104 treatment. Results from gene set enrichment analyses contrasting post treatment week 6 samples to baseline samples are shown for cohorts A, B, C and A&B combined. The top 10 most enriched modules are presented.





DEFINITIONS

For the sake of clarity and readability, the following definitions are provided. Any technical feature mentioned for these definitions may be read on each and every embodiment of the invention. Additional definitions and explanations may be specifically provided in the context of these embodiments. Unless defined otherwise, all technical and scientific terms used herein generally have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. Generally, the nomenclature used herein and the laboratory procedures in cell culture, molecular genetics, organic chemistry, and nucleic acid chemistry and hybridization are those well known and commonly employed in the art. Standard techniques are used for molecular biotechnology assays. The techniques and procedures are generally performed according to conventional methods in the art and various general references (e.g., Sambrook et al., 1989, Molecular Cloning: A Laboratory Manual, 2d ed. Cold Spring Harbor Laboratory Press, Cold Spring Harbor, N.Y.), which are provided throughout this document.


Marker, marker gene: The terms “marker” or “maker gene”, can be used interchangeably and relate to a gene, genetic unit or sequence (a nucleotide sequence or amino acid or protein sequence) as defined herein, the term also refers to any expression product of said genetic unit or sequence, in particular mRNA transcript, a polypeptide or protein encoded by the transcript or fragments thereof, as well as homologous derivatives thereof as described herein above. In particular, the term marker gene refers to a gene set out in table 1. Preferably, the marker gene is selected from the group consisting of genes set out in table 2, more preferably from the group consisting of genes set out in table 3, even more preferably from group consisting of genes set out in table 4, most preferably at least from group consisting of genes set out in table 5.


Subject, individual, patient: A subject, individual or patient according to the present invention is an animal, preferably a mammal, more preferably a human being. A subject, individual or patient according to the present invention is an animal, preferably a mammal, more preferably a human being. The method also relates to healthy subjects and to patients. In particular, the method of the invention refers to patients who are cancer or tumor patients. A cancer or tumor patient is a subject or individual who is diagnosed as having cancer or tumor.


non-small-cell lung cancer (NSCLC): non-small-cell lung cancer as used herein refers to the three main sub-types of non-small-cell lung cancer including, without being restricted thereto, squamous cell lung carcinoma, adenocarcinoma and large cell lung carcinoma.


determining the prognosis of a patient: The term “determining the prognosis of a patient” (and also indication specific terms such as “determining the prognosis of a cancer or tumor patient”) as used herein refers to the prediction of the course or outcome of a diagnosed or detected disease, e.g. during a certain period of time, before a treatment, during a treatment or after a treatment. The term also refers to a determination of chance of survival or recovery from the disease, as well as to a prediction of the expected survival time of a subject. A prognosis may, specifically, involve establishing the likelihood for survival of a subject during a period of time into the future, such as 6 months, 1 year, 2 years, 3 years, 5 years, 10 years or any other period of time. In a specific embodiment the prognosis may involve predicting the survival of a patient, i.e. whether the survival of a subject is shorter than or equal to a certain period of time, such as 6 months, 12 months or 15 months or any other period of time, or longer than a certain period of time, such as 6 months, 12 months, 15 months or 30 months or any other period of time. For example, the prognosis may involve a prediction whether the survival time of a cancer patient is equal or shorter than 15 months or whether the survival time of a cancer patient is longer than 15 months.


Obtain a gene expression profile: The gene expression profile is obtained by relating the expression level of the at least one marker gene to a reference value. The reference value may be for example the expression level of a control gene measured in the same sample of the individual. Alternatively, the reference value may be a control expression level derived from a healthy control sample or a sample from a pathological sample (of the disease of interest). The pathological sample may be for example from a patient with tumor or cancer (e.g. progressive tumor or non-progressive tumor). Alternatively, the reference value may be the expression level measured at a different time point in the same patient. The different time point may be a different treatment stage, e.g. before treatment, during treatment, after treatment, after the administration of a certain amount of treatment doses. The different time point may be any type of periodical time segment, such as one week, 2 weeks one months, 2, 3, 4, 5, 6, 7, 8, 10, 11 or 12 months, 1.5 years, 2, 3, 4, 5, 6, 7, 8, 9, 10 years ago. In a preferred embodiment the gene expression profile is obtained by relation of the expression level of the at least one marker gene after administration of at least one dose of therapeutic agent to the expression level of the at least one marker gene before administration of the therapeutic agent.


Monitoring: The term “monitoring” as used herein relates to the accompaniment of a diagnosed or detected disease or disorder, e.g. during a treatment procedure or during a certain period of time, typically during 2 months, 3 months, 4 months, 6 months, 1 year, 2 years, 3 years, 5 years, 10 years, or any other period of time, changes of these sates of disease may be detected by comparing the expression. The term “accompaniment” means that states of disease as defined herein above and, in particular level of the marker genes of the present invention in a sample are measured and a gene expression profile is obtained by comparison to a reference value in any type of periodical time segment, e.g. every week, every 2 weeks, every month, every 2, 3, 4, 5, 6, 7, 8, 9, 10, 11 or 12 month, every 1.5 year, every 2, 3, 4, 5, 6, 7, 8, 9 or 10 years, during any period of time, e.g. during 2 weeks, 3 weeks, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12 months, 1.5, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15 or 20 years, respectively.


Diagnosing: The term “diagnosing” as used herein means that a patient or subject may be considered to be suffering from a disease. In particular, term “diagnosing” as used herein means that a patient or subject may be considered to be suffering from a disease based on the marker gen expression profile of the present invention. The term “diagnosing” also refers to the conclusion reached through that comparison process.


Reference gene: The term “reference gene” or “control gene” as used herein refers to any suitable gene, e.g. to any steadily expressed and continuously detectable gene, gene product, expression product, protein or protein variant in the organism of choice. The term also includes gene products such as expressed proteins, peptides, polypeptides, as well as modified variants thereof. The invention hence also includes reference proteins derived from a reference gene. Also encompassed are all kinds of transcripts derivable from the reference gene as well as modifications thereof or secondary parameters linked thereto. Alternatively, or additionally, other reference parameters may also be used for reference purposes, e.g. metabolic concentrations, cell sizes etc.


Microarray: A (DNA) microarray (also commonly known as DNA chip or biochip) is a collection of microscopic DNA spots attached to a solid surface. DNA microarrays are used to measure the expression levels of large numbers of genes simultaneously or to genotype multiple regions of a genome. Each DNA spot contains picomoles (10-12 moles) of a specific DNA sequence, known as probes (or reporters or oligos). These can be a short section of a gene or other DNA element that are used to hybridize a nucleic acid sample (called target) under high-stringency conditions. Probe-target hybridization is usually detected and quantified by detection of fluorophore-, silver-, or chemiluminescence-labeled targets to determine relative abundance of nucleic acid sequences in the target. A “microarray” is a linear or two-dimensional array of discrete regions, each having a defined area, formed on the surface of a generally solid support such as, but not limited to, glass, plastic, or synthetic membrane. The density of the discrete regions on a microarray is determined by the total numbers of immobilized oligonucleotides to be detected on the surface of a single solid phase support, such as at least about 50/cm2, at least about 100/cm2, at least about 500/cm2, but below about 1,000/cm2 in some embodiments. The arrays may contain less than about 500, about 1000, about 1500, about 2000, about 2500, or about 3000 immobilized oligonucleotides in total. As used herein, a DNA microarray is an array of nucleic acids e.g. oligonucleotides or oligonucleotides placed on a chip or other surfaces used to hybridize to amplified or cloned oligonucleotides from a sample. Because the position of each particular group of oligonucleotides in the array is known, the identities of a sample oligonucleotides can be determined based on their binding to a particular position in the microarray.


Probe: In molecular biology, a hybridization probe is a fragment of DNA or RNA of variable length. It can be used in DNA or RNA samples to detect the presence of nucleotide sequences (the target) that are complementary to the nucleic acid sequence in the probe. The probe thereby hybridizes to single-stranded nucleic acid (DNA or RNA) whose base sequence allows probe-target base pairing due to complementarity between the probe and target.


Amplify: The term “amplify” is used in the broad sense to mean creating an amplification product can be made enzymatically with DNA or RNA polymerases. “Amplification,” as used herein, generally refers to the process of producing multiple copies of a desired sequence, particularly those of a sample. “Multiple copies” mean at least 2 copies. A “copy” does not necessarily mean perfect sequence complementarity or identity to the template sequence. It is possible to further use any sequencing method known in the art to identify the sequences of marker genes.


Protein: A protein typically comprises one or more peptides or polypeptides. A protein is typically folded into a 3-dimensional form, which may be required for the protein to exert its biological function. The sequence of a protein or peptide is typically understood to be the order, i.e. the succession of its amino acids.


Peptide: A peptide or polypeptide is typically a polymer of amino acid monomers, linked by peptide bonds. It typically contains less than 50 monomer units. Nevertheless, the term peptide is not a disclaimer for molecules having more than 50 monomer units. Long peptides are also called polypeptides, typically having between 50 and 600 monomeric units.


Fragment or part of a protein: Fragments or parts of a protein in the context of the present invention are typically understood to be peptides corresponding to a continuous part of the amino acid sequence of a protein, preferably having a length of about 6 to about 20 or even more amino acids, e.g. parts as processed and presented by MHC class I molecules, preferably having a length of about 8 to about 10 amino acids, e.g. 8, 9, or 10, (or even 11, or 12 amino acids), or fragments as processed and presented by MHC class II molecules, preferably having a length of about 13 or more amino acids, e.g. 13, 14, 15, 16, 17, 18, 19, 20 or even more amino acids, wherein these fragments may be selected from any part of the amino acid sequence. These fragments are typically recognized by T cells in form of a complex consisting of the peptide fragment and an MHC molecule, i.e. the fragments are typically not recognized in their native form. Fragments or parts of the proteins as defined herein may also comprise epitopes or functional sites of those proteins. Preferably, fragments or parts of a proteins in the context of the invention are antigens, particularly immunogens, e.g. antigen determinants (also called ‘epitopes’), or do have antigenic characteristics, eliciting an adaptive immune response. Therefore, fragments of proteins or peptides may comprise at least one epitope of those proteins or peptides. Furthermore, also domains of a protein, like the extracellular domain, the intracellular domain or the transmembrane domain, and shortened or truncated versions of a protein may be understood to comprise a fragment of a protein.


RNA, mRNA: RNA is the usual abbreviation for ribonucleic acid. It is a nucleic acid molecule, i.e. a polymer consisting of nucleotide monomers. These nucleotides are usually adenosine-monophosphate, uridine-monophosphate, guanosine-monophosphate and cytidine-monophosphate monomers, which are connected to each other along a so-called backbone. The backbone is formed by phosphodiester bonds between the sugar, i.e. ribose, of a first and a phosphate moiety of a second, adjacent monomer. The specific order of the monomers, i.e. the order of the bases linked to the sugar/phosphate-backbone, is called the RNA-sequence. Usually RNA may be obtainable by transcription of a DNA-sequence, e.g., inside a cell. In eukaryotic cells, transcription is typically performed inside the nucleus or the mitochondria. In vivo, transcription of DNA usually results in the so-called premature RNA, which has to be processed into so-called messenger-RNA, usually abbreviated as mRNA. Processing of the premature RNA, e.g. in eukaryotic organisms, comprises a variety of different posttranscriptional-modifications such as splicing, 5′-capping, polyadenylation, export from the nucleus or the mitochondria and the like. The sum of these processes is also called maturation of RNA. The mature messenger RNA usually provides the nucleotide sequence that may be translated into an amino acid sequence of a particular peptide or protein. Typically, a mature mRNA comprises a 5′-cap, optionally a 5′UTR, an open reading frame, optionally a 3′UTR and a poly(A) sequence. Aside from messenger RNA, several non-coding types of RNA exist which may be involved in regulation of transcription and/or translation, and immunostimulation. The term “RNA” further encompass other coding RNA molecules, such as viral RNA, retroviral RNA and replicon RNA, small interfering RNA (siRNA), antisense RNA, CRISPR RNA, ribozymes, aptamers, riboswitches, immunostimulating RNA, transfer RNA (tRNA), ribosomal RNA (rRNA), small nuclear RNA (snRNA), small nucleolar RNA (snoRNA), microRNA (miRNA), and Piwi-interacting RNA (piRNA).


DNA: DNA is the usual abbreviation for deoxyribonucleic acid. It is a nucleic acid molecule, i.e. a polymer consisting of nucleotide monomers. These nucleotides are usually deoxy-adenosine-monophosphate, deoxy-thymidine-monophosphate, deoxy-guanosine-monophosphate and deoxy-cytidine-monophosphate monomers which are—by themselves—composed of a sugar moiety (deoxyribose), a base moiety and a phosphate moiety, and polymerized by a characteristic backbone structure. The backbone structure is, typically, formed by phosphodiester bonds between the sugar moiety of the nucleotide, i.e. deoxyribose, of a first and a phosphate moiety of a second, adjacent monomer. The specific order of the monomers, i.e. the order of the bases linked to the sugar/phosphate-backbone, is called the DNA-sequence. DNA may be single-stranded or double-stranded. In the double stranded form, the nucleotides of the first strand typically hybridize with the nucleotides of the second strand, e.g. by A/T-base-pairing and G/C-base-pairing.


Sequence of a nucleic acid molecule/nucleic acid sequence: The sequence of a nucleic acid molecule is typically understood to be the particular and individual order, i.e. the succession of its nucleotides.


Sequence of amino acid molecules/amino acid sequence: The sequence of a protein or peptide is typically understood to be the order, i.e. the succession of its amino acids.


Vaccine: A vaccine is a biological preparation that provides active acquired immunity to a particular disease. A vaccine typically contains an agent comprising an antigen which induces an adaptive immune response.


Immunotherapeutic agents: The term immunotherapeutic agent refers to agents capable of modulating the components of the immune system. Examples of immunotherapeutic agents are without limitation dendritic cells, T cells, antibodies, checkpoint modulators or cytokines, chemokines, interleukins, immunostimulatory agents and adjuvants. Immunotherapeutic agents include checkpoint modulators, therapeutic antibodies, immune cell therapy, T cell receptors (including CAR T cell therapy), immune system modulators such as cytokines and chemokines and vaccines.


Antigen: In the context of the present invention “antigen” refers typically to a substance, which may be recognized by the immune system, preferably by the adaptive immune system, and is capable of triggering an antigen-specific immune response, e.g. by formation of antibodies and/or antigen-specific T cells as part of an adaptive immune response. Typically, an antigen may be or may comprise a peptide or protein which may be presented by the MHC to T-cells and comprises at least one epitope. In particular, the antigen may be a pathogenic antigen or a tumor antigen.


Tumor antigens: In a further embodiment, the mRNA according to the present invention may encode a protein or a peptide, which comprises a peptide or protein comprising a tumor antigen, a fragment, variant or derivative of said tumor antigen, preferably, wherein the tumor antigen is a melanocyte-specific antigen, a cancer-testis antigen or a tumor-specific antigen, preferably a CT-X antigen, a non-X CT-antigen, a binding partner for a CT-X antigen or a binding partner for a non-X CT-antigen or a tumor-specific antigen, more preferably a CT-X antigen, a binding partner for a non-X CT-antigen or a tumor-specific antigen or a fragment, variant or derivative of said tumor antigen; and wherein each of the nucleic acid sequences encodes a different peptide or protein; and wherein at least one of the nucleic acid sequences encodes for 1A01_HLA-A/m; 1A02; 5T4; ACRBP; AFP; AKAP4; alpha-actinin-_4/m; alpha-methylacyl-coenzyme_A_racemase; ANDR; ART-4; ARTC1/m; AURKB; B2MG; B3GN5; B4GN1; B7H4; BAGE-1; BASI; BCL-2; bcr/abl; beta-catenin/m; BING-4; BIRC7; BRCA1/m; BY55; calreticulin; CAMEL; CASP-8/m; CASPA; cathepsin_B; cathepsin_L; CD1A; CD1B; CD1C; CD1D; CD1E; CD20; CD22; CD276; CD33; CD3E; CD3Z; CD44_Isoform_1; CD44_Isoform_6; CD4; CD52; CD55; CD56; CD80; CD86; CD8A; CDC27/m; CDE30; CDK4/m; CDKN2A/m; CEA; CEAM6; CH3L2; CLCA2; CML28; CML66; COA-1/m; coactosin-like_protein; collagen_XXIII; COX-2; CP1B1; CSAG2; CT45A1; CT55; CT-_9/BRD6; CTAG2_Isoform_LAGE-1A; CTAG2_Isoform_LAGE-1B; CTCFL; Cten; cyclin_B1; cyclin_D1; cyp-B; DAM-10; DEP1A; E7; EF1A2; EFTUD2/m; EGFR; EGLN3; ELF2/m; EMMPRIN; EpCam; EphA2; EphA3; ErbB3; ERBB4; ERG; ETV6; EWS; EZH2; FABP7; FCGR3A_Version_1; FCGR3A_Version_2; FGF5; FGFR2; fibronectin; FOS; FOXP3; FUT1; G250; GAGE-1; GAGE-2; GAGE-3; GAGE-4; GAGE-5; GAGE-6; GAGE7b; GAGE-8_(GAGE-2D); GASR; GnT-V; GPC3; GPNMB/m; GRM3; HAGE; hepsin; Her2/neu; HLA-A2/m; homeobox_NKX3.1; HOM-TES-85; HPG1; HS71A; HS71B; HST-2; hTERT; iCE; IF2B3; IL10; IL-13Ra2; IL2-RA; IL2-RB; IL2-RG; IL-5; IMP3; ITA5; ITB1; ITB6; kallikrein-2; kallikrein-4; KI20A; KIAA0205; KIF2C; KK-LC-1; LDLR; LGMN; LIRB2; LY6K; MAGA5; MAGA8; MAGAB; MAGE-A10; MAGE-A12; MAGE-A1; MAGE-A2; MAGE-A3; MAGE-A4; MAGE-A6; MAGE-A9; MAGE-B10; MAGE-B16; MAGE-B17; MAGE-B1; MAGE-B2; MAGE-B3; MAGE-B4; MAGE-B5; MAGE-B6; MAGE-C1; MAGE-C2; MAGE-C3; MAGE-D1; MAGE-D2; MAGE-D4; MAGE-_E1; MAGE-E1_(MAGE1); MAGE-E2; MAGE-F1; MAGE-H1; MAGEL2; mammaglobin_A; MART-1/melan-A; MART-2; MC1_R; M-CSF; mesothelin; MITF; MMP1_1; MMP7; MUC-1; MUM-1/m; MUM-2/m; MYCN; MYO1A; MYO1B; MYO1C; MYO1D; MYO1E; MYO1F; MYO1G; MYO1H; NA17; NA88-A; Neo-PAP; NFYC/m; NGEP; NPM; NRCAM; NSE; NUF2; NY-ESO-1; OA1; OGT; OS-9; osteocalcin; osteopontin; p53; PAGE-4; PAI-1; PAI-2; PAP; PATE; PAX3; PAX5; PD1L1; PDCD1; PDEF; PECA1; PGCB; PGFRB; Pim-1_-Kinase; Pin-1; PLAC1; PMEL; PML; POTEF; POTE; PRAME; PRDX5/m; PRM2; prostein; proteinase-3; PSA; PSB9; PSCA; PSGR; PSM; PTPRC; RAB8A; RAGE-1; RARA; RASH; RASK; RASN; RGS5; RHAMM/CD168; RHOC; RSSA; RU1; RU2; RUNX1; S-100; SAGE; SART-_1; SART-2; SART-3; SEPR; SERPINB5; SIA7F; SIA8A; SIAT9; SIRT2/m; SOX10; SP17; SPNXA; SPXN3; SSX-1; SSX-2; SSX3; SSX-4; ST1A1; STAG2; STAMP-1; STEAP-1; Survivin-2B; survivin; SYCP1; SYT-SSX-1; SYT-SSX-2; TARP; TCRg; TF2AA; TGFB1; TGFR2; TGM-4; TIE2; TKTL1; TPI/m; TRGV11; TRGV9; TRPC1; TRP-p8; TSG10; TSPY1; TVC_(TRGV3); TX101; tyrosinase; TYRP1; TYRP2; UPA; VEGFR1; WT1; and XAGE1, and a immunoglobulin idiotype of a lymphoid blood cell or a T cell receptor idiotype of a lymphoid blood cell, or a fragment, variant or derivative of said tumor antigen; preferably survivin or a homologue thereof, an antigen from the MAGE-family or a binding partner thereof or a fragment, variant or derivative of said tumor antigen.


Particularly preferred in this context are the tumor antigens NY-ESO-1, 5T4, MAGE-C1, MAGE-C2, Survivin, Muc-1, PSA, PSMA, PSCA, STEAP and PAP.


Most preferred is the combination of the antigens NY-ESO-1, 5T4, MAGE-C1, MAGE-C2, and Survivin.


Therapeutic proteins: Therapeutic proteins as defined herein are peptides or proteins which are beneficial for the treatment of any inherited or acquired disease or which improves the condition of an individual. Particularly, therapeutic proteins plays a big role in the creation of therapeutic agents that could modify and repair genetic errors, destroy cancer cells or pathogen infected cells, treat immune system disorders, treat metabolic or endocrine disorders, among other functions. Furthermore adjuvant proteins, therapeutic antibodies are encompassed by therapeutic proteins and also hormone replacement therapy which is e.g. used in the therapy of women in the menopause. In newer approaches somatic cells of a patient are used to reprogram them into pluripotent stem cells which replace the disputed stem cell therapy. Also these proteins used for reprogramming of somatic cells or used for differentiating of stem cells are defined herein as therapeutic proteins. Furthermore therapeutic proteins may be used for other purposes e.g. wound healing, tissue regeneration, angiogenesis, etc.


Therefore therapeutic proteins can be used for various purposes including treatment of various diseases like e.g. infectious diseases, neoplasms (e.g. cancer or tumor diseases), diseases of the blood and blood-forming organs, endocrine, nutritional and metabolic diseases, diseases of the nervous system, diseases of the circulatory system, diseases of the respiratory system, diseases of the digestive system, diseases of the skin and subcutaneous tissue, diseases of the musculoskeletal system and connective tissue, and diseases of the genitourinary system, independently if they are inherited or acquired.


These and other proteins are understood to be therapeutic, as they are meant to treat the subject by replacing its defective endogenous production of a functional protein in sufficient amounts. Accordingly, such therapeutic proteins are typically mammalian, in particular human proteins.


Furthermore, adjuvant or immunostimulating proteins are also encompassed in the term therapeutic proteins. Adjuvant or immunostimulating proteins may be used in this context to induce, alter or improve an immune response in an individual to treat a particular disease or to ameliorate the condition of the individual.


In this context, adjuvant proteins may be selected from mammalian, in particular human adjuvant proteins, which typically comprise any human protein or peptide, which is capable of eliciting an innate immune response (in a mammal), e.g. as a reaction of the binding of an exogenous TLR ligand to a TLR. More preferably, human adjuvant proteins are selected from the group consisting of proteins, which are components and ligands of the signalling networks of the pattern recognition receptors including TLR, NLR and RLH, including TLR1, TLR2, TLR3, TLR4, TLR5, TLR6, TLR7, TLR8, TLR9, TLR10, TLR11; NOD1, NOD2, NOD3, NOD4, NOD5, NALP1, NALP2, NALP3, NALP4, NALP5, NALP6, NALP6, NALP7, NALP7, NALP8, NALP9, NALP10, NALP11, NALP12, NALP13, NALP14,1 IPAF, NAIP, CIITA, RIG-I, MDA5 and LGP2, the signal transducers of TLR signaling including adaptor proteins including e.g. Trif and Cardif; components of the Small-GTPases signalling (RhoA, Ras, Rac1, Cdc42, Rab etc.), components of the PIP signalling (PI3K, Src-Kinases, etc.), components of the MyD88-dependent signalling (MyD88, IRAK1, IRAK2, IRAK4, TIRAP, TRAF6 etc.), components of the MyD88-independent signalling (TICAM1, TICAM2, TRAF6, TBK1, IRF3, TAK1, IRAK1 etc.); the activated kinases including e.g. Akt, MEKK1, MKK1, MKK3, MKK4, MKK6, MKK7, ERK1, ERK2, GSK3, PKC kinases, PKD kinases, GSK3 kinases, JNK, p38MAPK, TAK1, IKK, and TAK1; the activated transcription factors including e.g. NF-kB, c-Fos, c-Jun, c-Myc, CREB, AP-1, Elk-1, ATF2, IRF-3, IRF-7.


Mammalian, in particular human adjuvant proteins may furthermore be selected from the group consisting of heat shock proteins, such as HSP10, HSP60, HSP65, HSP70, HSP75 and HSP90, gp96, Fibrinogen, TypIII repeat extra domain A of fibronectin; or components of the complement system including C1q, MBL, C1r, C1s, C2b, Bb, D, MASP-1, MASP-2, C4b, C3b, C5a, C3a, C4a, C5b, C6, C7, C8, C9, CR1, CR2, CR3, CR4, C1qR, C1INH, C4 bp, MCP, DAF, H, I, P and CD59, or induced target genes including e.g. Beta-Defensin, cell surface proteins; or human adjuvant proteins including trif, flt-3 ligand, Gp96 or fibronectin, etc., or any species homolog of any of the above human adjuvant proteins.


Mammalian, in particular human adjuvant proteins may furthermore comprise cytokines which induce or enhance an innate immune response, including IL-1 alpha, IL1 beta, IL-2, IL-6, IL-7, IL-8, IL-9, IL-12, IL-13, IL-15, IL-16, IL-17, IL-18, IL-21, IL-23, TNFalpha, IFNalpha, IFNbeta, IFNgamma, GM-CSF, G-CSF, M-CSF; chemokines including IL-8, IP-10, MCP-1, MIP-1alpha, RANTES, Eotaxin, CCL21; cytokines which are released from macrophages, including IL-1, IL-6, IL-8, IL-12 and TNF-alpha; as well as IL-1R1 and IL-1 alpha.


Therapeutic proteins for the treatment of blood disorders, diseases of the circulatory system, diseases of the respiratory system, cancer or tumor diseases, infectious diseases or immunedeficiencies or adjuvant proteins are typically proteins of mammalian origin, preferably of human origin, depending on which animal shall be treated. A human subject, for example, is preferably treated by a therapeutic protein of human origin.


Pathogenic adjuvant proteins, typically comprise a pathogenic adjuvant protein, which is capable of eliciting an innate immune response (in a mammal), more preferably selected from pathogenic adjuvant proteins derived from bacteria, protozoa, viruses, or fungi, etc., e.g., bacterial (adjuvant) proteins, protozoan (adjuvant) proteins (e.g. profilin-like protein of Toxoplasma gondii), viral (adjuvant) proteins, or fungal (adjuvant) proteins, etc.


Particularly, bacterial (adjuvant) proteins may be selected from the group consisting of bacterial heat shock proteins or chaperons, including Hsp60, Hsp70, Hsp90, Hsp100; OmpA (Outer membrane protein) from gram-negative bacteria; bacterial porins, including OmpF; bacterial toxins, including pertussis toxin (PT) from Bordetella pertussis, pertussis adenylate cyclase toxin CyaA and CyaC from Bordetella pertussis, PT-9K/129G mutant from pertussis toxin, pertussis adenylate cyclase toxin CyaA and CyaC from Bordetella pertussis, tetanus toxin, cholera toxin (CT), cholera toxin B-subunit, CTK63 mutant from cholera toxin, CTE112K mutant from CT, Escherichia coli heat-labile enterotoxin (LT), B subunit from heat-labile enterotoxin (LTB) Escherichia coli heat-labile enterotoxin mutants with reduced toxicity, including LTK63, LTR72; phenol-soluble modulin; neutrophil-activating protein (HP-NAP) from Helicobacter pylori; Surfactant protein D; Outer surface protein A lipoprotein from Borrelia burgdorferi, Ag38 (38 kDa antigen) from Mycobacterium tuberculosis; proteins from bacterial fimbriae; Enterotoxin CT of Vibrio cholerae, Pilin from pili from gram negative bacteria, and Surfactant protein A; etc., or any species homolog of any of the above bacterial (adjuvant) proteins.


Bacterial (adjuvant) proteins may also comprise bacterial flagellins. In the context of the present invention, bacterial flagellins may be selected from flagellins from organisms including, without being limited thereto, Agrobacterium, Aquifex, Azospirillum, Bacillus, Bartonella, Bordetella, Borrelia, Burkholderia, Campylobacter, Caulobacte, Clostridium, Escherichia, Helicobacter, Lachnospiraceae, Legionella, Listeria, Proteus, Pseudomonas, Rhizobium, Rhodobacter, Roseburia, Salmonella, Serpulina, Serratia, Shigella, Treponema, Vibrio, Wolinella, Yersinia, more preferably from flagellins from the species including, without being limited thereto, Agrobacterium tumefaciens, Aquifex pyrophilus, Azospirillum brasilense, Bacillus subtilis, Bacillus thuringiensis, Bartonella bacilliformis, Bordetella bronchiseptica, Borrelia burgdorferi, Burkholderia cepacia, Campylobacter jejuni, Caulobacter crescentus, Clostridium botulinum strain Bennett clone 1, Escherichia coli, Helicobacter pylori, Lachnospiraceae bacterium, Legionella pneumophila, Listeria monocytogenes, Proteus mirabilis, Pseudomonas aeroguinosa, Pseudomonas syringae, Rhizobium meliloti, Rhodobacter sphaeroides, Roseburia cecicola, Roseburis hominis, Salmonella typhimurium, Salmonella bongori, Salmonella typhi, Salmonella enteritidis, Serpulina hyodysenteriae, Serratia marcescens, Shigella boydii, Treponema phagedenis, Vibrio alginolyticus, Vibrio cholerae, Vibrio parahaemolyticus, Wolinella succinogenes and Yersinia enterocolitica.


Protozoan (adjuvant) proteins are a further example of pathogenic adjuvant proteins. Protozoan (adjuvant) proteins may be selected in this context from any protozoan protein showing adjuvant properties, more preferably, from the group consisting of, without being limited thereto, Tc52 from Trypanosoma cruzi, PFTG from Trypanosoma gondii, Protozoan heat shock proteins, LeIF from Leishmania spp., profiling-like protein from Toxoplasma gondii, etc.


Viral (adjuvant) proteins are another example of pathogenic adjuvant proteins. In this context, viral (adjuvant) proteins may be selected from any viral protein showing adjuvant properties, more preferably, from the group consisting of, without being limited thereto, Respiratory Syncytial Virus fusion glycoprotein (F-protein), envelope protein from MMT virus, mouse leukemia virus protein, Hemagglutinin protein of wild-type measles virus, etc.


Fungal (adjuvant) proteins are even a further example of pathogenic adjuvant proteins. In the context of the present invention, fungal (adjuvant) proteins may be selected from any fungal protein showing adjuvant properties, more preferably, from the group consisting of, fungal immunomodulatory protein (FIP; LZ-8), etc.


Finally, adjuvant proteins may furthermore be selected from the group consisting of, Keyhole limpet hemocyanin (KLH), OspA, etc.


As mentioned above, also therapeutic antibodies are defined herein as therapeutic proteins. These therapeutic antibodies are preferably selected from antibodies, which are used inter alia for the treatment of cancer or tumor diseases, e.g. 131I-tositumomab (Follicular lymphoma, B cell lymphomas, leukemias), 3F8 (Neuroblastoma), 8H9, Abagovomab (Ovarian cancer), Adecatumumab (Prostate and breast cancer), Afutuzumab (Lymphoma), Alacizumab pegol, Alemtuzumab (B-cell chronic lymphocytic leukaemia, T-cell-Lymphoma), Amatuximab, AME-133v (Follicular lymphoma, cancer), AMG 102 (Advanced Renal Cell Carcinoma), Anatumomab mafenatox (Non-small cell lung carcinoma), Apolizumab (Solid Tumors, Leukemia, Non-Hodgkin-Lymphoma, Lymphoma), Bavituximab (Cancer, viral infections), Bectumomab (Non-Hodgkin's lymphoma), Belimumab (Non-Hodgkin lymphoma), Bevacizumab (Colon Cancer, Breast Cancer, Brain and Central Nervous System Tumors, Lung Cancer, Hepatocellular Carcinoma, Kidney Cancer, Breast Cancer, Pancreatic Cancer, Bladder Cancer, Sarcoma, Melanoma, Esophageal Cancer; Stomach Cancer, Metastatic Renal Cell Carcinoma; Kidney Cancer, Glioblastoma, Liver Cancer, Proliferative Diabetic Retinopathy, Macular Degeneration), Bivatuzumab mertansine (Squamous cell carcinoma), Blinatumomab, Brentuximab vedotin (Hematologic cancers), Cantuzumab (Colon Cancer, Gastric Cancer, Pancreatic Cancer, NSCLC), Cantuzumab mertansine (Colorectal cancer), Cantuzumab ravtansine (Cancers), Capromab pendetide (Prostate cancer), Carlumab, Catumaxomab (Ovarian Cancer, Fallopian Tube Neoplasms, Peritoneal Neoplasms), Cetuximab (Metastatic colorectal cancer and head and neck cancer), Citatuzumab bogatox (Ovarian cancer and other solid tumors), Cixutumumab (Solid tumors), Clivatuzumab tetraxetan (Pancreatic cancer), CNTO 328 (B-Cell Non-Hodgkin's Lymphoma, Multiple Myeloma, Castleman's Disease, ovarian cancer), CNTO 95 (Melanoma), Conatumumab, Dacetuzumab (Hematologic cancers), Dalotuzumab, Denosumab (Myeloma, Giant Cell Tumor of Bone, Breast Cancer, Prostate Cancer, Osteoporosis), Detumomab (Lymphoma), Drozitumab, Ecromeximab (Malignant melanoma), Edrecolomab (Colorectal carcinoma), Elotuzumab (Multiple myeloma), Elsilimomab, Enavatuzumab, Ensituximab, Epratuzumab (Autoimmune diseases, Systemic Lupus Erythematosus, Non-Hodgkin-Lymphoma, Leukemia), Ertumaxomab (Breast cancer), Ertumaxomab (Breast Cancer), Etaracizumab (Melanoma, prostate cancer, ovarian cancer), Farletuzumab (Ovarian cancer), FBTA05 (Chronic lymphocytic leukaemia), Ficlatuzumab (Cancer), Figitumumab (Adrenocortical carcinoma, non-small cell lung carcinoma), Flanvotumab (Melanoma), Galiximab (B-cell lymphoma), Galiximab (Non-Hodgkin-Lymphoma), Ganitumab, GC1008 (Advanced Renal Cell Carcinoma; Malignant Melanoma, Pulmonary Fibrosis), Gemtuzumab (Leukemia), Gemtuzumab ozogamicin (Acute myelogenous leukemia), Girentuximab (Clear cell renal cell carcinoma), Glembatumumab vedotin (Melanoma, breast cancer), GS6624 (Idiopathic pulmonary fibrosis and solid tumors), HuC242-DM4 (Colon Cancer, Gastric Cancer, Pancreatic Cancer), HuHMFG1 (Breast Cancer), HuN901-DM1 (Myeloma), Ibritumomab (Relapsed or refractory low-grade, follicular, or transformed B-cell non-Hodgkin's lymphoma (NHL)), Icrucumab, ID09C3 (Non-Hodgkin-Lymphoma), Indatuximab ravtansine, Inotuzumab ozogamicin, Intetumumab (Solid tumors (Prostate cancer, melanoma)), Ipilimumab (Sarcoma, Melanoma, Lung cancer, Ovarian Cancer leucemia, Lymphoma, Brain and Central Nervous System Tumors, Testicular Cancer, Prostate Cancer, Pancreatic Cancer, Breast Cancer), Iratumumab (Hodgkin's lymphoma), Labetuzumab (Colorectal cancer), Lexatumumab, Lintuzumab, Lorvotuzumab mertansine, Lucatumumab (Multiple myeloma, non-Hodgkin's lymphoma, Hodgkin's lymphoma), Lumiliximab (Chronic lymphocytic leukemia), Mapatumumab (Colon Cancer, Myeloma), Matuzumab (Lung Cancer, Cervical Cancer, Esophageal Cancer), MDX-060 (Hodgkin-Lymphoma, Lymphoma), MEDI 522 (Solid Tumors, Leukemia, Lymphoma, Small Intestine Cancer, Melanoma), Mitumomab (Small cell lung carcinoma), Mogamulizumab, MORab-003 (Ovarian Cancer, Fallopian Tube Cancer, Peritoneal Cancer), MORab-009 (Pancreatic Cancer, Mesothelioma, Ovarian Cancer, Non-Small Cell Lung Cancer, Fallopian Tube Cancer, Peritoneal Cavity Cancer), Moxetumomab pasudotox, MT103 (Non-Hodgkin-Lymphoma), Nacolomab tafenatox (Colorectal cancer), Naptumomab estafenatox (Non-small cell lung carcinoma, renal cell carcinoma), Narnatumab, Necitumumab (Non-small cell lung carcinoma), Nimotuzumab (Squamous cell carcinoma, head and neck cancer, nasopharyngeal cancer, glioma), Nimotuzumab (Squamous cell carcinomas, Glioma, Solid Tumors, Lung Cancer), Olaratumab, Onartuzumab (Cancer), Oportuzumab monatox, Oregovomab (Ovarian cancer), Oregovomab (Ovarian Cancer, Fallopian Tube Cancer, Peritoneal Cavity Cancer), PAM4 (Pancreatic Cancer), Panitumumab (Colon Cancer, Lung Cancer, Breast Cancer; Bladder Cancer; Ovarian Cancer), Patritumab, Pemtumomab, Pertuzumab (Breast Cancer, Ovarian Cancer, Lung Cancer, Prostate Cancer), Pritumumab (Brain cancer), Racotumomab, Radretumab, Ramucirumab (Solid tumors), Rilotumumab (Solid tumors), Rituximab (Urticaria, Rheumatoid Arthritis, Ulcerative Colitis, Chronic Focal Encephalitis, Non-Hodgkin-Lymphoma, Lymphoma, Chronic Lymphocytic Leukemia), Robatumumab, Samalizumab, SGN-30 (Hodgkin-Lymphoma, Lymphoma), SGN-40 (Non-Hodgkin-Lymphoma, Myeloma, Leukemia, Chronic Lymphocytic Leukemia), Sibrotuzumab, Siltuximab, Tabalumab (B-cell cancers), Tacatuzumab tetraxetan, Taplitumomab paptox, Tenatumomab, Teprotumumab (Hematologic tumors), TGN1412 (Chronic lymphocytic leukemia, rheumatoid arthritis), Ticilimumab (=tremelimumab), Tigatuzumab, TNX-650 (Hodgkin's lymphoma), Tositumomab (Follicular lymphoma, B cell lymphomas, Leukemias, Myeloma), Trastuzumab (Breast Cancer, Endometrial Cancer, Solid Tumors), TRBS07 (Melanoma), Tremelimumab, TRU-016 (Chronic lymphocytic leukemia), TRU-016 (Non-Hodgkin lymphoma), Tucotuzumab celmoleukin, Ublituximab, Urelumab, Veltuzumab (Non-Hodgkin's lymphoma), Veltuzumab (IMMU-106) (Non-Hodgkin's lymphoma), Volociximab (Renal Cell Carcinoma, Pancreatic Cancer, Melanoma), Votumumab (Colorectal tumors), WX-G250 (Renal Cell Carcinoma), Zalutumumab (Head and Neck Cancer, Squamous Cell Cancer), and Zanolimumab (T-Cell-Lymphoma);


Epitope: Epitopes (also called ‘antigen determinant’) can be distinguished in T cell epitopes and B cell epitopes. T cell epitopes or parts of the proteins in the context of the present invention may comprise fragments preferably having a length of about 6 to about 20 or even more amino acids, e.g. fragments as processed and presented by MHC class I molecules, preferably having a length of about 8 to about 10 amino acids, e.g. 8, 9, or 10, (or even 11, or 12 amino acids), or fragments as processed and presented by MHC class II molecules, preferably having a length of about 13 or more amino acids, e.g. 13, 14, 15, 16, 17, 18, 19, 20 or even more amino acids, wherein these fragments may be selected from any part of the amino acid sequence. These fragments are typically recognized by T cells in form of a complex consisting of the peptide fragment and an MHC molecule, i.e. the fragments are typically not recognized in their native form. B cell epitopes are typically fragments located on the outer surface of (native) protein or peptide antigens as defined herein, preferably having 5 to 15 amino acids, more preferably having 5 to 12 amino acids, even more preferably having 6 to 9 amino acids, which may be recognized by antibodies, i.e. in their native form.


Such epitopes of proteins or peptides may furthermore be selected from any of the herein mentioned variants of such proteins or peptides. In this context, antigenic determinants can be conformational or discontinuous epitopes, which are composed of segments of the proteins or peptides as defined herein that are discontinuous in the amino acid sequence of the proteins or peptides as defined herein, but are brought together in the three-dimensional structure or continuous or linear epitopes, which are composed of a single polypeptide chain.


Northern Blot: The northern blot is a technique used in molecular biology research to study gene expression by detection of RNA (or isolated mRNA) in a sample. Northern blotting involves the use of electrophoresis to separate RNA samples by size, and detection with a hybridization probe complementary to part of or the entire target sequence. The term ‘northern blot’ actually refers specifically to the capillary transfer of RNA from the electrophoresis gel to the blotting membrane. A general blotting procedure starts with extraction of total RNA from a sample or from cells. Eukaryotic mRNA can then be isolated through the use of oligo (dT) cellulose chromatography to isolate only those RNAs with a poly(A) tail. RNA samples are then separated by gel electrophoresis. Since the gels are fragile and the probes are unable to enter the matrix, the RNA samples, now separated by size, are transferred to a nylon membrane through a capillary or vacuum blotting system. A nylon membrane with a positive charge is the most effective for use in northern blotting since the negatively charged nucleic acids have a high affinity for them. The transfer buffer used for the blotting usually contains formamide because it lowers the annealing temperature of the probe-RNA interaction, thus eliminating the need for high temperatures, which could cause RNA degradation. Once the RNA has been transferred to the membrane, it is immobilized through covalent linkage to the membrane by UV light or heat. After a probe has been labeled, it is hybridized to the RNA on the membrane. The membrane is washed to ensure that the probe has bound specifically and to prevent background signals from arising. The hybrid signals are then detected by X-ray film and can be quantified by densitometry. The RNA samples are most commonly separated on agarose gels containing formaldehyde as a denaturing agent for the RNA to limit secondary structure. The gels can be stained with ethidium bromide (EtBr) and viewed under UV light to observe the quality and quantity of RNA before blotting. Polyacrylamide gel electrophoeresis with urea can also be used in RNA separation but it is most commonly used for fragmented RNA or microRNAs. Probes for northern blotting are composed of nucleic acids with a complementary sequence to all or part of the RNA of interest, they can be DNA, RNA, or oligonucleotides with a minimum of 25 complementary bases to the target sequence. RNA probes (riboprobes) that are transcribed in vitro are able to withstand more rigorous washing steps preventing some of the background noise. Commonly cDNA is created with labelled primers for the RNA sequence of interest to act as the probe in the northern blot. The probes must be labelled either with radioactive isotopes (32P) or with chemiluminescence in which alkaline phosphatase or horseradish peroxidase (HRP) break down chemiluminescent substrates producing a detectable emission of light. The chemiluminescent labelling can occur in two ways: either the probe is attached to the enzyme, or the probe is labelled with a ligand (e.g. biotin) for which the ligand (e.g., avidin or streptavidin) is attached to the enzyme (e.g. HRP). X-ray film can detect both the radioactive and chemiluminescent signals.


RNA Sequencing: RNA-seq (RNA sequencing), also called whole transcriptome shotgun sequencing, uses next-generation sequencing (NGS) to reveal the presence and quantity of RNA in a biological sample at a given moment in time. The high demand for low-cost sequencing has driven the development of high-throughput sequencing (or next-generation sequencing) technologies that parallelize the sequencing process, producing thousands or millions of sequences concurrently. In order to sequence RNA, the usual method is first to reverse transcribe the sample to generate cDNA fragments.


Reverse Transcriptase: A Reverse transcriptase (RT) is an enzyme used to generate complementary DNA (cDNA) from an RNA template, a process termed reverse transcription.


It is mainly associated with retroviruses. Retroviral RT has three sequential biochemical activities: RNA-dependent DNA polymerase activity, ribonuclease H, and DNA-dependent DNA polymerase activity.


Reverse Transcription: Reverse transcription is the process of generating a complementary DNA form an RNA template by a reverse transcriptase.


RT-PCR (Reverse transcription polymerase chain reaction): In RT-PCR, the RNA template is first converted into a complementary DNA (cDNA) using a reverse transcriptase. The cDNA is then used as a template for exponential amplification using PCR.


Quantitative Polymerase chain reaction (qPCR) or real-time polymerase chain reaction: A real-time polymerase chain reaction is a laboratory technique of molecular biology based on the polymerase chain reaction (PCR), which is used to amplify and simultaneously detect or quantify a targeted DNA molecule. The procedure follows the general principle of polymerase chain reaction (PCR); its key feature is that the amplified DNA is detected as the reaction progresses in “real time”. Two common methods for the detection of products in quantitative PCR are: (1) non-specific fluorescent dyes that intercalate with any double-stranded DNA, and (2) sequence-specific DNA probes consisting of oligonucleotides that are labelled with a fluorescent reporter, which permits detection only after hybridization of the probe with its complementary sequence to quantify nucleic acids. Quantitative PCR is carried out in a thermal cycler with the capacity to illuminate each sample with a beam of light of a specified wavelength and detect the fluorescence emitted by the excited fluorophore. The thermal cycler is also able to rapidly heat and chill samples, thereby taking advantage of the physicochemical properties of the nucleic acids and DNA polymerase. The PCR process generally consists of a series of temperature changes that are repeated 25-40 times. These cycles normally consist of three stages: the first, at around 95° C., allows the separation of the nucleic acid's double chain; the second, at a temperature of around 50-60° C., allows the binding of the primers with the DNA template; the third, at between 68-72° C., facilitates the polymerization carried out by the DNA polymerase. Due to the small size of the fragments the last step is usually omitted in this type of PCR as the enzyme is able to increase their number during the change between the alignment stage and the denaturing stage. In addition, some thermal cyclers add another short temperature phase lasting only a few seconds to each cycle, with a temperature of, for example, 80° C., in order to reduce the noise caused by the presence of primer dimers when a non-specific dye is used. The temperatures and the timings used for each cycle depend on a wide variety of parameters, such as: the enzyme used to synthesize the DNA, the concentration of divalent ions and deoxyribonucleotides (dNTPs) in the reaction and the bonding temperature of the primers. The type of quantitative PCR technique used depends on the DNA sequence in the samples, the technique can either use non-specific fluorochromes or hybridization probes.


DETAILED DESCRIPTION OF THE INVENTION

The present invention relates to a method of diagnosing, monitoring a subject or determining the prognosis of a subject comprising the steps of (a) determining the expression level of at least one marker gene selected from the group consisting of the genes set out in table 1 in a sample of the subject to obtain a gene expression profile; (b) diagnosing, monitoring a subject or determining the prognosis of the subject based on the gene expression profile obtained in step (a).


In particular, the invention relates to a method of determining the prognosis of a patient comprising the steps of (a) determining the expression level of at least one marker gene selected from the group consisting of the marker genes set out in table 1 in a sample of the patient to obtain a gene expression profile; (b) determining the prognosis of the patient based on the gene expression profile obtained in step (a).


The patient may be a patient suffering from cancer or tumor. In preferred embodiments, the patient is a lung cancer patient. Most preferably the patient is a non-small cell lung cancer (NSCLC) patient.


Therefore, the invention in particular relates to a method of determining the prognosis of a cancer or tumor patient comprising the steps of (a) determining the expression level of at least one marker gene selected from the group consisting of the marker genes set out in table 1 in a sample of the cancer patient to obtain a gene expression profile; (b) determining the prognosis of the cancer patient based on the gene expression profile obtained in step (a).


In preferred embodiments, the invention relates to a method of determining the prognosis of a NSCLC patient comprising the steps of (a) determining the expression level of at least one marker gene selected from the group consisting of the marker genes set out in table 1 in a sample of the NSCLC cancer patient to obtain a gene expression profile; (b) determining the prognosis of the NSCLC cancer patient based on the gene expression profile obtained in step (a).


The expression level may be determined for at least one marker gene, at least 2 marker genes, at least 3 marker genes, at least 4 marker genes, at least 5 marker genes, at least 6 marker genes, at least 7 marker genes, at least 8 marker genes, at least 9 marker genes, at least 10 marker genes, at least 11 marker genes, at least 12 marker genes, at least 13 marker genes, at least 14 marker genes, at least 15 marker genes, at least 16 marker genes, at least 17 marker genes, at least 18 marker genes, at least 19 marker genes, at least 20 marker genes, at least 25 marker genes, at least 30 marker genes, at least 35 marker genes, at least 40 marker genes, at least 45 marker genes, at least 50 marker genes, at least 55 marker genes, at least 60 marker genes, at least 70 marker genes, at least 80 marker genes, at least 90 marker genes at least 100 marker genes.


The expression level may be determined for at least one marker gene, preferably at least 15 marker genes, more preferably at least 20 marker genes, even more preferably at least 30 marker genes, still more preferably at least 50 marker genes, most preferably at least 100 marker genes.


The expression level may be determined for example for one marker gene, 2 marker genes, 3 marker genes, 4 marker genes, 5 marker genes, 6 marker genes, 7 marker genes, 8 marker genes, 9 marker genes, 10 marker genes, 11 marker genes, 12 marker genes, 13 marker genes, 14 marker genes, 15 marker genes, 16 marker genes, 17 marker genes, 18 marker genes, 19 marker genes, 20 marker genes, 25 marker genes, 30 marker genes, 35 marker genes, 40 marker genes, 45 marker genes, 50 marker genes, 55 marker genes, 60 marker genes, 70 marker genes, 80 marker genes, 90 marker genes or 100 marker genes.


In specific embodiments, the at least one marker gene is selected from the group consisting of genes set out in table 2. In preferred embodiments, the at least one marker gene is selected from the group consisting of marker genes set out in table 3. In more preferred embodiments, the at least one marker gene is selected from group consisting of marker genes set out in table 4. In even more preferred embodiments, the at least one marker gene is selected from group consisting of marker genes set out in table 5.


In some embodiments at least 10 marker genes, such as 15, 25 or 25 marker genes, are selected from table 1. Preferably at least 30 marker genes, such as 35, 40 or 45 marker genes, more preferably at least 50 marker genes, such as 55, 60, 65, 70, 75, 80, 85, 90 or 95 marker genes, most preferably at least 100 marker genes are selected from table 1.


In some embodiments at least 10 marker genes, such as 15, 25 or 25 marker genes, are selected from table 2. Preferably at least 30 marker genes, such as 35, 40 or 45 marker genes, more preferably at least 50 marker genes, such as 55, 60, 65, 70, 75, 80, 85, 90 or 95 marker genes, most preferably at least 100 marker genes are selected from table 2.


In some embodiments at least 10 genes, such as 15, 25 or 25 marker genes, are selected from table 3. Preferably at least 30 marker genes, such as 35, 40 or 45 marker genes, more preferably at least 50 marker genes are selected from table 3.


In some embodiments at least 10 genes, such as 15 marker genes, are selected from table 4. Preferably at least 20 marker genes, such as 25 marker genes, more preferably at least 30 marker genes are selected from table 4.


In some embodiments at least 10 marker genes, such as 15 marker genes are selected from table 5.


The expression level of the at least one marker gene may be determined by any means known in the art. In a preferred embodiment of the present invention the determination of the expression level of the marker gene is accomplished by the measurement of nucleic acid. Thus, the expression level(s) may be determined by a method involving the detection of an mRNA encoded by the gene. Such methods include e.g. Nothem Blot analysis, (quantitative or semi-quantitative) RT-PCR, microarray analysis, and RNA sequencing (“next generation sequencing”).


For example, the measurement of the nucleic acid level of marker gene(s) expression may be assessed by purification of nucleic acid molecules (e.g. RNA) obtained from the sample, followed by hybridization with specific nucleic acid based probes selective for determining the expression level of the marker genes as defined herein. Comparison of expression levels may be accomplished visually or by means of an appropriate device. Methods for the detection of mRNA or expression products are known to the person skilled in the art.


Alternatively, the nucleic acid level of marker gene(s) expression may be detected in a microarray approach. Typically, sample nucleic acids derived from patients to be tested are processed and labeled, preferably with a fluorescent label. Subsequently, such nucleic acid molecules may be used in a hybridization approach with immobilized capture probes corresponding to the marker genes of the present invention. Suitable means for carrying out microarray analyses are known to the person skilled in the art. In a standard setup a microarray comprises immobilized high-density probes to detect a number of genes. The probes on the array are complementary to one or more parts of the mRNA sequence of the marker genes.


A microarray-based detection method typically comprises the following steps: (1) Isolating mRNA from a sample and optionally converting the mRNA to cDNA by reverse transcription, and subsequently labeling this RNA or cDNA. Methods for isolating RNA, converting it into cDNA by reverse transcription and for labeling nucleic acids are described in manuals for microarray technology. (2) Hybridizing the nucleic acids from step 1 with probes for the marker genes. The nucleic acids from a sample can be labeled with a dye, such as the fluorescent dyes Cy3 (red) or Cy5 (blue). Generally, a control sample is labeled with a different dye. (3) Detecting the hybridization of the nucleic acids from the sample with the probes and determining at least qualitatively, and more particularly quantitatively, the amounts of mRNA in the sample for marker genes investigated. The difference in the expression level between sample and control can be estimated based on a difference in the signal intensity. These can be measured and analyzed by appropriate software.


There is no limitation on the number of probes corresponding to the marker genes used, which are spotted on a microarray. Also, a marker gene can be represented by two or more probes, the probes hybridizing to different parts of a gene. Probes are designed for each selected marker gene. Such a probe is typically an oligonucleotide comprising 5-50 nucleotide residues. Longer DNAs can be synthesized by PCR or chemically. Methods for synthesizing such oligonucleotides and applying them on a substrate are well known in the field of microarrays. Genes other than the marker genes may be also spotted on the DNA array. For example, a probe for a gene whose expression level is not significantly altered may be spotted on the DNA array to normalize assay results or to compare assay results of multiple arrays or different assays. Such a gene is also termed herein as “reference gene”.


Alternatively, the nucleic acid level of marker gene(s) expression may be detected in a quantitative RT-PCR approach, preferably in a real-time PCR approach following the reverse transcription of the transcripts of interest. Typically, as first step, a transcript is reverse transcribed into a cDNA molecule according to any suitable method known to the person skilled in the art. A quantitative or real-time PCR approach may subsequently be carried out based on a first DNA strand obtained as described above.


Preferably, Taqman or Molecular Beacon probes as principal FRET-based probes of this type may be used for quantitative PCR detection. In both cases, the probes, serve as internal probes which are used in conjunction with a pair of opposing primers that flank the target region of interest, preferably a set of marker gene(s) specific oligonucleotides as defined herein above. Upon amplification of a target segment, the probe may selectively bind to the products at an identifying sequence in between the primer sites, thereby causing increases in FRET signaling relative to increases in target frequency.


Preferably, a Taqman probe to be used for a quantitative PCR approach according to the present invention may comprises a specific oligonucleotide as defined above of about 22 to 30 bases that is labeled on both ends with a FRET pair. Typically, the 5′ end will have a shorter wavelength fluorophore such as fluorescein (e.g. FAM) and the 3′ end is commonly labeled with a longer wavelength fluorescent quencher (e.g. TAMRA) or a non-fluorescent quencher compound (e.g. Black Hole Quencher). It is preferred that the probes to be used for quantitative PCR, in particular probes as defined herein above, have no guanine (G) at the 5′ end adjacent to the reporter dye in order to avoid quenching of the reporter fluorescence after the probe is degraded.


A Molecular Beacon probe to be used for a quantitative PCR approach according to the present invention preferably uses FRET interactions to detect and quantify a PCR product, with each probe having a 5′ fluorescent-labeled end and a 3′ quencher-labeled end. This hairpin or stem-loop configuration of the probe structure comprises preferably a stem with two short self-binding ends and a loop with a long internal target-specific region of about 20 to 30 bases.


Alternative detection mechanisms which may also be employed in the context of the present invention are directed to a probe fabricated with only a loop structure and without a short complementary stem region. An alternative FRET-based approach for quantitative PCR which may also be used in the context of the present invention is based on the use of two hybridization probes that bind to adjacent sites on the target wherein the first probe has a fluorescent donor label at the 3′ end and the second probe has a fluorescent acceptor label at its 5′ end.


Also detection techniques using molecular barcodes, for example color coded molecular barcodes (such as nCounter from Nanostring technologies) may be used. Typically, in such methods a reporter probe carrying the signal and a capture probe are used. After hybridization, the excess probes are removed and the complexes containing the target sequence hybridized to the signal probe and the capture probe are aligned, immobilized in a cartridge and the color codes of the signal probe are counted.


Alternatively, the nucleic acid level of marker gene(s) expression may be detected by RNA sequencing. RNA sequencing, also called whole transcriptome shotgun sequencing (WTSS), uses next-generation sequencing (NGS) to reveal the presence and quantity of RNA in a biological sample at a given moment in time. Different methods used for next-generation sequencing are known in the art.


In specific embodiments the expression level is measured before administration and/or after administration of a least one dose of a therapeutic agent.


In preferred embodiments the gene expression profile of step (a) is obtained by determining the difference of the expression level of the at least one marker gene measured before administration of the therapeutic agent and after the administration of at least one dose of the therapeutic agent.


Therefore, some embodiments of the invention relate to a method of determining the prognosis of a patient comprising the steps of (a) determining the difference of the expression level of the at least one marker gene before administration of the therapeutic agent and after the administration of at least one dose of the therapeutic agent in sample of the patient to obtain a gene expression profile; (b) determining the prognosis of the patient based on the gene expression profile obtained in step (a).


In particular, some embodiments of the present invention relate to a method of determining the prognosis of a cancer patient, preferably a lung cancer patient, and most preferably a NSCLC patient, comprising the steps of (a) determining the difference of the expression level of the at least one marker gene before administration of the therapeutic agent and after the administration of at least one dose of the therapeutic agent in sample of the cancer patient to obtain a gene expression profile; (b) determining the prognosis of the cancer patient based on the gene expression profile obtained in step (a).


In this context therapeutic agents include all agents and therapies used for therapy or prevention of a disease, particularly of tumor or cancer diseases. Particularly preferred are surgery, radiation therapy, chemotherapy, chemoradiation, and/or treatment with kinase inhibitors, inhibitory and/or stimulatory checkpoint molecules (checkpoint modulators) or antibodies. Most preferably therapeutic agents are selected from vaccines and/or immunostimulatory compositions and/or immunotherapeutic agents, preferably as defined herein.


In one embodiment it is particularly preferred that the vaccine or immunostimulatory composition comprises at least one antigen, preferably a tumor antigen as defined herein.


A specific embodiment of the invention relates to a method of determining the prognosis of a cancer patient, preferably a lung cancer patient and more preferably a NSCLC patient comprising the steps of (a) determining the difference of the expression level of the at least one marker gene before administration of a vaccine or immunostimulatory composition comprising at least one tumor antigen of the group consisting of MAGE-C1, MAGE-C2, NY-ESO-1, Survivin and 5T4 and after the administration of at least one dose of said vaccine or immunotherapeutic agent in a sample of the cancer patient to obtain a gene expression profile; (b) determining the prognosis of the cancer patient based on the gene expression profile obtained in step (a).


A specific embodiment of the invention relates to a method of determining the prognosis of a cancer patient, preferably a lung cancer patient and more preferably a NSCLC patient comprising the steps of (a) determining the difference of the expression level of the at least one marker gene before administration of a vaccine or immunostimulatory composition comprising the tumor antigens MAGE-C1, MAGE-C2, NY-ESO-1, Survivin and 5T4 and after the administration of at least one dose of said vaccine or immunostimulatory composition in a sample of the cancer patient to obtain a gene expression profile; (b) determining the prognosis of the cancer patient based on the gene expression profile obtained in step (a).


Another specific embodiment of the invention relates to a method of determining the prognosis of a cancer patient, preferably a lung cancer patient, more preferably a NSCLC patient comprising the steps of (a) determining the difference of the expression level of the at least one marker gene before administration of a vaccine or immunostimulatory composition comprising the antigens MAGE-C1, MAGE-C2, NY-ESO-1, Survivin, 5T4, and Muc-1 and after the administration of at least one dose of said vaccine or immunotherapeutic agent in a sample of the NSCLC patient to obtain a gene expression profile; (b) determining the prognosis of the cancer patient based on the gene expression profile obtained in step (a).


The sample of the individual or patient can be any sample suitable for the analysis of the expression of the marker genes as disclosed herein. The sample of the individual or patient may be without limitation whole blood or fractions thereof, such as peripheral blood mono-nuclear cells (PBMCs). Preferably, the sample of the individual or patient comprises PBMCs. Alternatively, the sample may be any tissue of the patient, preferably tumor tissue.


In step (b) the prognosis of a cancer patient may be obtained based on the gene expression profile obtained in step (a). For example, the increase or decrease of the expression of the at least one marker gene may relate to a certain course or outcome of a diagnosed or detected disease. For example, the increase or decrease of the expression of the at least one marker gene may relate to a chance of survival or recovery from the disease, to an expected survival time of a subject. For example, the increase or decrease of the expression of the at least one marker gene as described herein may indicate the expected survival time of a subject. In particular, if the prognosis in step (b) is determined based on an expression profile of several genes, for example 30, 50 or 100 or more genes, algorithms can be used to determine the prognosis of a cancer patient. Preferably, clustering algorithms, more preferably hierarchical clustering algorithms can be used in step (b).


Typically, the therapeutic agent may be an immunostimulatory composition and/or a vaccine and/or an immunotherapeutic agent. The therapeutic agent may be a therapeutic protein as defined above or may comprise additionally a therapeutic protein. Preferably the therapeutic agent comprises the antigens MAGE-C1, MAGE-C2, NY-ESO-1, Survivin and 5T4 or fragments thereof. The antigen(s) may be present as peptides or proteins and/or are encoded by at least one nucleotide sequence. Preferably the antigens are encoded by at least one mRNA molecule. In a specific embodiment the therapeutic agent is at least one mRNA molecule encoding the antigens MAGE-C1, MAGE-C2, NY-ESO-1, Survivin and 5T4 or fragments thereof.


In the context of this invention “MAGE-C1” is the melanoma antigen family C, 1 and the preferred sequence of the RNA, preferably of the mRNA, encoding “MAGE-C1”—if being used in the immunostimulatory composition—is shown in SEQ ID NO: 1, more preferably in SEQ ID NO: 2, and even more preferably in SEQ ID NO: 3.


In the context of this invention “MAGE-C2” is the melanoma antigen family C2 and the preferred sequence of the RNA, preferably of the mRNA, encoding “MAGE-C2”—if being used in the immunostimulatory composition—is shown in SEQ ID NO: 4, and even more preferably SEQ ID NO: 5.


In the context of this invention “NY-ESO-1” is cancer/testis antigen 1B and the preferred sequence of the RNA, preferably of the mRNA, encoding “NY-ESO-1”—if being used in the immunostimulatory composition—is shown in SEQ ID NO: 6, and in SEQ ID NO: 7.


In the context of this invention “Survivin” is baculoviral IAP repeat-containing 5 (survivin) and the preferred sequence of the RNA, preferably of the mRNA, encoding “survivin”—if being used in the immunostimulatory composition—is shown in SEQ ID NO: 8, and even more preferably in SEQ ID NO: 9.


In the context of this invention “5T4” is trophoblast glycoprotein and the preferred sequence of the RNA, preferably of the mRNA, encoding “5T4”—if being used in the vaccine—is shown in SEQ ID NO: 10, and even more preferably in SEQ ID NO: 11.


The immunostimulatory composition may comprise antigens, antigenic proteins or antigenic peptides or nucleic acids such as DNA or RNA encoding antigens, antigenic proteins or antigenic peptides capable to effectively stimulate the (adaptive) immune system to allow treatment of cancer, preferably lung cancer, especially of non-small cell lung cancer (NSCLC). Preferably the immunostimulatory composition comprises at least one RNA encoding at least one antigen, antigenic protein or antigenic peptide.


Preferably, the immunostimulatory composition or vaccine comprises at least one RNA encoding at least one antigen selected from the group consisting of MAGE-C1, MAGE-C2, NY-ESO-1, Survivin and 5T4, wherein the at least one RNA is complexed to a complexing agent, preferably protamine.


The vaccine may contain the active immunostimulatory composition. The vaccine may additionally contain a pharmaceutically acceptable carrier and/or further auxiliary substances and additives and/or adjuvants. According to a particularly preferred embodiment, the antigens are selected from the group consisting of MAGE-C1, MAGE-C2, NY-ESO-1, Survivin and 5T4.


According to another embodiment, the antigens are selected from the group consisting of

    • STEAP (Six Transmembrane Epithelial Antigen of the Prostate);
    • PSA (Prostate-Specific Antigen),
    • PSMA (Prostate-Specific Membrane Antigen),
    • PSCA (Prostate Stem Cell Antigen);
    • PAP (Prostatic Acid Phosphatase), and
    • MUC1 (Mucin 1).


The antigens are described in detail in WO2015024664, which is incorporated herein by reference. Also the multi-antigenic CV9104 is an mRNA-based immunotherapeutic which encodes for the six antigens Muc-1, PSA, PSCA, PSMA, STEAP-1 and PAP is described in detail in WO2015024664.


In a preferred embodiment, the vaccine comprises a safe and effective amount of antigen encoding RNA of the immunostimulatory composition as defined above. As used herein, “safe and effective amount” means an amount of the RNA of the immunostimulatory composition in the vaccine as defined above, that is sufficient to significantly induce a positive modification of the disease, preferably cancer, more preferably lung cancer, even more preferably of a non-small-cell lung cancer (NSCLC) related condition to be treated, more preferably of conditions related to the three main sub-types of non-small-cell lung cancer (NSCLC) including, without being restricted thereto, squamous cell lung carcinoma, adenocarcinoma and large cell lung carcinoma. At the same time, however, a “safe and effective amount” is small enough to avoid serious side-effects, that is to say to permit a sensible relationship between advantage and risk. The determination of these limits typically lies within the scope of sensible medical judgment. In relation to the vaccine, the expression “safe and effective amount” preferably means an amount of the RNA that is suitable for stimulating the adaptive immune system in such a manner that no excessive or damaging immune reactions are achieved but, preferably, also no such immune reactions below a measurable level. Such a “safe and effective amount” of the at least one RNA of the immunostimulatory composition in the vaccine as defined above may furthermore be selected in dependence of the type of RNA, e.g. monocistronic, bi- or even multicistronic RNA, since a bi- or even multicistronic RNA may lead to a significantly higher expression of the encoded antigen(s) than use of an equal amount of a monocistronic RNA. A “safe and effective amount” of the at least one RNA of the immunostimulatory composition as defined above, which is contained in the vaccine, will furthermore vary in connection with the particular condition to be treated and also with the age and physical condition of the patient to be treated, the severity of the condition, the duration of the treatment, the nature of the accompanying therapy, of the particular pharmaceutically acceptable carrier used, and similar factors, within the knowledge and experience of the accompanying doctor.


The vaccine typically contains a pharmaceutically acceptable carrier. The expression “pharmaceutically acceptable carrier” as used herein preferably includes the liquid or non-liquid basis of the vaccine. If the vaccine is provided in liquid form, the carrier will typically be pyrogen-free water; isotonic saline or buffered (aqueous) solutions, e.g. phosphate-, citrate-buffered solutions, etc.


The vaccine can additionally contain one or more auxiliary substances in order to further increase the immunogenicity. A synergistic action of the at least one RNA of the active (immunostimulatory) composition as defined above and of an auxiliary substance, which may be optionally also contained in the vaccine as described above, is preferably achieved thereby. Depending on the various types of auxiliary substances, various mechanisms can come into consideration in this respect. For example, compounds that permit the maturation of dendritic cells (DCs), for example lipopolysaccharides, TNF-alpha or CD40 ligand, form a first class of suitable auxiliary substances. In general, it is possible to use as auxiliary substance any agent that influences the immune system in the manner of a “danger signal” (LPS, GP96, etc.) or cytokines, such as GM-CSF, which allow an immune response produced by the immune-stimulating adjuvant according to the invention to be enhanced and/or influenced in a targeted manner. Particularly preferred auxiliary substances are cytokines, such as monokines, lymphokines, interleukins or chemokines, that—additional to induction of the adaptive immune response by the encoded at least two antigens—promote the innate immune response, such as IL-1, IL-2, IL-3, IL-4, IL-5, IL-6, IL-7, IL-8, IL-9, IL-10, IL-12, IL-13, IL-14, IL-15, IL-16, IL-17, IL-18, IL-19, IL-20, IL-21, IL-22, IL-23, IL-24, IL-25, IL-26, IL-27, IL-28, IL-29, IL-30, IL-31, IL-32, IL-33, INF-alpha, IFN-beta, INF-gamma, GM-CSF, G-CSF, M-CSF, LT-beta or TNF-alpha, growth factors, such as hGH.


Further additives which may be included in the vaccine are emulsifiers, such as, for example, Tween®; wetting agents, such as, for example, sodium lauryl sulfate; colouring agents; taste-imparting agents, pharmaceutical carriers; tablet-forming agents; stabilizers; antioxidants; preservatives. The vaccine can also additionally contain any further compound, which is known to be immune-stimulating due to its binding affinity (as ligands) to human Toll-like receptors or due to its binding affinity (as ligands) to murine Toll-like receptors. Another class of compounds, which may be added to the vaccine, may be CpG nucleic acids, in particular CpG-RNA or CpG-DNA. A CpG-RNA or CpG-DNA can be a single-stranded CpG-DNA (ss CpG-DNA), a double-stranded CpG-DNA (dsDNA), a single-stranded CpG-RNA (ss CpG-RNA) or a double-stranded CpG-RNA (ds CpG-RNA).


Moreover, the invention relates to a method of determining whether a cancer patient responds to a therapeutic agent comprising the steps of

    • (a) determining the difference of the expression level measured before administration of the therapeutic agent and after administration of at least one dose of the therapeutic agent of at least one marker gene selected from the group consisting of the marker genes set out in table 1 in a sample of the cancer patient to obtain a gene expression profile;
    • (b) determining whether the cancer patient responds to a therapeutic agent based on the gene expression profile obtained in step (a);


Another aspect of the invention refers to a kit, diagnostic composition or device for the analysis of the expression of at least one marker gene as described herein. In one embodiment, the invention refers to a kit, diagnostic composition or device for the analysis of the expression of at least one marker gene of table 1 comprising at least one primer and/or probe selective for determining the expression level of at least one marker gene of table 1. Some embodiments relate to a kit, diagnostic composition or device comprising at least 10 primers and/or probes, preferably at least 30 primers and/or probes, more preferably at least 50 primers and/or probes, most preferably at least 100 primers and/or probes selective for determining the expression level of at least 10, 30, 50 or 100 marker genes of table 1. A further embodiment refers to a kit, diagnostic composition or device for the analysis of the expression of at least one marker gene of table 2 comprising at least one primer and/or probe selective for determining the expression level of at least one marker gene of table 2. Some embodiments relate to a kit, diagnostic composition or device comprising at least 10 primers and/or probes, preferably at least 30 primers and/or probes, more preferably at least 50 primers and/or probes, most preferably at least 100 primers and/or probes selective for determining the expression level of at least 10, 30, 50 or 100 marker genes of table 2. In a further embodiment, the invention refers to a kit, diagnostic composition or device for the analysis of the expression of at least one marker gene of table 3 comprising at least one primer and/or probe selective for determining the expression level of at least one marker gene of table 3. Further embodiments relate to a kit, diagnostic composition or device comprising at least 10 primers and/or probes, preferably at least 30 primers and/or probes, more preferably at least 40 primers and/or probes, most preferably at least 50 primers and/or probes selective for determining the expression level of at least 10, 30, 40 or 50 marker genes of table 3. In another embodiment, the invention refers to a kit, diagnostic composition or device for the analysis of the expression of at least one marker gene of table 4 comprising at least one primer and/or probe selective for determining the expression level of at least one marker gene of table 4. Further embodiments relate to a kit, diagnostic composition or device comprising at least 10 primers and/or probes, preferably at least 20 primers and/or probes, more preferably at least 25 primers and/or probes, most preferably at least 30 primers and/or probes selective for determining the expression level of at least 10, 20, 25 or 30 marker genes of table 4. In another embodiment, the invention refers to a kit, diagnostic composition or device for the analysis of the expression of at least one marker gene, preferably at least 5 marker genes, more preferably at least 10 marker genes of table 5 comprising at least one primer and/or probe, preferably at least 5 primers and/or probes, more preferably at least 10 primers and/or probes selective for determining the expression level of at least one marker gene of table 5.


A further embodiment refers to a kit, diagnostic composition or device for the analysis of the expression of at least one marker gene of table 2B comprising at least one primer and/or probe selective for determining the expression level of at least one marker gene of table 2B. Some embodiments relate to a kit, diagnostic composition or device comprising at least 10 primers and/or probes, preferably at least 30 primers and/or probes, more preferably at least 50 primers and/or probes, most preferably at least 90 primers and/or probes selective for determining the expression level of at least 10, 30, 50 or 90 marker genes of table 2B. In a further embodiment, the invention refers to a kit, diagnostic composition or device for the analysis of the expression of at least one marker gene of table 3B comprising at least one primer and/or probe selective for determining the expression level of at least one marker gene of table 3B. Further embodiments relate to a kit, diagnostic composition or device comprising at least 10 primers and/or probes, preferably at least 30 primers and/or probes, more preferably at least 40 primers and/or probes, most preferably at least 40 primers and/or probes selective for determining the expression level of at least 10, 30 or 40 marker genes of table 3B. In another embodiment, the invention refers to a kit, diagnostic composition or device for the analysis of the expression of at least one marker gene of table 4B comprising at least one primer and/or probe selective for determining the expression level of at least one marker gene of table 4B. Further embodiments relate to a kit, diagnostic composition or device comprising at least 10 primers and/or probes, preferably at least 20 primers and/or probes, more preferably at least 25 primers and/or probes selective for determining the expression level of at least 10, 20 or 25 marker genes of table 4B. In another embodiment, the invention refers to a kit, diagnostic composition or device for the analysis of the expression at least one marker gene, preferably at least 5 marker genes, more preferably at least 8 marker genes of table 5 comprising at least one primer and/or probe, preferably at least 5 primers and/or probes, more preferably at least 8 primers and/or probes selective for determining the expression level of at least of at least 5 or 8 marker genes of table 5B.


The kit as described herein may further comprise an enzyme for primer elongation, nucleotides and/or labeling agents.


Another aspect of the invention refers to a microarray for the analysis of the expression of at least one marker gene as described herein. In one embodiment, the invention refers to a microarray for the analysis of the expression of at least one marker gene of table 1 comprising at least one probe selective for determining the expression level of at least one marker gene of table 1. Some embodiments relate to a microarray comprising at least 10 probes, preferably at least 30 probes, more preferably at least 50 probes, most preferably at least 100 probes selective for determining the expression level of at least 10, 30, 50 or 100 marker genes of table 1. A further embodiment refers to a microarray for the analysis of the expression of at least one marker gene of table 2 comprising at least one probe selective for determining the expression level of at least one marker gene of table 2. Some embodiments relate to a microarray comprising at least 10 probes, preferably at least 30 probes, more preferably at least 50 probes, most preferably at least 100 probes selective for determining the expression level of at least 10, 30, 50 or 100 marker genes of table 2. In a further embodiment, the invention refers to a microarray for the analysis of the expression of at least one marker gene of table 3 comprising at least one probe selective for determining the expression level of at least one marker gene of table 3. Further embodiments relate to a microarray comprising at least 10 probes, preferably at least 30 probes, more preferably at least 40 probes, most preferably at least 50 probes selective for determining the expression level of at least 10, 30, 40 or 50 marker genes of table 3. In another embodiment, the invention refers to a microarray for the analysis of the expression of at least one marker gene of table 4 comprising at least one probe selective for determining the expression level of at least one marker gene of table 4. Further embodiments relate to a microarray comprising at least 10 probes, preferably at least 20 probes, more preferably at least 25 probes, most preferably at least 30 probes selective for determining the expression level of at least 10, 20, 25 or 30 marker genes of table 4. In another embodiment, the invention refers to a microarray for the analysis of the expression of at least one marker gene, preferably at least 5 marker genes, more preferably at least 10 marker genes of table 5 comprising at least one probe, preferably at least 5 probes, more preferably at least 10 probes selective for determining the expression level of at least one marker gene of table 5.


A further embodiment refers to a microarray for the analysis of the expression of at least one marker gene of table 2B comprising at least one probe selective for determining the expression level of at least one marker gene of table 2B. Some embodiments relate to a microarray comprising at least 10 probes, preferably at least 30 probes, more preferably at least 50 probes, most preferably at least 90 probes selective for determining the expression level of at least 10, 30, 50 or 90 marker genes of table 2B. In a further embodiment, the invention refers to a microarray for the analysis of the expression of at least one marker gene of table 3B comprising at least one probe selective for determining the expression level of at least one marker gene of table 3B. Further embodiments relate to a microarray comprising at least 10 probes, preferably at least 30 probes, more preferably at least 40 probes selective for determining the expression level of at least 10, 30 or 40 marker genes of table 3B. In another embodiment, the invention refers to a microarray for the analysis of the expression of at least one marker gene of table 4B comprising at least one probe selective for determining the expression level of at least one marker gene of table 4B. Further embodiments relate to a microarray comprising at least 10 probes, preferably at least 20 probes, more preferably at least 25 probes selective for determining the expression level of at least 10, 20 or 25 marker genes of table 4B. In another embodiment, the invention refers to a microarray for the analysis of the expression of at least one marker gene, preferably at least 5 marker genes, more preferably at least 8 marker genes of table 5B comprising at least one probe, preferably at least 5 probes, more preferably at least 8 probes selective for determining the expression level of at least one marker gene of table 5B.


Another aspect of the invention refers to the use of a microarray as described herein for determining the prognosis of a cancer patient, preferably a lung cancer patient and more preferably a NSCLC patient. A further aspect of the invention refers to the use of a kit as described herein for determining the prognosis of a cancer patient, preferably a lung cancer patient and more preferably a NSCLC patient.


Another aspect refers to a non-transitory computer readable storage medium with an executable program stored thereon, wherein the program is for diagnosing, monitoring a subject, preferably a lung cancer patient and more preferably a NSCLC patient or determining the prognosis of a subject, preferably a lung cancer patient and more preferably a NSCLC patient and wherein the program instructs a microprocessor to perform one or more of the steps of any of the methods described herein.









TABLE 1







marker genes for cancer, in particular lung cancer








Description
Gene Symbol





uncharacterized LOC572558 (LOC572558), non-coding RNA [NR_015423]
LOC572558


Usher syndrome 1G (autosomal recessive) (USH1G), mRNA [NM_173477]
USH1G


bone morphogenetic protein 2 (BMP2), mRNA [NM_001200]
BMP2


kinesin family member 18A (KIF18A), mRNA [NM_031217]
KIF18A


anillin, actin binding protein (ANLN), mRNA [NM_018685]
ANLN


glycoprotein V (platelet) (GPS), mRNA [NM_004488]
GPS


spindle and kinetochore associated complex subunit 3 (SKA3), transcript variant
SKA3


1, mRNA [NM_145061]



TTK protein kinase (TTK), transcript variant 1, mRNA [NM_003318]
TTK


olfactomedin 4 (OLFM4), mRNA [NM_006418]
OLFM4


discs, large (Drosophila) homolog-associated protein 5 (DLGAP5), transcript
DLGAP5


variant 1, mRNA [NM_014750]



minichromosome maintenance complex component 10 (MCM10), transcript
MCM10


variant 1, mRNA [NM_182751]



secretory leukocyte peptidase inhibitor (SLPI), mRNA [NM_003064]
SLPI


Fas ligand (TNF superfamily, member 6) (FASLG), mRNA [NM_000639]
FASLG


solute carrier family 7 (amino acid transporter light chain, L system), member 8
SLC7A8


(SLC7A8), transcript variant 2, mRNA [NM_182728]



exonuclease 1 (EXO1), transcript variant 3, mRNA [NM_003686]
EXO1


fibroblast growth factor binding protein 2 (FGFBP2), mRNA [NM_031950]
FGFBP2


chemokine (C-X-C motif) ligand 1 (melanoma growth stimulating activity, alpha)
CXCL1


(CXCL1), mRNA [NM_001511]



maternal embryonic leucine zipper kinase (MELK), mRNA [NM_014791]
MELK


ribonucleotide reductase M2 (RRM2), transcript variant 2, mRNA [NM_001034]
RRM2


KIAA0101 (KIAA0101), transcript variant 1, mRNA [NM_014736]
KIAA0101


interferon, alpha-inducible protein 27 (IFI27), transcript variant 2, mRNA
IFI27


[NM_005532]



RAD51 homolog (S. cerevisiae) (RAD51), transcript variant 1, mRNA
RAD51


[NM_002875]



thymidylate synthetase (TYMS), mRNA [NM_001071]
TYMS


E2F transcription factor 8 (E2F8), mRNA [NM_024680]
E2F8


platelet-derived growth factor receptor, beta polypeptide (PDGFRB), mRNA
PDGFRB


[NM_002609]



chitinase 3-like 1 (cartilage glycoprotein-39) (CHI3L1), mRNA [NM_001276]
CHI3L1


interferon, gamma (IFNG), mRNA [NM_000619]
IFNG


chromatin licensing and DNA replication factor 1 (CDT1), mRNA [NM_030928]
CDT1


chemokine (C-C motif) ligand 20 (CCL20), transcript variant 1, mRNA
CCL20


[NM_004591]



denticleless homolog (Drosophila) (DTL), mRNA [NM_016448]
DTL


uncharacterized LOC643650 (LOC643650), non-coding RNA [NR_033957]
LOC643650


cyclin A2 (CCNA2), mRNA [NM_001237]
CCNA2


regulator of G-protein signaling 9 (RGS9), transcript variant 3, mRNA
RGS9


[NM_001165933]



centrosomal protein 55 kDa (CEP55), transcript variant 1, mRNA [NM_018131]
CEP55


polymerase (DNA directed), epsilon 2 (p59 subunit) (POLE2), transcript variant
POLE2


1, mRNA [NM_002692]



asp (abnormal spindle) homolog, microcephaly associated (Drosophila) (ASPM),
ASPM


transcript variant 1, mRNA [NM_018136]



transforming growth factor, beta receptor III (TGFBR3), transcript variant 1,
TGFBR3


mRNA [NM_003243]



retinitis pigmentosa GTPase regulator interacting protein 1 (RPGRIP1), mRNA
RPGRIP1


[NM_020366]



killer cell immunoglobulin-like receptor, two domains, long cytoplasmic tail, 2
KIR2DL2


(KIR2DL2), mRNA [NM_014219]



Holliday junction recognition protein (HJURP), mRNA [NM_018410]
HJURP


signal transducing adaptor family member 1 (STAP1), mRNA [NM_012108]
STAP1


topoisomerase (DNA) II alpha 170 kDa (TOP2A), mRNA [NM_001067]
TOP2A


TLR2_HUMAN (O60603) Toll-like receptor 2 precursor (Toll/interleukin 1
XLOC_I2_010897


receptor-like protein 4) (CD282 antigen), partial (33%) [THC2499145]



protein phosphatase 2, regulatory subunit B, beta (PPP2R2B), transcript variant
PPP2R2B


1, mRNA [NM_004576]



SPC25, NDC80 kinetochore complex component, homolog (S. cerevisiae)
SPC25


(SPC25), mRNA [NM_020675]



KIAA1671 (KIAA1671), mRNA [NM_001145206]
KIAA1671


budding uninhibited by benzimidazoles 1 homolog (yeast) (BUB1), mRNA
BUB1


[NM_004336]



G protein-coupled receptor 56 (GPR56), transcript variant 3, mRNA
GPR56


[NM_201525]



granzyme M (lymphocyte met-ase 1) (GZMM), mRNA [NM_005317]
GZMM


sterile alpha motif domain containing 3 (SAMD3), transcript variant 1, mRNA
SAMD3


[NM_001017373]



cathepsin W (CTSW), mRNA [NM_001335]
CTSW


prostaglandin F2 receptor negative regulator (PTGFRN), mRNA [NM_020440]
PTGFRN


BX111111 Soares_total_fetus_Nb2HF8_9w cDNA clone IMAGp998C062578,
XLOC_006752


mRNA sequence [BX111111]



granulysin (GNLY), transcript variant NKG5, mRNA [NM_006433]
GNLY


long intergenic non-protein coding RNA 239 (LINC00239), non-coding RNA
LINC00239


[NR_026774]



cell division cycle associated 2 (CDCA2), mRNA [NM_152562]
CDCA2


granzyme H (cathepsin G-like 2, protein h-CCPX) (GZMH), mRNA [NM_033423]
GZMH


budding uninhibited by benzimidazoles 1 homolog beta (yeast) (BUB1B), mRNA
BUB1B


[NM_001211]



ubiquitin-conjugating enzyme E2C (UBE2C), transcript variant 6, mRNA
UBE2C


[NM_181803]



killer cell immunoglobulin-like receptor, two domains, short cytoplasmic tail, 4
KIR2DS4


(KIR2DS4), mRNA [NM_012314]



SLAM family member 6 (SLAMF6), transcript variant 2, mRNA [NM_052931]
SLAMF6


killer cell immunoglobulin-like receptor, two domains, short cytoplasmic tail, 2
KIR2DS2


(KIR2DS2), mRNA [NM_012312]



BROAD Institute lincRNA (XLOC_004032), lincRNA [TCONS_00007807]
XLOC_004032


perforin 1 (pore forming protein) (PRF1), transcript variant 1, mRNA
PRF1


[NM_005041]



GINS complex subunit 2 (Psf2 homolog) (GINS2), mRNA [NM_016095]
GINS2


cell division cycle 45 homolog (S. cerevisiae) (CDC45), transcript variant 2,
CDC45


mRNA [NM_003504]



T-box 21 (TBX21), mRNA [NM_013351]
TBX21


granzyme A (granzyme 1, cytotoxic T-lymphocyte-associated serine esterase 3)
GZMA


(GZMA), mRNA [NM_006144]



natural killer cell group 7 sequence (NKG7), mRNA [NM_005601]
NKG7


serum/glucocorticoid regulated kinase 1 (SGK1), transcript variant 1, mRNA
SGK1


[NM_005627]



poliovirus receptor related immunoglobulin domain containing (PVRIG), mRNA
PVRIG


[NM_024070]



NIMA (never in mitosis gene a)-related kinase 2 (NEK2), transcript variant 1,
NEK2


mRNA [NM_002497]



TCR gamma alternate reading frame protein (TARP), nuclear gene encoding
TARP


mitochondrial protein, transcript variant 1, mRNA [NM_001003799]



baculoviral IAP repeat containing 5 (BIRC5), transcript variant 3, mRNA
BIRC5


[NM_001012271]



cystatin F (leukocystatin) (CST7), mRNA [NM_003650]
CST7


interleukin 2 receptor, beta (IL2RB), mRNA [NM_000878]
IL2RB


meiotic nuclear divisions 1 homolog (S. cerevisiae) (MND1), mRNA
MND1


[NM_032117]



sphingosine-1-phosphate receptor 5 (S1PR5), transcript variant 1, mRNA
S1PR5


[NM_030760]



serine/threonine kinase 32B (STK32B), mRNA [NM_018401]
STK32B


killer cell lectin-like receptor subfamily F, member 1 (KLRF1), mRNA
KLRF1


[NM_016523]



ectonucleotide pyrophosphatase/phosphodiesterase 5 (putative) (ENPP5),
ENPP5


mRNA [NM_021572]



interleukin 18 receptor accessory protein (IL18RAP), mRNA [NM_003853]
IL18RAP


GRB2-related adaptor protein 2 (GRAP2), mRNA [NM_004810]
GRAP2


SH2 domain containing 2A (SH2D2A), transcript variant 5, mRNA
SH2D2A


[NM_001161444]



complement component (3b/4b) receptor 1 (Knops blood group) (CR1),
CR1


transcript variant S, mRNA [NM_000651]



IQ motif containing D [Source: HGNC Symbol;Acc: 25168] [ENST00000392574]
IQCD


chemokine (C-C motif) ligand 5 (CCL5), mRNA [NM_002985]
CCL5


killer cell lectin-like receptor subfamily D, member 1 (KLRD1), transcript variant
KLRD1


1, mRNA [NM_002262]



chemokine (C-X-C motif) receptor 3 (CXCR3), transcript variant 1, mRNA
CXCR3


[NM_001504]



CD247 molecule [Source: HGNC Symbol;Acc: 1677] [ENST00000483825]
CD247


zinc finger protein 697 (ZNF697), mRNA [NM_001080470]
ZNF697


HOP homeobox (HOPX), transcript variant 2, mRNA [NM_139211]
HOPX


interleukin 1, beta (IL1B), mRNA [NM_000576]
IL1B


killer cell lectin-like receptor subfamily C, member 1 (KLRC1), transcript variant
KLRC1


1, mRNA [NM_002259]



zinc finger protein 503 (ZNF503), mRNA [NM_032772]
ZNF503


BROAD Institute lincRNA (XLOC_004924), lincRNA [TCONS_00010404]
XLOC_004924


zeta-chain (TCR) associated protein kinase 70 kDa (ZAP70), transcript variant 1,
ZAP70


mRNA [NM_001079]



centromere protein F, 350/400 kDa (mitosin) (CENPF), mRNA [NM_016343]
CENPF


protein tyrosine phosphatase, receptor type, C-associated protein (PTPRCAP),
PTPRCAP


mRNA [NM_005608]



killer cell lectin-like receptor subfamily C, member 3 (KLRC3), transcript variant
KLRC3


2, mRNA [NM_007333]



Opa interacting protein 5 (OIP5), mRNA [NM_007280]
OIP5


pyrin and HIN domain family, member 1 [Source: HGNC Symbol;Acc: 28894]
PYHIN1


[ENST00000368135]



PREDICTED: killer cell immunoglobulin-like receptor, three domains, long
KIR3DL1


cytoplasmic tail, 1 (KIR3DL1), mRNA [XM_003403406]



free fatty acid receptor 2 (FFAR2), mRNA [NM_005306]
FFAR2


dedicator of cytokinesis 4 (DOCK4), mRNA [NM_014705]
DOCK4


killer cell immunoglobulin-like receptor, two domains, long cytoplasmic tail, 5A
KIR2DL5A


(KIR2DL5A), mRNA [NM_020535]



signal transducer and activator of transcription 4 (STAT4), transcript variant 1,
STAT4


mRNA [NM_003151]



cyclin B1 (CCNB1), mRNA [NM_031966]
CCNB1


NLR family, CARD domain containing 3 (NLRC3), mRNA [NM_178844]
NLRC3


CD226 molecule (CD226), mRNA [NM_006566]
CD226


lin-7 homolog A (C. elegans) (LIN7A), mRNA [NM_004664]
LIN7A


coiled-coil domain containing 102A (CCDC102A), mRNA [NM_033212]
CCDC102A


SH3-binding domain kinase 1 (SBK1), mRNA [NM_001024401]
SBK1


CD1d molecule (CD1D), mRNA [NM_001766]
CD1D


minichromosome maintenance complex component 2 (MCM2), mRNA
MCM2


[NM_004526]



cell division cycle associated 5
CDCA5


cysteine-rich secretory protein LCCL domain containing 2 (CRISPLD2), mRNA
CRISPLD2


[NM_031476]



cDNA FLJ90806 fis, clone Y79AA1000750. [AK075287]
SPC24


TXK tyrosine kinase (TXK), mRNA [NM_003328]
TXK


v-myb myeloblastosis viral oncogene homolog (avian)-like 1 (MYBL1), transcript
MYBL1


variant 2, mRNA [NM_001144755]



uncharacterized protein FLJ23867 (FLJ23867), non-coding RNA [NR_026900]
FLJ23867


cathelicidin antimicrobial peptide (CAMP), mRNA [NM_004345]
CAMP


delta-like 1 (Drosophila) (DLL1), mRNA [NM_005618]
DLL1


stathmin 1 (STMN1), transcript variant 4, mRNA [NM_001145454]
STMN1


prostaglandin D2 receptor (DP) (PTGDR), mRNA [NM_000953]
PTGDR


CD7 molecule (CD7), mRNA [NM_006137]
CD7


BROAD Institute lincRNA (XLOC_011068), lincRNA [TCONS_00022791]
XLOC_011068


triggering receptor expressed on myeloid cells 1 (TREM1), transcript variant 1,
TREM1


mRNA [NM_018643]



calmin (calponin-like, transmembrane) (CLMN), mRNA [NM_024734]
CLMN


T cell immunoreceptor with Ig and ITIM domains (TIGIT), mRNA [NM_173799]
TIGIT


chloride intracellular channel 3 (CLIC3), mRNA [NM_004669]
CLIC3


interleukin 32 (IL32), transcript variant 1, mRNA [NM_001012631]
IL32


adenomatosis polyposis coli down-regulated 1 (APCDD1), mRNA [NM_153000]
APCDD1


zinc finger homeobox 3 (ZFHX3), transcript variant A, mRNA [NM_006885]
ZFHX3


ST3 beta-galactoside alpha-2,3-sialyltransferase 6 (ST3GAL6), mRNA
ST3GAL6


[NM_006100]



chemokine (C-X-C motif) receptor 6 (CXCR6), mRNA [NM_006564]
CXCR6


ecotropic viral integration site 5 (EVI5), mRNA [NM_005665]
EVI5


cyclin-dependent kinase 1 (CDK1), transcript variant 1, mRNA [NM_001786]
CDK1


Q2H1E0_CHAGB (Q2H1E0) Predicted protein, partial (5%) [THC2723627]
XLOC_002344


growth arrest-specific 2 like 3 (GAS2L3), mRNA [NM_174942]
GAS2L3


BRCA1 interacting protein C-terminal helicase 1 (BRIP1), mRNA [NM_032043]
BRIP1


chromosome 15 open reading frame 38 (C15orf38), mRNA [NM_182616]
C15orf38


ST6 (alpha-N-acetyl-neuraminyl-2,3-beta-galactosyl-1,3)-N-
ST6GALNAC2


acetylgalactosaminide alpha-2,6-sialyltransferase 2 (ST6GALNAC2), mRNA



[NM_006456]



cDNA FLJ42228 fis, clone THYMU2041252. [AK124222]
LOC100131043


NLR family, pyrin domain containing 3 (NLRP3), transcript variant 3, mRNA
NLRP3


[NM_001079821]



transmembrane protein 144 (TMEM144), mRNA [NM_018342]
TMEM144


killer cell lectin-like receptor subfamily K, member 1 (KLRK1), mRNA
KLRK1


[NM_007360]



ELOVL fatty acid elongase 4 (ELOVL4), mRNA [NM_022726]
ELOVL4


chemokine (C motif) ligand 1 (XCL1), mRNA [NM_002995]
XCL1


Nedd4 family interacting protein 2 (NDFIP2), transcript variant 1, mRNA
NDFIP2


[NM_019080]



aryl hydrocarbon receptor (AHR), mRNA [NM_001621]
AHR


BROAD Institute lincRNA (XLOC_001266), lincRNA [TCONS_00001887]
XLOC_001266


cDNA clone IMAGE: 5312439. [BC066361]
SETD7


granzyme B (granzyme 2, cytotoxic T-lymphocyte-associated serine esterase 1)
GZMB


(GZMB), mRNA [NM_004131]



coagulation factor II (thrombin) receptor-like 1 (F2RL1), mRNA [NM_005242]
F2RL1


Src-like-adaptor 2 (SLA2), transcript variant 1, mRNA [NM_032214]
SLA2


protein tyrosine phosphatase, non-receptor type 4 (megakaryocyte) (PTPN4),
PTPN4


mRNA [NM_002830]



chromatin assembly factor 1, subunit B (p60) (CHAF1B), mRNA [NM_005441]
CHAF1B


CD3d molecule, delta (CD3-TCR complex) (CD3D), transcript variant 1, mRNA
CD3D


[NM_000732]



protein kinase C, eta (PRKCH), mRNA [NM_006255]
PRKCH


kinesin family member 20A (KIF20A), mRNA [NM_005733]
KIF20A


kinesin family member C1 (KIFC1), mRNA [NM_002263]
KIFC1


haptoglobin (HP), transcript variant 1, mRNA [NM_005143]
HP


cell division cycle associated 7 (CDCA7), transcript variant 1, mRNA
CDCA7


[NM_031942]



integral membrane protein 2A (ITM2A), transcript variant 1, mRNA
ITM2A


[NM_004867]



BROAD Institute lincRNA (XLOC_011350), lincRNA [TCONS_00023505]
XLOC__011350


interleukin 8 (IL8), mRNA [NM_000584]
IL8


uncharacterized LOC79015 (LOC79015), non-coding RNA [NR_034104]
LOC79015


ubiquitin-conjugating enzyme E2T (putative) (UBE2T), mRNA [NM_014176]
UBE2T


pleckstrin homology domain containing, family F (with FYVE domain) member 1
PLEKHF1


(PLEKHF1), mRNA [NM_024310]



killer cell lectin-like receptor subfamily B, member 1 (KLRB1), mRNA
KLRB1


[NM_002258]



phospholipase B1 [Source: HGNC Symbol;Acc: 30041] [ENST00000329020]
PLB1


CD3g molecule, gamma (CD3-TCR complex) (CD3G), mRNA [NM_000073]
CD3G


NDC80 homolog, kinetochore complex component (S. cerevisiae) (NDC80),
NDC80


mRNA [NM_006101]



ELOVL fatty acid elongase 6 [Source: HGNC Symbol;Acc: 15829]
ELOVL6


[ENST00000394607]



cyclin-dependent kinase inhibitor 3 (CDKN3), transcript variant 1, mRNA
CDKN3


[NM_005192]



centromere protein A (CENPA), transcript variant 1, mRNA [NM_001809]
CENPA


ring finger protein 217 (RNF217), mRNA [NM_152553]
RNF217


orosomucoid 1 (ORM1), mRNA [NM_000607]
ORM1


ATPase, H+ transporting, lysosomal V0 subunit a1 (ATP6V0A1), transcript
ATP6V0A1


variant 3, mRNA [NM_005177]



asialoglycoprotein receptor 2 (ASGR2), transcript variant H2′, mRNA
ASGR2


[NM_080912]



ZW10 interactor (ZWINT), transcript variant 2, mRNA [NM_032997]
ZWINT


low density lipoprotein receptor-related protein 1 (LRP1), mRNA [NM_002332]
LRP1


CD6 molecule (CD6), mRNA [NM_006725]
CD6


G protein-coupled receptor 114 [Source: HGNC Symbol;Acc: 19010]
GPR114


[ENST00000349457]



aquaporin 9 (AQP9), mRNA [NM_020980]
AQP9


CD3e molecule, epsilon (CD3-TCR complex) (CD3E), mRNA [NM_000733]
CD3E


RAS guanyl releasing protein 1 (calcium and DAG-regulated) (RASGRP1),
RASGRP1


transcript variant 1, mRNA [NM_005739]



CD2 molecule [Source: HGNC Symbol;Acc: 1639] [ENST00000369477]
CD2


minichromosome maintenance complex component 4 (MCM4), transcript
MCM4


variant 1, mRNA [NM_005914]



family with sequence similarity 20, member C (FAM20C), mRNA [NM_020223]
FAM20C


interleukin 13 receptor, alpha 1 (IL13RA1), mRNA [NM_001560]
IL13RA1


cyclin B2 (CCNB2), mRNA [NM_004701]
CCNB2


GOSR1_HUMAN (O95249) Golgi SNAP receptor complex member 1 (28 kDa
XLOC_I2_015034


Golgi SNARE protein) (28 kDa cis-Golgi SNARE p28) (GOS-28), partial (51%)



[THC2694920]



protein kinase C, theta (PRKCQ), transcript variant 1, mRNA [NM_006257]
PRKCQ


C-type lectin domain family 4, member E (CLEC4E), mRNA [NM_014358]
CLEC4E


acid phosphatase, prostate (ACPP), transcript variant 1, mRNA [NM_001099]
ACPP


WD repeat and FYVE domain containing 3 (WDFY3), mRNA [NM_014991]
WDFY3


SH2 domain containing 1A (SH2D1A), transcript variant 2, mRNA
SH2D1A


[NM_001114937]



ubiquitin-like with PHD and ring finger domains 1 (UHRF1), transcript variant 2,
UHRF1


mRNA [NM_013282]



SMAD family member 1 (SMAD1), transcript variant 1, mRNA [NM_005900]
SMAD1


family with sequence similarity 198, member B (FAM198B), transcript variant 2,
FAM198B


mRNA [NM_016613]



glycoprotein, alpha-galactosyltransferase 1 pseudogene (GGTA1P), transcript
GGTA1P


variant 1, non-coding RNA [NR_003191]



tandem C2 domains, nuclear (TC2N), transcript variant 1, mRNA [NM_152332]
TC2N


BROAD Institute lincRNA (XLOC_014211), lincRNA [TCONS_00029412]
XLOC__014211


defective in sister chromatid cohesion 1 homolog (S. cerevisiae) (DSCC1), mRNA
DSCC1


[NM_024094]



v-ets erythroblastosis virus E26 oncogene homolog 1 (avian) (ETS1), transcript
ETS1


variant 2, mRNA [NM_005238]



RNA binding motif protein 47 (RBM47), transcript variant 2, mRNA
RBM47


[NM_019027]



solute carrier family 22 (organic cation/ergothioneine transporter), member 4
SLC22A4


(SLC22A4), mRNA [NM_003059]



ubiquitin associated and SH3 domain containing A (UBASH3A), transcript
UBASH3A


variant 1, mRNA [NM_018961]



centromere protein M (CENPM), transcript variant 2, mRNA [NM_001002876]
CENPM


toll-like receptor 2 (TLR2), mRNA [NM_003264]
TLR2


DENN/MADD domain containing 2D (DENND2D), mRNA [NM_024901]
DENND2D


killer cell immunoglobulin-like receptor, two domains, short cytoplasmic tail, 3
KIR2DS3


(KIR2DS3), mRNA [NM_012313]



CD163 molecule (CD163), transcript variant 1, mRNA [NM_004244]
CD163


zinc finger protein 516 (ZNF516), mRNA [NM_014643]
ZNF516


minichromosome maintenance complex component 6 (MCM6), mRNA
MCM6


[NM_005915]



MANSC domain containing 1 (MANSC1), mRNA [NM_018050]
MANSC1


SLAM family member 7 (SLAMF7), mRNA [NM_021181]
SLAMF7


linker for activation of T cells (LAT), transcript variant 1, mRNA [NM_014387]
LAT


lymphocyte-activation gene 3 (LAG3), mRNA [NM_002286]
LAG3


homeobox B4 (HOXB4), mRNA [NM_024015]
HOXB4


CD96 molecule (CD96), transcript variant 1, mRNA [NM_198196]
CD96


cytochrome P450, family 1, subfamily B, polypeptide 1 (CYP1B1), mRNA
CYP1B1


[NM_000104]



wntless homolog (Drosophila) (WLS), transcript variant 2, mRNA
WLS


[NM_001002292]



interleukin 1 receptor, type I (IL1R1), mRNA [NM_000877]
IL1R1


C-type lectin domain family 4, member D (CLEC4D), mRNA [NM_080387]
CLEC4D


sparc/osteonectin, cwcv and kazal-like domains proteoglycan (testican) 2
SPOCK2


(SPOCK2), transcript variant 2, mRNA [NM_014767]



membrane bound O-acyltransferase domain containing 2 (MBOAT2), mRNA
MBOAT2


[NM_138799]



sortilin 1 (SORT1), transcript variant 1, mRNA [NM_002959]
SORT1


kinesin family member 15 (KIF15), mRNA [NM_020242]
KIF15


colony stimulating factor 3 receptor (granulocyte) (CSF3R), transcript variant 3,
CSF3R


mRNA [NM_156039]



IL2-inducible T-cell kinase (ITK), mRNA [NM_005546]
ITK


histamine N-methyltransferase (HNMT), transcript variant 1, mRNA
HNMT


[NM_006895]



tyrosine kinase with immunoglobulin-like and EGF-like domains 1 (TIE1), mRNA
TIE1


[NM_005424]



protein kinase, cAMP-dependent, catalytic, beta (PRKACB), transcript variant 3,
PRKACB


mRNA [NM_207578]



CBP80/20-dependent translation initiation factor (CTIF), transcript variant 1,
CTIF


mRNA [NM_014772]



CKLF-like MARVEL transmembrane domain containing 2 (CMTM2), transcript
CMTM2


variant 1, mRNA [NM_144673]



TBC1 domain family, member 9 (with GRAM domain) (TBC1D9), mRNA
TBC1D9


[NM_015130]



serine peptidase inhibitor, Kunitz type 1 (SPINT1), transcript variant 1, mRNA
SPINT1


[NM_181642]



limb bud and heart development homolog (mouse) (LBH), mRNA [NM_030915]
LBH


kinesin family member 2C (KIF2C), mRNA [NM_006845]
KIF2C


RUN and SH3 domain containing 2 (RUSC2), mRNA [NM_014806]
RUSC2


granzyme K (granzyme 3; tryptase II) (GZMK), mRNA [NM_002104]
GZMK


CD320 molecule (CD320), transcript variant 1, mRNA [NM_016579]
CD320


neural cell adhesion molecule 1 (NCAM1), transcript variant 4, mRNA
NCAM1


[NM_001242608]



transmembrane and tetratricopeptide repeat containing 2 (TMTC2), mRNA
TMTC2


[NM_152588]



asialoglycoprotein receptor 1 (ASGR1), transcript variant 1, mRNA
ASGR1


[NM_001671]



FXYD domain containing ion transport regulator 6 (FXYD6), transcript variant 1,
FXYD6


mRNA [NM_022003]



cytoskeleton associated protein 2-like (CKAP2L), mRNA [NM_152515]
CKAP2L


oxoeicosanoid (OXE) receptor 1 (OXER1), mRNA [NM_148962]
OXER1


phosphorylase, glycogen, liver (PYGL), transcript variant 1, mRNA [NM_002863]
PYGL


sphingosine-1-phosphate receptor 3 (S1PR3), mRNA [NM_005226]
S1PR3


Kruppel-like factor 12 [Source: HGNC Symbol;Acc: 6346] [ENST00000472022]
KLF12


annexin A6 (ANXA6), transcript variant 1, mRNA [NM_001155]
ANXA6


B-cell CLL/lymphoma 6 (BCL6), transcript variant 2, mRNA [NM_001130845]
BCL6


Kruppel-like factor 5 (intestinal) (KLF5), mRNA [NM_001730]
KLF5


enolase 2 (gamma, neuronal) (ENO2), mRNA [NM_001975]
ENO2


CD27 molecule (CD27), mRNA [NM_001242]
CD27


retinol binding protein 7, cellular (RBP7), mRNA [NM_052960]
RBP7


cDNA FLJ42271 fis, clone TKIDN2015788. [AK124265]
LOC100131490


protein tyrosine phosphatase, non-receptor type 7 (PTPN7), transcript variant
PTPN7


2, mRNA [NM_080588]



hydroxy-delta-5-steroid dehydrogenase, 3 beta- and steroid delta-isomerase 7
HSD3B7


(HSD3B7), transcript variant 2, mRNA [NM_001142777]



ectonucleoside triphosphate diphosphohydrolase 1 [Source: HGNC
ENTPD1


Symbol;Acc: 3363] [ENST00000371206]



centromere protein K (CENPK), mRNA [NM_022145]
CENPK


histidine ammonia-lyase (HAL), mRNA [NM_002108]
HAL


G protein-coupled receptor 125 (GPR125), mRNA [NM_145290]
GPR125


uncharacterized LOC100289495 (LOC100289495), non-coding RNA
LOC100289495


[NR_040022]



ral guanine nucleotide dissociation stimulator-like 4 (RGL4), mRNA
RGL4


[NM_153615]



CD8b molecule (CD8B), transcript variant 5, mRNA [NM_004931]
CD8B


deleted in lymphocytic leukemia 1 (non-protein coding) (DLEU1), non-coding
DLEU1


RNA [NR_002605]



interleukin 18 receptor 1 (IL18R1), mRNA [NM_003855]
IL18R1


dachshund homolog 1 (Drosophila) (DACH1), transcript variant 1, mRNA
DACH1


[NM_080759]



CD8a molecule (CD8A), transcript variant 3, mRNA [NM_001145873]
CD8A


E2F transcription factor 7 (E2F7), mRNA [NM_203394]
E2F7


tumor necrosis factor receptor superfamily, member 10c, decoy without an
TNFRSF10C


intracellular domain (TNFRSF10C), mRNA [NM_003841]



TPX2, microtubule-associated, homolog (Xenopus laevis) (TPX2), mRNA
TPX2


[NM_012112]



toll-like receptor 5 (TLR5), mRNA [NM_003268]
TLR5


CD5 molecule (CD5), mRNA [NM_014207]
CD5


uncharacterized LOC387895 (LOC387895), non-coding RNA [NR_033878]
LOC387895


stabilin 1 (STABI), mRNA [NM_015136]
STAB1


arrestin domain containing 4 (ARRDC4), mRNA [NM_183376]
ARRDC4


PREDICTED: hypothetical LOC100506119, transcript variant 1 (LOC100506119),
LOC100506119


miscRNA [XR_108951]



pituitary tumor-transforming 1 (PTTG1), mRNA [NM_004219]
PTTG1


solute carrier family 11 (proton-coupled divalent metal ion transporters),
SLC11A1


member 1 (SLC11A1), mRNA [NM_000578]



peptidyl arginine deiminase, type IV (PADI4), mRNA [NM_012387]
PADI4


V-set and transmembrane domain containing 1 (VSTM1), mRNA [NM_198481]
VSTM1


5-oxoprolinase (ATP-hydrolysing) (OPLAH), mRNA [NM_017570]
OPLAH


peptidyl arginine deiminase, type II (PADI2), mRNA [NM_007365]
PADI2


solute carrier family 38, member 1 [Source: HGNC Symbol;Acc: 13447]
SLC38A1


[ENST00000550173]



carbohydrate (chondroitin 4) sulfotransferase 12 (CHST12), transcript variant 3,
CHST12


mRNA [NM_018641]



actin binding LIM protein 1 (ABLIM1), transcript variant 3, mRNA
ABLIM1


[NM_001003408]



cation channel, sperm associated 1 (CATSPER1), mRNA [NM_053054]
CATSPER1


cat eye syndrome chromosome region, candidate 6 (CECR6), transcript variant
CECR6


1, mRNA [NM_031890]



toll-like receptor 6 (TLR6), mRNA [NM_006068]
TLR6


sialic acid binding Ig-like lectin 9 (SIGLEC9), transcript variant 2, mRNA
SIGLEC9


[NM_014441]



homeobox B2 (HOXB2), mRNA [NM_002145]
HOXB2


plexin domain containing 2 (PLXDC2), mRNA [NM_032812]
PLXDC2


cAMP responsive element binding protein 5 (CREB5), transcript variant 1,
CREB5


mRNA [NM_182898]



uncharacterized LOC100240735 (LOC100240735), non-coding RNA
LOC100240735


[NR_026658]



3-hydroxyanthranilate 3,4-dioxygenase [Source: HGNC Symbol;Acc: 4796]
HAAO


[ENST00000402268]



solute carrier family 8 (sodium/calcium exchanger), member 1 (SLC8A1),
SLC8A1


transcript variant A, mRNA [NM_021097]



signaling threshold regulating transmembrane adaptor 1 (SIT1), mRNA
SIT1


[NM_014450]



NUF2, NDC80 kinetochore complex component, homolog (S. cerevisiae)
NUF2


(NUF2), transcript variant 1, mRNA [NM_145697]



B-cell CLL/lymphoma 11B (zinc finger protein) (BCL11B), transcript variant 1,
BCL11B


mRNA [NM_138576]



activated leukocyte cell adhesion molecule (ALCAM), transcript variant 1,
ALCAM


mRNA [NM_001627]



BAH domain and coiled-coil containing 1 (BAHCC1), mRNA [NM_001080519]
BAHCC1


lipase, hormone-sensitive (LIPE), mRNA [NM_005357]
LIPE


B and T lymphocyte associated (BTLA), transcript variant 1, mRNA
BTLA


[NM_181780]



family with sequence similarity 169, member A (FAM169A), mRNA
FAM169A


[NM_015566]



RAD54-like (S. cerevisiae) (RAD54L), transcript variant 1, mRNA [NM_003579]
RAD54L


proline/serine-rich coiled-coil 1 (PSRC1), transcript variant 1, mRNA
PSRC1


[NM_032636]



poliovirus receptor (PVR), transcript variant 1, mRNA [NM_006505]
PVR


inducible T-cell co-stimulator (ICOS), mRNA [NM_012092]
ICOS


RAD51 associated protein 1 (RAD51AP1), transcript variant 2, mRNA
RAD51AP1


[NM_006479]



ras homolog gene family, member H (RHOH), mRNA [NM_004310]
RHOH


cytidine deaminase (CDA), mRNA [NM_001785]
CDA


WD repeat domain 67 (WDR67), transcript variant 2, mRNA [NM_001145088]
WDR67


lymphoid enhancer-binding factor 1 (LEF1), transcript variant 1, mRNA
LEF1


[NM_016269]



CD40 ligand (CD40LG), mRNA [NM_000074]
CD40LG


CD93 molecule (CD93), mRNA [NM_012072]
CD93


solute carrier family 16, member 5 (monocarboxylic acid transporter 6)
SLC16A5


(SLC16A5), mRNA [NM_004695]



family with sequence similarity 7, member A1 (non-protein coding) (FAM7A1),
FAM7A1


non-coding RNA [NR_026858]



H2.0-like homeobox (HLX), mRNA [NM_021958]
HLX


frizzled family receptor 1 (FZD1), mRNA [NM_003505]
FZD1


transcription factor 7 (T-cell specific, HMG-box) (TCF7), transcript variant 1,
TCF7


mRNA [NM_003202]



C-type lectin domain family 7, member A (CLEC7A), transcript variant 6, mRNA
CLEC7A


[NM_197954]



RAS guanyl releasing protein 4 (RASGRP4), transcript variant a, mRNA
RASGRP4


[NM_170604]



S100 calcium binding protein Z (S100Z), mRNA [NM_130772]
S100Z


solute carrier family 36 (proton/amino acid symporter), member 1 (SLC36A1),
SLC36A1


mRNA [NM_078483]



interleukin-1 receptor-associated kinase 3 (IRAK3), transcript variant 1, mRNA
IRAK3


[NM_007199]



RALBP1 associated Eps domain containing 2 (REPS2), transcript variant 1,
REPS2


mRNA [NM_004726]



cell division cycle associated 8 (CDCA8), mRNA [NM_018101]
CDCA8


calcium channel, voltage-dependent, alpha 2/delta subunit 3 (CACNA2D3),
CACNA2D3


mRNA [NM_018398]



ATPase, class II, type 9A (ATP9A), mRNA [NM_006045]
ATP9A


toll-like receptor 4 (TLR4), transcript variant 1, mRNA [NM_138554]
TLR4


complement component 5a receptor 1 (C5AR1), mRNA [NM_001736]
C5AR1


junction plakoglobin (JUP), transcript variant 1, mRNA [NM_002230]
JUP


ribonuclease, RNase A family, k6 (RNASE6), mRNA [NM_005615]
RNASE6


steroid 5 alpha-reductase 3 (SRD5A3), mRNA [NM_024592]
SRD5A3


vanin 3 (VNN3), transcript variant 1, non-coding RNA [NR_028291]
VNN3


neutrophil cytosolic factor 4, 40 kDa (NCF4), transcript variant 1, mRNA
NCF4


[NM_000631]



C3 and PZP-like, alpha-2-macroglobulin domain containing 8 (CPAMD8), mRNA
CPAMD8


[NM_015692]



inositol(myo)-1(or 4)-monophosphatase 2 (IMPA2), mRNA [NM_014214]
IMPA2


dual specificity phosphatase 6 (DUSP6), transcript variant 1, mRNA
DUSP6


[NM_001946]



solute carrier family 1 (glial high affinity glutamate transporter), member 3
SLC1A3


(SLC1A3), transcript variant 1, mRNA [NM_004172]



STEAP family member 4 (STEAP4), transcript variant 2, mRNA [NM_001205315]
STEAP4


signal-regulatory protein alpha (SIRPA), transcript variant 1, mRNA
SIRPA


[NM_001040022]



prokineticin 2 (PROK2), transcript variant 2, mRNA [NM_021935]
PROK2


homer homolog 3 (Drosophila) (HOMER3), transcript variant 2, mRNA
HOMER3


[NM_004838]



proliferating cell nuclear antigen (PCNA), transcript variant 1, mRNA
PCNA


[NM_002592]



ALU5_HUMAN (P39192) Alu subfamily Sc sequence contamination warning
LOC100506190


entry, partial (9%) [THC2542147]



leucine rich repeat neuronal 3 (LRRN3), transcript variant 3, mRNA
LRRN3


[NM_018334]



pellino homolog 3 (Drosophila) (PELI3), transcript variant 1, mRNA
PELI3


[NM_145065]



glycosyltransferase 1 domain containing 1 (GLT1D1), mRNA [NM_144669]
GLT1D1


T cell receptor associated transmembrane adaptor 1 (TRAT1), mRNA
TRAT1


[NM_016388]



interferon gamma receptor 2 (interferon gamma transducer 1) (IFNGR2), mRNA
IFNGR2


[NM_005534]



versican (VCAN), transcript variant 1, mRNA [NM_004385]
VCAN


fructose-1,6-bisphosphatase 1 (FBP1), transcript variant 1, mRNA [NM_000507]
FBP1


activating transcription factor 3 (ATF3), transcript variant 4, mRNA
ATF3


[NM_001040619]



thymocyte selection associated (THEMIS), transcript variant 1, mRNA
THEMIS


[NM_001164685]



aldehyde dehydrogenase 18 family, member A1 (ALDH18A1), nuclear gene
ALDH18A1


encoding mitochondrial protein, transcript variant 1, mRNA [NM_002860]



platelet-activating factor receptor (PTAFR), transcript variant 2, mRNA
PTAFR


[NM_001164722]



kinesin family member 14 (KIF14), mRNA [NM_014875]
KIF14


cyclin E2 (CCNE2), mRNA [NM_057749]
CCNE2


potassium voltage-gated channel, Isk-related family, member 3 (KCNE3), mRNA
KCNE3


[NM_005472]



fidgetin-like 1 (FIGNL1), transcript variant 1, mRNA [NM_001042762]
FIGNL1


myeloid cell nuclear differentiation antigen (MNDA), mRNA [NM_002432]
MNDA


PREDICTED: hypothetical protein LOC100652853 (LOC100652853), mRNA
HP07349


[XM_003403534]



carboxypeptidase, vitellogenic-like (CPVL), transcript variant 2, mRNA
CPVL


[NM_019029]



claudin 23 (CLDN23), mRNA [NM_194284]
CLDN23


cancer susceptibility candidate 5 (CASC5), transcript variant 1, mRNA
CASC5


[NM_170589]



inositol 1,4,5-trisphosphate receptor, type 3 (ITPR3), mRNA [NM_002224]
ITPR3


ral guanine nucleotide dissociation stimulator-like 1 (RGL1), mRNA
RGL1


[NM_015149]



transmembrane 6 superfamily member 1 (TM6SF1), transcript variant 1, mRNA
TM6SF1


[NM_023003]



solute carrier family 22, member 15 (SLC22A15), mRNA [NM_018420]
SLC22A15


BMP2 inducible kinase (BMP2K), transcript variant 2, mRNA [NM_017593]
BMP2K


RAR-related orphan receptor A (RORA), transcript variant 2, mRNA
RORA


[NM_134260]



ectonucleotide pyrophosphatase/phosphodiesterase 4 (putative) (ENPP4),
ENPP4


mRNA [NM_014936]



minichromosome maintenance complex component 3 (MCM3), mRNA
MCM3


[NM_002388]



complement component 3a receptor 1 (C3AR1), mRNA [NM_004054]
C3AR1


B-cell CLL/lymphoma 2 (BCL2), nuclear gene encoding mitochondrial protein,
BCL2


transcript variant alpha, mRNA [NM_000633]



leucine-rich alpha-2-glycoprotein 1 (LRG1), mRNA [NM_052972]
LRG1


NACC family member 2, BEN and BTB (POZ) domain containing (NACC2), mRNA
NACC2


[NM_144653]



growth arrest-specific 2 like 1 (GAS2L1), transcript variant 3, mRNA
GAS2L1


[NM_152237]



RAS p21 protein activator 3 (RASA3), mRNA [NM_007368]
RASA3


C-type lectin domain family 12, member A (CLEC12A), transcript variant 1,
CLEC12A


mRNA [NM_138337]



centromere protein O (CENPO), transcript variant 1, mRNA [NM_024322]
CENPO


phospholipase B domain containing 1 (PLBD1), mRNA [NM_024829]
PLBD1


interferon gamma receptor 1 (IFNGR1), mRNA [NM_000416]
IFNGR1


aurora kinase A (AURKA), transcript variant 1, mRNA [NM_198433]
AURKA


fms-related tyrosine kinase 3 ligand (FLT3LG), transcript variant 3, mRNA
FLT3LG


[NM_001459]



cytoplasmic FMR1 interacting protein 1 (CYFIP1), transcript variant 1, mRNA
CYFIP1


[NM_014608]



kallikrein-related peptidase 3 (KLK3), transcript variant 3, mRNA
KLK3


[NM_001030047]



diacylglycerol O-acyltransferase 2 (DGAT2), mRNA [NM_032564]
DGAT2


KIAA1598 (KIAA1598), transcript variant 1, mRNA [NM_001127211]
KIAA1598


lymphocyte-specific protein tyrosine kinase (LCK), transcript variant 2, mRNA
LCK


[NM_005356]



thyroid hormone receptor interactor 13 (TRIP13), transcript variant 1, mRNA
TRIP13


[NM_004237]



disrupted in renal carcinoma 2 (DIRC2), mRNA [NM_032839]
DIRC2


RAB13, member RAS oncogene family (RAB13), mRNA [NM_002870]
RAB13


leucine rich repeat containing 4 (LRRC4), mRNA [NM_022143]
LRRC4


PREDICTED: hypothetical protein LOC100130458 (LOC100130458), mRNA
LOC100130458


[XM_001716901]



mal, T-cell differentiation protein (MAL), transcript variant a, mRNA
MAL


[NM_002371]



tensin 3 (TNS3), mRNA [NM_022748]
TNS3


lysophosphatidylcholine acyltransferase 2 (LPCAT2), mRNA [NM_017839]
LPCAT2


DENN/MADD domain containing 1A (DENND1A), transcript variant 2, mRNA
DENND1A


[NM_024820]



protein phosphatase 1, regulatory subunit 32 (PPP1R32), nuclear gene
PPP1R32


encoding mitochondrial protein, transcript variant 1, mRNA [NM_145017]



cDNA FLJ45829 fis, clone NT2RP8006452. [AK127729]
LRRK2


membrane-associated ring finger (C3HC4) 1 (MARCH1), transcript variant 2,
MARCH1


mRNA [NM_017923]



cold shock domain protein A (CSDA), transcript variant 1, mRNA [NM_003651]
CSDA


GATA binding protein 3 (GATA3), transcript variant 1, mRNA [NM_001002295]
GATA3


microsomal glutathione S-transferase 1 (MGST1), transcript variant 1c, mRNA
MGST1


[NM_145791]



calcium/calmodulin-dependent protein kinase IV (CAMK4), mRNA
CAMK4


[NM_001744]



minichromosome maintenance complex component 8 (MCM8), transcript
MCM8


variant 2, mRNA [NM_182802]



BROAD Institute lincRNA (XLOC_014161), lincRNA [TCONS_00029333]
XLOC__014161


coatomer protein complex, subunit gamma 2 (COPG2), mRNA [NM_012133]
COPG2


tumor protein p53 inducible protein 3 (TP53I3), transcript variant 1, mRNA
TP53I3


[NM_004881]



egf-like module containing, mucin-like, hormone receptor-like 2 (EMR2),
EMR2


transcript variant 1, mRNA [NM_013447]



vanin 1 (VNN1), mRNA [NM_004666]
VNN1


kinesin family member 11 (KIF11), mRNA [NM_004523]
KIF11


mutS homolog 2, colon cancer, nonpolyposis type 1 (E. coli) (MSH2), mRNA
MSH2


[NM_000251]



WEE1 homolog (S. pombe) (WEE1), transcript variant 1, mRNA [NM_003390]
WEE1


purinergic receptor P2Y, G-protein coupled, 13 (P2RY13), mRNA [NM_176894]
P2RY13


helicase (DNA) B (HELB), mRNA [NM_033647]
HELB


tetratricopeptide repeat and ankyrin repeat containing 1 (TRANK1), mRNA
TRANK1


[NM_014831]



chemokine (C-C motif) receptor 1 (CCR1), mRNA [NM_001295]
CCR1


PREDICTED: hypothetical LOC100505921 (LOC100505921), miscRNA
LOC100505921


[XR_108739]



lipoma HMGIC fusion partner-like 2 (LHFPL2), mRNA [NM_005779]
LHFPL2


solute carrier family 24 (sodium/potassium/calcium exchanger), member 4
SLC24A4


(SLC24A4), transcript variant 2, mRNA [NM_153647]



lactotransferrin (LTF), transcript variant 1, mRNA [NM_002343]
LTF


Fc receptor-like 5 (FCRL5), transcript variant 2, mRNA [NM_001195388]
FCRL5


protocadherin 9 (PCDH9), transcript variant 1, mRNA [NM_203487]
PCDH9


retinoblastoma-like 1 (p107) (RBL1), transcript variant 1, mRNA [NM_002895]
RBL1


MAD2 mitotic arrest deficient-like 1 (yeast) (MAD2L1), mRNA [NM_002358]
MAD2L1


SHC SH2-domain binding protein 1 (SHCBP1), mRNA [NM_024745]
SHCBP1


folate receptor 3 (gamma) (FOLR3), mRNA [NM_000804]
FOLR3


aldehyde dehydrogenase 2 family (mitochondrial) (ALDH2), nuclear gene
ALDH2


encoding mitochondrial protein, transcript variant 1, mRNA [NM_000690]



transforming growth factor, beta-induced, 68 kDa (TGFBI), mRNA [NM_000358]
TGFBI


lymphocyte antigen 96 (LY96), transcript variant 1, mRNA [NM_015364]
LY96


galactosidase, beta 1-like (GLB1L), mRNA [NM_024506]
GLB1L


NEL-like 2 (chicken) (NELL2), transcript variant 2, mRNA [NM_006159]
NELL2


serine carboxypeptidase 1 (SCPEP1), mRNA [NM_021626]
SCPEP1


v-myb myeloblastosis viral oncogene homolog (avian)-like 2 (MYBL2), mRNA
MYBL2


[NM_002466]



dysferlin, limb girdle muscular dystrophy 2B (autosomal recessive) (DYSF),
DYSF


transcript variant 8, mRNA [NM_003494]



NLR family, apoptosis inhibitory protein (NAIP), transcript variant 1, mRNA
NAIP


[NM_004536]



CD36 molecule (thrombospondin receptor) (CD36), transcript variant 2, mRNA
CD36


[NM_001001547]



lymphocyte antigen 86 (LY86), mRNA [NM_004271]
LY86


PML-RARA regulated adaptor molecule 1 (PRAM1), mRNA [NM_032152]
PRAM1


interleukin 7 receptor (IL7R), mRNA [NM_002185]
IL7R


PDZ and LIM domain 7 (enigma) (PDLIM7), transcript variant 1, mRNA
PDLIM7


[NM_005451]



membrane-spanning 4-domains, subfamily A, member 4 (MS4A4A), transcript
MS4A4A


variant 2, mRNA [NM_024021]



Fc fragment of IgG, low affinity IIa, receptor (CD32) (FCGR2A), transcript variant
FCGR2A


2, mRNA [NM_021642]



dedicator of cytokinesis 5 (DOCK5), mRNA [NM_024940]
DOCK5


RAB34, member RAS oncogene family (RAB34), transcript variant 3, mRNA
RAB34


[NM_001142625]



cytochrome b reductase 1 (CYBRD1), transcript variant 1, mRNA [NM_024843]
CYBRD1


ribonuclease, RNase A family, 3 (RNASE3), mRNA [NM_002935]
RNASE3


heparanase (HPSE), transcript variant 1, mRNA [NM_006665]
HPSE


elastase, neutrophil expressed (]LANE), mRNA [NM_001972]
]LANE


ring finger protein 24 (RNF24), transcript variant 1, mRNA [NM_007219]
RNF24


myeloid-associated differentiation marker (MYADM), transcript variant 1,
MYADM


mRNA [NM_001020818]



SWI/SNF related, matrix associated, actin dependent regulator of chromatin,
SMARCD3


subfamily d, member 3 (SMARCD3), transcript variant 2, mRNA [NM_003078]



membrane-spanning 4-domains, subfamily A, member 6A (MS4A6A), transcript
MS4A6A


variant 1, mRNA [NM_152852]



leukocyte immunoglobulin-like receptor, subfamily B (with TM and ITIM
LILRB3


domains), member 3 (LILRB3), transcript variant 2, mRNA [NM_006864]



lipid phosphate phosphatase-related protein type 2 (LPPR2), transcript variant
LPPR2


1, mRNA [NM_022737]



flap structure-specific endonuclease 1 (FEN1), mRNA [NM_004111]
FEN1


toll-like receptor 8 (TLR8), mRNA [NM_138636]
TLR8


G protein-coupled receptor 171 (GPR171), mRNA [NM_013308]
GPR171


platelet/endothelial cell adhesion molecule (PECAM1), mRNA [NM_000442]
PECAM1


renin binding protein (RENBP), mRNA [NM_002910]
RENBP


interleukin 18 (interferon-gamma-inducing factor) (IL18), transcript variant 1,
IL18


mRNA [NM_001562]



complement factor D (adipsin) (CFD), mRNA [NM_001928]
CFD


ArfGAP with dual PH domains 2 (ADAP2), mRNA [NM_018404]
ADAP2


proline rich Gla (G-carboxyglutamic acid) 4 (transmembrane) (PRRG4), mRNA
PRRG4


[NM_024081]



LIM domain only 2 (rhombotin-like 1) (LMO2), transcript variant 1, mRNA
LMO2


[NM_005574]



replication protein A2, 32 kDa (RPA2), mRNA [NM_002946]
RPA2


IMP1 inner mitochondrial membrane peptidase-like (S. cerevisiae) (IMMP1L),
IMMP1L


nuclear gene encoding mitochondrial protein, mRNA [NM_144981]



RAB31, member RAS oncogene family (RAB31), mRNA [NM_006868]
RAB31


multiple C2 domains, transmembrane 1 (MCTP1), transcript variant L, mRNA
MCTP1


[NM_024717]



biliverdin reductase B (flavin reductase (NADPH)) (BLVRB), mRNA [NM_000713]
BLVRB


signaling lymphocytic activation molecule family member 1 (SLAMF1), mRNA
SLAMF1


[NM_003037]



serglycin (SRGN), transcript variant 1, mRNA [NM_002727]
SRGN


potassium channel tetramerisation domain containing 12 (KCTD12), mRNA
KCTD12


[NM_138444]



TIMP metallopeptidase inhibitor 2 (TIMP2), mRNA [NM_003255]
TIMP2


eomesodermin (EOMES), mRNA [NM_005442]
EOMES


solute carrier family 7 (amino acid transporter light chain, y + L system), member
SLC7A7


7 (SLC7A7), transcript variant 3, mRNA [NM_001126106]



leukocyte immunoglobulin-like receptor, subfamily A (without TM domain),
LILRA3


member 3 (LILRA3), transcript variant 1, mRNA [NM_006865]



sialic acid binding Ig-like lectin 15 (SIGLEC15), mRNA [NM_213602]
SIGLEC15


DNA-damage regulated autophagy modulator 1 (DRAM1), mRNA [NM_018370]
DRAM1


cell division cycle associated 3 (CDCA3), mRNA [NM_031299]
CDCA3


sulfatase 2 (SULF2), transcript variant 1, mRNA [NM_018837]
SULF2


lectin, galactoside-binding, soluble, 3 (LGALS3), transcript variant 1, mRNA
LGALS3


[NM_002306]



NLR family, pyrin domain containing 12 (NLRP12), transcript variant 1, mRNA
NLRP12


[NM_033297]



CD33 molecule (CD33), transcript variant 1, mRNA [NM_001772]
CD33


inositol 1,4,5-trisphosphate receptor interacting protein-like 2 (ITPRIPL2),
ITPRIPL2


transcript variant 1, mRNA [NM_001034841]



cell division cycle 20 homolog (S. cerevisiae) (CDC20), mRNA [NM_001255]
CDC20


transmembrane protein 127 (TMEM127), transcript variant 1, mRNA
TMEM127


[NM_017849]



GTPase, IMAP family member 7 (GIMAP7), mRNA [NM_153236]
GIMAP7


calcineurin-like phosphoesterase domain containing 1 (CPPED1), transcript
CPPED1


variant 1, mRNA [NM_018340]



Fanconi anemia, complementation group I (FANCI), transcript variant 2, mRNA
FANCI


[NM_018193]



akirin 2 (AKIRIN2), mRNA [NM_018064]
AKIRIN2


S100 calcium binding protein A12 (S100A12), mRNA [NM_005621]
S100A12


serine threonine kinase 39 (STK39), mRNA [NM_013233]
STK39


C-type lectin domain family 10, member A (CLEC10A), transcript variant 1,
CLEC10A


mRNA [NM_182906]



CD68 molecule (CD68), transcript variant 1, mRNA [NM_001251]
CD68


E2F transcription factor 5, p130-binding (E2F5), transcript variant 1, mRNA
E2F5


[NM_001951]



carbohydrate (N-acetylgalactosamine 4-sulfate 6-O) sulfotransferase 15
CHST15


(CHST15), transcript variant 2, mRNA [NM_014863]



zinc finger protein 668 (ZNF668), transcript variant 1, mRNA [NM_001172668]
ZNF668


C-type lectin domain family 4, member A (CLEC4A), transcript variant 1, mRNA
CLEC4A


[NM_016184]



osteoclast associated, immunoglobulin-like receptor (OSCAR), transcript variant
OSCAR


1, mRNA [NM_206818]



CD28 molecule (CD28), transcript variant 1, mRNA [NM_006139]
CD28


cystatin A (stefin A) (CSTA), mRNA [NM_005213]
CSTA


transmembrane protein 64 (TMEM64), transcript variant 1, mRNA
TMEM64


[NM_001008495]



glycosyltransferase 25 domain containing 1 (GLT25D1), mRNA [NM_024656]
GLT25D1


lectin, galactoside-binding, soluble, 2 (LGALS2), mRNA [NM_006498]
LGALS2


6-phosphofructo-2-kinasegructose-2,6-biphosphatase 4 (PFKFB4), mRNA
PFKFB4


[NM_004567]



adhesion molecule, interacts with CXADR antigen 1 (AMICA1), transcript variant
AMICA1


2, mRNA [NM_153206]



syntaxin 10 (STX10), mRNA [NM_003765]
STX10


spleen tyrosine kinase (SYK), transcript variant 1, mRNA [NM_003177]
SYK


ArfGAP with GTPase domain, ankyrin repeat and PH domain 2 (AGAP2),
AGAP2


transcript variant 1, mRNA [NM_001122772]



acyl-CoA synthetase long-chain family member 1 (ACSL1), mRNA [NM_001995]
ACSL1


replication factor C (activator 1) 4, 37 kDa (RFC4), transcript variant 1, mRNA
RFC4


[NM_002916]



immunoglobulin superfamily, member 6 (IGSF6), mRNA [NM_005849]
IGSF6


colony stimulating factor 2 receptor, alpha, low-affinity (granulocyte-
CSF2RA


macrophage) (CSF2RA), transcript variant 6, mRNA [NM_172249]



death-associated protein kinase 1 (DAPK1), mRNA [NM_004938]
DAPK1


complement component (3d/Epstein Barr virus) receptor 2 (CR2), transcript
CR2


variant 1, mRNA [NM_001006658]



caspase recruitment domain family, member 9 (CARD9), transcript variant 2,
CARD9


mRNA [NM_052814]



zinc finger protein 790 (ZNF790), transcript variant 4, mRNA [NM_001242802]
ZNF790


neutrophil cytosolic factor 2 (NCF2), transcript variant 1, mRNA [NM_000433]
NCF2


Morf4 family associated protein 1-like 1 (MRFAP1L1), mRNA [NM_203462]
MRFAP1L1


aurora kinase B (AURKB), mRNA [NM_004217]
AURKB


alanyl (membrane) aminopeptidase (ANPEP), mRNA [NM_001150]
ANPEP


lymphotoxin beta receptor (TNFR superfamily, member 3) (LTBR), mRNA
LTBR


[NM_002342]



solute carrier family 15, member 3 (SLC15A3), transcript variant 1, mRNA
SLC15A3


[NM_016582]



guanine nucleotide binding protein (G protein), beta polypeptide 4 (GNB4),
GNB4


mRNA [NM_021629]



protein kinase, cAMP-dependent, regulatory, type I, beta (PRKAR1B), transcript
PRKAR1B


variant 1, mRNA [NM_001164761]



multiple EGF-like-domains 9 (MEGF9), mRNA [NM_001080497]
MEGF9


ATP-binding cassette, sub-family D (ALD), member 1 (ABCD1), mRNA
ABCD1


[NM_000033]



S100 calcium binding protein All (S100A11), mRNA [NM_005620]
S100A11


platelet derived growth factor C (PDGFC), transcript variant 1, mRNA
PDGFC


[NM_016205]



ATPase family, AAA domain containing 1 (ATAD1), mRNA [NM_032810]
ATAD1


sialic acid binding Ig-like lectin 1, sialoadhesin (SIGLEC1), mRNA [NM_023068]
SIGLEC1


tumor necrosis factor (ligand) superfamily, member 13 (TNFSF13), transcript
TNFSF13


variant gamma, mRNA [NM_172088]



CD302 molecule (CD302), transcript variant 1, mRNA [NM_014880]
CD302


Rho guanine nucleotide exchange factor (GEF) 10-like (ARHGEF10L), transcript
ARHGEF10L


variant 1, mRNA [NM_018125]



hematopoietically expressed homeobox (HHEX), mRNA [NM_002729]
HHEX


keratin 23 (histone deacetylase inducible) (KRT23), mRNA [NM_015515]
KRT23


establishment of cohesion 1 homolog 2 (S. cerevisiae) (ESCO2), mRNA
ESCO2


[NM_001017420]



retinoic acid receptor responder (tazarotene induced) 3 (RARRES3), mRNA
RARRES3


[NM_004585]



neutral cholesterol ester hydrolase 1 (NCEH1), transcript variant 2, mRNA
NCEH1


[NM_020792]



anoctamin 10 (ANO10), transcript variant 2, mRNA [NM_001204831]
ANO10


RAB32, member RAS oncogene family (RAB32), mRNA [NM_006834]
RAB32


Fc fragment of IgG, receptor, transporter, alpha (FCGRT), transcript variant 2,
FCGRT


mRNA [NM_004107]



chromosome 3 open reading frame 26 (C3orf26), transcript variant 1, mRNA
C3orf26


[NM_032359]



ArfGAP with RhoGAP domain, ankyrin repeat and PH domain 3 (ARAP3), mRNA
ARAP3


[NM_022481]



thromboxane A synthase 1 (platelet) (TBXAS1), transcript variant 5, mRNA
TBXAS1


[NM_001166254]



formyl peptide receptor 2 (FPR2), transcript variant 1, mRNA [NM_001462]
FPR2


angiotensin II receptor-associated protein (AGTRAP), transcript variant 4,
AGTRAP


mRNA [NM_001040196]



FYVE, RhoGEF and PH domain containing 4 (FGD4), mRNA [NM_139241]
FGD4


chemokine (C-C motif) receptor 7 (CCR7), mRNA [NM_001838]
CCR7


colony stimulating factor 1 receptor (CSF1R), mRNA [NM_005211]
CSF1R


tocopherol (alpha) transfer protein-like (TTPAL), transcript variant 1, mRNA
TTPAL


[NM_024331]



toll-like receptor 7 (TLR7), mRNA [NM_016562]
TLR7


leukocyte immunoglobulin-like receptor, subfamily A (with TM domain),
LILRA5


member 5 (LILRA5), transcript variant 3, mRNA [NM_181879]



potassium inwardly-rectifying channel, subfamily J, member 15 (KCNJ15),
KCNJ15


transcript variant 1, mRNA [NM_170736]



HD domain containing 2 (HDDC2), mRNA [NM_016063]
HDDC2


centromere protein E, 312 kDa (CENPE), mRNA [NM_001813]
CENPE


DEP domain containing 1B (DEPDC1B), transcript variant 1, mRNA
DEPDC1B


[NM_018369]



coagulation factor XIII, A1 polypeptide (F13A1), mRNA [NM_000129]
F13A1


transketolase (TKT), transcript variant 1, mRNA [NM_001064]
TKT


sialic acid acetylesterase (SIAE), transcript variant 1, mRNA [NM_170601]
SIAE


phospholipase A2, group VII (platelet-activating factor acetylhydrolase, plasma)
PLA2G7


(PLA2G7), transcript variant 1, mRNA [NM_005084]



hydrogen voltage-gated channel 1 (HVCN1), transcript variant 1, mRNA
HVCN1


[NM_001040107]



vimentin (VIM), mRNA [NM_003380]
VIM


SET and MYND domain containing 3 (SMYD3), transcript variant 2, mRNA
SMYD3


[NM_022743]



leukocyte immunoglobulin-like receptor, subfamily B (with TM and ITIM
LILRB1


domains), member 1 (LILRB1), transcript variant 1, mRNA [NM_006669]



solute carrier family 46, member 2 (SLC46A2), mRNA [NM_033051]
SLC46A2


cell division cycle 25 homolog A (S. pombe) (CDC25A), transcript variant 1,
CDC25A


mRNA [NM_001789]



Morf4 family associated protein 1-like 1 pseudogene (LOC93622), non-coding
LOC93622


RNA [NR_015433]



transcription factor EC (TFEC), transcript variant 1, mRNA [NM_012252]
TFEC


bactericidal/permeability-increasing protein (BPI), mRNA [NM_001725]
BPI


macrophage receptor with collagenous structure (MARCO), mRNA
MARCO


[NM_006770]



phosphotyrosine interaction domain containing 1 (PID1), transcript variant 1,
PID1


mRNA [NM_017933]



IKAROS family zinc finger 1 (Ikaros) (IKZF1), transcript variant 1, mRNA
IKZF1


[NM_006060]



G patch domain containing 4 [Source: HGNC Symbol;Acc: 25982]
GPATCH4


[ENST00000334588]



butyrophilin, subfamily 3, member A2 (BTN3A2), transcript variant 3, mRNA
BTN3A2


[NM_001197247]



lymphocyte antigen 9 (LY9), transcript variant 2, mRNA [NM_001033667]
LY9


tetratricopeptide repeat domain 7A (TTC7A), mRNA [NM_020458]
TTC7A


serpin peptidase inhibitor, clade A (alpha-1 antiproteinase, antitrypsin),
SERPINA1


member 1 [Source: HGNC Symbol;Acc: 8941] [ENST00000402629]



AKT interacting protein (AKTIP), transcript variant 1, mRNA [NM_001012398]
AKTIP


sperm associated antigen 5 (SPAG5), mRNA [NM_006461]
SPAG5


interleukin 1 receptor antagonist (IL1RN), transcript variant 4, mRNA
IL1RN


[NM_173843]



ATG7 autophagy related 7 homolog (S. cerevisiae) (ATG7), transcript variant 1,
ATG7


mRNA [NM_006395]



prosaposin (PSAP), transcript variant 2, mRNA [NM_001042465]
PSAP


phosphogluconate dehydrogenase (PGD), mRNA [NM_002631]
PGD


complement factor properdin (CFP), transcript variant 1, mRNA [NM_002621]
CFP


hexokinase 3 (white cell) (HK3), nuclear gene encoding mitochondrial protein,
HK3


mRNA [NM_002115]



sialic acid binding Ig-like lectin 7 (SIGLEC7), transcript variant 1, mRNA
SIGLEC7


[NM_014385]



granulin (GRN), mRNA [NM_002087]
GRN


quiescin Q6 sulfhydryl oxidase 1 (QSOX1), transcript variant 2, mRNA
QSOX1


[NM_001004128]



ubiquitin-conjugating enzyme E2D 1 (UBE2D1), transcript variant 1, mRNA
UBE2D1


[NM_003338]



heme binding protein 2 (HEBP2), mRNA [NM_014320]
HEBP2


BCL2-related protein A1 (BCL2A1), transcript variant 1, mRNA [NM_004049]
BCL2A1


branched chain ketoacid dehydrogenase kinase (BCKDK), nuclear gene
BCKDK


encoding mitochondrial protein, transcript variant 1, mRNA [NM_005881]



membrane bound O-acyltransferase domain containing 7 (MBOAT7), transcript
MBOAT7


variant 4, mRNA [NM_001146082]



arachidonate 5-lipoxygenase (ALOX5), mRNA [NM_000698]
ALOX5


NLR family, CARD domain containing 4 (NLRC4), transcript variant 1, mRNA
NLRC4


[NM_021209]



phospholipase D family, member 3 (PLD3), transcript variant 2, mRNA
PLD3


[NM_012268]



HEN1 methyltransferase homolog 1 (Arabidopsis) (HENMT1), transcript variant
HENMT1


1, mRNA [NM_144584]



chromosome 20 open reading frame 194 (C20orf194), mRNA [NM_001009984]
C20orf194


nucleotide-binding oligomerization domain containing 2 (NOD2), mRNA
NOD2


[NM_022162]



glutaminyl-peptide cyclotransferase (QPCT), mRNA [NM_012413]
QPCT


minichromosome maintenance complex component 7 (MCM7), transcript
MCM7


variant 2, mRNA [NM_182776]



protein tyrosine phosphatase, receptor type, K (PTPRK), transcript variant 2,
PTPRK


mRNA [NM_002844]



ribonuclease, RNase A family, 2 (liver, eosinophil-derived neurotoxin)
RNASE2


(RNASE2), mRNA [NM_002934]



Niemann-Pick disease, type C2 (NPC2), mRNA [NM_006432]
NPC2


CD9 molecule (CD9), mRNA [NM_001769]
CD9


brain protein I3 (BRI3), transcript variant 1, mRNA [NM_015379]
BRI3


transmembrane protein 55A (TMEM55A), mRNA [NM_018710]
TMEM55A


macrophage expressed 1 (MPEG1), mRNA [NM_001039396]
MPEG1


two pore segment channel 1 (TPCN1), transcript variant 1, mRNA
TPCN1


[NM_001143819]



glucosidase, alpha; acid (GAA), transcript variant 1, mRNA [NM_000152]
GAA


dicer 1, ribonuclease type III (DICER1), transcript variant 3, mRNA
DICER1


[NM_001195573]



tweety homolog 3 (Drosophila) (TTYH3), mRNA [NM_025250]
TTYH3


ring finger protein 130 (RNF130), mRNA [NM_018434]
RNF130


sterile alpha motif domain containing 13 (SAMD13), transcript variant 1, mRNA
SAMD13


[NM_001010971]



solute carrier organic anion transporter family, member 4C1 (SLCO4C1), mRNA
SLCO4C1


[NM_180991]



CD14 molecule (CD14), transcript variant 3, mRNA [NM_001174104]
CD14


tubulin tyrosine ligase-like family, member 4 (TTLL4), mRNA [NM_014640]
TTLL4


frizzled family receptor 5 (FZD5), mRNA [NM_003468]
FZD5


mitogen-activated protein kinase kinase kinase 3 (MAP3K3), transcript variant
MAP3K3


1, mRNA [NM_203351]



cathepsin B (CTSB), transcript variant 2, mRNA [NM_147780]
CTSB


structural maintenance of chromosomes 2 (SMC2), transcript variant 1, mRNA
SMC2


[NM_001042550]



transmembrane protein 51 (TMEM51), transcript variant 1, mRNA
TMEM51


[NM_001136216]



interleukin 21 receptor (IL21R), transcript variant 2, mRNA [NM_181078]
IL21R


vanin 2 (VNN2), transcript variant 1, mRNA [NM_004665]
VNN2


bone marrow stromal cell antigen 1 (BST1), mRNA [NM_004334]
BST1


non-SMC condensin II complex, subunit G2 (NCAPG2), mRNA [NM_017760]
NCAPG2


glutathione peroxidase 1 (GPX1), transcript variant 2, mRNA [NM_201397]
GPX1


potassium inwardly-rectifying channel, subfamily J, member 2 (KCNJ2), mRNA
KCNJ2


[NM_000891]



feline sarcoma oncogene (FES), transcript variant 1, mRNA [NM_002005]
FES


dipeptidyl-peptidase 4 (DPP4), mRNA [NM_001935]
DPP4


butyrophilin, subfamily 3, member A1 (BTN3A1), transcript variant 1, mRNA
BTN3A1


[NM_007048]



azurocidin 1 (AZU1), mRNA [NM_001700]
AZU1


geminin, DNA replication inhibitor (GMNN), transcript variant 1, mRNA
GMNN


[NM_015895]



gelsolin (GSN), transcript variant 4, mRNA [NM_001127663]
GSN


cytoplasmic polyadenylation element binding protein 4 (CPEB4), mRNA
CPEB4


[NM_030627]



interleukin 12 receptor, beta 2 (IL12RB2), mRNA [NM_001559]
IL12RB2


allograft inflammatory factor 1 (AIF1), transcript variant 2, mRNA [NM_004847]
AIF1


apoptosis-inducing, TAF9-like domain 1 (APITD1), transcript variant A, mRNA
APITD1


[NM_199294]



Bruton agammaglobulinemia tyrosine kinase (BTK), mRNA [NM_000061]
BTK


nurim (nuclear envelope membrane protein) (NRM), mRNA [NM_007243]
NRM


membrane-spanning 4-domains, subfamily A, member 1 (M54A1), transcript
MS4A1


variant 1, mRNA [NM_152866]



major facilitator superfamily domain containing 1 (MFSD1), transcript variant 1,
MFSD1


mRNA [NM_022736]



REX4, RNA exonuclease 4 homolog (S. cerevisiae) (REXO4), mRNA
REXO4


[NM_020385]



sialic acid binding Ig-like lectin 5 (SIGLEC5), mRNA [NM_003830]
SIGLEC5


glutamate-rich WD repeat containing 1 (GRWD1), mRNA [NM_031485]
GRWD1


transmembrane protein 176A (TMEM176A), mRNA [NM_018487]
TMEM176A


chemokine (C-C motif) receptor-like 2 (CCRL2), transcript variant 1, mRNA
CCRL2


[NM_003965]



early B-cell factor 1 (EBF1), mRNA [NM_024007]
EBF1


bromodomain and WD repeat domain containing 3 (BRWD3), mRNA
BRWD3


[NM_153252]



Zwilch, kinetochore associated, homolog (Drosophila) (ZWILCH), transcript
ZWILCH


variant 1, mRNA [NM_017975]



cyclin-dependent kinase 2 (CDK2), transcript variant 1, mRNA [NM_001798]
CDK2


kelch-like 18 (Drosophila) (KLHL18), mRNA [NM_025010]
KLHL18


zinc finger protein 367 (ZNF367), mRNA [NM_153695]
ZNF367


nuclear factor of kappa light polypeptide gene enhancer in B-cells inhibitor,
NFKBIA


alpha (NFKBIA), mRNA [NM_020529]



dihydropyrimidine dehydrogenase (DPYD), transcript variant 2, mRNA
DPYD


[NM_001160301]



zinc finger protein 36, C3H type, homolog (mouse) (ZFP36), mRNA
ZFP36


[NM_003407]



coagulation factor V (proaccelerin, labile factor) (F5), mRNA [NM_000130]
F5


SMEK homolog 2, suppressor of mek1 (Dictyostelium) (SMEK2), transcript
SMEK2


variant 2, mRNA [NM_020463]



GINS complex subunit 4 (Sld5 homolog) (GINS4), mRNA [NM_032336]
GINS4


CD22 molecule (CD22), transcript variant 1, mRNA [NM_001771]
CD22


mRNA for very long-chain acyl-CoA synthetase homologue 3 (VLCS-3 gene).
SLC27A3


[AJ577572]



cell division cycle 7 homolog (S. cerevisiae) (CDC7), transcript variant 1, mRNA
CDC7


[NM_003503]



grancalcin, EF-hand calcium binding protein (GCA), mRNA [NM_012198]
GCA


signal-regulatory protein beta 1 (SIRPB1), transcript variant 3, mRNA
SIRPB1


[NM_001135844]



CDC42 binding protein kinase beta (DMPK-like) (CDC42BPB), mRNA
CDC42BPB


[NM_006035]



spinster homolog 1 (Drosophila) (SPNS1), transcript variant 1, mRNA
SPNS1


[NM_032038]



tetraspanin 15 (TSPAN15), mRNA [NM_012339]
TSPAN15


cystatin C (CST3), mRNA [NM_000099]
CST3


plexin B2 (PLXNB2), mRNA [NM_012401]
PLXNB2


Ras association (RalGDS/AF-6) domain family member 4 (RASSF4), mRNA
RASSF4


[NM_032023]



PREDICTED: peptidyl-prolyl cis-trans isomerase A-like (LOC100288602), mRNA
LOC100288602


[XM_003403504]



protein kinase (cAMP-dependent, catalytic) inhibitor alpha (PKIA), transcript
PKIA


variant 1, mRNA [NM_006823]



chromosome 9 open reading frame 7 (C9orf7), transcript variant 3, mRNA
C9orf7


[NM_001242369]



toll-like receptor 1 (TLR1), mRNA [NM_003263]
TLR1


centrosomal protein 76 kDa (CEP76), mRNA [NM_024899]
CEP76


protein kinase C, delta (PRKCD), transcript variant 1, mRNA [NM_006254]
PRKCD


CD1a molecule (CD1A), mRNA [NM_001763]
CD1A


plectin (PLEC), transcript variant 6, mRNA [NM_201380]
PLEC


leukocyte immunoglobulin-like receptor, subfamily A (with TM domain),
LILRA6


member 6 (LILRA6), mRNA [NM_024318]



RCC1 domain containing 1 (RCCD1), transcript variant 1, mRNA [NM_033544]
RCCD1


dihydrofolate reductase (DHFR), mRNA [NM_000791]
DHFR


solute carrier family 31 (copper transporters), member 2 (SLC31A2), mRNA
SLC31A2


[NM_001860]



protein arginine methyltransferase 1 (PRMT1), transcript variant 1, mRNA
PRMT1


[NM_001536]



NEAT activating protein with ITAM motif 1 (NFAM1), mRNA [NM_145912]
NFAM1


adducin 3 (gamma) (ADD3), transcript variant 1, mRNA [NM_016824]
ADD3


acyloxyacyl hydrolase (neutrophil) (AOAH), transcript variant 1, mRNA
AOAH


[NM_001637]



TYRO protein tyrosine kinase binding protein (TYROBP), transcript variant 1,
TYROBP


mRNA [NM_003332]



leukocyte immunoglobulin-like receptor, subfamily A (with TM domain),
LILRA2


member 2 (LILRA2), transcript variant 2, mRNA [NM_006866]



Gardner-Rasheed feline sarcoma viral (v-fgr) oncogene homolog (FGR),
FGR


transcript variant 2, mRNA [NM_001042747]



neutrophil cytosolic factor 1 (NCF1), mRNA [NM_000265]
NCF1


Rac GTPase activating protein 1 (RACGAP1), transcript variant 1, mRNA
RACGAP1


[NM_013277]



shugoshin-like 2 (S. pombe) (SGOL2), transcript variant 1, mRNA [NM_152524]
SGOL2


G protein-coupled receptor 84 (GPR84), mRNA [NM_020370]
GPR84


Fc receptor-like 1 (FCRL1), transcript variant 2, mRNA [NM_001159397]
FCRL1


ninjurin 2 (NINJ2), mRNA [NM_016533]
NINJ2


membrane protein, palmitoylated 1, 55 kDa (MPP1), transcript variant 3, mRNA
MPP1


[NM_001166461]



formyl peptide receptor 1 (FPR1), transcript variant 2, mRNA [NM_002029]
FPR1


phosphatidylinositol transfer protein, beta (PITPNB), mRNA [NM_012399]
PITPNB


RAD21 homolog (S. pombe) (RAD21), mRNA [NM_006265]
RAD21


glutamate receptor, ionotropic, N-methyl D-aspartate-associated protein 1
GRINA


(glutamate binding) (GRINA), transcript variant 1, mRNA [NM_000837]



histone deacetylase 8 (HDAC8), transcript variant 1, mRNA [NM_018486]
HDAC8


guanine nucleotide binding protein (G protein), gamma 10 (GNG10), transcript
GNG10


variant 1, mRNA [NM_001017998]



CD19 molecule (CD19), transcript variant 2, mRNA [NM_001770]
CD19


elastin microfibril interfacer 2 (EMILIN2), mRNA [NM_032048]
EMILIN2


chemokine (C-C motif) receptor 2 (CCR2), transcript variant A, mRNA
CCR2


[NM_001123041]



mitochondrial translation optimization 1 homolog (S. cerevisiae) (MTO1),
MTO1


nuclear gene encoding mitochondrial protein, transcript variant 2, mRNA



[NM_012123]



leukocyte immunoglobulin-like receptor, subfamily B (with TM and ITIM
LILRB2


domains), member 2 (LILRB2), transcript variant 1, mRNA [NM_005874]



docking protein 3 (DOK3), transcript variant 2, mRNA [NM_001144875]
DOK3


actinin, alpha 1 (ACTN1), transcript variant 2, mRNA [NM_001102]
ACTN1


antigen identified by monoclonal antibody Ki-67 (MKI67), transcript variant 1,
MKI67


mRNA [NM_002417]



Ran GTPase activating protein 1 (RANGAP1), mRNA [NM_002883]
RANGAP1


neural proliferation, differentiation and control, 1 (NPDC1), mRNA
NPDC1


[NM_015392]



spleen focus forming virus (SFFV) proviral integration oncogene soil (SPI1),
SPI1


transcript variant 1, mRNA [NM_001080547]



neural precursor cell expressed, developmentally down-regulated 1 (NEDD1),
NEDD1


transcript variant 2, mRNA [NM_152905]



primase, DNA, polypeptide 2 (58 kDa) (PRIM2), mRNA [NM_000947]
PRIM2


hemopoietic cell kinase (HCK), transcript variant 1, mRNA [NM_002110]
HCK


primase, DNA, polypeptide 1 (49 kDa) (PRIM1), mRNA [NM_000946]
PRIM1


ficolin (collagen/fibrinogen domain containing) 1 (FCN1), mRNA [NM_002003]
FCN1


timeless homolog (Drosophila) (TIMELESS), mRNA [NM_003920]
TIMELESS


dermatan sulfate epimerase (DSE), transcript variant 1, mRNA [NM_013352]
DSE


SUM01 activating enzyme subunit 1 (SAE1), transcript variant 1, mRNA
SAE1


[NM_005500]



S100 calcium binding protein A8 (5100A8), mRNA [NM_002964]
S100A8


tubulin, gamma 1 (TUBG1), mRNA [NM_001070]
TUBG1


ATP synthase mitochondrial F1 complex assembly factor 2 (ATPAF2), nuclear
ATPAF2


gene encoding mitochondrial protein, mRNA [NM_145691]



zinc finger protein 131 (ZNF131), mRNA [NM_003432]
ZNF131


replication protein A3, 14 kDa (RPA3), mRNA [NM_002947]
RPA3


cDNA FLJ42230 fis, clone THYMU3000036. [AK124224]
SIRPG


CDC28 protein kinase regulatory subunit 1B (CKS1B), transcript variant 1, mRNA
CKS1B


[NM_001826]



guanine nucleotide binding protein (G protein), q polypeptide (GNAQ), mRNA
GNAQ


[NM_002072]



KIAA0125 (KIAA0125), non-coding RNA [NR_026800]
KIAA0125


S100 calcium binding protein A9 (S100A9), mRNA [NM_002965]
S100A9


SP140 nuclear body protein (SP140), transcript variant 1, mRNA [NM_007237]
SP140


cyclin-dependent kinase inhibitor 2A (melanoma, p16, inhibits CDK4) (CDKN2A),
CDKN2A


transcript variant 3, mRNA [NM_058197]



major histocompatibility complex, class II, DQ beta 1 (HLA-DQB1), transcript
HLA-DQB1


variant 2, mRNA [NM_001243961]



B lymphoid tyrosine kinase (BLK), mRNA [NM_001715]
BLK


protein kinase, membrane associated tyrosine/threonine 1 (PKMYT1),
PKMYT1


transcript variant 2, mRNA [NM_182687]



trafficking protein particle complex 5 (TRAPPC5), transcript variant 1, mRNA
TRAPPC5


[NM_174894]



linker for activation of T cells family, member 2 (LAT2), transcript variant 1,
LAT2


mRNA [NM_032464]



transmembrane protein 176B (TMEM176B), transcript variant 1, mRNA
TMEM176B


[NM_014020]



zyxin (ZYX), transcript variant 1, mRNA [NM_003461]
ZYX


interferon, gamma-inducible protein 30 (IFI30), mRNA [NM_006332]
IFI30


cathepsin H (CTSH), mRNA [NM_004390]
CTSH


tumor necrosis factor (ligand) superfamily, member 13b (TNFSF13B), transcript
TNFSF13B


variant 1, mRNA [NM_006573]



retinol dehydrogenase 14 (all-trans/9-cis/11-cis) (RDH14), mRNA [NM_020905]
RDH14


guanylate binding protein 3 (GBP3), mRNA [NM_018284]
GBP3


centrosomal protein 72 kDa (CEP72), mRNA [NM_018140]
CEP72


extracellular matrix protein 1 (ECM1), transcript variant 1, mRNA [NM_004425]
ECM1


uridine monophosphate synthetase (UMPS), transcript variant 1, mRNA
UMPS


[NM_000373]



purinergic receptor P2X, ligand-gated ion channel, 5 (P2RX5), transcript variant
P2RX5


2, mRNA [NM_175080]



catenin, beta interacting protein 1 (CTNNBIP1), transcript variant 1, mRNA
CTNNBIP1


[NM_020248]



structural maintenance of chromosomes 4 (SMC4), transcript variant 1, mRNA
SMC4


[NM_005496]



H2A histone family, member J (H2AFJ), transcript variant 1, mRNA
H2AFJ


[NM_177925]



integrin, alpha M (complement component 3 receptor 3 subunit) (ITGAM),
ITGAM


transcript variant 2, mRNA [NM_000632]



ras homolog gene family, member U (RHOU), transcript variant 1, mRNA
RHOU


[NM_021205]



leucine rich repeat containing 8 family, member A (LRRC8A), transcript variant
LRRC8A


2, mRNA [NM_019594]



family with sequence similarity 105, member A (FAM105A), mRNA
FAM105A


[NM_019018]



family with sequence similarity 185, member A (FAM185A), transcript variant 1,
FAM185A


mRNA [NM_001145268]



replication factor C (activator 1) 5, 36.5 kDa (RFC5), transcript variant 2, mRNA
RFC5


[NM_181578]



tumor necrosis factor (ligand) superfamily, member 14 (TNFSF14), transcript
TNFSF14


variant 1, mRNA [NM_003807]



chemokine (C-X3-C motif) receptor 1 (CX3CR1), transcript variant 4, mRNA
CX3CR1


[NM_001337]



PYD and CARD domain containing (PYCARD), transcript variant 1, mRNA
PYCARD


[NM_013258]



transmembrane protein 154 (TMEM154), mRNA [NM_152680]
TMEM154


shugoshin-like 1 (S. pombe) (SGOL1), transcript variant A2, mRNA
SGOL1


[NM_001012410]



poly (ADP-ribose) polymerase family, member 9 (PARP9), transcript variant 1,
PARP9


mRNA [NM_031458]



cathepsin D (CTSD), mRNA [NM_001909]
CTSD


dual specificity phosphatase 22 (DUSP22), mRNA [NM_020185]
DUSP22


protein tyrosine phosphatase, non-receptor type 22 (lymphoid) (PTPN22),
PTPN22


transcript variant 2, mRNA [NM_012411]



1-acylglycerol-3-phosphate O-acyltransferase 9 (AGPAT9), mRNA [NM_032717]
AGPAT9


C-type lectin domain family 2, member D (CLEC2D), transcript variant 2, mRNA
CLEC2D


[NM_001004419]



cyclin-dependent kinase 14 (CDK14), mRNA [NM_012395]
CDK14


kinetochore associated 1 (KNTC1), mRNA [NM_014708]
KNTC1


phosphorylase kinase, beta (PHKB), transcript variant 2, mRNA
PHKB


[NM_001031835]



extra spindle pole bodies homolog 1 (S. cerevisiae) (ESPL1), mRNA
ESPL1


[NM_012291]



heparan-alpha-glucosaminide N-acetyltransferase (HGSNAT), mRNA
HGSNAT


[NM_152419]



ERI1 exoribonuclease family member 2 (ERI2), transcript variant 2, mRNA
ERI2


[NM_080663]



endoglin (ENG), transcript variant 2, mRNA [NM_000118]
ENG


polymerase (DNA directed), alpha 1, catalytic subunit (POLA1), mRNA
POLA1


[NM_016937]



adaptor-related protein complex 1, sigma 2 subunit (AP1S2), mRNA
AP1S2


[NM_003916]



ADAM metallopeptidase domain 12 (ADAM12), transcript variant 2, mRNA
ADAM12


[NM_021641]



Fc fragment of IgG, high affinity 1b, receptor (CD64) (FCGR1B), transcript variant
FCGR1B


3, mRNA [NM_001244910]



TIMELESS interacting protein (TIPIN), mRNA [NM_017858]
TIPIN


nucleolar and spindle associated protein 1 (NUSAP1), transcript variant 1,
NUSAP1


mRNA [NM_016359]



TAF7 RNA polymerase II, TATA box binding protein (TBP)-associated factor,
TAF7


55 kDa (TAF7), mRNA [NM_005642]



GTPase, IMAP family member 6 (GIMAP6), transcript variant 1, mRNA
GIMAP6


[NM_024711]



DnaJ (Hsp40) homolog, subfamily A, member 3 (DNAJA3), nuclear gene
DNAJA3


encoding mitochondrial protein, transcript variant 1, mRNA [NM_005147]



p21 protein (Cdc42/Rac)-activated kinase 1 (PAK1), transcript variant 1, mRNA
PAK1


[NM_001128620]



alcohol dehydrogenase 5 (class III), chi polypeptide (ADH5), mRNA
ADH5


[NM_000671]



CD79a molecule, immunoglobulin-associated alpha (CD79A), transcript variant
CD79A


1, mRNA [NM_001783]



Fc receptor-like 2 (FCRL2), mRNA [NM_030764]
FCRL2


uridine phosphorylase 1 [Source: HGNC Symbol;Acc: 12576] [ENST00000457596]
UPP1


sialic acid binding Ig-like lectin 16 (gene/pseudogene) (SIGLEC16), non-coding
SIGLEC16


RNA [NR_002825]



PREDICTED: peptidyl-prolyl cis-trans isomerase A-like (LOC729313), miscRNA
LOC729313


[XR_132614]



T-cell leukemia/lymphoma 1A (TCL1A), transcript variant 1, mRNA
TCL1A


[NM_021966]



retinoblastoma-like 2 (p130) (RBL2), mRNA [NM_005611]
RBL2


RAN, member RAS oncogene family (RAN), mRNA [NM_006325]
RAN


adrenergic, beta-2-, receptor, surface (ADRB2), mRNA [NM_000024]
ADRB2


solute carrier family 16, member 3 (monocarboxylic acid transporter 4)
SLC16A3


(SLC16A3), transcript variant 2, mRNA [NM_001042422]



myosin IF (MYO1F), mRNA [NM_012335]
MYO1F


myeloid differentiation primary response gene (88) (MYD88), transcript variant
MYD88


2, mRNA [NM_002468]



solute carrier family 38, member 6 (SLC38A6), transcript variant 2, mRNA
SLC38A6


[NM_153811]



polymerase (DNA directed), alpha 2 (70 kD subunit) (POLA2), mRNA
POLA2


[NM_002689]



cytochrome b-245, beta polypeptide (CYBB), mRNA [NM_000397]
CYBB


WD repeat domain 92 (WDR92), mRNA [NM_138458]
WDR92


Spi-B transcription factor (Spi-1/PU.1 related) (SPIB), transcript variant 1, mRNA
SPIB


[NM_003121]



nucleoporin 88 kDa (NUP88), mRNA [NM_002532]
NUP88


serpin peptidase inhibitor, clade G (C1 inhibitor), member 1 (SERPING1),
SERPING1


transcript variant 1, mRNA [NM_000062]



serine peptidase inhibitor, Kunitz type, 2 (5PINT2), transcript variant a, mRNA
SPINT2


[NM_021102]



mutS homolog 6 (E. coli) (MSH6), mRNA [NM_000179]
MSH6


HESX homeobox 1 (HESX1), mRNA [NM_003865]
HESX1


non-SMC condensin 11 complex, subunit D3 (NCAPD3), mRNA [NM_015261]
NCAPD3


natural cytotoxicity triggering receptor 1 (NCR1), transcript variant 1, mRNA
NCR1


[NM_004829]



ATPase, class I, type 8B, member 4 (ATP8B4), mRNA [NM_024837]
ATP8B4


sideroflexin 3 (SFXN3), mRNA [NM_030971]
SFXN3


vaccinia related kinase 1 (VRK1), mRNA [NM_003384]
VRK1


G protein-coupled receptor 82 (GPR82), mRNA [NM_080817]
GPR82


nuclear factor (erythroid-derived 2), 45 kDa (NFE2), transcript variant 1, mRNA
NFE2


[NM_006163]



pseudouridylate synthase 7 homolog (S. cerevisiae) (PUS7), mRNA
PUS7


[NM_019042]



E2F transcription factor 2 (E2F2), mRNA [NM_004091]
E2F2


transcription termination factor, RNA polymerase II (TTF2), mRNA
TTF2


[NM_003594]



SCL/TAL1 interrupting locus (STIL), transcript variant 1, mRNA [NM_001048166]
STIL


sterile alpha motif domain containing 9-like (SAMD9L), mRNA [NM_152703]
SAMD9L


NADH dehydrogenase (ubiquinone) 1 alpha subcomplex, 8, 19 kDa (NDUFA8),
NDUFA8


nuclear gene encoding mitochondrial protein, mRNA [NM_014222]



processing of precursor 5, ribonuclease P/MRP subunit (S. cerevisiae) (POP5),
POP5


transcript variant 1, mRNA [NM_015918]



centrosomal protein 152 kDa (CEP152), transcript variant 2, mRNA
CEP152


[NM_014985]



anaphase promoting complex subunit 10 (ANAPC10), mRNA [NM_014885]
ANAPC10


CD200 molecule (CD200), transcript variant 2, mRNA [NM_001004196]
CD200


leucine rich repeat and fibronectin type III domain containing 4 (LRFN4), mRNA
LRFN4


[NM_024036]



cyclin-dependent kinase 4 (CDK4), mRNA [NM_000075]
CDK4


structural maintenance of chromosomes 3 (SMC3), mRNA [NM_005445]
SMC3


retinoic acid receptor, alpha (RARA), transcript variant 2, mRNA
RARA


[NM_001024809]



chemokine (C-C motif) receptor 5 (CCR5), transcript variant A, mRNA
CCR5


[NM_000579]



superoxide dismutase 2, mitochondrial (SOD2), nuclear gene encoding
SOD2


mitochondrial protein, transcript variant 2, mRNA [NM_001024465]



interferon-induced protein with tetratricopeptide repeats 1 (IFIT1), transcript
IFIT1


variant 2, mRNA [NM_001548]



cytoskeleton associated protein 5 (CKAP5), transcript variant 1, mRNA
CKAP5


[NM_001008938]



myxovirus (influenza virus) resistance 2 (mouse) (MX2), mRNA [NM_002463]
MX2


aryl hydrocarbon receptor nuclear translocator-like 2 (ARNTL2), transcript
ARNTL2


variant 1, mRNA [NM_020183]



cyclin F (CCNF), mRNA [NM_001761]
CCNF


cytotoxic and regulatory T cell molecule (CRTAM), mRNA [NM_019604]
CRTAM


SWI/SNF related, matrix associated, actin dependent regulator of chromatin,
SMARCAL1


subfamily a-like 1 (SMARCAL1), transcript variant 1, mRNA [NM_014140]



prostaglandin I2 (prostacyclin) receptor (IP) (PTGIR), mRNA [NM_000960]
PTGIR


MHC class I polypeptide-related sequence B (MICB), mRNA [NM_005931]
MICB


caspase 7, apoptosis-related cysteine peptidase (CASP7), transcript variant
CASP7


delta, mRNA [NM_033338]



ataxia telangiectasia and Rad3 related (ATR), mRNA [NM_001184]
ATR


tumor necrosis factor, alpha-induced protein 6 (TNFAIP6), mRNA [NM_007115]
TNFAIP6


chemokine (C-X-C motif) receptor 5 (CXCR5), transcript variant 2, mRNA
CXCR5


[NM_032966]



eukaryotic translation initiation factor 2B, subunit 3 gamma, 58 kDa (EIF2B3),
EIF2B3


transcript variant 1, mRNA [NM_020365]



topoisomerase (DNA) II binding protein 1 (TOPBP1), mRNA [NM_007027]
TOPBP1


jumonji domain containing 4 (JMJD4), transcript variant 1, mRNA [NM_023007]
JMJD4


polo-like kinase 1 (PLK1), mRNA [NM_005030]
PLK1


colony stimulating factor 2 receptor, beta, low-affinity (granulocyte-
CSF2RB


macrophage) (CSF2RB), mRNA [NM_000395]



AF4/FMR2 family, member 3 [Source: HGNC Symbol;Acc: 6473]
AFF3


[ENST00000483600]



3-hydroxyisobutyryl-CoA hydrolase (HIBCH), nuclear gene encoding
HIBCH


mitochondrial protein, transcript variant 2, mRNA [NM_198047]



S-phase kinase-associated protein 2 (p45) (SKP2), transcript variant 2, mRNA
SKP2


[NM_032637]



myosin VIIB (MYO7B), mRNA [NM_001080527]
MYO7B


CCAAT/enhancer binding protein (C/EBP), epsilon (CEBPE), mRNA
CEBPE


[NM_001805]



Ral GEF with PH domain and SH3 binding motif 2 (RALGPS2), mRNA
RALGPS2


[NM_152663]



minichromosome maintenance complex component 5 (MCM5), mRNA
MCM5


[NM_006739]



interferon induced with helicase C domain 1 (IFIH1), mRNA [NM_022168]
IFIH1


presenilin 2 (Alzheimer disease 4) (PSEN2), transcript variant 1, mRNA
PSEN2


[NM_000447]



single-stranded DNA binding protein 1 (SSBP1), nuclear gene encoding
SSBP1


mitochondrial protein, mRNA [NM_003143]



CHK2 checkpoint homolog (S. pombe) (CHEK2), transcript variant 2, mRNA
CHEK2


[NM_145862]



thymopoietin (TMPO), transcript variant 2, mRNA [NM_001032283]
TMPO


cell division cycle 23 homolog (S. cerevisiae) (CDC23), mRNA [NM_004661]
CDC23


trichoplein, keratin filament binding (TCHP), transcript variant 1, mRNA
TCHP


[NM_032300]



pre-B lymphocyte 3 (VPREB3), mRNA [NM_013378]
VPREB3


CD72 molecule [Source: HGNC Symbol;Acc: 1696] [ENST00000378431]
CD72


N-acetylneuraminate pyruvate lyase (dihydrodipicolinate synthase) (NPL),
NPL


transcript variant 3, mRNA [NM_001200056]



deoxythymidylate kinase (thymidylate kinase) (DTYMK), transcript variant 1,
DTYMK


mRNA [NM_012145]



TRAF3 interacting protein 3 (TRAF3IP3), mRNA [NM_025228]
TRAF3IP3


coronin, actin binding protein, 1A (CORO1A), transcript variant 2, mRNA
CORO1A


[NM_007074]



G protein-coupled receptor 137B (GPR137B), mRNA [NM_003272]
GPR137B


polymerase (DNA-directed), delta 3, accessory subunit (POLD3), mRNA
POLD3


[NM_006591]



Fc receptor-like A (FCRLA), transcript variant 2, mRNA [NM_032738]
FCRLA


excision repair cross-complementing rodent repair deficiency,
ERCC6L


complementation group 6-like (ERCC6L), mRNA [NM_017669]



kinesin family member 23 (KIF23), transcript variant 1, mRNA [NM_138555]
KIF23


major histocompatibility complex, class II, DO beta (HLA-DOB), mRNA
HLA-DOB


[NM_002120]



asparagine-linked glycosylation 8, alpha-1,3-glucosyltransferase homolog (S.
ALG8


cerevisiae) (ALG8), transcript variant 2, mRNA [NM_001007027]



proteasome (prosome, macropain) subunit, alpha type, 3 (PSMA3), transcript
PSMA3


variant 1, mRNA [NM_002788]



centromere protein N (CENPN), transcript variant 3, mRNA [NM_018455]
CENPN


acyl-CoA dehydrogenase, C-4 to C-12 straight chain (ACADM), nuclear gene
ACADM


encoding mitochondrial protein, transcript variant 1, mRNA [NM_000016]



radical S-adenosyl methionine domain containing 2 (RSAD2), mRNA
RSAD2


[NM_080657]



tetraspanin 13 (TSPAN13), mRNA [NM_014399]
TSPAN13


breast cancer 1, early onset (BRCA1), transcript variant 2, mRNA [NM_007300]
BRCA1


ATP-binding cassette, sub-family C (CFTR/MRP), member 3 (ABCC3), transcript
ABCC3


variant 1, mRNA [NM_003786]



major histocompatibility complex, class II, DO alpha (HLA-DOA), mRNA
HLA-DOA


[NM_002119]



V-set and immunoglobulin domain containing 10 (VSIG10), mRNA
VSIG10


[NM_019086]



WAS protein homolog associated with actin, golgi membranes and
WHAMM


microtubules (WHAMM), mRNA [NM_001080435]



carcinoembryonic antigen-related cell adhesion molecule 1 (biliary
CEACAM1


glycoprotein) (CEACAM1), transcript variant 5, mRNA [NM_001184816]



transcription factor Dp-1 (TFDP1), transcript variant 1, mRNA [NM_007111]
TFDP1


kinesin family member 20B (KIF20B), mRNA [NM_016195]
KIF20B


family with sequence similarity 129, member C (FAM129C), transcript variant 2,
FAM129C


mRNA [NM_001098524]



MACRO domain containing 2 (MACROD2), transcript variant 1, mRNA
MACROD2


[NM_080676]



peptidylprolyl isomerase (cyclophilin)-like 4 (PPIL4), mRNA [NM_139126]
PPIL4


CD24 molecule (CD24), mRNA [NM_013230]
CD24


family with sequence similarity 129, member A (FAM129A), transcript variant 2,
FAM129A


mRNA [NM_052966]



zinc finger protein 467 (ZNF467), mRNA [NM_207336]
ZNF467


ADAM metallopeptidase domain 28 (ADAM28), transcript variant 3, mRNA
ADAM28


[NM_021777]



SAM domain and HD domain 1 (SAMHD1), mRNA [NM_015474]
SAMHD1


epithelial cell transforming sequence 2 oncogene (ECT2), mRNA [NM_018098]
ECT2


kynurenine 3-monooxygenase (kynurenine 3-hydroxylase) (KMO), mRNA
KMO


[NM_003679]



ASF1 anti-silencing function 1 homolog B (S. cerevisiae) (ASF1B), mRNA
ASF1B


[NM_018154]



proline-serine-threonine phosphatase interacting protein 1 (PSTPIP1), mRNA
PSTPIP1


[NM_003978]



RMI1, RecQ mediated genome instability 1, homolog (S. cerevisiae) (RMI1),
RMI1


mRNA [NM_024945]
















TABLE 2





marker genes (full name and accession number as set out in table 1)



















LOC572558
KIAA0101
HJURP
SLAMF6
ENPP5


USH1G
IFI27
STAP1
KIR2DS2
IL18RAP


BMP2
RAD51
TOP2A
XLOC_
GRAP2





004032



KIF18A
TYMS
XLOC_l2_
PRF1
SH2D2A




010897




ANLN
E2F8
PPP2R2B
GINS2
CR1


GP5
PDGFRB
SPC25
CDC45
IQCD


SKA3
CHI3L1
KIAA1671
TBX21
CCL5


TTK
IFNG
BUB1
GZMA
KLRD1


OLFM4
CDT1
GPR56
NKG7
CXCR3


DLGAP5
CCL20
GZMM
SGK1
CD247


MCM10
DTL
SAMD3
PVRIG
ZNF697


SLPI
LOC643650
CTSW
NEK2
HOPX


FASLG
CCNA2
PTGFRN
TARP
IL1B


SLC7A8
RGS9
XLOC_
BIRC5
KLRC1




006752




EXO1
CEP55
GNLY
CST7
ZNF503


FGFBP2
POLE2
LINC00239
IL2RB
XLOC_






004924


CXCL1
ASPM
CDCA2
MND1
ZAP70


MELK
TGFBR3
GZMH
S1PR5
CENPF


RRM2
RPGRIP1
BUB1B
STK32B
PTPRCAP


LOC572558
KIR2DL2
UBE2C
KLRF1
KLRC3
















TABLE 2B





marker genes (full name and accession number as set out in table 1)



















LOC572558
TYMS
KIAA1671
NKG7
CXCR3


USH1G
E2F8
BUB1
SGK1
CD247


BMP2
PDGFRB
GPR56
PVRIG
ZNF697


KIF18A
CHI3L1
GZMM
NEK2
HOPX


ANLN
IFNG
SAMD3
TARP
IL1B


GP5
CCL20
CTSW
BIRC5
KLRC1


SKA3
DTL
PTGFRN
CST7
ZNF503


TTK
LOC643650
XLOC_
IL2RB
XLOC_




006752

004924


OLFM4
RGS9
GNLY
MND1
ZAP70


DLGAP5
CEP55
LINC00239
S1PR5
CENPF


SLPI
POLE2
GZMH
STK32B
PTPRCAP


FASLG
ASPM
BUB1B
KLRF1
KLRC3


SLC7A8
TGFBR3
SLAMF6
ENPP5



EXO1
RPGRIP1
KIR2DS2
IL18RAP



FGFBP2
KIR2DL2
XLOC_
GRAP2





004032




CXCL1
HJURP
PRF1
SH2D2A



LOC572558
STAP1
GINS2
CR1



KIAA0101
XLOC_l2_
CDC45
IQCD




010897





IFI27
PPP2R2B
TBX21
CCL5



RAD51
SPC25
GZMA
KLRD1
















TABLE 3





marker genes (full name and accession number as set out in table 1)



















LOC572558
MCM10
IFI27
LOC643650
STAP1


USH1G
SLPI
RAD51
CCNA2
TOP2A


BMP2
FASLG
TYMS
RGS9
XLOC_l2_






010897


KIF18A
SLC7A8
E2F8
CEP55
PPP2R2B


ANLN
EXO1
PDGFRB
POLE2
SPC25


GP5
FGFBP2
CHI3L1
ASPM
KIAA1671


SKA3
CXCL1
IFNG
TGFBR3
BUB1


TTK
MELK
CDT1
RPGRIP1
GPR56


OLFM4
RRM2
CCL20
KIR2DL2
GZMM


DLGAP5
KIAA0101
DTL
HJURP
SAMD3
















TABLE 3B





marker genes (full name and accession number as set out in table 1)



















LOC572558
SLPI
E2F8
ASPM
BUB1


USH1G
FASLG
PDGFRB
TGFBR3
GPR56


BMP2
SLC7A8
CHI3L1
RPGRIP1
GZMM


KIF18A
EXO1
IFNG
KIR2DL2
SAMD3


ANLN
FGFBP2
CCL20
HJURP



GP5
CXCL1
DTL
STAP1



SKA3
KIAA0101
LOC643650
XLOC_l2_010897



TTK
IFI27
RGS9
PPP2R2B



OLFM4
RAD51
CEP55
SPC25



DLGAP5
TYMS
POLE2
KIAA1671
















TABLE 4





marker genes (full name and accession number as set out in table 1)




















LOC572558
GP5
MCM10
FGFBP2
IFI27
CHI3L1


USH1G
SKA3
SLPI
CXCL1
RAD51
IFNG


BMP2
TTK
FASLG
MELK
TYMS
CDT1


KIF18A
OLFM4
SLC7A8
RRM2
E2F8
CCL20


ANLN
DLGAP5
EXO1
KIAA0101
PDGFRB
DTL
















TABLE 4B





marker genes (full name and accession number as set out in table 1)




















LOC572558
GP5
SLPI
CXCL1
E2F8
DTL


USH1G
SKA3
FASLG
KIAA0101
PDGFRB



BMP2
TTK
SLC7A8
IFI27
CHI3L1



KIF18A
OLFM4
EXO1
RAD51
IFNG



ANLN
DLGAP5
FGFBP2
TYMS
CCL20
















TABLE 5





marker genes (full name and accession number as set out in table 1)



















LOC572558
KIF18A
SKA3
DLGAP5
FASLG


USH1G
ANLN
TTK
MCM10
SLC7A8


BMP2
GP5
OLFM4
SLPI
EXO1
















TABLE 5B





marker genes (full name and accession number as set out in table 1)



















LOC572558
KIF18A
SKA3
DLGAP5
SLC7A8


USH1G
ANLN
TTK
SLPI
EXO1


BMP2
GP5
OLFM4
FASLG
















TABLE 6







marker genes for cancer, in particular prostate cancer








Gene



Symbol
Gene Title





COX7B
cytochrome c oxidase subunit VIIb, mRNA



[NM_001866]


LY96
lymphocyte antigen 96, mRNA [NM_015364]


FIGNL1
fidgetin-like 1, mRNA [NM_001042762]


FOSL1
FOS-like antigen 1, mRNA [NM_005438]


S100A8
S100 calcium binding protein A8, mRNA



[NM_002964]


GFRA3
GDNF family receptor alpha 3, mRNA [NM_001496]


REEP1
receptor accessory protein 1, mRNA [NM_022912]


SUV39H2
suppressor of variegation 3-9 homolog 2 (Drosophila),



mRNA [NM_024670]


ZFYVE16
zinc finger, FYVE domain containing 16, mRNA



[NM_001105251]


NDUFA4
NADH dehydrogenase (ubiquinone) 1 alpha



subcomplex, 4, 9 kDa, mRNA [NM_002489]


FOXN1
forkhead box N1, mRNA [NM_003593]


KIR2DL4
killer cell immunoglobulin-like receptor, two domains,



long cytoplasmic tail, 4, mRNA [NM_002255]


GOLT1B
golgi transport 1B, mRNA [NM_016072]


NLRC3
NLR family, CARD domain containing 3, mRNA



[NM_178844, AK090476]


ACTR6
ARP6 actin-related protein 6 homolog (yeast), mRNA



[NM_022496]


PLEKHF2
pleckstrin homology domain containing, family F



(with FYVE domain) member 2, mRNA [NM_024613]


TFEC
transcription factor EC, mRNA [NM_012252]


LGALS2
lectin, galactoside-binding, soluble, 2, mRNA



[AK130682, NM_006498]


MSH6
mutS homolog 6, mRNA [NM_000179]


TARP
TCR gamma alternate reading frame protein, mRNA



[NM_001003799]


MND1
meiotic nuclear divisions 1 homolog (S. cerevisiae),



mRNA [NM_032117]


S100A12
S100 calcium binding protein A12, mRNA



[NM_005621]


AGL
amylo-alpha-1, 6-glucosidase, 4-alpha-



glucanotransferase, mRNA [NM_000028]


NUPL2
nucleoporin like 2, mRNA [BC039333, NM_007342]


PKMYT1
protein kinase, membrane associated tyrosine/threonine



1, mRNA [NM_182687]


PTAFR
platelet-activating factor receptor, mRNA



[NM_000952, NM_001164722]


VSTM1
V-set and transmembrane domain containing 1, mRNA



[NM_198481]


SAMHD1
SAM domain and HD domain 1, mRNA [NM_015474]


ASPA
aspartoacylase, mRNA [NM_000049]


PPP1R12A
protein phosphatase 1, regulatory subunit 12A, mRNA



[NM_002480]


UQCRQ
ubiquinol-cytochrome c reductase, complex III subunit



VII, 9.5 kDa, mRNA [NM_014402]


OSMR
oncostatin M receptor, mRNA [NM_003999,



NM_001168355]


SP3
Sp3 transcription factor, mRNA [NM_003111]


JPH2
junctophilin 2, mRNA [NM_175913, NM_020433]


APCDD1
adenomatosis polyposis coli down-regulated 1, mRNA



[NM_153000]


ABCG2
ATP-binding cassette, sub-family G (WHITE),



member 2, mRNA [NM_004827]


TLR7
toll-like receptor 7, mRNA [NM_016562]


ATP5C1
ATP synthase, H+ transporting, mitochondrial F1



complex, gamma polypeptide 1, mRNA



[NM_005174]


GINS1
GINS complex subunit 1 (Psf1 homolog), mRNA



[NM_021067]


CKS2
CDC28 protein kinase regulatory subunit 2, mRNA



[NM_001827]


NOC3L
nucleolar complex associated 3 homolog



(S. cerevisiae), mRNA [NM_022451]


DEK
DEK oncogene, mRNA [NM_003472]


HNMT
histamine N-methyltransferase, mRNA [NM_006895,



NM_001024074, NM_001024075]


MS4A4A
membrane-spanning 4-domains, subfamily A, member



4A, mRNA [NM_024021]


TMEM55A
transmembrane protein 55A, mRNA [NM_018710]


TMX1
thioredoxin-related transmembrane protein 1, mRNA



[NM_030755]


USP1
ubiquitin specific peptidase 1, mRNA [NM_003368]


CCDC80
coiled-coil domain containing 80, mRNA



[NM_199511]


PCNP
PEST proteolytic signal containing nuclear protein,



mRNA [NM_020357]


SHCBP1
SHC SH2-domain binding protein 1, mRNA



[NM_024745]


PANK3
pantothenate kinase 3, mRNA [BX648891,



NM_024594]


PAQR3
progestin and adipoQ receptor family member III,



mRNA [NM_001040202, BC031256]


RNF138
ring finger protein 138, E3 ubiquitin protein ligase,



mRNA [NM_016271]


CD302
CD302 molecule, mRNA [NM_014880]


NUP35
nucleoporin 35 kDa, mRNA [NM_138285,



NM_001287585]


IMPA1
inositol(myo)-1(or 4)-monophosphatase 1, mRNA



[NM_001144879, NM_005536]


MS4A7
membrane-spanning 4-domains, subfamily A, member



7, mRNA [NM_021201]


SGMS1
sphingomyelin synthase 1, mRNA [NM_147156]


GALNT7
UDP-N-acetyl-alpha-D-galactosamine:polypeptide N-



acetylgalactosaminyltransferase 7 (GalNAc-T7),



mRNA [NM_017423]


CA14
carbonic anhydrase XIV, mRNA [NM_012113]


RHOU
ras homolog family member U, mRNA [NM_021205]


PHTF2
putative homeodomain transcription factor 2, mRNA



[NM_001127360, NM_020432]


S100A9
S100 calcium binding protein A9, mRNA



[NM_002965]


FAM198B
family with sequence similarity 198, member B,



mRNA [NM_016613]


ST3GAL6
ST3 beta-galactoside alpha-2,3-sialyltransferase 6,



mRNA [NM_006100]


CLK4
CDC-like kinase 4, mRNA [NM_020666]


CLEC12A
C-type lectin domain family 12, member A, mRNA



[NM_138337]


GCA
grancalcin, EF-hand calcium binding protein, mRNA



[NM_012198]


VNN2
vanin 2, mRNA [NM_004665]


C1GALT1C1
C1GALT1-specific chaperone 1, mRNA



[NM_152692]


DUSP6
dual specificity phosphatase 6, mRNA [NM_001946]


TNFAIP8
tumor necrosis factor, alpha-induced protein 8, mRNA



[NM_001286813, NM_014350]


TLR4
toll-like receptor 4, mRNA [NM_138554]


FBLN1
fibulin 1, mRNA [NM_001996, NM_006486]


LRRK2
leucine-rich repeat kinase 2, mRNA [NM_198578,



AK127729]


SLC46A2
solute carrier family 46, member 2, mRNA



[NM_033051]


KIAA1468
KIAA1468, mRNA [NM_020854]


AIF1
allograft inflammatory factor 1, mRNA [NM_004847]


HK3
hexokinase 3 (white cell), mRNA [NM_002115]


SFRP4
secreted frizzled-related protein 4, mRNA



[NM_003014]


ARFIP1
ADP-ribosylation factor interacting protein 1, mRNA



[NM_001025595]


COX6C
cytochrome c oxidase subunit VIc, mRNA



[NM_004374]


DMD
dystrophin, mRNA [NM_004021, BC036103,



NM_004010]


KYNU
kynureninase, mRNA [NM_001032998]


PIK3C2A
phosphatidylinositol-4-phosphate 3-kinase, catalytic



subunit type 2 alpha, mRNA [NM_002645]


NDUFB1
NADH dehydrogenase (ubiquinone) 1 beta



subcomplex, 1, 7 kDa, mRNA [NM_004545]


VNN1
vanin 1, mRNA [NM_004666]


MBNL1
muscleblind-like splicing regulator 1, mRNA



[NM_021038]


ABCA1
ATP-binding cassette, sub-family A (ABC1), member



1, mRNA [NM_005502]


PID1
phosphotyrosine interaction domain containing 1,



mRNA [NM_017933]


SRP9
signal recognition particle 9 kDa, mRNA



[NM_001130440, NM_003133]


MAD2L1
MAD2 mitotic arrest deficient-like 1 (yeast), mRNA



[NM_002358]


GLIPR1
GLI pathogenesis-related 1, mRNA [NM_006851]


NUP107
nucleoporin 107 kDa, mRNA [NM_020401]


GZMK
granzyme K (granzyme 3; tryptase II), mRNA



[NM_002104]


STAG2
stromal antigen 2, mRNA [NM_001042749,



NM_001042751]


NDUFB3
NADH dehydrogenase (ubiquinone) 1 beta



subcomplex, 3, 12 kDa, mRNA [NM_001257102]


CYP1B1
cytochrome P450, family 1, subfamily B, polypeptide



1, mRNA [NM_000104]


MYBL2
v-myb avian myeloblastosis viral oncogene homolog-



like 2, mRNA [NM_002466]


KLF1
Kruppel-like factor 1 (erythroid), mRNA



[NM_006563]


IFI30
interferon, gamma-inducible protein 30, mRNA



[NM_006332]


ICOS
inducible T-cell co-stimulator, mRNA [NM_012092]


TNFSF11
tumor necrosis factor (ligand) superfamily, member 11,



mRNA [NM_003701, NM_033012]


NDUFB2
NADH dehydrogenase (ubiquinone) 1 beta



subcomplex, 2, 8 kDa, mRNA [NM_004546]


TGM2
transglutaminase 2, mRNA [NM_004613,



NM_198951]


CUL5
cullin 5, mRNA [NM_003478]


CD28
CD28 molecule, mRNA [NM_006139]


SGK1
serum/glucocorticoid regulated kinase 1, mRNA



[NM_005627]


PLA2G7
phospholipase A2, group VII (platelet-activating



factor acetylhydrolase, plasma), mRNA [NM_005084]


RMI1
RecQ mediated genome instability 1, mRNA



[NM_024945]


GPSM2
G-protein signaling modulator 2, mRNA



[NM_013296]


ZDHHC17
zinc finger, DHHC-type containing 17, mRNA



[NM_015336]


CCR2
chemokine (C-C motif) receptor 2, mRNA



[NM_001123041, NM_001123396]


FCN1
ficolin (collagen/fibrinogen domain containing) 1,



mRNA [NM_002003]


ZWINT
ZW10 interacting kinetochore protein, mRNA



[NM_032997]


AMICA1
adhesion molecule, interacts with CXADR antigen 1,



mRNA [AK057590, NM_153206]


CLEC7A
C-type lectin domain family 7, member A, mRNA



[NM_197947, NM_197954]


ERBB2IP
ebb2 interacting protein, mRNA [NM_018695]


MSH2
mutS homolog 2, mRNA [NM_000251]


RIN2
Ras and Rab interactor 2, mRNA [NM_018993]


MORC3
MORC family CW-type zinc finger 3, mRNA



[NM_015358]


MFSD1
major facilitator superfamily domain containing 1,



mRNA [NM_022736]


KCNJ2
potassium inwardly-rectifying channel, subfamily J,



member 2, mRNA [NM_000891]


LMNB1
lamin B1, mRNA [NM_005573]


CCT2
chaperonin containing TCP1, subunit 2 (beta), mRNA



[NM_006431]


IFNG
interferon, gamma, mRNA [NM_000619]


EEF1G
eukaryotic translation elongation factor 1 gamma,



mRNA [NM_001404]


CSTA
cystatin A (stefin A), mRNA [NM_005213]


MYBL1
v-myb avian myeloblastosis viral oncogene homolog-



like 1, mRNA [NM_001294282, NM_001080416]


MNDA
myeloid cell nuclear differentiation antigen, mRNA



[NM_002432]


PAQR9
progestin and adipoQ receptor family member IX,



mRNA [NM_198504]


ZBTB11
zinc finger and BTB domain containing 11, mRNA



[NM_014415]


RBP7
retinol binding protein 7, cellular, mRNA



[NM_052960]


ZNF700
zinc finger protein 700, mRNA [NM_144566]


BST1
bone marrow stromal cell antigen 1, mRNA



[NM_004334]


ATP5O
ATP synthase, H+ transporting, mitochondrial F1



complex, O subunit, mRNA [NM_001697]


ATAD2
ATPase family, AAA domain containing 2, mRNA



[NM_014109]


DLGAP5
discs, large (Drosophila) homolog-associated protein



5, mRNA [NM_014750]


NOD2
nucleotide-binding oligomerization domain containing



2, mRNA [NM_022162]


LILRA3
leukocyte immunoglobulin-like receptor, subfamily A



(without TM domain), member 3, mRNA



[NM_006865]


CLEC4A
C-type lectin domain family 4, member A, mRNA



[NM_016184]


TNFSF13B
tumor necrosis factor (ligand) superfamily, member



13b, mRNA [NM_006573]


CSF2RA
colony stimulating factor 2 receptor, alpha, low-affinity



(granulocyte-macrophage), mRNA [NM_172249]


BRI3
brain protein I3, mRNA [NM_001159491,



NM_015379]


RNF6
ring finger protein (C3H2C3 type) 6, mRNA



[NM_005977]


PTTG3P
pituitary tumor-transforming 3, pseudogene, mRNA



[NR_002734]


HSPD1
heat shock 60 kDa protein 1 (chaperonin), mRNA



[NM_002156]


GTF2H1
general transcription factor IIH, polypeptide 1, 62 kDa,



mRNA [NM_005316]


LMO2
LIM domain only 2 (rhombotin-like 1), mRNA



[NM_005574]


KIAA0101
KIAA0101, mRNA [NM_014736]


RFC5
replication factor C (activator 1) 5, 36.5 kDa, mRNA



[NM_181578]


RAD50
RAD50 homolog (S. cerevisiae), mRNA



[NM_005732]


FEN1
flap structure-specific endonuclease 1, mRNA



[NM_004111]


NUP54
nucleoporin 54 kDa, mRNA [NM_017426]


NDUFS4
NADH dehydrogenase (ubiquinone) Fe—S protein 4,



18 kDa (NADH-coenzyme Q reductase), mRNA



[NM_002495]


PTPN22
protein tyrosine phosphatase, non-receptor type 22



(lymphoid), mRNA [NM_012411, NM_015967]


CDKN3
cyclin-dependent kinase inhibitor 3, mRNA



[NM_005192]


MAGEA12
melanoma antigen family A, 12, mRNA



[NM_005367]


VPS4B
vacuolar protein sorting 4 homolog B (S. cerevisiae),



mRNA [NM_004869]


EIF3E
eukaryotic translation initiation factor 3, subunit E,



mRNA [NM_001568]


HLA-DPB1
major histocompatibility complex, class II, DP beta 1,



mRNA [XM_006715078, NM_002121]


NCAPG
non-SMC condensin I complex, subunit G, mRNA



[NM_022346]


CREBZF
CREB/ATF bZIP transcription factor, mRNA



[NM_001039618]


ITSN2
intersectin 2, mRNA [NM_147152]


QPCT
glutaminyl-peptide cyclotransferase, mRNA



[NM_012413]


BZW1
basic leucine zipper and W2 domains 1, mRNA



[NM_014670]


NDC80
NDC80 kinetochore complex component, mRNA



[NM_006101]


ZFAND6
zinc finger, AN1-type domain 6, mRNA [NM_019006]


KIR2DS2
killer cell immunoglobulin-like receptor, two domains,



short cytoplasmic tail, 2, mRNA [NM_012312]


CCNC
cyclin C, mRNA [BC026272, NM_005190]


EIF3H
eukaryotic translation initiation factor 3, subunit H,



mRNA [NM_003756]


FPR1
formyl peptide receptor 1, mRNA [NM_002029]


SLC40A1
solute carrier family 40 (iron-regulated transporter),



member 1, mRNA [NM_014585]


NUP160
nucleoporin 160 kDa, mRNA [NM_015231]


ENPP5
ectonucleotide pyrophosphatase/phosphodiesterase 5



(putative), mRNA [NM_021572]


MARCH1
membrane-associated ring finger (C3HC4) 1, E3



ubiquitin protein ligase, mRNA [NM_017923]


DPYD
dihydropyrimidine dehydrogenase, mRNA



[NM_001160301, NM_000110]


TGFBI
transforming growth factor, beta-induced, 68 kDa,



mRNA [NM_000358]


FBXO5
F-box protein 5, mRNA [NM_001142522]


ATP5L
ATP synthase, H+ transporting, mitochondrial Fo



complex, subunit G, mRNA [NM_006476]


G3BP2
GTPase activating protein (SH3 domain) binding



protein 2, mRNA [NM_203505]


MARCKS
myristoylated alanine-rich protein kinase C substrate,



mRNA [D10522]


SEC63
SEC63 homolog (S. cerevisiae), mRNA [NM_007214]


COX6A1
cytochrome c oxidase subunit VIa polypeptide 1,



mRNA [NM_004373]


PDGFA
platelet-derived growth factor alpha polypeptide,



mRNA [NM_002607, NM_033023]


CDT1
chromatin licensing and DNA replication factor 1,



mRNA [NM_030928]


KLRB1
killer cell lectin-like receptor subfamily B, member 1,



mRNA [NM_002258]


SMC2
structural maintenance of chromosomes 2, mRNA



[NM_001042550]


HLA-DMB
major histocompatibility complex, class II, DM beta,



mRNA [NM_002118]


TYROBP
TYRO protein tyrosine kinase binding protein, mRNA



[NM_003332]


GLT8D2
glycosyltransferase 8 domain containing 2, mRNA



[NM_031302]


GMNN
geminin, DNA replication inhibitor, mRNA



[NM_015895]


FGR
feline Gardner-Rasheed sarcoma viral oncogene



homolog, mRNA [NM_001042747]


COX5B
cytochrome c oxidase subunit Vb, mRNA



[NM_001862]


KIF18A
kinesin family member 18A, mRNA [NM_031217]


KIF20B
kinesin family member 20B, mRNA [NM_016195,



NM_001284259]


HOXD10
homeobox D10, mRNA [NM_002148]


RAD21
RAD21 homolog (S. pombe), mRNA [NM_006265]


MATR3
matrin 3, mRNA [NM_199189]


APOBEC3B
apolipoprotein B mRNA editing enzyme, catalytic



polypeptide-like 3B, mRNA [NM_004900]


HMOX1
heme oxygenase (decycling) 1, mRNA [NM_002133]


SLC31A2
solute carrier family 31 (copper transporter), member



2, mRNA [NM_001860]


VNN3
vanin 3, mRNA [NM_001291703]


TSPAN5
tetraspanin 5, mRNA [NM_005723]


GATA1
GATA binding protein 1 (globin transcription factor 1),



mRNA [NM_002049]


MARCO
macrophage receptor with collagenous structure,



mRNA [NM_006770]


SIRPB2
signal-regulatory protein beta 2, mRNA



[NM_001122962]


LST1
leukocyte specific transcript 1, mRNA [NM_007161]


CEACAM7
carcinoembryonic antigen-related cell adhesion



molecule 7, mRNA [NM_006890]


KIF20A
kinesin family member 20A, mRNA [NM_005733]


EED
embryonic ectoderm development, mRNA



[NM_152991]


RAB31
RAB31, member RAS oncogene family, mRNA



[NM_006868]


NDUFB6
NADH dehydrogenase (ubiquinone) 1 beta



subcomplex, 6, 17 kDa, mRNA [NM_002493,



NM_182739]


HSPE1
heat shock 10 kDa protein 1, mRNA [NM_002157]


TMEM154
transmembrane protein 154, mRNA [NM_152680]


TLR1
toll-like receptor 1, mRNA [NM_003263]


CD14
CD14 molecule, mRNA [NM_001174104]


SPC25
SPC25, NDC80 kinetochore complex component,



mRNA [NM_020675]


ASGR1
asialoglycoprotein receptor 1, mRNA [AK308677,



NM_001671]


STK26
serine/threonine protein kinase MST4, mRNA



[NM_016542]


EVI5
ecotropic viral integration site 5, mRNA [NM_005665]


SLC35B3
solute carrier family 35 (adenosine 3′-phospho



5′-phosphosulfate transporter), member B3, mRNA



[NM_015948]


FBXW2
F-box and WD repeat domain containing 2, mRNA



[NM_012164]


TLR6
toll-like receptor 6, mRNA [NM_006068]


EMILIN2
elastin microfibril interfacer 2, mRNA [NM_032048]


CCNB1
cyclin B1, mRNA [NM_031966]


HLA-DRB1
major histocompatibility complex, class II, DR beta 1,



mRNA [NM_002124]


GAS1
growth arrest-specific 1, mRNA [NM_002048]


RNASE2
ribonuclease, RNase A family, 2 (liver, eosinophil-



derived neurotoxin), mRNA [NM_002934]


CTSH
cathepsin H, mRNA [NM_004390]


PILRA
paired immunoglobin-like type 2 receptor alpha,



mRNA [NM_178273]


S1PR3
sphingosine-1-phosphate receptor 3, mRNA



[NM_005226]


TNF
tumor necrosis factor, mRNA [NM_000594]


IL1RN
interleukin 1 receptor antagonist, mRNA



[NM_173843]


CEP55
centrosomal protein 55 kDa, mRNA [NM_018131]


ECT2
epithelial cell transforming sequence 2 oncogene,



mRNA [NM_018098]


AQP9
aquaporin 9, mRNA [NM_020980]


NDUFAB1
NADH dehydrogenase (ubiquinone) 1, alpha/beta



subcomplex, 1, 8 kDa, mRNA [NM_005003]


SLA
Src-like-adaptor, mRNA [NM_001045556]


FES
feline sarcoma oncogene, mRNA [NM_002005]


HSPA6
heat shock 70 kDa protein 6 (HSP70B′), mRNA



[NM_002155]


RNF130
ring finger protein 130, mRNA [NM_018434,



NM_001280801]


CEP120
centrosomal protein 120 kDa, mRNA [CR627324,



NM_153223]


PNPLA8
patatin-like phospholipase domain containing 8,



mRNA [NM_015723]


HLA-DRB4
major histocompatibility complex, class II, DR beta 4,



mRNA [NM_021983]


ZBED5
zinc finger, BED-type containing 5, mRNA



[NM_021211]


RANBP1
RAN binding protein 1, mRNA [NM_002882]


MORF4L2
mortality factor 4 like 2, mRNA [NM_012286]


PADI2
peptidyl arginine deiminase, type II, mRNA



[NM_007365]


TPX2
TPX2, microtubule-associated, mRNA [NM_012112]


NEK2
NIMA-related kinase 2, mRNA [NM_002497]


EPB42
erythrocyte membrane protein band 4.2, mRNA



[NM_000119]


ARMC1
armadillo repeat containing 1, mRNA [NM_018120]


SMARCA5
SWI/SNF related, matrix associated, actin dependent



regulator of chromatin, subfamily a, member 5,



mRNA [NM_003601]


CSF1R
colony stimulating factor 1 receptor, mRNA



[NM_005211]


ATP5J2
ATP synthase, H+ transporting, mitochondrial Fo



complex, subunit F2, mRNA [NM_004889,



NM_001003714]


RPA3
replication protein A3, 14 kDa, mRNA [NM_002947]


SMARCD3
SWI/SNF related, matrix associated, actin dependent



regulator of chromatin, subfamily d, member 3, mRNA



[NM_003078]


EIF3K
eukaryotic translation initiation factor 3, subunit K,



mRNA [NM_013234]


GPR56
G protein-coupled receptor 56, mRNA [NM_201525]


ATP5I
ATP synthase, H+ transporting, mitochondrial Fo



complex, subunit E, mRNA [NM_007100]


NIF3L1
NIF3 NGG1 interacting factor 3-like 1 (S. cerevisiae),



mRNA [NM_021824, NM_001142356]


CD53
CD53 molecule, mRNA [NM_001040033]


MGST1
microsomal glutathione S-transferase 1, mRNA



[NM_145791]


COX7A2L
cytochrome c oxidase subunit VIIa polypeptide 2 like,



mRNA [NM_004718]


FCGR1B
Fc fragment of IgG, high affinity Ib, receptor (CD64),



mRNA [NM_001244910, NM_001017986]


KCNE3
potassium voltage-gated channel, Isk-related family,



member 3, mRNA [NM_005472]


XPO1
exportin 1 (CRM1 homolog, yeast), mRNA



[NM_003400]


PDE6D
phosphodiesterase 6D, cGMP-specific, rod, delta,



mRNA [NM_002601]


MS4A6A
membrane-spanning 4-domains, subfamily A, member



6A, mRNA [NM_152852, NM_022349]


FBL
fibrillarin, mRNA [NM_001436]


SIRPB1
signal-regulatory protein beta 1, mRNA



[NM_001135844, XM_006710250, NM_006065]


RAD51
RAD51 recombinase, mRNA [NM_002875]


PLBD1
phospholipase B domain containing 1, mRNA



[NM_024829]


LAT2
linker for activation of T cells family, member 2,



mRNA [NM_032464, XM_005250562]


LILRB3
leukocyte immunoglobulin-like receptor, subfamily B



(with TM and ITIM domains), member 3, mRNA



[NM_006864]


LILRA5
leukocyte immunoglobulin-like receptor, subfamily A



(with TM domain), member 5, mRNA [NM_181879]


PRIM1
primase, DNA, polypeptide 1 (49 kDa), mRNA



[NM_000946]


CFD
complement factor D (adipsin), mRNA [NM_001928]


NCF2
neutrophil cytosolic factor 2, mRNA [NM_000433]


NDUFA2
NADH dehydrogenase (ubiquinone) 1 alpha



subcomplex, 2, 8 kDa, mRNA [NM_002488]


SMPDL3A
sphingomyelin phosphodiesterase, acid-like 3A,



mRNA [NM_006714]


AGTRAP
angiotensin II receptor-associated protein, mRNA



[NM_001040196]


GIMAP7
GTPase, IMAP family member 7, mRNA



[NM_153236]


IRAK3
interleukin-1 receptor-associated kinase 3, mRNA



[NM_007199]


ASGR2
asialoglycoprotein receptor 2, mRNA [NM_080912]


UQCRC1
ubiquinol-cytochrome c reductase core protein I,



mRNA [NM_003365]


CD36
CD36 molecule (thrombospondin receptor), mRNA



[NM_001001547]


CD33
CD33 molecule, mRNA [NM_001772,



NM_001177608]


PSAP
prosaposin, mRNA [NM_001042465]


RAD51C
RAD51 paralog C, mRNA [NM_002876]


LCP1
lymphocyte cytosolic protein 1 (L-plastin), mRNA



[NM_002298]


BCL6
B-cell CLL/lymphoma 6, mRNA [NM_001130845]


LILRA6
leukocyte immunoglobulin-like receptor, subfamily B



(with TM and ITIM domains), member 3, mRNA



[NR_104098, NM_024318]


CCT8
chaperonin containing TCP1, subunit 8 (theta), mRNA



[NM_006585]


ACSL1
acyl-CoA synthetase long-chain family member 1,



mRNA [NM_001995]


HCLS1
hematopoietic cell-specific Lyn substrate 1, mRNA



[NM_005335]


ITGA4
integrin, alpha 4 (antigen CD49D, alpha 4 subunit of



VLA-4 receptor), mRNA [NM_000885]


SULF2
sulfatase 2, mRNA [NM_018837]


CRTAM
cytotoxic and regulatory T cell molecule, mRNA



[NM_019604]


CCT4
chaperonin containing TCP1, subunit 4 (delta), mRNA



[NM_006430]


CHRDL1
chordin-like 1, mRNA [NM_145234, NM_001143981]


GZMA
granzyme A (granzyme 1, cytotoxic T-lymphocyte-



associated serine esterase 3), mRNA [NM_006144]


PGD
phosphogluconate dehydrogenase, mRNA



[NM_002631]


ARID4B
AT rich interactive domain 4B (RBP1-like), mRNA



[NM_016374, AB030181]


RFC4
replication factor C (activator 1) 4, 37 kDa, mRNA



[NM_002916]


TNFRSF10B
tumor necrosis factor receptor superfamily, member



10b, mRNA [NM_003842]


POLD3
polymerase (DNA-directed), delta 3, accessory subunit,



mRNA [NM_006591]


UQCRFS1
ubiquinol-cytochrome c reductase, Rieske iron-sulfur



polypeptide 1, mRNA [NM_006003]


ROCK1
Rho-associated, coiled-coil containing protein kinase 1,



mRNA [NM_005406]


NDUFS3
NADH dehydrogenase (ubiquinone) Fe—S protein 3,



30 kDa (NADH-coenzyme Q reductase), mRNA



[NM_004551]


CCT3
chaperonin containing TCP1, subunit 3 (gamma),



mRNA [NM_005998]


HLA-DMA
major histocompatibility complex, class II, DM alpha,



mRNA [NM_006120]


GP9
glycoprotein IX (platelet), mRNA [NM_000174]


MYD88
myeloid differentiation primary response 88, mRNA



[NM_002468]


SH2D1A
SH2 domain containing 1A, mRNA [NM_001114937,



NM_002351]


NCF1
neutrophil cytosolic factor 1, mRNA [NM_000265]


CD27
CD27 molecule, mRNA [NM_001242]


SPRY4
sprouty homolog 4 (Drosophila), mRNA



[NM_001293289, NM_030964]


NLGN1
neuroligin 1, mRNA [NM_014932]


HPSE
heparanase, mRNA [NM_006665]


MED23
mediator complex subunit 23, mRNA



[NM_001270522, AF104255, NM_015979,



NM_004830]


UBE2T
ubiquitin-conjugating enzyme E2T (putative), mRNA



[NM_014176]


LILRA2
leukocyte immunoglobulin-like receptor, subfamily A



(with TM domain), member 2, mRNA [NM_006866]


LEF1
lymphoid enhancer-binding factor 1, mRNA



[NM_016269]


KNTC1
kinetochore associated 1, mRNA [NM_014708]


ACPP
acid phosphatase, prostate, mRNA [NM_001099]


APOBEC3A
apolipoprotein B mRNA editing enzyme, catalytic



polypeptide-like 3A, mRNA [NM_145699]


GOLPH3L
golgi phosphoprotein 3-like, mRNA [NM_018178]


UQCRH
ubiquinol-cytochrome c reductase hinge protein,



mRNA [NM_006004, NM_001297565]


SLC7A7
solute carrier family 7 (amino acid transporter light



chain, y + L system), member 7, mRNA



[NM_001126106]


FGFBP2
fibroblast growth factor binding protein 2, mRNA



[NM_031950]


TMPO
thymopoietin, mRNA [NM_003276, NM_001032283]


CEP76
centrosomal protein 76 kDa, mRNA [NM_024899]


CPVL
carboxypeptidase, vitellogenic-like, mRNA



[NM_019029]


IL10RA
interleukin 10 receptor, alpha, mRNA [NM_001558]


TYMS
thymidylate synthetase, mRNA [NM_001071]


TSN
translin, mRNA [NM_004622]


CDC25A
cell division cycle 25A, mRNA [NM_001789]


CKS1B
CDC28 protein kinase regulatory subunit 1B, mRNA



[NM_001826]


GPR171
G protein-coupled receptor 171, mRNA [NM_013308]


POLA2
polymerase (DNA directed), alpha 2, accessory



subunit, mRNA [AK307831]


CLK1
CDC-like kinase 1, mRNA [NM_004071,



NM_001162407]


RAN
RAN, member RAS oncogene family, mRNA



[NM_006325]


F5
coagulation factor V (proaccelerin, labile factor),



mRNA [NM_000130]


CD2
CD2 molecule, mRNA [AK310676, NM_001767]


NDUFA8
NADH dehydrogenase (ubiquinone) 1 alpha



subcomplex, 8, 19 kDa, mRNA [NM_014222]


RBM47
RNA binding motif protein 47, mRNA [NM_019027]


CST3
cystatin C, mRNA [NM_001288614, NM_000099]


NDUFA11
NADH dehydrogenase (ubiquinone) 1 alpha



subcomplex, 11, 14.7 kDa, mRNA [NM_175614]


SKA3
spindle and kinetochore associated complex subunit 3,



mRNA [NM_145061]


EIF3D
eukaryotic translation initiation factor 3, subunit D,



mRNA [NM_003753]


FHL2
four and a half LIM domains 2, mRNA [CR936682,



NM_001039492, NM_201555]


MAFB
v-maf avian musculoaponeurotic fibrosarcoma



oncogene homolog B, mRNA [NM_005461]


TLK1
tousled-like kinase 1, mRNA [NM_012290]


CHAC2
ChaC, cation transport regulator homolog 2 (E. coli),



mRNA [NM_001008708]


RAB21
RAB21, member RAS oncogene family, mRNA



[NM_014999]


COX6B1
cytochrome c oxidase subunit VIb polypeptide 1



(ubiquitous), mRNA [NM_001863]


GPR18
G protein-coupled receptor 18, mRNA [NM_005292]


SLAMF1
signaling lymphocytic activation molecule family



member 1, mRNA [NM_003037]


NUP88
nucleoporin 88 kDa, mRNA [NM_002532]


UQCRC2
ubiquinol-cytochrome c reductase core protein II,



mRNA [NM_003366]


BRCA1
breast cancer 1, early onset, mRNA [NM_007300]


CYFIP1
cytoplasmic FMR1 interacting protein 1, mRNA



[NM_014608]


TMOD1
tropomodulin 1, mRNA [NM_003275]


TIPIN
TIMELESS interacting protein, mRNA [NM_017858]


COX8A
cytochrome c oxidase subunit VIIIA (ubiquitous),



mRNA [NM_004074]


LILRB2
leukocyte immunoglobulin-like receptor, subfamily B



(with TM and ITIM domains), member 2, mRNA



[NM_005874]


RFC2
replication factor C (activator 1) 2, 40 kDa, mRNA



[NM_181471]


IL13RA1
interleukin 13 receptor, alpha 1, mRNA [NM_001560]


CD300LF
CD300 molecule-like family member f, mRNA



[NM_139018]


NCF4
neutrophil cytosolic factor 4, 40 kDa, mRNA



[NM_000631]


RRM1
ribonucleotide reductase M1, mRNA [NM_001033]


ELAVL3
ELAV like neuron-specific RNA binding protein 3,



mRNA [NM_001420]


LTBR
lymphotoxin beta receptor (TNFR superfamily,



member 3), mRNA [NM_002342]


ALOX5
arachidonate 5-lipoxygenase, mRNA [NM_000698,



AB208946]


PLAUR
plasminogen activator, urokinase receptor, mRNA



[NM_001005377]


CRISPLD2
cysteine-rich secretory protein LCCL domain



containing 2, mRNA [NM_031476]


PYGL
phosphorylase, glycogen, liver, mRNA [NM_002863]


MDFIC
MyoD family inhibitor domain containing, mRNA



[NM_199072, NM_001166346]


CFP
complement factor properdin, mRNA [NM_002621]


KIF2C
kinesin family member 2C, mRNA [NM_006845]


HCK
hemopoietic cell kinase, mRNA [NM_002110]


THEMIS
thymocyte selection associated, mRNA



[NM_001164685]


KIAA1598
KIAA1598, mRNA [NM_018330, NM_001127211,



NM_001258299]


IL1R2
interleukin 1 receptor, type II, mRNA [NM_004633]


FAM83D
family with sequence similarity 83, member D, mRNA



[NM_030919]


CXCR2
chemokine (C-X-C motif) receptor 2, mRNA



[NM_001557]


RTN1
reticulon 1, mRNA [NM_021136]


TIMP2
TIMP metallopeptidase inhibitor 2, mRNA



[NM_003255]


GATA3
GATA binding protein 3, mRNA [NM_001002295]


UBA3
ubiquitin-like modifier activating enzyme 3, mRNA



[NM_003968]


PRRX1
paired related homeobox 1, mRNA [NM_006902]


NLRP3
NLR family, pyrin domain containing 3, mRNA



[NM_001243133, NM_001079821]


UHRF1
ubiquitin-like with PHD and ring finger domains 1,



mRNA [NM_013282, NM_001290050]


OIP5
Opa interacting protein 5, mRNA [NM_007280]


PAK1
p21 protein (Cdc42/Rac)-activated kinase 1, mRNA



[NM_001128620]


LY86
lymphocyte antigen 86, mRNA [NM_004271]


KLRD1
killer cell lectin-like receptor subfamily D, member 1,



mRNA [NM_002262]


DTL
denticleless E3 ubiquitin protein ligase homolog



(Drosophila), mRNA [NM_016448]


SIRPA
signal-regulatory protein alpha, mRNA



[NM_001040022]


TRAT1
T cell receptor associated transmembrane adaptor 1,



mRNA [NM_016388]


RASSF4
Ras association (RalGDS/AF-6) domain family



member 4, mRNA [NM_032023]


PECAM1
platelet/endothelial cell adhesion molecule 1, mRNA



[NM_000442]


RFC3
replication factor C (activator 1) 3, 38 kDa, mRNA



[NM_002915, NM_181558]


ACTL6A
actin-like 6A, mRNA [AK223212]


CHEK1
checkpoint kinase 1, mRNA [NM_001114121]


BUB1
BUB1 mitotic checkpoint serine/threonine kinase,



mRNA [NM_004336]


PYCARD
PYD and CARD domain containing, mRNA



[NM_013258]


EIF3F
eukaryotic translation initiation factor 3, subunit F,



mRNA [NM_003754]


ARHGEF10L
Rho guanine nucleotide exchange factor (GEF) 10-like,



mRNA [NM_018125]


ITM2A
integral membrane protein 2A, mRNA [NM_004867]


LILRB1
leukocyte immunoglobulin-like receptor, subfamily B



(with TM and ITIM domains), member 1, mRNA



[NM_006669]


NUP37
nucleoporin 37 kDa, mRNA [NM_024057]


GIMAP6
GTPase, IMAP family member 6, mRNA



[NM_024711]


EVI2B
ecotropic viral integration site 2B, mRNA



[NM_006495]


C1S
complement component 1, s subcomponent, mRNA



[NM_201442, NM_001734]


RASGRP1
RAS guanyl releasing protein 1 (calcium and DAG-



regulated), mRNA [NM_005739]


PRKAR2B
protein kinase, cAMP-dependent, regulatory, type II,



beta, mRNA [NM_002736]


AGPAT9
1-acylglycerol-3-phosphate O-acyltransferase 9, mRNA



[NM_032717]


FPR2
formyl peptide receptor 2, mRNA [NM_001462]


AURKB
aurora kinase B, mRNA [NM_004217]


TNFAIP2
tumor necrosis factor, alpha-induced protein 2, mRNA



[NM_006291]


NUP62
nucleoporin 62 kDa, mRNA [NM_153719,



NM_016553]


EIF3G
eukaryotic translation initiation factor 3, subunit G,



mRNA [NM_003755]


GOPC
golgi-associated PDZ and coiled-coil motif containing,



mRNA [NM_020399]


CCT7
chaperonin containing TCP1, subunit 7 (eta), mRNA



[NM_006429]


IMPA2
inositol(myo)-1(or 4)-monophosphatase 2, mRNA



[NM_014214]


UPF3B
UPF3 regulator of nonsense transcripts homolog B



(yeast), mRNA [NM_080632]


SACM1L
SAC1 suppressor of actin mutations 1-like (yeast),



mRNA [NM_014016]


CSF3R
colony stimulating factor 3 receptor (granulocyte),



mRNA [NM_156039]


PVRIG
poliovirus receptor related immunoglobulin domain



containing, mRNA [NM_024070]


RAD54L
RAD54-like (S. cerevisiae), mRNA [NM_003579]


ATP9A
ATPase, class II, type 9A, mRNA [NM_006045]


NDUFB4
NADH dehydrogenase (ubiquinone) 1 beta



subcomplex, 4, 15 kDa, mRNA [NM_004547]


HOMER3
homer homolog 3 (Drosophila), mRNA



[NM_001145722, NM_001145724, NM_004838]


TNS3
tensin 3, mRNA [NM_022748]


NLRP12
NLR family, pyrin domain containing 12, mRNA



[NM_001277126]


ADRB2
adrenoceptor beta 2, surface, mRNA [NM_000024]


NUP43
nucleoporin 43 kDa, mRNA [NM_198887]


CCT6A
chaperonin containing TCP1, subunit 6A (zeta 1),



mRNA [NM_001762]


TLR2
toll-like receptor 2, mRNA [NM_003264]


FAM72A
family with sequence similarity 72, member A, mRNA



[NM_001123168]


SERPINA1
serpin peptidase inhibitor, clade A (alpha-1



antiproteinase, antitrypsin), member 1, mRNA



[NM_001002236, BX248257]


SLC24A4
solute carrier family 24 (sodium/potassium/calcium



exchanger), member 4, mRNA [NM_153647,



NM_153646]


GLT1D1
glycosyltransferase 1 domain containing 1, mRNA



[NM_144669]


HSD17B4
hydroxysteroid (17-beta) dehydrogenase 4, mRNA



[NM_000414]


UXT
ubiquitously-expressed, prefoldin-like chaperone,



mRNA [NM_004182]


CEBPA
CCAAT/enhancer binding protein (C/EBP), alpha,



mRNA [NM_004364]


FCGR2C
Fc fragment of IgG, low affinity IIa, receptor (CD32),



mRNA [NM_201563]


PTPRC
protein tyrosine phosphatase, receptor type, C, mRNA



[NR_052021, NM_002838]


KLRK1
killer cell lectin-like receptor subfamily K, member 1,



mRNA [NM_007360]


CX3CR1
chemokine (C-X3-C motif) receptor 1, mRNA



[NM_001337]


LYL1
lymphoblastic leukemia derived sequence 1, mRNA



[NM_005583]


C7
complement component 7, mRNA [NM_000587]


BCL2
B-cell CLL/lymphoma 2, mRNA [NM_000633,



NM_000657]


MBOAT7
membrane bound O-acyltransferase domain containing



7, mRNA [NM_024298, NM_001146082]


KIR2DL5A
killer cell immunoglobulin-like receptor, two domains,



long cytoplasmic tail, 5A, mRNA [NM_020535]


MELK
maternal embryonic leucine zipper kinase, mRNA



[NM_014791]


CTNNA1
catenin (cadherin-associated protein), alpha 1, 102 kDa,



mRNA [NM_001903]


PLXNB2
plexin B2, mRNA [NM_012401]


SELL
selectin L, mRNA [NM_000655]


CRYBB3
crystallin, beta B3, mRNA [NM_004076]


KLRF1
killer cell lectin-like receptor subfamily F, member 1,



mRNA [NM_001291823, NM_016523]


ANLN
anillin, actin binding protein, mRNA [NM_018685]


NDUFC2
NADH dehydrogenase (ubiquinone) 1, subcomplex



unknown, 2, 14.5 kDa, mRNA [NM_004549,



NM_001204054]


PLK4
polo-like kinase 4, mRNA [NM_014264]


DOK2
docking protein 2, 56 kDa, mRNA [NM_003974]


DOK3
docking protein 3, mRNA [NM_024872,



NM_001144875]


TBCK
TBC1 domain containing kinase, mRNA [NM_033115]


PRKCH
protein kinase C, eta, mRNA [NM_006255]


CYC1
cytochrome c-1, mRNA [NM_001916]


ABLIM1
actin binding LIM protein 1, mRNA [NM_001003408]


EMR2
egf-like module containing, mucin-like, hormone



receptor-like 2, mRNA [NM_013447]


P2RY13
purinergic receptor P2Y, G-protein coupled, 13, mRNA



[NM_176894]


KIR3DL1
killer cell immunoglobulin-like receptor, three



domains, long cytoplasmic tail, 1, mRNA



[NM_013289]


CD163
CD163 molecule, mRNA [NM_004244]


CDCA7
cell division cycle associated 7, mRNA [NM_031942]


PDGFRA
platelet-derived growth factor receptor, alpha



polypeptide, mRNA [NM_006206]


CCL4L2
chemokine (C-C motif) ligand 4, mRNA



[NM_001291470]


HHEX
hematopoietically expressed homeobox, mRNA



[NM_002729]


KLRC3
killer cell lectin-like receptor subfamily C, member 3,



mRNA [NM_007333]


NDUFS7
NADH dehydrogenase (ubiquinone) Fe—S protein 7,



20 kDa (NADH-coenzyme Q reductase), mRNA



[NM_024407]


GINS4
GINS complex subunit 4 (Sld5 homolog), mRNA



[NM_032336]


PRAM1
PML-RARA regulated adaptor molecule 1, mRNA



[NM_032152]


IFNGR2
interferon gamma receptor 2 (interferon gamma



transducer 1), mRNA [NM_005534]


KIAA0513
KIAA0513, mRNA [NM_014732]


SPI1
spleen focus forming virus (SFFV) proviral integration



oncogene, mRNA [NM_001080547]


POC1A
POC centriolar protein A, mRNA [NM_015426]


DONSON
downstream neighbor of SON, mRNA [NM_017613]


MEGF9
multiple EGF-like-domains 9, mRNA



[NM_001080497]


CDC25C
cell division cycle 25 C, mRNA [NM_001790]


PTGER2
prostaglandin E receptor 2 (subtype EP2), 53 kDa,



mRNA [NM_000956]


CDCA8
cell division cycle associated 8, mRNA [NM_018101]


UQCR10
ubiquinol-cytochrome c reductase, complex III subunit



X, mRNA [NM_013387, NM_001003684]


COPB2
coatomer protein complex, subunit beta 2 (beta prime),



mRNA [NM_004766]


ALDH2
aldehyde dehydrogenase 2 family (mitochondrial),



mRNA [NM_000690]


RNASE6
ribonuclease, RNase A family, k6, mRNA



[NM_005615]


STAT4
signal transducer and activator of transcription 4,



mRNA [NM_003151]


SLC15A3
solute carrier family 15 (oligopeptide transporter),



member 3, mRNA [NM_016582]


SLC35A5
solute carrier family 35, member A5, mRNA



[NM_017945]


PLK1
polo-like kinase 1, mRNA [AB084459, AK310544]


SMC1A
structural maintenance of chromosomes 1A, mRNA



[NM_006306, NM_001281463]


CDK1
cyclin-dependent kinase 1, mRNA [NM_001786]


FBP1
fructose-1,6-bisphosphatase 1, mRNA [NM_000507]


CLIC3
chloride intracellular channel 3, mRNA [NM_004669]


ETV1
ets variant 1, mRNA [NM_004956]


MYO1F
myosin IF, mRNA [NM_012335]


S100A11
S100 calcium binding protein A11, mRNA



[NM_005620]


PIKFYVE
phosphoinositide kinase, FYVE finger containing,



mRNA [NM_001178000, NM_015040]


MYOF
myoferlin, mRNA [NM_133337, NM_013451]


AOAH
acyloxyacyl hydrolase (neutrophil), mRNA



[NM_001637]


CD3D
CD3d molecule, delta (CD3-TCR complex), mRNA



[NM_000732]


TMTC2
transmembrane and tetratricopeptide repeat containing



2, mRNA [NM_152588]


SUCLG1
succinate-CoA ligase, alpha subunit, mRNA



[NM_003849]


PTGDR
prostaglandin D2 receptor (DP), mRNA [NM_000953]


TREM1
triggering receptor expressed on myeloid cells 1,



mRNA [NM_018643, NM_001242589]


FCGRT
Fc fragment of IgG, receptor, transporter, alpha, mRNA



[NM_004107]


NUP133
nucleoporin 133 kDa, mRNA [BX387507,



NM_018230]


ACBD3
acyl-CoA binding domain containing 3, mRNA



[NM_022735]


CD8B
CD8b molecule, mRNA [NM_172102, NM_004931]


HELLS
helicase, lymphoid-specific, mRNA [NM_018063,



NM_001289072]


NFIA
nuclear factor I/A, mRNA [NM_005595,



NM_001134673]


PTPN11
protein tyrosine phosphatase, non-receptor type 11,



mRNA [NM_002834]


PRF1
perforin 1 (pore forming protein), mRNA



[NM_005041]


NCAM1
neural cell adhesion molecule 1, mRNA



[NM_001076682, NM_001242608, NM_001242607]


CYBB
cytochrome b-245, beta polypeptide, mRNA



[NM_000397]


SYK
spleen tyrosine kinase, mRNA [NM_003177]


TBXAS1
thromboxane A synthase 1 (platelet), mRNA



[NM_001166254, NM_030984]


ZAP70
zeta-chain (TCR) associated protein kinase 70 kDa,



mRNA [NM_001079]


SEMA4A
sema domain, immunoglobulin domain (Ig),



transmembrane domain (TM) and short cytoplasmic



domain, (semaphorin) 4A, mRNA [NM_022367]


LYN
v-yes-1 Yamaguchi sarcoma viral related oncogene



homolog, mRNA [NM_002350]


TRIM10
tripartite motif containing 10, mRNA [NM_006778,



NM_052828]


HJURP
Holliday junction recognition protein, mRNA



[NM_018410]


PRKCD
protein kinase C, delta, mRNA [NM_006254]


KIF11
kinesin family member 11, mRNA [NM_004523]


RHOH
ras homolog family member H, mRNA [NM_004310]


GRN
granulin, mRNA [NM_002087]


TTC1
tetratricopeptide repeat domain 1, mRNA



[NM_003314]


ITGAM
integrin, alpha M (complement component 3 receptor 3



subunit), mRNA [NM_000632]


RXRA
retinoid X receptor, alpha, mRNA [NM_002957]


NUP85
nucleoporin 85 kDa, mRNA [NM_024844]


XCL1
chemokine (C motif) ligand 1, mRNA [NM_002995]


BTK
Bruton agammaglobulinemia tyrosine kinase, mRNA



[NM_001287344, NM_000061]


KIR2DS4
killer cell immunoglobulin-like receptor, two domains,



short cytoplasmic tail, 4, mRNA [NM_012314]


GINS2
GINS complex subunit 2 (Psf2 homolog), mRNA



[NM_016095]


CARD11
caspase recruitment domain family, member 11, mRNA



[NM_032415, AK097139]


NUP205
nucleoporin 205 kDa, mRNA [NM_015135]


COX5A
cytochrome c oxidase subunit Va, mRNA



[NM_004255]


IL12RB2
interleukin 12 receptor, beta 2, mRNA [NM_001559]


ITGB2
integrin, beta 2 (complement component 3 receptor 3



and 4 subunit), mRNA [L78790, NM_000211]


FXYD6
FXYD domain containing ion transport regulator 6,



mRNA [NM_022003]


NKG7
natural killer cell group 7 sequence, mRNA



[NM_005601]


CLEC12B
C-type lectin domain family 12, member B, mRNA



[NM_205852, NM_001129998]


TBX21
T-box 21, mRNA [NM_013351]


TMEM106C
transmembrane protein 106C, mRNA [NM_024056]


EOMES
eomesodermin, mRNA [NM_005442]


CPPED1
calcineurin-like phosphoesterase domain containing 1,



mRNA [NM_018340]


HEPACAM2
HEPACAM family member 2, mRNA



[NM_001039372]


BMI1
BMI1 polycomb ring finger oncogene, mRNA



[NM_005180]


CST7
cystatin F (leukocystatin), mRNA [NM_003650]


KIR2DL2
killer cell immunoglobulin-like receptor, two domains,



long cytoplasmic tail, 2, mRNA [NM_014219]


PROS1
protein S (alpha), mRNA [NM_000313]


SLC28A1
solute carrier family 28 (concentrative nucleoside



transporter), member 1, mRNA [NM_004213,



NM_201651]


STEAP4
STEAP family member 4, mRNA [NM_001205315]


RORA
RAR-related orphan receptor A, mRNA [NM_134260]


MATK
megakaryocyte-associated tyrosine kinase, mRNA



[NM_139355]


TCF7
transcription factor 7 (T-cell specific, HMG-box),



mRNA [NM_003202]


MCTP1
multiple C2 domains, transmembrane 1, mRNA



[NM_024717]


CCNB2
cyclin B2, mRNA [NM_004701]


CCL5
chemokine (C-C motif) ligand 5, mRNA [NM_002985]


TRIP13
thyroid hormone receptor interactor 13, mRNA



[NM_004237]


TNFSF12
tumor necrosis factor (ligand) superfamily, member 12,



mRNA [NM_003809]


PDGFRB
platelet derived growth factor receptor beta, mRNA



[NM_002609]


NDUFB11
NADH dehydrogenase (ubiquinone) 1 beta



subcomplex, 11, 17.3 kDa, mRNA [NM_019056]


ELP4
elongator acetyltransferase complex subunit 4, mRNA



[NM_019040]


KLRC1
killer cell lectin-like receptor subfamily C, member 1,



mRNA [NM_007328, NM_002259]


PMS1
PMS1 postmeiotic segregation increased 1



(S. cerevisiae), mRNA [NM_000534, NM_001128144]


SCPEP1
serine carboxypeptidase 1, mRNA [NM_021626]


SP140
SP140 nuclear body protein, mRNA [NM_001005176,



NM_007237]


POLA1
polymerase (DNA directed), alpha 1, catalytic subunit,



mRNA [NM_016937]


FASLG
Fas ligand (TNF superfamily, member 6), mRNA



[NM_000639]


SLC35A3
solute carrier family 35 (UDP-N-acetylglucosamine



(UDP-GlcNAc) transporter), member A3, mRNA



[NM_012243]


SORT1
sortilin 1, mRNA [NM_002959]


ABCA8
ATP-binding cassette, sub-family A (ABC1), member



8, mRNA [NM_007168]


DTYMK
deoxythymidylate kinase (thymidylate kinase), mRNA



[NM_012145]


NOP56
NOP56 ribonucleoprotein, mRNA [NM_006392]


SMARCAL1
SWI/SNF related, matrix associated, actin dependent



regulator of chromatin, subfamily a-like 1, mRNA



[NM_014140]


PLEK
pleckstrin, mRNA [NM_002664]


SEH1L
SEH1-like (S. cerevisiae), mRNA [NM_031216,



NM_001013437]


ITK
IL2-inducible T-cell kinase, mRNA [NM_005546]


NFAM1
NEAT activating protein with ITAM motif 1, mRNA



[NM_145912]


ITPR3
inositol 1,4,5-trisphosphate receptor, type 3, mRNA



[NM_002224]


TNFRSF18
tumor necrosis factor receptor superfamily, member 18,



mRNA [NM_148901]


FCAR
Fc fragment of IgA, receptor for, mRNA [NM_002000,



NM_133271]


E2E7
E2F transcription factor 7, mRNA [NM_203394]


KCNQ1
potassium voltage-gated channel, KQT-like subfamily,



member 1, mRNA [NM_000218]


CENPW
centromere protein W, mRNA [NM_001012507]


SIGLEC7
sialic acid binding Ig-like lectin 7, mRNA



[NM_014385]


PCNA
proliferating cell nuclear antigen, mRNA [NM_002592]


ANO10
anoctamin 10, mRNA [NM_001204831]


PTPRE
protein tyrosine phosphatase, receptor type, E, mRNA



[NM_006504]


ABCC13
ATP-binding cassette, sub-family C (CFTR/MRP),



member 13, pseudogene, mRNA [NR_003088,



NR_003087]


TSNAX
translin-associated factor X, mRNA [NM_005999]


SSBP1
single-stranded DNA binding protein 1, mitochondrial,



mRNA [NM_003143]


TGFBR3
transforming growth factor, beta receptor III, mRNA



[NM_003243]


CENPE
centromere protein E, 312 kDa, mRNA [NM_001813]


NDUFS8
NADH dehydrogenase (ubiquinone) Fe—S protein 8, 23



kDa (NADH-coenzyme Q reductase), mRNA



[NM_002496]


CARD9
caspase recruitment domain family, member 9, mRNA



[NM_052813, NM_052814]


CHAF1B
chromatin assembly factor 1, subunit B (p60), mRNA



[NM_005441]


IL6R
interleukin 6 receptor, mRNA [NM_000565,



NM_001206866]


CD8A
CD8a molecule, mRNA [NM_001768,



NM_001145873]


CDCA5
cell division cycle associated 5, mRNA [NM_080668]


CEP72
centrosomal protein 72 kDa, mRNA [NM_018140]


KIAA1109
KIAA1109, mRNA [NM_015312]


H2AFX
H2A histone family, member X, mRNA [NM_002105]


HOPX
HOP homeobox, mRNA [NM_001145460,



NM_139211]


ARL4C
ADP-ribosylation factor-like 4C, mRNA



[NM_001282431]


TLR8
toll-like receptor 8, mRNA [NM_016610]


SLC16A3
solute carrier family 16 (monocarboxylate transporter),



member 3, mRNA [NM_001042422]


CD96
CD96 molecule, mRNA [NM_198196]


FMR1
fragile X mental retardation 1, mRNA [NM_002024]


CAMK4
calcium/calmodulin-dependent protein kinase IV,



mRNA [NM_001744]


CENPF
centromere protein F, 350/400 kDa, mRNA



[NM_016343]


ANP32E
acidic (leucine-rich) nuclear phosphoprotein 32 family,



member E, mRNA [NM_030920]


LCK
lymphocyte-specific protein tyrosine kinase, mRNA



[NM_005356]


KCTD12
potassium channel tetramerization domain containing



12, mRNA [NM_138444]


CASC5
cancer susceptibility candidate 5, mRNA [NM_170589]


SGOL2
shugoshin-like 2 (S. pombe), mRNA [NM_152524]


TNFRSF1B
tumor necrosis factor receptor superfamily, member 1B,



mRNA [NM_001066]


GZMM
granzyme M (lymphocyte met-ase 1), mRNA



[NM_005317]


IL7R
interleukin 7 receptor, mRNA [NM_002185]


MCM6
minichromosome maintenance complex component 6,



mRNA [NM_005915]


CD1D
CD1d molecule, mRNA [NM_001766]


ASPM
asp (abnormal spindle) homolog, microcephaly



associated (Drosophila), mRNA [NM_018136]


PAX2
paired box 2, mRNA [NM_003990, NM_003988]


ZMYM2
zinc finger, MYM-type 2, mRNA [NM_003453,



AL136621]


IL2RB
interleukin 2 receptor, beta, mRNA [NM_000878]


PTTG1
pituitary tumor-transforming 1, mRNA [NM_004219]


FANCI
Fanconi anemia, complementation group I, mRNA



[NM_018193]


PCSK6
proprotein convertase subtilisin/kexin type 6, mRNA



[NM_138322, NM_002570]


GZMH
granzyme H (cathepsin G-like 2, protein h-CCPX),



mRNA [NM_033423]


SLC11A1
solute carrier family 11 (proton-coupled divalent metal



ion transporter), member 1, mRNA [NM_000578,



AK294707]


ETS1
v-ets avian erythroblastosis virus E26 oncogene



homolog 1, mRNA [NM_005238]


CKAP5
cytoskeleton associated protein 5, mRNA



[NM_001008938]


WDFY3
WD repeat and FYVE domain containing 3, mRNA



[NM_014991, AK092019]


IL18R1
interleukin 18 receptor 1, mRNA [NM_003855]


HAVCR2
hepatitis A virus cellular receptor 2, mRNA



[NM_032782]


SH3BGRL2
SH3 domain binding glutamic acid-rich protein like 2,



mRNA [NM_031469]


CENPN
centromere protein N, mRNA [NM_001100625,



NM_018455, NM_001100624]


ATF2
activating transcription factor 2, mRNA [NM_001880]


EXOC1
exocyst complex component 1, mRNA



[NM_001024924]


KIR2DS3
killer cell immunoglobulin-like receptor, two domains,



short cytoplasmic tail, 3, mRNA [NM_012313]


TUBG1
tubulin, gamma 1, mRNA [NM_001070]


NUF2
NUF2, NDC80 kinetochore complex component,



mRNA [NM_145697]


SMC4
structural maintenance of chromosomes 4, mRNA



[NM_005496]


NUSAP1
nucleolar and spindle associated protein 1, mRNA



[NM_016359]


CHST15
carbohydrate (N-acetylgalactosamine 4-sulfate 6-O)



sulfotransferase 15, mRNA [NM_001270765,



NM_015892]


PTPN4
protein tyrosine phosphatase, non-receptor type 4



(megakaryocyte), mRNA [NM_002830]


TACC3
transforming, acidic coiled-coil containing protein 3,



mRNA [NM_006342]


FGD4
FYVE, RhoGEF and PH domain containing 4, mRNA



[NM_139241, AL713762]


PLXND1
plexin D1, mRNA [NM_015103]


FCGR2A
Fc fragment of IgG, low affinity IIa, receptor (CD32),



mRNA [NM_021642]


CCR7
chemokine (C-C motif) receptor 7, mRNA



[NM_001838]


FANCD2
Fanconi anemia, complementation group D2, mRNA



[NM_001018115, NM_033084]


S1PR5
sphingosine-1-phosphate receptor 5, mRNA



[NM_030760]


HMBS
hydroxymethylbilane synthase, mRNA [NM_000190]


UBE2S
ubiquitin-conjugating enzyme E2S, mRNA



[NM_014501]


CD247
CD247 molecule, mRNA [NM_198053, AK128376]


FOXM1
forkhead box M1, mRNA [NM_202002]


NUP155
nucleoporin 155 kDa, mRNA [NM_153485]


CD7
CD7 molecule, mRNA [NM_006137]


RAB32
RAB32, member RAS oncogene family, mRNA



[NM_006834]


PLEKHF1
pleckstrin homology domain containing, family F (with



FYVE domain) member 1, mRNA [NM_024310]


EXO1
exonuclease 1, mRNA [NM_003686]


NNMT
nicotinamide N-methyltransferase, mRNA



[NM_006169]


CTSW
cathepsin W, mRNA [NM_001335]


TNFSF13
tumor necrosis factor (ligand) superfamily, member 13,



mRNA [NM_172088]


SKA1
spindle and kinetochore associated complex subunit 1,



mRNA [NM_001039535]


TXK
TXK tyrosine kinase, mRNA [NM_003328]


CDCA2
cell division cycle associated 2, mRNA [NM_152562]


DHFR
dihydrofolate reductase, mRNA [NM_000791]


MCM4
minichromosome maintenance complex component 4,



mRNA [NM_005914]


NPL
N-acetylneuraminate pyruvate lyase



(dihydrodipicolinate synthase), mRNA



[BC034966, NM_001200056, NM_001200050]


PRC1
protein regulator of cytokinesis 1, mRNA



[NM_003981]


ATIC
5-aminoimidazole-4-carboxamide ribonucleotide



formyltransferase/IMP cyclohydrolase, mRNA



[NM_004044]


AFF2
AF4/FMR2 family, member 2, mRNA [X95463,



NM_002025]


SLA2
Src-like-adaptor 2, mRNA [NM_032214]


SH2D2A
SH2 domain containing 2A, mRNA [NM_003975,



NM_001161444]


NCAPD3
non-SMC condensin II complex, subunit D3, mRNA



[NM_015261]


GPR114
G protein-coupled receptor 114, mRNA



[XM_006721169]


DPP4
dipeptidyl-peptidase 4, mRNA [NM_001935]


LAT
linker for activation of T cells, mRNA [NM_014387]


CLINT1
clathrin interactor 1, mRNA [NM_014666]


SPOCK2
sparc/osteonectin, cwcv and kazal-like domains



proteoglycan (testican) 2, mRNA [NM_014767,



NM_001134434]


TIGIT
T cell immunoreceptor with Ig and ITIM domains,



mRNA [NM_173799]


CXCR3
chemokine (C-X-C motif) receptor 3, mRNA



[NM_001504, NM_001142797]


CYBRD1
cytochrome b reductase 1, mRNA [NM_024843]


TMEM71
transmembrane protein 71, mRNA [NM_144649]


MCM5
minichromosome maintenance complex component 5,



mRNA [NM_006739]


TCHP
trichoplein, keratin filament binding, mRNA



[NM_032300]


SIRT1
sirtuin 1, mRNA [NM_012238]


ECM2
extracellular matrix protein 2, female organ and



adipocyte specific, mRNA [NM_001393,



NM_001197296, BC036806]


NACC2
NACC family member 2, BEN and BTB (POZ) domain



containing, mRNA [NM_144653]


CD5
CD5 molecule, mRNA [NM_014207]


PBX1
pre-B-cell leukemia homeobox 1, mRNA



[NM_002585, AK093508]


MPEG1
macrophage expressed 1, mRNA [NM_001039396]


STMN1
stathmin 1, mRNA [NM_203401, NM_001145454]


SLAMF7
SLAM family member 7, mRNA [NM_021181]


CLEC4E
C-type lectin domain family 4, member E, mRNA



[NM_014358]


ITGAX
integrin, alpha X (complement component 3 receptor 4



subunit), mRNA [AK309642, NM_000887]


UBASH3A
ubiquitin associated and SH3 domain containing A,



mRNA [NM_018961, NM_001243467]


TTC7B
tetratricopeptide repeat domain 7B, mRNA



[NM_001010854]


SPAG5
sperm associated antigen 5, mRNA [NM_006461]


IL21R
interleukin 21 receptor, mRNA [NM_181078]


GNLY
granulysin, mRNA [NM_006433, AK310057]


PRKCQ
protein kinase C, theta, mRNA [NM_006257]


KIF23
kinesin family member 23, mRNA [NM_138555]


NDUFA3
NADH dehydrogenase (ubiquinone) 1 alpha



subcomplex, 3, 9 kDa, mRNA [NM_004542]


F13A1
coagulation factor XIII, A1 polypeptide, mRNA



[NM_000129]


SAMD3
sterile alpha motif domain containing 3, mRNA



[NM_001258275, NM_001017373]


IKZF1
IKAROS family zinc finger 1 (Ikaros), mRNA



[AF116605, NM_006060]


RARRES3
retinoic acid receptor responder (tazarotene induced) 3,



mRNA [NM_004585]


GZMB
granzyme B (granzyme 2, cytotoxic T-lymphocyte-



associated serine esterase 1), mRNA [NM_004131]


EZH2
enhancer of zeste homolog 2 (Drosophila), mRNA



[NM_004456]
















TABLE 7





marker genes for cancer, in particular prostate cancer



















COX7B
MND1
NOC3L
RHOU
ARFIP1


LY96
S100A12
DEK
PHTF2
COX6C


FIGNL1
AGL
HNMT
S100A9
DMD


FOSL1
NUPL2
MS4A4A
FAM198B
KYNU


S100A8
PKMYT1
TMEM55A
ST3GAL6
PIK3C2A


GFRA3
PTAFR
TMX1
CLK4
NDUFB1


REEP1
VSTM1
USP1
CLEC12A
VNN1


SUV39H2
SAMHD1
CCDC80
GCA
MBNL1


ZFYVE16
ASPA
PCNP
VNN2
ABCA1


NDUFA4
PPP1R12A
SHCBP1
C1GALT1C1
PID1


FOXN1
UQCRQ
PANK3
DUSP6
SRP9


KIR2DL4
OSMR
PAQR3
TNFAIP8
MAD2L1


GOLT1B
SP3
RNF138
TLR4
GLIPR1


NLRC3
JPH2
CD302
FBLN1
NUP107


ACTR6
APCDD1
NUP35
LRRK2
GZMK


PLEKHF2
ABCG2
IMPA1
SLC46A2
STAG2


TFEC
TLR7
MS4A7
KIAA1468
NDUFB3


LGALS2
ATP5C1
SGMS1
AIF1
CYP1B1


MSH6
GINS1
GALNT7
HK3
MYBL2


TARP
CKS2
CA14
SFRP4
KLF1
















TABLE 8





marker genes for cancer, in particular prostate cancer



















COX7B
FOXN1
MND1
UQCRQ
NOC3L


LY96
KIR2DL4
S100A12
OSMR
DEK


FIGNL1
GOLT1B
AGL
SP3
HNMT


FOSL1
NLRC3
NUPL2
JPH2
MS4A4A


S100A8
ACTR6
PKMYT1
APCDD1
TMEM55A


GFRA3
PLEKHF2
PTAFR
ABCG2
TMX1


REEP1
TFEC
VSTM1
TLR7
USP1


SUV39H2
LGALS2
SAMHD1
ATP5C1
CCDC80


ZFYVE16
MSH6
ASPA
GINS1
PCNP


NDUFA4
TARP
PPP1R12A
CKS2
SHCBP1
















TABLE 9





marker genes for cancer, in particular prostate cancer




















COX7B
GFRA3
FOXN1
PLEKHF2
MND1
PTAFR


LY96
REEP1
KIR2DL4
TFEC
S100A12
VSTM1


FIGNL1
SUV39H2
GOLT1B
LGALS2
AGL
SAMHD1


FOSL1
ZFYVE16
NLRC3
MSH6
NUPL2
ASPA


S100A8
NDUFA4
ACTR6
TARP
PKMYT1
PPP1R12A
















TABLE 10





marker genes for cancer, in particular prostate cancer





















COX7B
FIGNL1
S100A8
REEP1
ZFYVE16



LY96
FOSL1
GFRA3
SUV39H2
NDUFA4

















TABLE 11





marker genes that occur in both the PCA and NSCLC cluster




















LY96
LMO2
IRAK3
SIRPA
FCGRT
GZMM


FIGNL1
KIAA0101
ASGR2
TRAT1
CD8B
IL7R


S100A8
RFC5
CD36
RASSF4
PRF1
MCM6


NLRC3
FEN1
CD33
PECAM1
NCAM1
CD1D


TFEC
PTPN22
PSAP
BUB1
CYBB
ASPM


LGALS2
CDKN3
BCL6
PYCARD
SYK
IL2RB


MSH6
QPCT
LILRA6
ARHGEF10L
TBXAS1
PTTG1


TARP
NDC80
ACSL1
ITM2A
ZAP70
FANCI


MND1
KIR2DS2
SULF2
LILRB1
HJURP
GZMH


S100A12
FPR1
CRTAM
GIMAP6
PRKCD
SLC11A1


PKMYT1
ENPP5
GZMA
RASGRP1
KIF11
ETS1


PTAFR
DPYD
PGD
AGPAT9
RHOH
CKAP5


VSTM1
TGFBI
RFC4
FPR2
GRN
WDFY3


SAMHD1
CDT1
POLD3
AURKB
ITGAM
IL18R1


APCDD1
KLRB1
MYD88
IMPA2
XCL1
CENPN


TLR7
SMC2
SH2D1A
CSF3R
BTK
KIR2DS3


HNMT
TYROBP
NCF1
PVRIG
KIR2DS4
TUBG1


MS4A4A
GMNN
CD27
RAD54L
GINS2
NUF2


TMEM55A
FGR
HPSE
ATP9A
IL12RB2
SMC4


SHCBP1
KIF18A
UBE2T
HOMER3
FXYD6
NUSAP1


CD302
KIF20B
LILRA2
TNS3
NKG7
CHST15


RHOU
RAD21
LEF1
NLRP12
TBX21
PTPN4


S100A9
SLC31A2
KNTC1
ADRB2
EOMES
FGD4


FAM198B
VNN3
ACPP
TLR2
CPPED1
FCGR2A


ST3GAL6
MARCO
SLC7A7
SERPINA1
CST7
CCR7


CLEC12A
KIF20A
FGFBP2
SLC24A4
KIR2DL2
S1PR5


GCA
RAB31
TMPO
GLT1D1
STEAP4
CD247


VNN2
TMEM154
CEP76
KLRK1
RORA
CD7


DUSP6
TLR1
CPVL
CX3CR1
TCF7
RAB32


TLR4
CD14
TYMS
BCL2
MCTP1
PLEKHF1


LRRK2
SPC25
CDC25A
MBOAT7
CCNB2
EXO1


SLC46A2
ASGR1
CKS1B
KIR2DL5A
CCL5
CTSW


AIF1
EVI5
GPR171
MELK
TRIP13
TNFSF13


HK3
TLR6
POLA2
PLXNB2
PDGFRB
TXK


VNN1
EMILIN2
RAN
KLRF1
KLRC1
CDCA2


PID1
CCNB1
F5
ANLN
SCPEP1
DHFR


MAD2L1
RNASE2
CD2
DOK3
SP140
MCM4


GZMK
CTSH
NDUFA8
PRKCH
POLA1
NPL


CYP1B1
S1PR3
RBM47
ABLIM1
FASLG
SLA2


MYBL2
IL1RN
CST3
EMR2
SORT1
SH2D2A


IFI30
CEP55
SKA3
P2RY13
DTYMK
NCAPD3


ICOS
ECT2
SLAMF1
KIR3DL1
SMARCAL1
GPR114


CD28
AQP9
NUP88
CD163
ITK
DPP4


SGK1
FES
BRCA1
CDCA7
NFAM1
LAT


PLA2G7
RNF130
CYFIP1
HHEX
ITPR3
SPOCK2


RMI1
PADI2
TIPIN
KLRC3
E2F7
TIGIT


CCR2
TPX2
LILRB2
GINS4
SIGLEC7
CXCR3


FCN1
NEK2
IL13RA1
PRAM1
PCNA
CYBRD1


ZWINT
CSF1R
NCF4
IFNGR2
ANO10
MCM5


AMICA1
RPA3
LTBR
SPI1
SSBP1
TCHP


CLEC7A
SMARCD3
ALOX5
MEGF9
TGFBR3
NACC2


MSH2
GPR56
CRISPLD2
CDCA8
CENPE
CD5


MFSD1
MGST1
PYGL
ALDH2
CARD9
MPEG1


KCNJ2
FCGR1B
CFP
RNASE6
CHAF1B
STMN1


IFNG
KCNE3
KIF2C
STAT4
CD8A
SLAMF7


CSTA
MS4A6A
HCK
SLC15A3
CDCA5
CLEC4E


MYBL1
SIRPB1
THEMIS
PLK1
CEP72
UBASH3A


MNDA
RAD51
KIAA1598
CDK1
HOPX
SPAG5


RBP7
PLBD1
TIMP2
FBP1
TLR8
IL21R


BST1
LAT2
GATA3
CLIC3
SLC16A3
GNLY


DLGAP5
LILRB3
NLRP3
MYO1F
CD96
PRKCQ


NOD2
LILRA5
UHRF1
S100A11
CAMK4
KIF23


LILRA3
PRIM1
OIP5
AOAH
CENPF
F13A1


CLEC4A
CFD
PAK1
CD3D
LCK
SAMD3


TNFSF13B
NCF2
LY86
TMTC2
KCTD12
IKZF1


CSF2RA
AGTRAP
KLRD1
PTGDR
CASC5
RARRES3


BRI3
GIMAP7
DTL
TREM1
SGOL2
GZMB
















TABLE 12





selected marker genes that occur in both the PCA and NSCLC cluster



















LY96
CD302
IFI30
DLGAP5
CDT1


FIGNL1
RHOU
ICOS
NOD2
KLRB1


S100A8
S100A9
CD28
LILRA3
SMC2


NLRC3
FAM198B
SGK1
CLEC4A
TYROBP


TFEC
ST3GAL6
PLA2G7
TNFSF13B
GMNN


LGALS2
CLEC12A
RMI1
CSF2RA
FGR


MSH6
GCA
CCR2
BRI3
KIF18A


TARP
VNN2
FCN1
LMO2
KIF20B


MND1
DUSP6
ZWINT
KIAA0101
RAD21


S100A12
TLR4
AMICA1
RFC5
SLC31A2


PKMYT1
LRRK2
CLEC7A
FEN1
VNN3


PTAFR
SLC46A2
MSH2
PTPN22
MARCO


VSTM1
AIF1
MFSD1
CDKN3
KIF20A


SAMHD1
HK3
KCNJ2
QPCT
RAB31


APCDD1
VNN1
IFNG
NDC80
TMEM154


TLR7
PID1
CSTA
KIR2DS2
TLR1


HNMT
MAD2L1
MYBL1
FPR1
CD14


MS4A4A
GZMK
MNDA
ENPP5
SPC25


TMEM55A
CYP1B1
RBP7
DPYD
ASGR1


SHCBP1
MYBL2
BST1
TGFBI
EVI5
















TABLE 13





selected marker genes that occur in both the PCA and NSCLC cluster



















LY96
PKMYT1
CD302
LRRK2
IFI30


FIGNL1
PTAFR
RHOU
SLC46A2
ICOS


S100A8
VSTM1
S100A9
AIF1
CD28


NLRC3
SAMHD1
FAM198B
HK3
SGK1


TFEC
APCDD1
ST3GAL6
VNN1
PLA2G7


LGALS2
TLR7
CLEC12A
PID1
RMI1


MSH6
HNMT
GCA
MAD2L1
CCR2


TARP
MS4A4A
VNN2
GZMK
FCN1


MND1
TMEM55A
DUSP6
CYP1B1
ZWINT


S100A12
SHCBP1
TLR4
MYBL2
AMICA1
















TABLE 14





selected marker genes that occur in both the PCA and NSCLC cluster




















LY96
LGALS2
PKMYT1
TLR7
CD302
CLEC12A


FIGNL1
MSH6
PTAFR
HNMT
RHOU
GCA


S100A8
TARP
VSTM1
MS4A4A
S100A9
VNN2


NLRC3
MND1
SAMHD1
TMEM55A
FAM198B
DUSP6


TFEC
S100A12
APCDD1
SHCBP1
ST3GAL6
TLR4
















TABLE 15





selected marker genes that occur in both the PCA and NSCLC cluster



















LY96
S100A8
TFEC
MSH6
MND1


FIGNL1
NLRC3
LGALS2
TARP
S100A12









EXAMPLES
Study 1

The Examples shown in the following are merely illustrative and shall describe the present invention in a further way. These Examples shall not be construed to limit the present invention thereto.


CV9201 as described in WO2009046974 and Sebastian et al. BMC Cancer 2014, 14:748) is an mRNA-based cancer immunotherapeutic agent/vaccine comprising following cancer antigens: MAGE-C1, MAGE-C2, NY-ESO-1, Survivin and 5T4. Repeated vaccinations of NSCLC patients with 320 μg RNA for each antigen (1.600 μg RNA in total) were carried out at weeks 1, 2, 3, 5, and 7. Peripheral blood samples were taken at weeks 0 (baseline), 5 and 9 (2 weeks post 3rd treatment and 2 weeks post 5th treatment, respectively).


Peripheral blood mono-nuclear cells (PBMCs) were isolated by Ficoll density centrifugation. Briefly, around 20 ml of blood were pipetted layered onto a LeucoSep tube (greiner bio-one) and centrifuged for 20 minutes without brake. PBMCs from the interphase were washed three times in PBS and suspended in cryo SFM (PromoCell) and cryopreserved in liquid nitrogen. Cells were thawed for immune analyses and 1 million left-over PBMCs were suspended in PBS and frozen.


RNA was isolated from re-thawed PBMCs using RNEasy (Qiagen) according to the manufacturer's instructions. RNA quality control was performed on a 2100 Bioanalyzer (Agilent Technologies) and a RIN threshold of 6.5 was used as cutoff. Cyanine-3-labelling of cRNA and hybridization using the Agilent SurePrint G3 Human Gene Expression 8×60K v2 Microarray platform was performed by IMGM according to manufacturer's manuals (Agilent Technologies). Raw data was processed using following software tools: Feature Extraction 10.7.3.1 and GeneSpring GX 12.6.1. Quantile normalization was performed and log 2-transformed and filtered for probes detectable in at least one sample.


Altogether 22 stage IV non-small cell lung cancer patients were evaluable in the transcriptional profiling study and gene expression data was obtained for 48,605 probes. To reduce the data set, we made use of blood transcriptional modules (BTMs) developed by the Pulendran group [1]. These altogether 346 BTMs represent sets of genes, which are transcriptionally co-regulated. Most of these BTMs reflect an immunological process, such as signaling pathways or represent sets of genes specifically enriched in immune cells, such as T or B cells. We first calculated the BTM activity scores, which represent the mean expression of all genes contained in a module. Probes with the highest average expression across all samples were chosen for genes targeted by multiple probes.


To monitor changes between baseline and post vaccine time points, BTM activity score differences between week 0 (pre-treatment time point) and week 5 (2 weeks post 3rd treatment) were calculated (Table 6). More specifically, gene expression differences between week 5 and week 0 were calculated for each patient in cluster 1. Subsequently, the mean of the week 5 to 0 differences was determined for all patients in cluster 1 (Week5_0 GE difference_mean_pat_clust1). Analogously, gene expression differences between week 5 and week 0 were calculated for each patient in cluster 2. Subsequently, the mean of the week 5 to 0 differences was determined for all patients in cluster 2 (Week5_0 GE difference_mean_pat_clust2). Both values (“Week5_0 GE difference_mean_pat_clust1” and “Week5_0 GE difference_mean_pat_clust2”) thus signify the mean change in gene expression comparing post treatment week 5 with the baseline value week 0 within a given group of patients. The difference between “Week5_0 GE difference_mean_pat_clust1” and “Week5_0 GE difference_mean_pat_clust2” was calculated (difference).


Unsupervised hierarchical clustering of module activity scores identified three distinct clusters of BTM week 5 to week 0 changes: a T/NK cell cluster, a cell cycle cluster and a myeloid/immune activation cluster (FIG. 1). Furthermore, unsupervised hierarchical clustering of samples identified three clusters of patients (patient cluster 1, 2a and 2b). Patients belonging to clusters 2a and 2b exhibited prolonged survival compared to patients from cluster 1 (FIG. 2).


We next sought to determine the single genes either driving or being associated with the clustering of the BTMs. To this end, gene expression differences between week 5 and corresponding week 0 samples were calculated for the entire transcriptome. As described above, probes with highest average expression were chosen if genes were targeted by multiple probes.


To identify genes differentially expressed in patient cluster 1 compared to cluster 2, following approaches were utilized: patients were grouped according to aforementioned clusters Genes were ranked according to p values comparing patient clusters 1 and 2 (t test) or clusters 1 versus 2a and 2b (ANOVA). Thus, altogether four comparisons were performed. The first top 100 hits were picked from each comparison. In addition, gene set enrichment analysis was performed to identify the top 15 BTMs enriched at week 5 in the patient clusters 1, 2a and 2b. Leading edge genes for these top 15 BTMs were identified and all duplicate genes were removed. Thus, a final list was generated comprising 914 single genes (as shown in Table 1). By unsupervised hierarchical clustering of these single gene expression changes (914 genes) (week 5 to week 0 differences) the patients could be segregated into the two groups of short term survivors and moderate/longterm survivors. Unsupervised hierarchical clustering of BTM activity scores was performed using Euclidean distance and average linkage clustering. The 915 genes were ranked based on their ability to differentiate between patients derived from cluster 1 and patients derived from cluster 2. Top 100 (Table 2; FIG. 3 A), top 50 (Table 3, FIG. 3 B), or top 30 (Table 4; FIG. 3 C) genes were selected, and gene expression differences between week 5 and 0 were calculated followed by average-linkage hierarchical clustering. Clustering trees of patients are shown and short-term survivors are highlighted.









TABLE 16







Study 1 - gene expression differences between week 5 and


week 0 of marker genes (full name and accession number as set


out in Table 1)











Week5_0 GE
Week5_0 GE




difference_
difference_




mean_pat_
mean_pat_



Gene Symbol
clust1
clust2
Difference













LOC572558
0.836493129
−0.56501209
1.40150522


USH1G
0.5566099
−0.82634535
1.38295525


BMP2
0.598134986
−0.73352584
1.33166082


KIF18A
−0.4757864
0.79021046
1.26599686


ANLN
−0.52647626
0.72441581
1.25089207


GP5
−0.68564021
0.49620231
1.18184253


SKA3
−0.3279785
0.82917226
1.15715076


TTK
−0.22210423
0.89190909
1.11401331


OLFM4
0.5396805
−0.55518684
1.09486734


DLGAP5
−0.43158276
0.63624947
1.06783223


MCM10
−0.27769329
0.78038119
1.05807447


SLPI
0.750556771
−0.29516672
1.04572349


FASLG
−0.40907543
0.63064534
1.03972076


SLC7A8
0.507136586
−0.52383601
1.03097259


EXO1
−0.4247823
0.59886942
1.02365172


FGFBP2
−0.52265307
0.47477268
0.99742575


CXCL1
0.356745571
−0.64063769
0.99738326


MELK
−0.45311947
0.54402785
0.99714732


RRM2
−0.32322949
0.65163608
0.97486556


KIAA0101
−0.47635057
0.48525963
0.9616102


IF127
0.176026157
1.11120696
0.9351808


RAD51
−0.3247114
0.60031006
0.92502146


TYMS
−0.437593
0.48260443
0.92019743


E2F8
0.040218886
0.95494481
0.91472592


PDGFRB
−0.39981491
0.51231926
0.91213417


CHI3L1
0.588718757
−0.31388162
0.90260038


IFNG
−0.42609171
0.47086009
0.8969518


CDT1
−0.39202781
0.50043445
0.89246226


CCL20
0.556402414
−0.32817589
0.88457831


DTL
−0.32041199
0.56387945
0.88429144


LOC643650
0.665895186
−0.2064908
0.87238599


CCNA2
−0.35663496
0.51559274
0.8722277


RGS9
−0.39346829
0.47757099
0.87103927


CEP55
−0.24708361
0.61351535
0.86059896


POLE2
−0.5204712
0.33988834
0.86035954


ASPM
−0.32645329
0.53236356
0.85881685


TGFBR3
−0.52647194
0.3242523
0.85072424


RPGRIP1
0.447854257
−0.40147147
0.84932573


KIR2DL2
−0.5014236
0.33998994
0.84141354


HJURP
−0.34120807
0.49581671
0.83702478


STAP1
−0.39942023
0.43645486
0.83587509


TOP2A
−0.4450913
0.38674186
0.83183316


XLOC_l2_010897
0.547097857
−0.28466364
0.8317615


PPP2R2B
−0.37462457
0.45606007
0.83068464


SPC25
−0.38262983
0.44521026
0.82784009


KIAA1671
−0.35329513
0.47447439
0.82776952


BUB1
−0.25203216
0.5736033
0.82563546


GPR56
−0.39415557
0.42937814
0.82353371


GZMM
−0.52771514
0.29230996
0.82002511


SAMD3
−0.372721
0.44468854
0.81740954


CTSW
−0.487019
0.32969107
0.81671007


PTGFRN
0.551742114
−0.25487401
0.80661612


XLOC_006752
0.348433857
−0.45524939
0.80368325


GNLY
−0.44419471
0.35938757
0.80358229


LINC00239
−0.41751591
0.38543004
0.80294595


CDCA2
−0.38017363
0.42248241
0.80265604


GZMH
−0.36358736
0.43763271
0.80122007


BUB1B
−0.3748953
0.42602996
0.80092526


UBE2C
−0.38013587
0.41798133
0.7981172


KIR2DS4
−0.46300439
0.33428446
0.79728885


SLAMF6
−0.3265845
0.46976723
0.79635173


KIR2DS2
−0.512763
0.28105043
0.79381343


XLOC_004032
0.388846443
−0.40493636
0.7937828


PRF1
−0.36652071
0.42110561
0.78762632


GINS2
−0.31950007
0.46183131
0.78133139


CDC45
−0.36169197
0.41810126
0.77979323


TBX21
−0.38747943
0.3888075
0.77628693


GZMA
−0.32334621
0.44860282
0.77194904


NKG7
−0.40032814
0.36869686
0.769025


SGK1
0.316197857
−0.45204007
0.76823793


PVRIG
−0.33004371
0.43754479
0.7675885


NEK2
−0.4797225
0.28285472
0.76257722


TARP
−0.32536107
0.43529539
0.76065646


BIRC5
−0.36301359
0.39512951
0.7581431


CST7
−0.40688907
0.35034489
0.75723396


IL2RB
−0.43837371
0.31879714
0.75717086


MND1
−0.239129
0.51650061
0.75562961


S1PR5
−0.4823231
0.27190594
0.75422904


STK32B
0.403095857
−0.34853537
0.75163123


KLRF1
−0.42285957
0.32693082
0.74979039


ENPP5
−0.19809159
0.55005255
0.74814414


IL18RAP
−0.43409771
0.31250082
0.74659854


GRAP2
−0.39740214
0.34823431
0.74563645


SH2D2A
−0.37704021
0.36344946
0.74048968


CR1
0.513004429
−0.22538764
0.73839207


IQCD
0.443972843
−0.29392262
0.73789546


CCL5
−0.37457179
0.36271357
0.73728536


KLRD1
−0.39966243
0.33700039
0.73666282


CXCR3
−0.33505586
0.40025993
0.73531579


CD247
−0.42550657
0.30918132
0.73468789


ZNF697
0.343343186
−0.38604165
0.72938484


HOPX
−0.40795114
0.31981293
0.72776407


IL1B
0.430601643
−0.29520746
0.72580911


KLRC1
−0.40147829
0.32408429
0.72556257


ZNF503
0.260294643
−0.46513275
0.72542739


XLOC_004924
0.442685629
−0.28242409
0.72510971


ZAP70
−0.37333843
0.35043057
0.723769


CENPF
−0.26337054
0.45853571
0.72190625


PTPRCAP
−0.32277993
0.39478421
0.71756414


KLRC3
−0.44044429
0.27508348
0.71552776


OIP5
−0.21582867
0.49771236
0.71354104


PYHIN1
−0.40307107
0.31045202
0.71352309


KIR3DL1
−0.45761089
0.25522369
0.71283457


FFAR2
0.403203914
−0.3020409
0.70524481


DOCK4
0.5071245
−0.19795293
0.70507743


KIR2DL5A
−0.36701536
0.33725142
0.70426678


STAT4
−0.36686936
0.33649532
0.70336468


CCNB1
−0.22058387
0.48166149
0.70224536


NLRC3
−0.32309807
0.37479546
0.69789354


CD226
−0.3092581
0.38837247
0.69763057


LIN7A
0.384615571
−0.31028161
0.69489718


CCDC102A
−0.25091279
0.44355494
0.69446773


SBK1
−0.32368543
0.36739386
0.69107929


CD1D
0.332267257
−0.35830728
0.69057454


MCM2
−0.26376014
0.42386507
0.68762521


CDCA5
−0.32649949
0.35916156
0.68566105


CRISPLD2
0.325558914
−0.35866663
0.68422554


SPC24
−0.20801669
0.47344263
0.68145931


TXK
−0.39899106
0.28206181
0.68105287


MYBL1
−0.32378307
0.35550657
0.67928964


FLJ23867
0.2892186
−0.38841893
0.67763753


CAMP
0.331554029
−0.34489608
0.67645011


DLL1
−0.40856636
0.26751013
0.67607649


STMN1
−0.32491957
0.34691546
0.67183504


PTGDR
−0.24607819
0.42568543
0.67176361


CD7
−0.44135829
0.228816
0.67017429


XLOC_011068
0.358870857
−0.31087044
0.6697413


TREM1
0.319241571
−0.34985461
0.66909618


CLMN
0.417658286
−0.24783318
0.66549146


TIGIT
−0.22869957
0.43677026
0.66546983


CLIC3
−0.46189586
0.20322614
0.665122


IL32
−0.28410986
0.37717586
0.66128571


APCDD1
0.5716404
−0.08941537
0.66105577


ZFHX3
0.258988
−0.39967111
0.65865911


ST3GAL6
0.454685
−0.20187069
0.65655569


CXCR6
−0.1687038
0.48423314
0.65293694


EVI5
0.304583
−0.34727826
0.65186126


CDK1
−0.29766186
0.35394821
0.65161007


XLOC_002344
0.278257714
−0.37277171
0.65102942


GAS2L3
0.2892733
−0.36166317
0.65093647


BRIP1
−0.06473094
0.58398673
0.64871767


C15orf38
0.352214186
−0.29639379
0.64860798


ST6GALNAC2
0.362440414
−0.28541456
0.64785498


LOC100131043
0.497533014
−0.14947804
0.64701106


NLRP3
0.198566786
−0.44595868
0.64452546


TMEM144
0.445366286
−0.19525502
0.64062131


KLRK1
−0.29429236
0.34556071
0.63985307


ELOVL4
0.575955571
−0.06378644
0.63974201


XCL1
−0.46850007
0.17072114
0.63922121


NDFIP2
−0.13406246
0.50343696
0.63749941


AHR
0.425404357
−0.20952718
0.63493154


XLOC_001266
0.341852057
−0.29172474
0.6335768


SETD7
0.278564214
−0.35465161
0.63321582


GZMB
−0.38500943
0.24324889
0.62825832


F2RL1
0.430577814
−0.19752631
0.62810412


SLA2
−0.37827891
0.24943868
0.62771759


PTPN4
−0.33267557
0.29473275
0.62740832


CHAF1B
−0.28010579
0.34651381
0.6266196


CD3D
−0.23348186
0.39212054
0.62560239


PRKCH
−0.35848186
0.26582529
0.62430714


KIF20A
−0.21280003
0.41019729
0.62299732


KIFC1
−0.10751596
0.51517141
0.62268736


HP
0.596373071
−0.02630196
0.62267504


CDCA7
−0.21515
0.40727161
0.62242161


ITM2A
−0.26605336
0.35634646
0.62239982


XLOC_011350
0.295312529
−0.32692951
0.62224204


IL8
0.216571714
−0.40485764
0.62142936


LOC79015
−0.27151643
0.34920865
0.62072508


UBE2T
−0.11525863
0.50473483
0.61999346


PLEKHF1
−0.27916886
0.33819318
0.61736204


KLRB1
−0.38298343
0.23405564
0.61703907


PLB1
0.396175286
−0.22081686
0.61699214


CD3G
−0.28115043
0.33538586
0.61653629


NDC80
−0.26965786
0.34558996
0.61524782


ELOVL6
−0.2569174
0.3583198
0.6152372


CDKN3
−0.23962386
0.37401346
0.61363731


CENPA
−0.28117887
0.3316836
0.61286247


RNF217
0.367217271
−0.24210219
0.60931946


ORM1
0.327330243
−0.28103712
0.60836736


ATP6V0A1
0.410282
−0.19580129
0.60608329


ASGR2
0.394543714
−0.20919582
0.60373954


ZWINT
−0.22816706
0.37430662
0.60247368


LRP1
0.342941071
−0.25913879
0.60207986


CD6
−0.23678907
0.36355446
0.60034354


GPR114
−0.29362574
0.30667602
0.60030176


AQP9
0.451633286
−0.14842921
0.6000625


CD3E
−0.351057
0.24763504
0.59869204


RASGRP1
−0.29033786
0.30770064
0.5980385


CD2
−0.21646543
0.38027496
0.59674039


MCM4
−0.23200734
0.36402665
0.59603399


FAM20C
0.354564429
−0.24098214
0.59554657


IL13RA1
0.222207429
−0.37244486
0.59465229


CCNB2
−0.19466363
0.39873935
0.59340298


XLOC_l2_015034
0.194223386
−0.39885572
0.59307911


PRKCQ
−0.30476429
0.28771886
0.59248314


CLEC4E
0.2837066
−0.30689578
0.59060238


ACPP
0.338642571
−0.25159625
0.59023882


WDFY3
0.227156
−0.36272518
0.58988118


SH2D1A
−0.21825836
0.37141254
0.58967089


UHRF1
−0.20136976
0.38829452
0.58966428


SMAD1
0.287765043
−0.29998998
0.58775502


FAM198B
0.399518214
−0.18798039
0.58749861


GGTA1P
0.167619286
−0.41747589
0.58509518


TC2N
−0.26454679
0.32010684
0.58465362


XLOC_014211
0.011044229
−0.57262589
0.58367012


DSCC1
−0.2080774
0.37472837
0.58280577


ETS1
−0.30955529
0.270924
0.58047929


RBM47
0.349116429
−0.23082243
0.57993886


SLC22A4
0.244807786
−0.33498348
0.57979126


UBASH3A
−0.22020343
0.35947714
0.57968057


CENPM
−0.12387793
0.4553175
0.57919543


TLR2
0.444897714
−0.13343436
0.57833207


DENND2D
−0.17553779
0.40131875
0.57685654


KIR2DS3
−0.44095089
0.13590208
0.57685296


CD163
0.284595286
−0.2914575
0.57605279


ZNF516
0.341899714
−0.23192736
0.57382707


MCM6
−0.2673995
0.30639182
0.57379132


MANSC1
0.358897314
−0.21444576
0.57334307


SLAMF7
−0.23002979
0.34091768
0.57094746


LAT
−0.25102107
0.318139
0.56916007


LAG3
−0.15927029
0.40855932
0.56782961


HOXB4
−0.18688931
0.38039065
0.56727996


CD96
−0.29548743
0.27057925
0.56606668


CYP1B1
0.327229714
−0.23867029
0.5659


WLS
0.307582429
−0.25765561
0.56523804


IL1R1
0.240469186
−0.32374119
0.56421038


CLEC4D
0.360743286
−0.20266225
0.56340554


SPOCK2
−0.31221307
0.25077596
0.56298904


MBOAT2
0.183023886
−0.37933214
0.56235603


SORT1
0.327330143
−0.23349196
0.56082211


KIF15
−0.2177303
0.34251854
0.56024884


CSF3R
0.314176714
−0.24596696
0.56014368


ITK
−0.294615
0.26540107
0.56001607


HNMT
0.232559143
−0.32677368
0.55933282


TIE1
−0.32596631
0.23241353
0.55837984


PRKACB
−0.25575786
0.30210143
0.55785929


CTIF
0.221119357
−0.33316384
0.55428319


CMTM2
0.304997757
−0.24824621
0.55324397


TBC1D9
0.249669857
−0.30340593
0.55307579


SPINT1
0.333112
−0.21939014
0.55250214


LBH
−0.24474714
0.30730196
0.55204911


KIF2C
−0.18447456
0.36618417
0.55065873


RUSC2
0.293138643
−0.25688511
0.55002375


GZMK
−0.29421721
0.25558446
0.54980168


CD320
−0.3055135
0.24368532
0.54919882


NCAM1
−0.36557571
0.18317471
0.54875043


TMTC2
0.383854214
−0.16442957
0.54828379


ASGR1
0.3071775
−0.24050568
0.54768318


FXYD6
0.2127035
−0.33376146
0.54646496


CKAP2L
−0.45269184
0.09253379
0.54522564


OXER1
0.277124214
−0.26681871
0.54394293


PYGL
0.291343071
−0.25168736
0.54303043


S1PR3
0.391696929
−0.15085943
0.54255636


KLF12
−0.28678086
0.25544246
0.54222332


ANXA6
−0.29465314
0.24746879
0.54212193


BCL6
0.2903715
−0.25103257
0.54140407


KLF5
0.304956671
−0.23619437
0.54115104


ENO2
−0.2168789
0.3236394
0.5405183


CD27
−0.19185293
0.347574
0.53942693


RBP7
0.233317143
−0.3036785
0.53699564


LOC100131490
0.307047286
−0.22785415
0.53490144


PTPN7
−0.14836743
0.38641711
0.53478454


HSD3B7
0.517880143
−0.01636599
0.53424613


ENTPD1
0.217274
−0.31624082
0.53351482


CENPK
−0.21435279
0.31886286
0.53321564


HAL
0.242564014
−0.29026531
0.53282932


GPR125
−0.35057997
0.18160325
0.53218322


LOC100289495
0.292156871
−0.23932099
0.53147786


RGL4
−0.25457907
0.27637839
0.53095746


CD8B
−0.18820371
0.34228961
0.53049332


DLEU1
−0.2542565
0.27575675
0.53001325


IL18R1
−0.29159811
0.23804614
0.52964426


DACH1
0.337819657
−0.19158154
0.52940119


CD8A
−0.20150093
0.32647193
0.52797286


E2F7
−0.17232293
0.35509695
0.52741988


TNFRSF10C
0.297923571
−0.2294785
0.52740207


TPX2
−0.13689606
0.39044902
0.52734508


TLR5
0.291976214
−0.23228036
0.52425657


CD5
−0.24713221
0.27680911
0.52394132


LOC387895
−0.21919861
0.30467782
0.52387644


STAB1
0.346968429
−0.17626314
0.52323157


ARRDC4
0.2649595
−0.25809061
0.52305011


LOC100506119
0.294396
−0.22709296
0.52148896


PTTG1
−0.16892521
0.35232025
0.52124546


SLC11A1
0.253459714
−0.26535271
0.51881243


PADI4
0.1552918
−0.36114964
0.51644144


VSTM1
0.224156143
−0.29217904
0.51633518


OPLAH
0.3919475
−0.12385536
0.51580286


PADI2
0.241451286
−0.27375796
0.51520925


SLC38A1
−0.23439729
0.28044493
0.51484221


CHST12
−0.21952229
0.29463357
0.51415586


ABLIM1
−0.19230614
0.3216015
0.51390764


CATSPER1
0.230605429
−0.28283689
0.51344232


CECR6
0.309074
−0.20393032
0.51300432


TLR6
0.329424271
−0.18336559
0.51278986


SIGLEC9
0.370637257
−0.14214075
0.51277801


HOXB2
−0.20811757
0.30407686
0.51219443


PLXDC2
0.263196429
−0.24899125
0.51218768


CREB5
0.371664286
−0.14022161
0.51188589


LOC100240735
−0.11060654
0.40042911
0.51103565


HAAO
0.259200929
−0.25162175
0.51082268


SLC8A1
0.314681643
−0.19613093
0.51081257


SIT1
−0.10533347
0.40479136
0.51012484


NUF2
−0.11992784
0.38920616
0.509134


BCL11B
−0.20831614
0.30066271
0.50897886


ALCAM
0.356605357
−0.15212025
0.50872561


BAHCC1
0.191048329
−0.31752701
0.50857534


LIPE
−0.15525814
0.35290129
0.50815943


BTLA
0.063817314
0.57193829
0.50812097


FAM169A
−0.25192357
0.25607334
0.50799691


RAD54L
−0.18824769
0.31971504
0.50796273


PSRC1
0.332147143
−0.17503814
0.50718529


PVR
0.315551843
−0.19133553
0.50688737


ICOS
−0.17266071
0.33378096
0.50644168


RAD51AP1
−0.15825344
0.34733869
0.50559213


RHOH
−0.26363393
0.24160936
0.50524329


CDA
0.2362715
−0.26884225
0.50511375


WDR67
−0.19719257
0.30739107
0.50458364


LEF1
−0.23067757
0.27287407
0.50355164


CD40LG
−0.11914729
0.38176804
0.50091532


CD93
0.293264357
−0.20619332
0.49945768


SLC16A5
0.237339
−0.26199429
0.49933329


FAM7A1
0.207298014
−0.29015196
0.49744997


HLX
0.416788886
−0.07845021
0.4952391


FZD1
0.202783143
−0.29188636
0.4946695


TCF7
−0.2205655
0.27400575
0.49457125


CLEC7A
0.174408714
−0.32003786
0.49444657


RASGRP4
0.225120857
−0.26896
0.49408086


S100Z
0.278363429
−0.21444639
0.49280982


SLC36A1
0.362534357
−0.12964436
0.49217871


IRAK3
0.177265714
−0.31149632
0.48876204


REPS2
0.167204686
−0.32112792
0.48833261


CDCA8
−0.22826156
0.2586116
0.48687316


CACNA2D3
0.147184729
−0.33929497
0.4864797


ATP9A
−0.19487714
0.29154147
0.48641861


TLR4
0.283682
−0.2026975
0.4863795


C5AR1
0.088096071
−0.39689704
0.48499311


JUP
0.156214714
−0.32745473
0.48366944


RNASE6
0.242342286
−0.24121675
0.48355904


SRD5A3
0.1854806
−0.29805416
0.48353476


VNN3
0.089851229
−0.39324561
0.48309684


NCF4
0.287130143
−0.19360982
0.48073996


CPAMD8
0.213523286
−0.26710254
0.48062582


IMPA2
0.300314357
−0.17852368
0.47883804


DUSP6
0.405228286
−0.07084136
0.47606964


SLC1A3
0.399558143
−0.07517946
0.47473761


STEAP4
0.455998671
−0.01826882
0.47426749


SIRPA
0.300369143
−0.17279968
0.47316882


PROK2
0.391483571
−0.081551
0.47303457


HOMER3
0.268185429
−0.20481154
0.47299696


PCNA
−0.20712936
0.26508754
0.47221689


LOC100506190
0.264811214
−0.20677068
0.47158189


LRRN3
−0.14819123
0.32129771
0.46948894


PELI3
0.322259214
−0.14640793
0.46866714


GLT1D1
0.290086143
−0.17845936
0.4685455


TRAT1
−0.13320714
0.33377432
0.46698146


IFNGR2
0.221502643
−0.24534257
0.46684521


VCAN
0.32093
−0.14525382
0.46618382


FBP1
0.245210214
−0.22077964
0.46598986


ATF3
0.227069857
−0.23813082
0.46520068


THEMIS
−0.16147286
0.303302
0.46477486


ALDH18A1
−0.23830643
0.22640319
0.46470961


PTAFR
0.367958286
−0.09622964
0.46418793


KIF14
−0.12679421
0.33703227
0.46382649


CCNE2
−0.23386037
0.22907573
0.4629361


KCNE3
0.286638071
−0.17603007
0.46266814


FIGNL1
−0.39112519
0.07060053
0.46172571


MNDA
0.304120571
−0.15425471
0.45837529


HP07349
0.224252871
−0.23307984
0.45733271


CPVL
0.190771357
−0.265568
0.45633936


CLDN23
0.192351557
−0.26357798
0.45592954


CASC5
−0.0853667
0.3705584
0.4559251


ITPR3
−0.14814271
0.30532818
0.45347089


RGL1
0.292098071
−0.16081871
0.45291678


TM6SF1
0.172928171
−0.27996275
0.45289092


SLC22A15
0.256408929
−0.19479271
0.45120164


BMP2K
0.340658
−0.11052889
0.45118689


RORA
−0.31763243
0.13335904
0.45099146


ENPP4
−0.22791429
0.22254214
0.45045643


MCM3
−0.1810385
0.26783636
0.44887486


C3AR1
0.236919
−0.21150971
0.44842871


BCL2
−0.19330557
0.25353029
0.44683586


LRG1
0.218137786
−0.22740541
0.44554319


NACC2
0.184041143
−0.26108996
0.44513111


GAS2L1
0.211091286
−0.23393936
0.44503064


RASA3
−0.22732943
0.21659846
0.44392789


CLEC12A
0.203698143
−0.23979146
0.44348961


CENPO
−0.15994436
0.28329822
0.44324258


PLBD1
0.308567143
−0.13360864
0.44217579


IFNGR1
0.206392429
−0.23572343
0.44211586


AURKA
−0.06510166
0.376225
0.44132666


FLT3LG
−0.24143607
0.19988446
0.44132054


CYFIP1
0.278670429
−0.16178471
0.44045514


KLK3
0.317315214
−0.12297611
0.44029133


DGAT2
0.383776214
−0.05560687
0.43938309


KIAA1598
0.196053071
−0.24282182
0.43887489


LCK
−0.19461843
0.24340629
0.43802471


TRIP13
−0.11449776
0.32300382
0.43750158


DIRC2
0.209791143
−0.22762654
0.43741768


RAB13
0.253744629
−0.18336525
0.43710988


LRRC4
0.381947829
−0.05513704
0.43708487


LOC100130458
0.116891071
0.55288541
0.43599434


MAL
−0.16839007
0.26727318
0.43566325


TNS3
0.278597929
−0.1568785
0.43547643


LPCAT2
0.168471571
−0.26599285
0.43446442


DENND1A
0.187873214
−0.24632518
0.43419839


PPP1R32
0.246556914
−0.18738554
0.43394245


LRRK2
0.179330429
−0.25345061
0.43278104


MARCH1
0.304293571
−0.12841868
0.43271225


CSDA
0.174335429
−0.25818643
0.43252186


GATA3
−0.15800157
0.27439999
0.43240156


MGST1
0.260136214
−0.171845
0.43198121


CAMK4
−0.21311271
0.21834766
0.43146038


MCM8
−0.16223123
0.26906441
0.43129564


XLOC_014161
0.159774714
−0.27144611
0.43122082


COPG2
0.243141886
−0.18801444
0.43115633


TP53I3
0.221867429
−0.20887982
0.43074725


EMR2
0.165954643
−0.26454793
0.43050257


VNN1
0.249032214
−0.1813005
0.43033271


KIF11
−0.15487474
0.27468888
0.42956362


MSH2
−0.117764
0.31093821
0.42870221


WEE1
−0.15173171
0.27648444
0.42821615


P2RY13
0.317733
−0.10982325
0.42755625


HELB
−0.11619527
0.31125171
0.42744698


TRANK1
−0.12740821
0.29891346
0.42632168


CCR1
0.300865143
−0.12532832
0.42619346


LOC100505921
−0.15721229
0.26829006
0.42550234


LHFPL2
0.341473714
−0.08390814
0.42538186


SLC24A4
0.199079071
−0.22578986
0.42486893


LTF
0.763298829
0.33854093
0.4247579


FCRL5
0.095907571
0.51954987
0.4236423


PCDH9
0.471096286
0.89444049
0.42334421


RBL1
−0.1193045
0.30341787
0.42272237


MAD2L1
−0.1968512
0.22556866
0.42241986


SHCBP1
−0.18099769
0.24105691
0.4220546


FOLR3
0.200585357
−0.22105254
0.42163789


ALDH2
0.138676143
−0.28251946
0.42119561


TGFBI
0.218445357
−0.20263325
0.42107861


LY96
0.252913286
−0.16756939
0.42048268


GLB1L
0.183340414
−0.23602441
0.41936483


NELL2
−0.17102343
0.24754086
0.41856429


SCPEP1
0.205820571
−0.21247036
0.41829093


MYBL2
−0.24317244
0.17455584
0.41772829


DYSF
0.359312929
−0.05823496
0.41754789


NAIP
0.3178735
−0.09899714
0.41687064


CD36
0.308184
−0.10792732
0.41611132


LY86
0.172096714
−0.24375036
0.41584707


PRAM1
0.206100857
−0.20934879
0.41544964


IL7R
−0.07469257
0.33924354
0.41393611


PDLIM7
0.302697929
−0.11055939
0.41325732


MS4A4A
0.334755214
−0.07767843
0.41243364


FCGR2A
0.195130571
−0.21716389
0.41229446


DOCK5
0.142947243
−0.26929281
0.41224005


RAB34
0.203238143
−0.20877086
0.412009


CYBRD1
0.111162
−0.30075943
0.41192143


RNASE3
0.268917
−0.14296371
0.41188071


HPSE
0.277266714
−0.13327411
0.41054082


ELANE
0.113760757
−0.29674864
0.41050939


RNF24
0.273337871
−0.13560884
0.40894671


MYADM
0.203808571
−0.20445664
0.40826521


SMARCD3
0.171004
−0.23642889
0.40743289


MS4A6A
0.219724714
−0.18766754
0.40739225


LILRB3
0.219028571
−0.18677839
0.40580696


LPPR2
0.204843857
−0.19941179
0.40425565


FEN1
−0.11046916
0.29375101
0.40422017


TLR8
0.258494357
−0.14398514
0.4024795


GPR171
0.046738214
0.44807932
0.40134111


PECAM1
0.166314929
−0.23346854
0.39978346


RENBP
0.1793322
−0.21994659
0.39927879


IL18
0.094394
−0.30436183
0.39875583


CFD
0.095564857
−0.30247307
0.39803793


ADAP2
0.191108
−0.20639968
0.39750768


PRRG4
0.234579614
−0.16231581
0.39689543


LMO2
0.316302143
−0.08048718
0.39678932


RPA2
−0.15216443
0.24319079
0.39535521


IMMP1L
−0.24381664
0.1514269
0.39524354


RAB31
0.198269429
−0.19655504
0.39482446


MCTP1
0.189488857
−0.20293439
0.39242325


BLVRB
0.186325571
−0.20505411
0.39137968


SLAMF1
−0.05256957
0.33766054
0.39023011


SRGN
0.162264714
−0.22679493
0.38905964


KCTD12
0.256325714
−0.13257457
0.38890029


TIMP2
0.211432571
−0.17675525
0.38818782


EOMES
−0.15878157
0.22841004
0.38719161


SLC7A7
0.159725571
−0.22638171
0.38610729


LILRA3
0.200592857
−0.18353643
0.38412929


SIGLEC15
0.251399786
−0.13264211
0.38404189


DRAM1
0.315899357
−0.06714721
0.38304657


CDCA3
−0.09058453
0.29209835
0.38268288


SULF2
0.153704714
−0.22867929
0.382384


LGALS3
0.190961214
−0.19122154
0.38218275


NLRP12
0.224418143
−0.15755489
0.38197304


CD33
0.155254
−0.22667521
0.38192921


ITPRIPL2
0.283875571
−0.09768686
0.38156243


CDC20
−0.17666284
0.20478786
0.3814507


TMEM127
0.144628571
−0.23526511
0.37989368


GIMAP7
0.036056571
0.41435014
0.37829357


CPPED1
0.137228929
−0.24017332
0.37740225


FANCI
−0.16702414
0.21036312
0.37738726


AKIRIN2
0.155994857
−0.22050457
0.37649943


S100A12
0.309248143
−0.06721379
0.37646193


STK39
−0.11245929
0.26374314
0.37620243


CLEC10A
0.180977071
−0.19424675
0.37522382


CD68
0.146906
−0.22801989
0.37492589


E2F5
0.006467957
0.38078871
0.37432075


CHST15
0.246691429
−0.12753179
0.37422321


ZNF668
0.118555714
−0.25523732
0.37379304


CLEC4A
0.180520643
−0.19312632
0.37364696


OSCAR
0.262092714
−0.11077871
0.37287143


CD28
−0.21509714
0.15756741
0.37266456


CSTA
0.158350214
−0.21139846
0.36974868


TMEM64
−0.2599964
0.10957631
0.36957271


GLT25D1
0.16811
−0.20127571
0.36938571


LGALS2
0.183200857
−0.18592343
0.36912429


PFKFB4
0.160700929
−0.20834925
0.36905018


AMICA1
0.227419571
−0.14141196
0.36883154


STX10
0.202234786
−0.16646264
0.36869743


SYK
0.196623286
−0.1717975
0.36842079


AGAP2
−0.137432
0.23078254
0.36821454


ACSL1
0.160613357
−0.20691032
0.36752368


RFC4
−0.08400186
0.28309346
0.36709532


IGSF6
0.225586
−0.14143814
0.36702414


CSF2RA
0.2099765
−0.15688386
0.36686036


DAPK1
0.134109729
−0.23158734
0.36569707


CR2
0.116018943
0.48136556
0.36534662


CARD9
0.140085929
−0.22507043
0.36515636


ZNF790
−0.05887033
0.30589269
0.36476301


NCF2
0.175950286
−0.18565439
0.36160468


MRFAP1L1
−0.11274821
0.24734171
0.36008993


AURKB
−0.3572037
0.00276418
0.35996788


ANPEP
0.270537786
−0.08937875
0.35991654


LTBR
0.143410857
−0.21426214
0.357673


SLC15A3
0.143413786
−0.21419907
0.35761286


GNB4
0.182312143
−0.17504436
0.3573565


PRKAR1B
−0.13330653
0.2240327
0.35733923


MEGF9
0.229724
−0.1275625
0.3572865


ABCD1
0.162001429
−0.19449646
0.35649789


S100A11
0.173434071
−0.18187364
0.35530771


PDGFC
0.169980143
−0.185277
0.35525714


ATAD1
−0.06876736
0.28555168
0.35431904


SIGLEC1
0.323350029
−0.03061627
0.3539663


TNFSF13
0.118673786
−0.2346925
0.35336629


CD302
0.112564286
−0.24046182
0.35302611


ARHGEF10L
0.140632286
−0.211631
0.35226329


HHEX
0.216942429
−0.1352445
0.35218693


KRT23
0.182163071
−0.16969303
0.3518561


ESCO2
0.108076843
0.45909527
0.35101843


RARRES3
−0.19102486
0.15946211
0.35048696


NCEH1
0.217908429
−0.13163246
0.34954089


ANO10
0.183057
−0.16613929
0.34919629


RAB32
0.160565929
−0.18859543
0.34916136


FCGRT
0.128174071
−0.22095846
0.34913254


C3orf26
−0.20833593
0.1404875
0.34882343


ARAP3
0.172906214
−0.17539179
0.348298


TBXAS1
0.119282857
−0.22890532
0.34818818


FPR2
0.283766857
−0.06392204
0.34768889


AGTRAP
0.174739214
−0.17160118
0.34634039


FGD4
0.153042571
−0.1932215
0.34626407


CCR7
−0.11832114
0.22720743
0.34552857


CSF1R
0.110029357
−0.23533893
0.34536829


TTPAL
−0.09728186
0.24782729
0.34510914


TLR7
0.252227071
−0.09285861
0.34508568


LILRA5
0.118514429
−0.22476404
0.34327846


KCNJ15
0.456193143
0.11300498
0.34318816


HDDC2
−0.19240571
0.15017121
0.34257693


CENPE
−0.06459184
0.27777848
0.34237032


DEPDC1B
0.086165729
0.42821411
0.34204839


F13A1
0.281931357
−0.05990064
0.341832


TKT
0.178549571
−0.16315625
0.34170582


SIAE
0.302025386
−0.03965144
0.34167682


PLA2G7
0.155596357
−0.18373108
0.33932744


HVCN1
0.196912286
−0.142292
0.33920429


VIM
0.256285714
−0.08262636
0.33891207


SMYD3
−0.23754843
0.10115771
0.33870614


LILRB1
0.243770357
−0.09430354
0.33807389


SLC46A2
0.246823986
−0.09115934
0.33798332


CDC25A
−0.24464234
0.09325778
0.33790012


LOC93622
−0.19243486
0.14486786
0.33730271


TFEC
0.142966643
−0.19367514
0.33664179


BPI
0.252416714
−0.08360925
0.33602596


MARCO
0.262151
−0.07320732
0.33535832


PID1
0.163599786
−0.17149768
0.33509746


IKZF1
−0.18795293
0.14708693
0.33503986


GPATCH4
−0.11773636
0.21681007
0.33454643


BTN3A2
−0.11306943
0.22099021
0.33405964


LY9
−0.14916079
0.18474139
0.33390218


TTC7A
0.158075857
−0.17509714
0.333173


SERPINA1
0.18943
−0.14302168
0.33245168


AKTIP
−0.10950264
0.22220111
0.33170375


SPAG5
−0.09952629
0.23141186
0.33093814


IL1RN
0.278950857
−0.05174964
0.3307005


ATG7
0.205422143
−0.12514593
0.33056807


PSAP
0.121625143
−0.20859004
0.33021518


PGD
0.230786857
−0.09899668
0.32978354


CFP
0.128877286
−0.20084218
0.32971946


HK3
0.237489714
−0.09144721
0.32893693


SIGLEC7
0.126815571
−0.20193039
0.32874596


GRN
0.207244143
−0.120798
0.32804214


QSOX1
0.183818214
−0.14306671
0.32688493


UBE2D1
0.176726357
−0.14988214
0.3266085


HEBP2
0.152510143
−0.17333325
0.32584339


BCL2A1
0.123345286
−0.20224129
0.32558657


BCKDK
0.185639714
−0.13980589
0.32544561


MBOAT7
0.207825071
−0.11713857
0.32496364


ALOX5
0.187580429
−0.13714918
0.32472961


NLRC4
0.360432571
0.03675132
0.32368125


PLD3
0.123464071
−0.19904129
0.32250536


HENMT1
−0.11908886
0.20285339
0.32194225


C20orf194
0.155664857
−0.16459157
0.32025643


NOD2
0.174258286
−0.14543357
0.31969186


QPCT
0.17933
−0.13977096
0.31910096


MCM7
−0.14002314
0.17880614
0.31882929


PTPRK
0.204003429
0.5226765
0.31867307


RNASE2
0.272614786
−0.04589457
0.31850936


NPC2
0.116562286
−0.20121646
0.31777875


CD9
0.173752229
−0.14344236
0.31719459


BRI3
0.153947429
−0.16324436
0.31719179


TMEM55A
0.1876985
−0.12856771
0.31626621


MPEG1
0.145838357
−0.17023204
0.31607039


TPCN1
0.124342714
−0.19137939
0.31572211


GAA
0.162399571
−0.15325996
0.31565954


DICER1
0.234740429
−0.08078946
0.31552989


TTYH3
0.096881929
−0.2184615
0.31534343


RNF130
0.1476985
−0.16759736
0.31529586


SAMD13
0.469062286
0.1543228
0.31473949


SLCO4C1
−0.03990057
0.27477227
0.31467284


CD14
0.206280286
−0.10837093
0.31465121


TTLL4
0.177558143
−0.13611734
0.31367548


FZD5
0.373442386
0.06099209
0.31245029


MAP3K3
0.145047643
−0.16736718
0.31241482


CTSB
0.134683429
−0.17736096
0.31204439


SMC2
−0.12230134
0.18895004
0.31125139


TMEM51
0.281504429
−0.02969702
0.31120145


IL21R
−0.10318271
0.20682311
0.31000582


VNN2
0.238745286
−0.07096643
0.30971171


BST1
0.122712
−0.18649204
0.30920404


NCAPG2
−0.1336442
0.17517352
0.30881772


GPX1
0.194986
−0.11377771
0.30876371


KCNJ2
0.535975657
0.22722416
0.30875149


FES
0.202224429
−0.10634068
0.30856511


DPP4
−0.09439186
0.21415932
0.30855118


BTN3A1
−0.11011443
0.19807043
0.30818486


AZU1
0.223116043
−0.0846731
0.30778914


GMNN
−0.12069914
0.18704521
0.30774436


GSN
0.131577214
−0.175545
0.30712221


CPEB4
0.163479571
−0.14039339
0.30387296


IL12RB2
−0.10310389
0.19992615
0.30303004


AIF1
0.118723714
−0.18273164
0.30145536


APITD1
−0.07477697
0.22439621
0.29917318


BTK
0.156705857
−0.14215411
0.29885996


NRM
0.089331214
−0.20934621
0.29867743


MS4A1
0.079191429
0.37782723
0.2986358


MFSD1
0.1568815
−0.14147314
0.29835464


REXO4
−0.1100965
0.18783189
0.29792839


SIGLEC5
0.191262986
−0.10654275
0.29780574


GRWD1
−0.10044229
0.19704314
0.29748543


TMEM176A
0.119317543
−0.17772454
0.29704208


CCRL2
0.081377429
−0.21558271
0.29696014


EBF1
0.100721286
0.39671951
0.29599823


BRWD3
0.1948784
−0.1009656
0.295844


ZWILCH
−0.10540566
0.18996072
0.29536638


CDK2
−0.12162653
0.1736169
0.29524343


KLHL18
0.171266857
−0.12381368
0.29508054


ZNF367
−0.00573039
0.28932663
0.29505701


NFKBIA
0.161213143
−0.13376807
0.29498121


DPYD
0.156869357
−0.138058
0.29492736


ZFP36
0.175877571
−0.11895879
0.29483636


F5
0.250602129
−0.04361346
0.29421559


SMEK2
−0.01661771
0.27744939
0.29406711


GINS4
−0.067823
0.22594522
0.29376822


CD22
0.008552886
0.30209261
0.29353973


SLC27A3
0.176830214
−0.11502671
0.29185693


CDC7
0.053590786
0.34504874
0.29145795


GCA
0.309009643
0.01764846
0.29136118


SIRPB1
0.129623429
−0.16148064
0.29110407


CDC42BPB
0.1311075
−0.159489
0.2905965


SPNS1
0.146933571
−0.14342543
0.290359


TSPAN15
0.066098514
0.35645661
0.29035809


CST3
0.08667
−0.20325982
0.28992982


PLXNB2
0.120476429
−0.16928714
0.28976357


RASSF4
0.125179857
−0.16421807
0.28939793


LOC100288602
−0.08719464
0.20071625
0.28791089


PKIA
−0.07867879
0.20817289
0.28685168


C9orf7
0.183859714
−0.10165007
0.28550979


TLR1
0.216556
−0.06819975
0.28475575


CEP76
−0.05635327
0.22814923
0.2845025


PRKCD
0.195118357
−0.08932918
0.28444754


CD1A
0.170681086
−0.11343859
0.28411968


PLEC
0.205366286
−0.07738589
0.28275218


LILRA6
0.205201286
−0.07564396
0.28084525


RCCD1
−0.128903
0.15155211
0.28045511


DHFR
0.008705214
0.28889754
0.28019233


SLC31A2
0.201080214
−0.07896014
0.28004036


PRMT1
−0.14745857
0.1323615
0.27982007


NFAM1
0.149785286
−0.12988161
0.27966689


ADD3
−0.10361586
0.17557793
0.27919379


AOAH
0.112956857
−0.16581843
0.27877529


TYROBP
0.129111286
−0.1495625
0.27867379


LILRA2
0.083337857
−0.19414179
0.27747964


FGR
0.139595571
−0.13783404
0.27742961


NCF1
0.188341643
−0.08884914
0.27719079


RACGAP1
−0.04545993
0.23033114
0.27579106


SGOL2
−0.0736771
0.20052546
0.27420256


GPR84
0.155422786
−0.11842584
0.27384863


FCRL1
0.0387364
0.31105258
0.27231618


NINJ2
0.135472714
−0.13671911
0.27219182


MPP1
0.160403571
−0.11111929
0.27152286


FPR1
0.155853714
−0.11522661
0.27108032


PITPNB
−0.13456043
0.13234711
0.26690754


RAD21
−0.10346771
0.16341486
0.26688257


GRINA
0.075730143
−0.18943504
0.26516518


HDAC8
0.157113357
−0.10713729
0.26425064


GNG10
0.211676929
−0.05257
0.26424693


CD19
0.018627857
0.28259068
0.26396282


EMILIN2
0.132286
−0.13159482
0.26388082


CCR2
0.4050525
0.14351464
0.26153786


MTO1
−0.03094193
0.23026036
0.26120229


LILRB2
0.108566571
−0.15243307
0.26099964


DOK3
0.188393143
−0.07252104
0.26091418


ACTN1
0.223709071
−0.03714046
0.26084954


MKI67
−0.02859244
0.23207986
0.2606723


RANGAP1
−0.12530014
0.13451096
0.25981111


NPDC1
−0.047562
0.21147393
0.25903593


SPI1
0.122915286
−0.13446354
0.25737882


NEDD1
−0.11064514
0.1462275
0.25687264


PRIM2
−0.03703164
0.21902236
0.256054


HCK
0.145662
−0.11017818
0.25584018


PRIM1
−0.05954271
0.19627593
0.25581864


FCN1
0.148124571
−0.10727114
0.25539571


TIMELESS
−0.05553264
0.1994745
0.25500714


DSE
0.174959714
−0.07939089
0.25435061


SAE1
−0.14703571
0.10684029
0.253876


S100A8
0.180040286
−0.07339386
0.25343414


TUBG1
0.043387857
0.29674596
0.25335811


ATPAF2
0.141355
−0.11012036
0.25147536


ZNF131
−0.14210886
0.10877468
0.25088354


RPA3
−0.04681671
0.20367254
0.25048925


SIRPG
−0.07999457
0.17045821
0.25045279


CKS1B
−0.17740757
0.07276836
0.25017593


GNAQ
0.160927429
−0.08904675
0.24997418


KIAA0125
−0.01354736
0.23576654
0.24931389


S100A9
0.215178714
−0.03389743
0.24907614


SP140
−0.047052
0.20126089
0.24831289


CDKN2A
−0.11248071
0.13441996
0.24690068


HLA-DQB1
0.046151929
−0.19956661
0.24571854


BLK
−0.00402536
0.2414265
0.24545186


PKMYT1
−0.10169271
0.14326432
0.24495704


TRAPPC5
0.121941143
−0.12218889
0.24413004


LAT2
0.145757571
−0.09628264
0.24204021


TMEM176B
0.069299714
−0.17272923
0.24202894


ZYX
0.168733429
−0.07231025
0.24104368


IFI30
0.144974
−0.09603164
0.24100564


CTSH
0.080306286
−0.16066829
0.24097457


TNFSF13B
0.105123786
−0.1354275
0.24055129


RDH14
−0.09425121
0.14611864
0.24036986


GBP3
−0.06468743
0.17197089
0.23665832


CEP72
−0.05021723
0.18587307
0.2360903


ECM1
0.243022929
0.00739127
0.23563166


UMPS
−0.02724029
0.20625286
0.23349314


P2RX5
0.043708071
0.27604918
0.23234111


CTNNBIP1
0.055695071
−0.17643986
0.23213493


SMC4
−0.0498615
0.18205457
0.23191607


H2AFJ
0.126527143
−0.10458132
0.23110846


ITGAM
0.178884429
−0.05205179
0.23093621


RHOU
0.091684
−0.13749707
0.22918107


LRRC8A
−0.15113114
0.07662004
0.22775118


FAM105A
0.051915571
−0.17376321
0.22567879


FAM185A
−0.1429
0.0825775
0.2254775


RFC5
−0.05649036
0.16896686
0.22545721


TNFSF14
0.0590265
0.27745988
0.21843338


CX3CR1
0.149541571
0.36685596
0.21731439


PYCARD
0.121423
−0.09585457
0.21727757


TMEM154
0.071312071
−0.14592125
0.21723332


SGOL1
0.177103671
0.3921782
0.21507453


PARP9
0.024120429
0.23901993
0.2148995


CTSD
0.130801929
−0.08273682
0.21353875


DUSP22
0.117107714
−0.09505114
0.21215886


PTPN22
−0.10790557
0.10260764
0.21051321


AGPAT9
0.151721714
−0.05847029
0.210192


CLEC2D
−0.12874
0.080272
0.209012


CDK14
0.174840186
−0.03401502
0.20885521


KNTC1
−0.03739463
0.17103619
0.20843081


PHKB
0.134422429
−0.07178939
0.20621182


ESPL1
−0.03134947
0.17278559
0.20413506


HGSNAT
0.083275071
−0.12076807
0.20404314


ERI2
0.238754243
0.03538946
0.20336479


ENG
0.069932214
−0.13295171
0.20288393


POLA1
−0.0924215
0.10952729
0.20194879


AP1S2
0.080564286
−0.12097821
0.2015425


ADAM12
0.063734771
−0.13763672
0.20137149


FCGR1B
0.321847429
0.123407
0.19844043


TIPIN
−0.073668
0.12286243
0.19653043


NUSAP1
−0.07885971
0.11708601
0.19594573


TAF7
−0.07773479
0.11804689
0.19578168


GIMAP6
0.000750143
0.19616636
0.19541621


DNAJA3
−0.08410257
0.11076507
0.19486764


PAK1
0.118213714
−0.07653196
0.19474568


ADH5
−0.07254686
0.12209096
0.19463782


CD79A
−0.04121671
0.15056154
0.19177825


FCRL2
0.158976771
0.34783754
0.18886076


UPP1
0.018764286
−0.16593179
0.18469607


SIGLEC16
0.136810429
−0.04660093
0.18341136


LOC729313
−0.12535821
0.05648832
0.18184654


TCL1A
0.149912429
0.33119614
0.18128371


RBL2
−0.05727793
0.12376332
0.18104125


RAN
−0.05334186
0.12015604
0.17349789


ADRB2
0.045381429
0.21887268
0.17349125


SLC16A3
0.166513429
−0.00609168
0.17260511


MYO1F
0.139853143
−0.03228971
0.17214286


MYD88
0.127095
−0.04501275
0.17210775


SLC38A6
0.090774214
−0.07870346
0.16947768


POLA2
−0.01999
0.14915151
0.16914151


CYBB
0.117763214
−0.05079475
0.16855796


WDR92
0.091065786
0.25956021
0.16849443


SPIB
−0.00710193
0.16135964
0.16846157


NUP88
−0.05180564
0.11604057
0.16784621


SERPING1
0.053220729
−0.11385462
0.16707535


SPINT2
0.075546857
−0.09112346
0.16667032


MSH6
−0.06019686
0.1064115
0.16660836


HESX1
0.287907157
0.12251361
0.16539355


NCAPD3
−0.06779679
0.09737246
0.16516925


NCR1
−0.1162164
0.04860299
0.16481939


ATP8B4
0.183999614
0.02014505
0.16385456


SFXN3
0.130900643
−0.02609843
0.15699907


VRK1
−0.09116879
0.06370646
0.15487525


GPR82
0.042014929
0.1932354
0.15122047


NFE2
0.313747714
0.16882089
0.14492682


PUS7
−0.04881071
0.09542186
0.14423257


E2F2
0.044565643
0.18640229
0.14183664


TTF2
0.050887143
0.19187214
0.140985


STIL
0.087016229
0.22757289
0.14055666


SAMD9L
0.035826214
0.17281675
0.13699054


NDUFA8
−0.02098714
0.11569321
0.13668036


POP5
−0.08173779
0.05466404
0.13640182


CEP152
0.105329543
0.23961047
0.13428093


ANAPC10
−0.04762379
0.08661393
0.13423771


CD200
0.2610974
0.39524773
0.13415033


LRFN4
0.0879955
−0.04259586
0.13059136


CDK4
−0.07956357
0.05063243
0.130196


SMC3
−0.05600471
0.07299254
0.12899725


RARA
0.000606714
−0.12788275
0.12848946


CCR5
0.238368786
0.36464093
0.12627214


SOD2
0.046425143
−0.07868268
0.12510782


IFIT1
0.165402214
0.04272914
0.12267307


CKAP5
0.069255357
0.19171896
0.12246361


MX2
0.111885786
−0.00951561
0.12140139


ARNTL2
0.217624257
0.09715989
0.12046437


CCNF
0.137269371
0.25590687
0.1186375


CRTAM
0.051424714
0.16918629
0.11776157


SMARCAL1
−0.02277143
0.09328157
0.116053


PTGIR
0.084466786
−0.02833125
0.11279804


MICB
−0.0206175
0.08935289
0.10997039


CASP7
−0.01341543
0.09496736
0.10838279


ATR
0.014273714
0.12143018
0.10715646


TNFAIP6
0.250598143
0.14354166
0.10705648


CXCR5
−0.04794986
0.05755599
0.10550584


EIF2B3
−0.05847921
0.04699932
0.10547854


TOPBP1
0.026353643
0.13146668
0.10511304


JMJD4
0.000444143
0.10119504
0.10075089


PLK1
0.4368879
0.34197855
0.09490935


CSF2RB
−0.01162973
−0.10319299
0.09156326


AFF3
0.078227586
−0.0107089
0.08893649


HIBCH
0.047619643
0.13565057
0.08803093


SKP2
0.129403057
0.0431865
0.08621656


MYO7B
0.2198644
0.13441515
0.08544925


CEBPE
0.125281429
0.04241404
0.08286739


RALGPS2
0.251390957
0.16886784
0.08252311


MCM5
−0.00196914
0.08003532
0.08200446


IFIH1
0.13203
0.21265864
0.08062864


PSEN2
0.025384786
−0.05427521
0.07966


SSBP1
−0.02960171
0.04982696
0.07942868


CHEK2
−0.04968586
0.02740482
0.07709068


TMPO
−0.008721
0.06823154
0.07695254


CDC23
0.067964857
0.14406679
0.07610193


TCHP
0.135090829
0.20927789
0.07418706


VPREB3
0.289311429
0.36304514
0.07373371


CD72
0.013276714
−0.05565957
0.06893629


NPL
−0.06360071
0.004466
0.06806671


DTYMK
0.008803929
0.07686164
0.06805771


TRAF3IP3
0.081071571
0.14877989
0.06770832


CORO1A
−0.00652207
0.05883071
0.06535279


GPR137B
0.036305643
−0.02776493
0.06407057


POLD3
0.146014357
0.08214118
0.06387318


FCRLA
0.182630857
0.24622307
0.06359221


ERCC6L
0.302153757
0.24002681
0.06212694


KIF23
0.091604929
0.03388473
0.0577202


HLA-DOB
0.097279429
0.15183752
0.05455809


ALG8
−0.02051879
0.03389046
0.05440925


PSMA3
−0.00942914
0.04492389
0.05435304


CENPN
−0.15527079
−0.10123914
0.05403164


ACADM
0.033363857
0.08598743
0.05262357


RSAD2
0.133737286
0.1858205
0.05208321


TSPAN13
−0.05419761
−0.00318473
0.05101289


BRCA1
0.1411805
0.19119731
0.05001681


ABCC3
−0.07408826
−0.12342445
0.04933619


HLA-DOA
−0.06191443
−0.014744
0.04717043


VSIG10
−0.03624206
−0.07780171
0.04155966


WHAMM
−0.05727821
−0.01795696
0.03932125


CEACAM1
0.031373857
−0.00674968
0.03812354


TFDP1
0.030716571
0.06752414
0.03680757


KIF20B
0.010597143
0.04736749
0.03677035


FAM129C
0.110318657
0.14503139
0.03471274


MACROD2
0.0716402
0.10401612
0.03237592


PPIL4
0.002354786
0.03106729
0.0287125


CD24
0.428375214
0.40792088
0.02045434


FAM129A
0.113804357
0.09346804
0.02033632


ZNF467
−0.01551657
0.0041065
0.01962307


ADAM28
−0.0506592
−0.07003481
0.01937561


SAMHD1
−0.0260325
−0.01032382
0.01570868


ECT2
0.099594771
0.08800196
0.01159281


KMO
0.078771714
0.09002297
0.01125126


ASF1B
0.069384957
0.0609988
0.00838616


PSTPIP1
0.077608714
0.07232871
0.00528


RMI1
0.229338371
0.23179671
0.00245834









Study 2

The multi-antigenic CV9104 as described in WO2015024664 is an mRNA-based immunotherapeutic and a further development of CV9103 (Kübler H, et al. “Self-adjuvanted mRNA vaccination in advanced prostate cancer patients: a first-in-man phase I/IIa study.” J Immunother Cancer. 2015 Jun. 16; 3:26.). It encodes for six cancer antigens associated with prostate cancer: Muc-1, PSA, PSCA, PSMA, STEAP-1 and PAP. A total of 46 pre-operative prostate cancer patients were divided into three groups. Cohort A received up to four intradermal immunizations of 160 μg RNA for each antigen using the needle-free injection device Tropis. Patients in cohort B received 320 μg of RNA for each antigen by intradermal syringe-needle injection whereas cohort C patient remained untreated. Venous blood samples for gene expression profiling were taken at week 6 (1-2 weeks after the fourth mRNA treatment) and 8 weeks after prostatectomy. Blood was harvested into PAXgene® RNA tubes, frozen and stored at −80° C. until further processing. 14 subjects in cohort A, and 16 subjects each in cohorts B and C were evaluable.


Frozen PAXgene® samples were transferred to IMGM for isolation of RNA and microarray analysis. Blood samples were thawed and incubated at room temperature to ensure complete lysis of leukocytes before RNA isolation. Total RNA including miRNAs were isolated using the PAXgene® Blood miRNA Kit (Qiagen) according to the manufacturer's instructions including on-column DNAse digestion. Total RNA was eluted in 80 μl buffer.


RNA quantity and quality were assessed using the NanoDrop NK-1000 spectral photometer (peqlab) and integrity was analyzed on the 2100 Bioanalyzer using RNA 6000 Nano LabChip Kits (Agilent Technologies). Cyanine-3-labelling of cRNA and hybridization using the Agilent SurePrint G3 Human Gene Expression 8×60K v2 Microarray platform was performed by IMGM according to manufacturer's manuals (Agilent Technologies). Raw data was processed using following software tools: Feature Extraction 10.7.3.1 and GeneSpring GX 13.1.1 (both Agilent Techlogies). Quantile normalization was applied to the data set and log 2-transformed and filtered for probes detectable in at least one sample.


To determine the transcriptional changes in prostate cancer patients after CV9104 treatment we performed gene set enrichment analysis (GSEA) using blood transcriptional modules (BTMs) as gene sets (Li S et al. “Molecular signatures of antibody responses derived from a systems biology study of five human vaccines” Nat Immunol. 2014 February; 15(2):195-204). Gene lists were ranked based on paired t-test P values comparing the week 6 with baseline samples for each of the three patient cohorts. In addition, we also combined arms A and B (treated cohorts) to increase the statistical power and sensitivity of the GSEA approach. The GSEA results show that modules consistent with a T and NK cell profile were up-regulated at week 6 in subjects receiving CV9104 treatment but not in the control arm C (FIG. 1).


Gene Set Enrichment Analyses were performed comparing week 6 to week 1, and week 8 to week 1, for each of the two vaccine arms, and the control arm, individually, using the Blood Transcriptome Module gene sets as probes.


For each contrast, the 10 Blood Transcriptome Modules having the highest enrichment scores were selected, and the leading edge genes (the subset of genes that contribute most to the enrichment score) from each module were selected.


For this combined list of 725 unique leading edge genes, mean expression values for each experimental arm and time point were calculated. For transcripts that were represented by more than one probe in the microarray, the probe expression values of the probe having the highest mean expression in all samples was used.


Log 2 fold changes (differences in log 2 expression values) between week 6 and week 1, for each vaccine arm and the control arm were calculated.


To identify the genes that are regulated from week 1 to week 6 most differently in the vaccine recipients and the control group, the difference between the combined vaccine arm log 2 fold changes and the control arm log 2 fold changes was calculated (table 17). In table 17 the genes based on the absolute value of this difference, such that the genes at the top of the list are the most differently regulated between vaccine recipients and the control arm, whether those genes are up regulated to a greater extent over time, in vaccine recipients than in the control group, or down regulated to a greater extent over time, in vaccine recipients than in the control group.


Overlapping Marker Genes of Study 1 and Study 2

Subsequently a subset of 402 of the 725 prostate cancer vaccine leading edge genes was selected, that were also found in the nsclc set of select genes (table 18).


This subset of select genes identified from analyses of both nsclc and prostate vaccine trials was ranked in the identical way as the total list of prostate vaccine leading edge genes, such that in table 18 the genes at the top of the list are the most differently regulated between prostate cancer vaccine recipients and the control arm, whether those genes are up regulated to a greater extent over time, in vaccine recipients than in the control group, or down regulated to a greater extent over time, in vaccine recipients than in the control group.









TABLE 17







difference between the combined vaccine arm log2 fold changes and the control


arm log2 fold changes; treatment with CV9104 (full name and accession number


as set out in Table 6).
















Differential







Expression
Absolute value


Gene



(armA + armB) −
((armA + armB) −


Symbol
ArmA (A6v1)
ArmB (B6v1)
ArmC (C6v1)
armC
armC)















COX7B
−0.606408264
−0.502341075
0.564692875
−1.673442214
1.673442214


LY96
−0.665603021
−0.467714725
0.450183881
−1.583501628
1.583501628


FIGNL1
−0.720155553
−0.143864925
0.655112416
−1.519132894
1.519132894


FOSL1
0.464989686
0.719168288
−0.332139931
1.516297904
1.516297904


S100A8
−0.635815857
−0.330874531
0.521352125
−1.488042513
1.488042513


GFRA3
0.44628215
0.135059706
−0.759570281
1.340912138
1.340912138


REEP1
0.665988507
−0.0688409
−0.742842819
1.339990426
1.339990426


SUV39H2
−0.106513621
−0.968136388
0.264257213
−1.338907221
1.338907221


ZFYVE16
−0.390657514
−0.330864481
0.523502294
−1.245024289
1.245024289


NDUFA4
−0.37000875
−0.313184906
0.552544125
−1.235737781
1.235737781


FOXN1
0.558560786
−0.034936269
−0.643069656
1.166694173
1.166694173


KIR2DL4
0.443792343
0.044371956
−0.643219638
1.131383937
1.131383937


GOLT1B
−0.282865464
−0.210463281
0.6321674
−1.125496146
1.125496146


NLRC3
0.476656929
0.03283075
−0.5611875
1.070675179
1.070675179


ACTR6
−0.310453271
−0.124797413
0.624728813
−1.059979496
1.059979496


PLEKHF2
−0.329232657
−0.282916569
0.435252575
−1.047401801
1.047401801


TFEC
−0.318235514
−0.242671238
0.483973406
−1.044880158
1.044880158


LGALS2
−0.385623
−0.130118344
0.527391187
−1.043132531
1.043132531


MSH6
0.261864307
0.025887787
−0.732941019
1.020693113
1.020693113


TARP
0.378694321
0.076621125
−0.561206219
1.016521665
1.016521665


MND1
−0.404708544
−0.187105296
0.391868744
−0.983682584
0.983682584


S100A12
−0.41744775
−0.10775675
0.439791875
−0.964996375
0.964996375


AGL
0.001249657
−0.244289288
0.714159275
−0.957198905
0.957198905


NUPL2
0.145023043
0.174428356
−0.636780513
0.956231912
0.956231912


PKMYT1
0.142765721
0.224433575
−0.588215069
0.955414365
0.955414365


PTAFR
0.379653786
0.146566969
−0.422391625
0.948612379
0.948612379


VSTM1
−0.193381857
−0.090299613
0.653519906
−0.937201376
0.937201376


SAMHD1
0.131552171
−0.126445206
−0.929604906
0.934711871
0.934711871


ASPA
0.5491103
−0.275201025
−0.646884206
0.920793481
0.920793481


PPP1R12A
−0.234674457
−0.430710625
0.246988487
−0.91237357
0.91237357


UQCRQ
−0.310938071
−0.136146531
0.456713938
−0.90379854
0.90379854


OSMR
−0.321796071
−0.129218388
0.450057575
−0.901072034
0.901072034


SP3
−0.318489871
−0.188125025
0.393770081
−0.900384978
0.900384978


JPH2
0.368767479
0.063154694
−0.46770085
0.899623022
0.899623022


APCDD1
−0.273886843
−0.087978469
0.529121788
−0.890987099
0.890987099


ABCG2
0.20306705
0.194013125
−0.48904895
0.886129125
0.886129125


TLR7
−0.147615186
−0.321601119
0.406793494
−0.876009798
0.876009798


ATP5C1
−0.292455107
−0.163626494
0.418519875
−0.874601476
0.874601476


GINS1
−0.113533457
−0.166327694
0.59447155
−0.874332701
0.874332701


CKS2
−0.289032207
−0.149659806
0.429285544
−0.867977557
0.867977557


NOC3L
−0.18972425
−0.159537525
0.515942431
−0.865204206
0.865204206


DEK
−0.1939215
−0.206601375
0.464482169
−0.865005044
0.865005044


HNMT
−0.295274607
−0.333069056
0.23338665
−0.861730313
0.861730313


MS4A4A
−0.169447907
−0.078548325
0.612627775
−0.860624007
0.860624007


TMEM55A
−0.253421071
−0.191611125
0.41530585
−0.860338046
0.860338046


TMX1
−0.122000464
−0.269148656
0.468426
−0.859575121
0.859575121


USP1
−0.251525429
−0.143212106
0.460652213
−0.855389747
0.855389747


CCDC80
0.506134793
−0.258483075
−0.604203344
0.851855062
0.851855062


PCNP
−0.236255293
−0.19787625
0.412827844
−0.846959387
0.846959387


SHCBP1
0.042455016
−0.179903435
0.709211203
−0.846659622
0.846659622


PANK3
−0.165479279
−0.210394325
0.466273875
−0.842147479
0.842147479


PAQR3
0.152645179
−0.272095394
0.720825238
−0.840275453
0.840275453


RNF138
−0.192648857
−0.135220038
0.5105123
−0.838381195
0.838381195


CD302
−0.218855893
−0.262976719
0.352909463
−0.834742074
0.834742074


NUP35
−0.173067586
−0.047440819
0.608632838
−0.829141242
0.829141242


IMPA1
−0.197582071
−0.142449
0.484175444
−0.824206515
0.824206515


MS4A7
−0.134199121
−0.178824338
0.50987265
−0.822896109
0.822896109


SGMS1
−0.136948443
−0.118781288
0.559130738
−0.814860468
0.814860468


GALNT7
−0.135803271
−0.206088844
0.462692475
−0.80458459
0.80458459


CA14
0.260723136
−0.096292
−0.633484169
0.797915304
0.797915304


RHOU
−0.231164307
−0.186997156
0.375615037
−0.793776501
0.793776501


PHTF2
−0.190424793
−0.1227072
0.475077756
−0.788209749
0.788209749


S100A9
−0.320247
−0.153805438
0.307592
−0.781644438
0.781644438


FAM198B
−0.145417936
−0.139593244
0.494443025
−0.779454204
0.779454204


ST3GAL6
−0.237888643
−0.076946094
0.457763138
−0.772597874
0.772597874


CLK4
−0.141728729
−0.188919619
0.441717688
−0.772366035
0.772366035


CLEC12A
−0.195821829
−0.175847275
0.397432788
−0.769101891
0.769101891


GCA
−0.207991036
−0.145952313
0.408222094
−0.762165442
0.762165442


VNN2
−0.330711179
−0.080868031
0.348413594
−0.759992804
0.759992804


C1GALT1C1
−0.217019586
−0.126876731
0.414085394
−0.757981711
0.757981711


DUSP6
−0.247050464
−0.126289281
0.379623406
−0.752963152
0.752963152


TNFAIP8
−0.181705214
−0.096119594
0.468258469
−0.746083277
0.746083277


TLR4
−0.240381679
−0.172451125
0.331507775
−0.744340579
0.744340579


FBLN1
0.1964213
0.051661288
−0.49446335
0.742545938
0.742545938


LRRK2
−0.155146307
−0.16335285
0.423976512
−0.74247567
0.74247567


SLC46A2
−0.282207129
−0.14557735
0.312664669
−0.740449147
0.740449147


KIAA1468
−0.1790219
−0.069215494
0.49012375
−0.738361144
0.738361144


AIF1
−0.260561036
0.026826062
0.500316375
−0.734051348
0.734051348


HK3
−0.234775807
−0.097156719
0.401606381
−0.733538907
0.733538907


SFRP4
−0.026588329
−0.011432458
0.692197892
−0.730218679
0.730218679


ARFIP1
−0.177901243
−0.093895375
0.456699719
−0.728496337
0.728496337


COX6C
−0.219954821
−0.05217725
0.449419019
−0.72155109
0.72155109


DMD
0.217219014
0.187473034
−0.314012238
0.718704286
0.718704286


KYNU
−0.212530664
−0.096688537
0.409357369
−0.718576571
0.718576571


PIK3C2A
−0.163213964
−0.11146845
0.4358585
−0.710540914
0.710540914


NDUFB1
−0.253689429
−0.107063188
0.347131438
−0.707884054
0.707884054


VNN1
−0.251333021
−0.035195975
0.420730019
−0.707259015
0.707259015


MBNL1
−0.15993675
−0.120846844
0.424152594
−0.704936188
0.704936188


ABCA1
−0.094451293
−0.182310388
0.427960444
−0.704722124
0.704722124


PID1
−0.2533088
−0.008741875
0.435348662
−0.697399337
0.697399337


SRP9
−0.242651436
−0.045872794
0.405947088
−0.694471317
0.694471317


MAD2L1
0.115332107
−0.108857088
0.699806038
−0.693331018
0.693331018


GLIPR1
−0.2337439
−0.054035794
0.403475625
−0.691255319
0.691255319


NUP107
−0.134396293
−0.066036206
0.488358206
−0.688790705
0.688790705


GZMK
−0.174657143
−0.005958313
0.505133219
−0.685748674
0.685748674


STAG2
−0.239123807
−0.229557394
0.215309431
−0.683990632
0.683990632


NDUFB3
−0.343863679
−0.035564125
0.302523406
−0.68195121
0.68195121


CYP1B1
−0.265192214
−0.256149313
0.157784531
−0.679126058
0.679126058


MYBL2
0.270149364
0.164981162
−0.243983306
0.679113833
0.679113833


KLF1
0.363923679
0.009731187
−0.305278563
0.678933429
0.678933429


IFI30
−0.188249714
−0.067891938
0.422337406
−0.678479058
0.678479058


ICOS
−0.195708336
−0.1017867
0.379751075
−0.677246111
0.677246111


TNFSF11
0.142212907
0.4536486
−0.079978531
0.675840038
0.675840038


NDUFB2
−0.171665107
−0.084994719
0.418124344
−0.67478417
0.67478417


TGM2
0.535738693
0.164614425
0.026084025
0.674269093
0.674269093


CUL5
−0.104067314
−0.157484131
0.408924988
−0.670476433
0.670476433


CD28
−0.208329314
−0.103989013
0.357281481
−0.669599808
0.669599808


SGK1
−0.211915821
−0.061046906
0.394467688
−0.667430415
0.667430415


PLA2G7
−0.180527121
−0.099741525
0.381482469
−0.661751115
0.661751115


RMI1
−0.199934986
−0.04289555
0.413915156
−0.656745692
0.656745692


GPSM2
−0.309434029
0.137679244
0.481535488
−0.653290272
0.653290272


ZDHHC17
−0.0802091
−0.095862544
0.471754831
−0.647826475
0.647826475


CCR2
−0.152288
−0.171936281
0.319978406
−0.644202687
0.644202687


FCN1
−0.153257
−0.084273781
0.405351719
−0.6428825
0.6428825


ZWINT
−0.07826045
−0.311652
0.25231555
−0.642228
0.642228


AMICA1
−0.193698571
−0.108480063
0.336439188
−0.638617821
0.638617821


CLEC7A
−0.342173264
−0.138714325
0.15760535
−0.638492939
0.638492939


ERBB2IP
−0.08476425
−0.0988105
0.4519725
−0.63554725
0.63554725


MSH2
−0.07557825
−0.037042687
0.521162963
−0.6337839
0.6337839


RIN2
−0.200246857
−0.019231919
0.412999538
−0.632478313
0.632478313


MORC3
−0.139277757
−0.150871294
0.339561112
−0.629710163
0.629710163


MFSD1
−0.141775179
−0.013945156
0.467410156
−0.623130491
0.623130491


KCNJ2
−0.114933607
−0.185105
0.322908125
−0.622946732
0.622946732


LMNB1
−0.200508029
−0.200736762
0.220277363
−0.621522154
0.621522154


CCT2
−0.125265893
−0.03601025
0.457937938
−0.61921408
0.61921408


IFNG
−0.149614136
−0.045758312
0.4236398
−0.619012248
0.619012248


EEF1G
−0.114996857
−0.112516
0.390455125
−0.617967982
0.617967982


CSTA
−0.44455025
0.042660713
0.212461756
−0.614351294
0.614351294


MYBL1
−0.114428693
−0.076983169
0.422538056
−0.613949918
0.613949918


MNDA
−0.026950107
0.015162656
0.600877938
−0.612665388
0.612665388


PAQR9
0.64432315
−0.0259158
0.006397187
0.612010163
0.612010163


ZBTB11
−0.167650657
−0.232606775
0.211601269
−0.611858701
0.611858701


RBP7
−0.21202525
−0.083316812
0.315361469
−0.610703531
0.610703531


ZNF700
−0.135721093
0.039511994
0.513713188
−0.609922287
0.609922287


BST1
−0.140568821
−0.056846906
0.4086275
−0.606043228
0.606043228


ATP5O
−0.170172643
0.013251563
0.446425125
−0.603346205
0.603346205


ATAD2
−0.182130779
−0.024369794
0.396607131
−0.603107704
0.603107704


DLGAP5
−0.426307121
0.209794425
0.383806556
−0.600319253
0.600319253


NOD2
−0.102332229
−0.045682
0.451739
−0.599753229
0.599753229


LILRA3
−0.15567315
−0.014400075
0.423342813
−0.593416037
0.593416037


CLEC4A
−0.173481786
−0.021148656
0.396113531
−0.590743973
0.590743973


TNFSF13B
−0.169967071
−0.160481406
0.258797906
−0.589246384
0.589246384


CSF2RA
−0.132171093
−0.0562483
0.400639056
−0.589058449
0.589058449


BRI3
−0.103865857
−0.058436312
0.425253469
−0.587555638
0.587555638


RNF6
−0.109517936
−0.087212163
0.390214419
−0.586944517
0.586944517


PTTG3P
0.00596525
−0.251395406
0.338894319
−0.584324475
0.584324475


HSPD1
−0.147717536
−0.001791687
0.434780906
−0.584290129
0.584290129


GTF2H1
−0.187885957
0.078702969
0.472787963
−0.581970951
0.581970951


LMO2
−0.169893857
−0.058435719
0.351577969
−0.579907545
0.579907545


KIAA0101
−0.041091293
−0.16191575
0.375725275
−0.578732318
0.578732318


RFC5
−0.098490279
−0.093795681
0.385063719
−0.577349679
0.577349679


RAD50
−0.140694379
0.0111879
0.447346706
−0.576853185
0.576853185


FEN1
0.084685657
−0.025203925
0.636262238
−0.576780505
0.576780505


NUP54
−0.11629505
0.019289113
0.479259756
−0.576265694
0.576265694


NDUFS4
−0.264559636
0.068452419
0.377871181
−0.573978398
0.573978398


PTPN22
−0.2530378
−0.011789731
0.308368238
−0.573195769
0.573195769


CDKN3
−0.444022514
−0.092208262
0.035993937
−0.572224714
0.572224714


MAGEA12
0.289114343
0.171728456
−0.109750269
0.570593068
0.570593068


VPS4B
−0.048524464
−0.153786
0.364946938
−0.567257402
0.567257402


EIF3E
−0.072937214
0.03722425
0.529808094
−0.565521058
0.565521058


HLA-DPB1
−0.070855679
−0.032144094
0.460644375
−0.563644147
0.563644147


NCAPG
0.197792818
0.125748924
−0.239994872
0.563536614
0.563536614


CREBZF
−0.096819921
0.0781624
0.544589869
−0.56324739
0.56324739


ITSN2
0.132176686
−0.003463494
−0.434241769
0.562954961
0.562954961


QPCT
−0.154081286
0.022183281
0.42981575
−0.561713754
0.561713754


BZW1
−0.136054786
−0.134614969
0.288626881
−0.559296636
0.559296636


NDC80
−0.188322236
0.161280275
0.530858019
−0.557899979
0.557899979


ZFAND6
−0.163411964
−0.011106687
0.381657531
−0.556176183
0.556176183


KIR2DS2
0.164195243
0.152554619
−0.23917585
0.555925712
0.555925712


CCNC
−0.106666914
−0.121181388
0.326487469
−0.554335771
0.554335771


EIF3H
−0.058134393
−0.069187344
0.426115156
−0.553436893
0.553436893


FPR1
−0.162620214
0.013841
0.404412125
−0.553191339
0.553191339


SLC40A1
−0.174765179
−0.084959656
0.2901025
−0.549827335
0.549827335


NUP160
−0.023343321
−0.093974831
0.432388269
−0.549706421
0.549706421


ENPP5
0.035325664
0.1957733
0.778261925
−0.547162961
0.547162961


MARCH1
−0.175800229
0.011747531
0.381939919
−0.545992616
0.545992616


DPYD
−0.177738393
−0.109984838
0.256353806
−0.544077037
0.544077037


TGFBI
−0.106554929
−0.098723625
0.337612906
−0.54289146
0.54289146


FBXO5
0.010836921
−0.242645981
0.310992263
−0.542801322
0.542801322


ATP5L
−0.144960714
−0.094053063
0.301385187
−0.540398964
0.540398964


G3BP2
−0.11234
−0.005620688
0.419481844
−0.537442531
0.537442531


MARCKS
−0.104609857
−0.143516469
0.287992844
−0.53611917
0.53611917


SEC63
−0.137641714
−0.015913837
0.381527888
−0.535083439
0.535083439


COX6A1
−0.101929893
−0.099744875
0.331444625
−0.533119393
0.533119393


PDGFA
0.138137329
0.066844713
−0.327700538
0.532682579
0.532682579


CDT1
0.192584229
0.285041244
−0.050867625
0.528493097
0.528493097


KLRB1
−0.158156529
0.037751856
0.40706125
−0.527465922
0.527465922


SMC2
−0.257334636
0.049506637
0.315906338
−0.523734336
0.523734336


HLA-DMB
−0.1101265
−0.04071075
0.3716505
−0.52248775
0.52248775


TYROBP
−0.094629357
−0.082295813
0.345559625
−0.522484795
0.522484795


GLT8D2
0.019518921
−0.049303425
0.491399144
−0.521183647
0.521183647


GMNN
−0.091846936
−0.034380125
0.394157213
−0.520384273
0.520384273


FGR
−0.145875929
−0.074496219
0.298854313
−0.51922646
0.51922646


COX5B
−0.0485035
−0.072662125
0.396214906
−0.517380531
0.517380531


KIF18A
0.356767059
0.233752233
0.074428434
0.516090859
0.516090859


KIF20B
−0.096148593
−0.117388763
0.300891063
−0.514428418
0.514428418


HOXD10
0.632420936
0.239668344
0.359192931
0.512896348
0.512896348


RAD21
−0.094918893
−0.085931906
0.331705812
−0.512556612
0.512556612


MATR3
−0.104278193
−0.021778331
0.386447731
−0.512504255
0.512504255


APOBEC3B
−0.205192143
−0.102170781
0.203892688
−0.511255612
0.511255612


HMOX1
−0.128383179
−0.123476031
0.258965875
−0.510825085
0.510825085


SLC31A2
−0.181080679
−0.067661719
0.261799219
−0.510541616
0.510541616


VNN3
−0.206968286
−0.096329569
0.201148394
−0.504446248
0.504446248


TSPAN5
0.244892929
−0.06738175
−0.323473044
0.500984222
0.500984222


GATA1
0.292226893
0.104003775
−0.102690375
0.498921043
0.498921043


MARCO
−0.1259919
0.027786294
0.3990929
−0.497298506
0.497298506


SIRPB2
−0.196183571
0.061583687
0.358098994
−0.492698878
0.492698878


LST1
−0.149602786
−0.06008475
0.281335125
−0.491022661
0.491022661


CEACAM7
0.306448264
−0.125145288
−0.309436544
0.490739521
0.490739521


KIF20A
0.233543341
0.129709219
−0.127108786
0.490361346
0.490361346


EED
−0.114456714
0.0091522
0.382570156
−0.487874671
0.487874671


RAB31
−0.149398929
−0.094196406
0.244100281
−0.487695616
0.487695616


NDUFB6
−0.110910071
−0.048859
0.327792125
−0.487561196
0.487561196


HSPE1
−0.0697995
−0.012676531
0.404518219
−0.48699425
0.48699425


TMEM154
−0.173941464
−0.048407781
0.262545125
−0.484894371
0.484894371


TLR1
−0.097821071
−0.081679344
0.305166437
−0.484666853
0.484666853


CD14
−0.208618036
−0.051658563
0.223004937
−0.483281536
0.483281536


SPC25
0.062161971
0.0350892
0.575205913
−0.477954741
0.477954741


ASGR1
−0.1607095
−0.008193156
0.307480156
−0.476382812
0.476382812


STK26
−0.13457105
−0.217412675
0.124148462
−0.476132187
0.476132187


EVI5
−0.132586436
0.043848456
0.387096088
−0.475834067
0.475834067


SLC35B3
0.020614057
−0.0244136
0.469842775
−0.473642318
0.473642318


FBXW2
−0.132826129
−0.051475106
0.2891366
−0.473437835
0.473437835


TLR6
−0.060246393
−0.074889556
0.33679665
−0.471932599
0.471932599


EMILIN2
−0.184897107
−0.021353875
0.264784219
−0.471035201
0.471035201


CCNB1
−0.00534135
0.045066525
−0.424402231
0.464127406
0.464127406


HLA-DRB1
−0.030511964
−0.084263563
0.347531469
−0.462306996
0.462306996


GAS1
0.706006857
−0.370432569
−0.126699725
0.462274013
0.462274013


RNASE2
−0.126518993
0.061956337
0.396981
−0.461543655
0.461543655


CTSH
−0.080287786
−0.022522656
0.357824813
−0.460635254
0.460635254


PILRA
−0.144449464
−0.023444219
0.292670375
−0.460564058
0.460564058


S1PR3
−0.013708679
−0.113372613
0.332896331
−0.459977622
0.459977622


TNF
−0.09332625
−0.146601688
0.219674388
−0.459602325
0.459602325


IL1RN
−0.148671
−0.016940094
0.293804406
−0.4594155
0.4594155


CEP55
−0.117062229
0.007737219
0.349900525
−0.459225535
0.459225535


ECT2
0.122074414
−0.210264431
0.368810144
−0.457000161
0.457000161


AQP9
−0.145872286
−0.093673875
0.216232344
−0.455778504
0.455778504


NDUFAB1
−0.040424964
−0.031471563
0.382994375
−0.454890902
0.454890902


SLA
−0.000813893
−0.049338625
0.404489031
−0.454641549
0.454641549


FES
−0.125205321
−0.048358844
0.280610906
−0.454175071
0.454175071


HSPA6
−0.096868036
−0.0902495
0.266483469
−0.453601004
0.453601004


RNF130
−0.043926929
−0.130700938
0.278100375
−0.452728241
0.452728241


CEP120
−0.070382471
−0.424163256
−0.041858012
−0.452687715
0.452687715


PNPLA8
−0.131805071
−0.098537
0.221471156
−0.451813228
0.451813228


HLA-DRB4
−0.101285143
−0.062042563
0.287547938
−0.450875643
0.450875643


ZBED5
0.160821464
−0.1594155
0.450142688
−0.448736723
0.448736723


RANBP1
−0.1626735
0.143935363
0.428623312
−0.44736145
0.44736145


MORF4L2
−0.106883443
−0.055327206
0.284950756
−0.447161405
0.447161405


PADI2
−0.143229757
−0.038802994
0.264994838
−0.447027588
0.447027588


TPX2
0.0290026
0.380640269
−0.036550481
0.44619335
0.44619335


NEK2
0.103340043
0.318715881
−0.023429244
0.445485168
0.445485168


EPB42
0.275517036
0.066022594
−0.103539594
0.445079223
0.445079223


ARMC1
−0.10337225
−0.046463075
0.290383863
−0.440219188
0.440219188


SMARCA5
0.07529565
0.081833119
−0.281553706
0.438682475
0.438682475


CSF1R
−0.024051321
−0.119220813
0.2941795
−0.437451634
0.437451634


ATP5J2
−0.151913893
−0.044919719
0.239247969
−0.43608158
0.43608158


RPA3
−0.212202643
0.118521156
0.341430438
−0.435111924
0.435111924


SMARCD3
−0.160738571
−0.034559813
0.237403562
−0.432701946
0.432701946


EIF3K
0.006367607
−0.050250937
0.384884031
−0.428767362
0.428767362


GPR56
0.248091393
0.253490812
0.073507031
0.428075174
0.428075174


ATP5I
−0.226922214
0.147404594
0.348038938
−0.427556558
0.427556558


NIF3L1
−0.026661943
−0.056488794
0.341900894
−0.42505163
0.42505163


CD53
−0.074409643
0.015283625
0.365545125
−0.424671143
0.424671143


MGST1
−0.077665114
0.044218675
0.38925555
−0.422701989
0.422701989


COX7A2L
−0.025108571
−0.088414375
0.308798
−0.422320946
0.422320946


FCGR1B
−0.244800429
−0.064144188
0.112213438
−0.421158054
0.421158054


KCNE3
−0.131369571
−0.086003438
0.203527313
−0.420900321
0.420900321


XPO1
−0.081257921
0.018815275
0.35681695
−0.419259596
0.419259596


PDE6D
−0.006646264
−0.010540344
0.401125363
−0.418311971
0.418311971


MS4A6A
−0.125765393
−0.039039156
0.253117937
−0.417922487
0.417922487


FBL
0.014052786
−0.040557875
0.3913615
−0.417866589
0.417866589


SIRPB1
0.001492071
0.268654588
−0.145668094
0.415814753
0.415814753


RAD51
0.091396443
0.185171756
−0.138751738
0.415319937
0.415319937


PLBD1
−0.148141286
−0.029220937
0.237610156
−0.414972379
0.414972379


LAT2
−0.091685357
−0.050819656
0.271164531
−0.413669545
0.413669545


LILRB3
−0.114279071
−0.103150719
0.19605325
−0.41348304
0.41348304


LILRA5
−0.214061843
−0.042955475
0.156297888
−0.413315205
0.413315205


PRIM1
−0.063817571
−0.033363275
0.315208994
−0.41238984
0.41238984


CFD
0.093822357
−0.059507156
0.446115375
−0.411800174
0.411800174


NCF2
−0.095531464
0.057808937
0.373561219
−0.411283746
0.411283746


NDUFA2
−0.068903929
−0.064259906
0.278068969
−0.411232804
0.411232804


SMPDL3A
−0.042925271
−0.039885175
0.32809285
−0.410903296
0.410903296


AGTRAP
−0.154270893
0.011986469
0.267882563
−0.410166987
0.410166987


GIMAP7
−0.106066571
0.085459281
0.389390281
−0.409997571
0.409997571


IRAK3
−0.055851193
−0.049636381
0.302656369
−0.408143943
0.408143943


ASGR2
−0.228676107
0.05324825
0.232312313
−0.40774017
0.40774017


UQCRC1
−0.094910286
−0.061424375
0.250938906
−0.407273567
0.407273567


CD36
−0.087890679
−0.026308156
0.29306775
−0.407266585
0.407266585


CD33
−0.069894214
−0.020831219
0.315814469
−0.406539902
0.406539902


PSAP
−0.107558786
−0.003443781
0.294580281
−0.405582848
0.405582848


RAD51C
−0.068298621
0.081866631
0.418556406
−0.404988396
0.404988396


LCP1
−0.095719357
0.037039969
0.345936844
−0.404616232
0.404616232


BCL6
−0.116291893
−0.126068313
0.162234313
−0.404594518
0.404594518


LILRA6
−0.082732143
−0.056291844
0.262668219
−0.401692205
0.401692205


CCT8
−0.056735286
0.029709437
0.373685594
−0.400711442
0.400711442


ACSL1
−0.072008321
−0.141371812
0.18713075
−0.400510884
0.400510884


HCLS1
−0.05346175
−0.018238
0.328341781
−0.400041531
0.400041531


ITGA4
−0.021362636
0.017255644
0.395887519
−0.399994511
0.399994511


SULF2
−0.175644286
0.007419937
0.231142375
−0.399366723
0.399366723


CRTAM
0.005827757
0.005227244
0.409946113
−0.398891112
0.398891112


CCT4
0.048661071
0.030773688
0.475969125
−0.396534366
0.396534366


CHRDL1
−0.187312629
0.15926425
−0.420098525
0.392050146
0.392050146


GZMA
−0.119411321
0.071365812
0.343343812
−0.391389321
0.391389321


PGD
−0.075605786
−0.079848531
0.233971188
−0.389425504
0.389425504


ARID4B
−0.098521307
−0.038940956
0.251950206
−0.38941247
0.38941247


RFC4
−0.064330557
0.042476944
0.367389475
−0.389243088
0.389243088


TNFRSF10B
−0.099273321
−0.096856187
0.192978219
−0.389107728
0.389107728


POLD3
−0.097467114
0.016328319
0.307658844
−0.388797639
0.388797639


UQCRFS1
−0.020328964
−0.001193125
0.366491781
−0.388013871
0.388013871


ROCK1
−0.015296636
−0.130577269
0.241015525
−0.386889429
0.386889429


NDUFS3
−0.05276875
0.028971156
0.361374563
−0.385172156
0.385172156


CCT3
0.022924643
0.030373906
0.434754688
−0.381456138
0.381456138


HLA-DMA
−0.064727036
−0.095813
0.220344813
−0.380884848
0.380884848


GP9
0.098050357
0.230333563
−0.051893531
0.380277451
0.380277451


MYD88
−0.113476607
0.062618813
0.329212625
−0.38007042
0.38007042


SH2D1A
−0.150883521
−0.100137519
0.128488456
−0.379509496
0.379509496


NCF1
−0.124598929
−0.031149125
0.22353825
−0.379286304
0.379286304


CD27
0.142986429
−0.015922438
−0.251951625
0.379015616
0.379015616


SPRY4
0.37953555
−0.069613044
−0.067842113
0.377764619
0.377764619


NLGN1
−0.135739121
−0.440554081
−0.199182031
−0.377111171
0.377111171


HPSE
−0.276072121
−0.044384475
0.056582837
−0.377039434
0.377039434


MED23
−0.081364179
0.045862488
0.341019063
−0.376520754
0.376520754


UBE2T
−0.096130436
−0.064383438
0.214767288
−0.375281161
0.375281161


LILRA2
−0.109144071
−0.061932719
0.201981906
−0.373058696
0.373058696


LEF1
0.05173875
0.016449531
0.440937813
−0.372749531
0.372749531


KNTC1
0.03019865
0.021303213
0.422944694
−0.371442831
0.371442831


ACPP
−0.052862964
−0.038900388
0.278133725
−0.369897077
0.369897077


APOBEC3A
−0.091132643
−0.059349375
0.218231219
−0.368713237
0.368713237


GOLPH3L
−0.116393657
−0.058737531
0.193511413
−0.368642601
0.368642601


UQCRH
−0.174240321
0.067663719
0.261680406
−0.368257009
0.368257009


SLC7A7
−0.075728964
−0.03531975
0.256691094
−0.367739808
0.367739808


FGFBP2
−0.026483621
0.044735331
0.385422
−0.36717029
0.36717029


TMPO
0.056282186
−0.05915685
0.362219844
−0.365094508
0.365094508


CEP76
0.057769386
−0.11883195
0.304023344
−0.365085908
0.365085908


CPVL
−0.121587907
−0.057256063
0.185360906
−0.364204876
0.364204876


IL10RA
−0.093252321
0.061976562
0.331903094
−0.363178853
0.363178853


TYMS
0.215262371
0.229346038
0.081789275
0.362819134
0.362819134


TSN
−0.051023429
0.004856975
0.315315175
−0.361481629
0.361481629


CDC25A
0.203142321
−0.116647119
−0.274576838
0.36107204
0.36107204


CKS1B
−0.063159979
−0.033092825
0.264611125
−0.360863929
0.360863929


GPR171
−0.129736571
0.101393125
0.331161438
−0.359504884
0.359504884


POLA2
0.030734921
−0.042516512
0.345878394
−0.357659985
0.357659985


CLK1
−0.101373336
−0.065989581
0.190234075
−0.357596992
0.357596992


RAN
0.0305255
0.0161995
0.403059781
−0.356334781
0.356334781


F5
−0.191259607
−0.063712219
0.100646831
−0.355618657
0.355618657


CD2
0.01264925
0.033470375
0.401702594
−0.355582969
0.355582969


NDUFA8
−0.019786071
0.068549906
0.404028281
−0.355264446
0.355264446


RBM47
−0.069904107
0.003304031
0.288030781
−0.354630857
0.354630857


CST3
−0.126935536
−0.025867938
0.201113344
−0.353916817
0.353916817


NDUFA11
−0.016871929
0.005966313
0.342687969
−0.353593585
0.353593585


SKA3
0.100919436
0.177433125
−0.073734256
0.352086817
0.352086817


EIF3D
0.020153786
−0.065306187
0.306289719
−0.351442121
0.351442121


FHL2
0.000630921
0.214066981
−0.135850413
0.350548315
0.350548315


MAFB
0.001780571
−0.078602094
0.272882656
−0.349704179
0.349704179


TLK1
−0.081011579
0.047498619
0.31585145
−0.34936441
0.34936441


CHAC2
−0.109671707
−0.180782856
0.058605019
−0.349059582
0.349059582


RAB21
−0.080717893
−0.034387687
0.233636156
−0.348741737
0.348741737


COX6B1
−0.05439875
−0.012977531
0.280276125
−0.347652406
0.347652406


GPR18
−0.047635314
−0.086936481
0.210504875
−0.345076671
0.345076671


SLAMF1
−0.138963829
−0.005397137
0.197378794
−0.34173976
0.34173976


NUP88
−0.016508186
−0.058129887
0.266949519
−0.341587592
0.341587592


UQCRC2
−0.057371893
0.025039281
0.303439531
−0.335772143
0.335772143


BRCA1
−0.155206629
−0.018376169
0.161965494
−0.335548291
0.335548291


CYFIP1
−0.060388986
−0.015578656
0.258815819
−0.334783461
0.334783461


TMOD1
0.194032093
0.014683806
−0.124742444
0.333458343
0.333458343


TIPIN
0.180150893
−0.032065738
0.481311544
−0.333226388
0.333226388


COX8A
−0.017822929
−0.005128219
0.309650406
−0.332601554
0.332601554


LILRB2
−0.082981571
−0.058156344
0.191195625
−0.33233354
0.33233354


RFC2
−0.028812529
−0.014747981
0.287979225
−0.331539735
0.331539735


IL13RA1
−0.090803679
0.109964344
0.350655125
−0.33149446
0.33149446


CD300LF
−0.05083975
−0.062153219
0.218185469
−0.331178438
0.331178438


NCF4
−0.07311125
−0.034869719
0.222047906
−0.330028875
0.330028875


RRM1
−0.05435685
−0.034887119
0.240450581
−0.32969455
0.32969455


ELAVL3
0.373095546
−0.024622615
0.01926285
0.329210081
0.329210081


LTBR
−0.160517679
−0.091051437
0.0769038
−0.328472916
0.328472916


ALOX5
−0.097675857
−0.025537
0.203811688
−0.327024545
0.327024545


PLAUR
−0.143859321
0.005075062
0.186813438
−0.325597696
0.325597696


CRISPLD2
−0.2434387
−0.018830487
0.062991538
−0.325260725
0.325260725


PYGL
−0.116781321
−0.027644562
0.180310781
−0.324736665
0.324736665


MDFIC
−0.222482193
0.115050188
0.217266475
−0.32469848
0.32469848


CFP
−0.121672286
−0.045736219
0.156494219
−0.323902723
0.323902723


KIF2C
0.215050936
−0.030802981
−0.138030888
0.322278842
0.322278842


HCK
−0.058467464
−0.040651875
0.223122531
−0.322241871
0.322241871


THEMIS
−0.030008079
0.077853244
0.369118469
−0.321273304
0.321273304


KIAA1598
0.226799843
−0.125207913
0.422753275
−0.321161345
0.321161345


IL1R2
−0.077493407
0.041097838
0.284015131
−0.320410701
0.320410701


FAM83D
−0.013678003
−0.252206619
0.053864803
−0.319749425
0.319749425


CXCR2
−0.097071286
0.001763562
0.224435781
−0.319743504
0.319743504


RTN1
0.086391936
−0.013562106
0.391497244
−0.318667414
0.318667414


TIMP2
−0.066331929
0.056842875
0.307963156
−0.31745221
0.31745221


GATA3
−0.077782507
0.018922819
0.257456344
−0.316316032
0.316316032


UBA3
−0.116247871
0.034844356
0.234209469
−0.315612984
0.315612984


PRRX1
0.21504705
0.1026264
0.002564387
0.315109063
0.315109063


NLRP3
−0.099970607
0.025493031
0.240302719
−0.314780295
0.314780295


UHRF1
−0.065325229
−0.332139738
−0.711249206
0.31378424
0.31378424


OIP5
0.082459536
−0.051354256
0.344000944
−0.312895664
0.312895664


PAK1
−0.078231214
0.004895375
0.239366437
−0.312702277
0.312702277


LY86
−0.091854214
−0.00419325
0.216384781
−0.312432246
0.312432246


KLRD1
0.136897079
0.334659263
0.159358556
0.312197785
0.312197785


DTL
0.002756621
0.090291919
0.404853569
−0.311805029
0.311805029


SIRPA
−0.091310143
0.054190688
0.274285937
−0.311405393
0.311405393


TRAT1
−0.162242243
0.083363331
0.232039775
−0.310918687
0.310918687


RASSF4
−0.075619321
−0.01065925
0.222700469
−0.30897904
0.30897904


PECAM1
−0.07363625
−0.060431938
0.174908031
−0.308976219
0.308976219


RFC3
0.123554629
0.092185369
−0.092420456
0.308160454
0.308160454


ACTL6A
0.052985686
−0.039293506
0.321694169
−0.308001989
0.308001989


CHEK1
−0.038283775
0.139021444
0.408487894
−0.307750225
0.307750225


BUB1
0.132609543
0.251248256
0.691503475
−0.307645676
0.307645676


PYCARD
−0.023505893
0.005845094
0.289019406
−0.306680205
0.306680205


EIF3F
−0.055520607
0.026444656
0.276166344
−0.305242295
0.305242295


ARHGEF10L
−0.103017607
−0.023003438
0.178905688
−0.304926732
0.304926732


ITM2A
−0.040229429
−0.003932375
0.260308
−0.304469804
0.304469804


LILRB1
−0.039777321
−0.074463563
0.187777313
−0.302018196
0.302018196


NUP37
0.023116864
0.00830125
0.333344706
−0.301926592
0.301926592


GIMAP6
0.04174575
0.040583437
0.383533563
−0.301204375
0.301204375


EVI2B
−0.095254571
0.010024438
0.215455906
−0.30068604
0.30068604


C1S
0.258450671
−0.256533794
−0.298766269
0.300683146
0.300683146


RASGRP1
−0.014854864
−0.03644825
0.248511125
−0.299814239
0.299814239


PRKAR2B
0.073416286
0.265515313
0.039988094
0.298943504
0.298943504


AGPAT9
−0.1247355
−0.055078937
0.11891075
−0.298725187
0.298725187


FPR2
0.1502825
0.290507219
0.147100688
0.293689031
0.293689031


AURKB
−0.055779007
−0.010595813
0.227200356
−0.293575176
0.293575176


TNFAIP2
−0.040341571
−0.026401312
0.226633688
−0.293376571
0.293376571


NUP62
−0.053117464
0.056916312
0.297069625
−0.293270777
0.293270777


EIF3G
−0.042194
0.005646562
0.254368094
−0.290915531
0.290915531


GOPC
0.317457793
−0.152528806
0.455231825
−0.290302838
0.290302838


CCT7
−0.003881321
0.017706781
0.3038845
−0.29005904
0.29005904


IMPA2
0.018998714
0.001092125
0.3094655
−0.289374661
0.289374661


UPF3B
−0.0048737
0.106697188
0.390858644
−0.289035156
0.289035156


SACM1L
−0.037368293
0.019169344
0.270208994
−0.288407943
0.288407943


CSF3R
−0.107332786
−0.055135406
0.12043925
−0.282907442
0.282907442


PVRIG
0.1293885
0.192957313
0.040053344
0.282292469
0.282292469


RAD54L
0.044659614
0.076583669
0.400908406
−0.279665123
0.279665123


ATP9A
−0.018721557
0.295013075
−0.002296063
0.27858758
0.27858758


NDUFB4
0.022882536
0.037768063
0.337617125
−0.276966527
0.276966527


HOMER3
−0.161564357
0.025836844
0.139398125
−0.275125638
0.275125638


TNS3
−0.056496
0.038417688
0.256140831
−0.274219144
0.274219144


NLRP12
−0.12088475
−0.031573812
0.121329781
−0.273788344
0.273788344


ADRB2
0.123512536
0.071676156
0.468501
−0.273312308
0.273312308


NUP43
0.016272214
0.011833656
0.300534375
−0.272428504
0.272428504


CCT6A
0.028902071
0.000999344
0.301071531
−0.271170116
0.271170116


TLR2
0.061149464
0.135409938
0.466517625
−0.269958223
0.269958223


FAM72A
−0.163401771
0.030480644
0.135066594
−0.267987721
0.267987721


SERPINA1
−0.140922143
−0.065372844
0.061537
−0.267831987
0.267831987


SLC24A4
−0.081812479
−0.068289906
0.11610685
−0.266209235
0.266209235


GLT1D1
−0.113676429
−0.0532025
0.098683344
−0.265562272
0.265562272


HSD17B4
−0.048726514
0.014324044
0.231119369
−0.265521839
0.265521839


UXT
0.008390679
−0.049655906
0.223751813
−0.26501704
0.26501704


CEBPA
−0.063082393
−0.011602812
0.188959594
−0.263644799
0.263644799


FCGR2C
−0.031273143
−0.036346781
0.195244844
−0.262864768
0.262864768


PTPRC
−0.122061857
0.008952469
0.149388813
−0.262498201
0.262498201


KLRK1
−0.053411821
0.059479675
0.267907138
−0.261839284
0.261839284


CX3CR1
0.086424036
0.090047375
0.437198031
−0.260726621
0.260726621


LYL1
0.182472857
0.003204219
−0.07453525
0.260212326
0.260212326


C7
0.248340043
−0.171803606
−0.183461375
0.259997812
0.259997812


BCL2
−0.045814221
0.171313662
0.3841322
−0.258632759
0.258632759


MBOAT7
−0.073752321
−0.061278969
0.122161094
−0.257192384
0.257192384


KIR2DL5A
0.050876864
0.149283706
−0.0565809
0.256741471
0.256741471


MELK
0.164654093
0.035156056
−0.055374975
0.255185124
0.255185124


CTNNA1
−0.021998464
0.054949294
0.287663938
−0.254713108
0.254713108


PLXNB2
−0.080407464
−0.076382
0.097792812
−0.254582277
0.254582277


SELL
−0.09905125
−0.052091125
0.102181406
−0.253323781
0.253323781


CRYBB3
0.064264571
0.18436605
−0.004553106
0.253183728
0.253183728


KLRF1
0.035960571
0.04410145
0.332430812
−0.252368791
0.252368791


ANLN
0.00399203
−0.056580606
0.199374681
−0.251963258
0.251963258


NDUFC2
0.065413107
0.014681656
0.329968812
−0.249874049
0.249874049


PLK4
0.449380134
−0.000561887
0.69820218
−0.249383934
0.249383934


DOK2
0.016806536
−0.011930906
0.252665938
−0.247790308
0.247790308


DOK3
−0.115201607
−0.041282688
0.091301563
−0.247785857
0.247785857


TBCK
−0.014807386
0.130582063
0.362802656
−0.247027979
0.247027979


PRKCH
0.071830929
0.062598125
0.381239719
−0.246810665
0.246810665


CYC1
0.019239321
−0.069918187
0.195557469
−0.246236335
0.246236335


ABLIM1
0.060434464
0.064552875
0.370007188
−0.245019848
0.245019848


EMR2
−0.054620571
−0.0337915
0.154048406
−0.242460478
0.242460478


P2RY13
−0.074662014
−0.08374915
0.082303819
−0.240714983
0.240714983


KIR3DL1
0.118526179
0.170095588
0.049008837
0.239612929
0.239612929


CD163
−0.021365143
0.019498188
0.236402875
−0.23826983
0.23826983


CDCA7
0.040049543
0.049382125
−0.148590044
0.238021712
0.238021712


PDGFRA
0.217143546
0.071091616
0.051219727
0.237015435
0.237015435


CCL4L2
0.060749536
0.175954719
0.473478094
−0.236773839
0.236773839


HHEX
0.027009136
−0.042128188
0.221468875
−0.236587927
0.236587927


KLRC3
0.031305064
0.134056913
0.401069388
−0.235707411
0.235707411


NDUFS7
−0.046897464
0.06665025
0.25466375
−0.234910964
0.234910964


GINS4
0.055271907
0.121248963
0.410527975
−0.234007105
0.234007105


PRAM1
0.024903857
−0.060584344
0.198265156
−0.233945643
0.233945643


IFNGR2
−0.123364643
−0.045524969
0.063991406
−0.232881018
0.232881018


KIAA0513
0.000826321
−0.049439281
0.184025656
−0.232638616
0.232638616


SPI1
−0.095116929
−0.09664825
0.040667094
−0.232432272
0.232432272


POC1A
−0.019389429
−0.095124331
0.117207925
−0.231721685
0.231721685


DONSON
0.338211479
0.065411256
0.171937125
0.23168561
0.23168561


MEGF9
−0.039111643
−0.021554844
0.170999562
−0.231666049
0.231666049


CDC25C
0.112939829
0.075938763
−0.042544388
0.231422979
0.231422979


PTGER2
−0.042991157
0.128184388
0.315065313
−0.229872082
0.229872082


CDCA8
−0.000913593
0.044746369
0.273661531
−0.229828755
0.229828755


UQCR10
−0.03205
0.080985719
0.278651313
−0.229715594
0.229715594


COPB2
0.023108679
0.011450375
0.264066375
−0.229507321
0.229507321


ALDH2
−0.079059607
−0.023502094
0.126694219
−0.22925592
0.22925592


RNASE6
−0.171393643
0.151863531
0.209186938
−0.228717049
0.228717049


STAT4
0.046057929
0.0061195
0.279347488
−0.227170059
0.227170059


SLC15A3
−0.076069929
−0.055751
0.094933844
−0.226754772
0.226754772


SLC35A5
−0.041571021
0.049835756
0.234523494
−0.226258759
0.226258759


PLK1
1.73E−05
0.21058035
−0.01565185
0.2262495
0.2262495


SMC1A
0.012533143
0.117303819
−0.096245612
0.226082574
0.226082574


CDK1
−0.135575529
0.039025156
0.129455113
−0.226005485
0.226005485


FBP1
−0.059616036
−0.000195656
0.166176312
−0.225988004
0.225988004


CLIC3
0.165462929
0.149849875
0.089348594
0.22596421
0.22596421


ETV1
0.012184231
−0.240764519
−0.451045356
0.222465069
0.222465069


MYO1F
−0.059316857
−0.018704438
0.144439406
−0.222460701
0.222460701


S100A11
−0.133485
−0.047393
0.040467813
−0.221345813
0.221345813


PIKFYVE
0.104854321
0.100655869
−0.015508438
0.221018628
0.221018628


MYOF
0.01329225
0.085496481
0.318671794
−0.219883063
0.219883063


AOAH
−0.039758964
−0.016910688
0.162713031
−0.219382683
0.219382683


CD3D
−0.019660714
−0.079698687
0.119301125
−0.218660527
0.218660527


TMTC2
−0.056239136
0.078163744
0.238933619
−0.217009011
0.217009011


SUCLG1
−0.065113321
0.069687812
0.221268938
−0.216694446
0.216694446


PTGDR
0.163682371
0.1285211
0.075578575
0.216624896
0.216624896


TREM1
−0.2144935
0.009985344
0.011707031
−0.216215188
0.216215188


FCGRT
−0.071927429
−0.021679125
0.122436219
−0.216042772
0.216042772


NUP133
−0.077487443
0.048664469
0.185974988
−0.214797962
0.214797962


ACBD3
−0.048152843
0.164027606
0.329671319
−0.213796555
0.213796555


CD8B
0.062121
0.077815406
0.353468062
−0.213531656
0.213531656


HELLS
0.086903171
0.019568225
−0.1070155
0.213486896
0.213486896


NFIA
0.371265486
−0.0424143
0.115813775
0.213037411
0.213037411


PTPN11
−0.093143579
0.070667075
0.189791044
−0.212267547
0.212267547


PRF1
0.142380979
0.187776544
0.118929719
0.211227804
0.211227804


NCAM1
0.186510829
0.170383288
0.146273838
0.210620279
0.210620279


CYBB
−0.091119571
−0.020434094
−0.322162281
0.210608616
0.210608616


SYK
−0.06395725
0.002388875
0.148010469
−0.209578844
0.209578844


TBXAS1
−0.073986893
−0.048228219
0.086518344
−0.208733455
0.208733455


ZAP70
−0.017364357
0.013869219
0.203887688
−0.207382826
0.207382826


SEMA4A
−0.197552929
0.03085925
0.040039219
−0.206732897
0.206732897


LYN
−0.036844786
−0.003103938
0.165543937
−0.205492661
0.205492661


TRIM10
0.153861014
0.004640925
−0.046917244
0.205419183
0.205419183


HJURP
−0.013993607
0.179469288
0.039795713
0.205271393
0.205271393


PRKCD
−0.007103429
−0.019443625
0.17715875
−0.203705804
0.203705804


KIF11
0.3559893
−0.363408594
0.195700206
−0.2031195
0.2031195


RHOH
0.038042607
0.058467281
0.29882175
−0.202311862
0.202311862


GRN
0.1997915
0.269006406
0.266844781
0.201953125
0.201953125


TTC1
−0.045822357
0.04050645
0.196106169
−0.201422076
0.201422076


ITGAM
−0.034672786
0.009557375
0.174503438
−0.199618848
0.199618848


RXRA
−0.034103821
−0.026557688
0.138651594
−0.199313103
0.199313103


NUP85
0.030187679
0.021720875
0.250158788
−0.198250234
0.198250234


XCL1
−0.040837821
−0.030924194
0.12604125
−0.197803265
0.197803265


BTK
−0.246700964
0.115514375
0.066183563
−0.197370152
0.197370152


KIR2DS4
0.109764193
0.151970006
0.065144675
0.196589524
0.196589524


GINS2
0.086710507
0.03973685
0.321476863
−0.195029505
0.195029505


CARD11
0.086571436
0.038937688
0.320536975
−0.195027852
0.195027852


NUP205
0.007000286
0.043720156
0.244397563
−0.193677121
0.193677121


COX5A
0.001266714
0.073535125
0.267407969
−0.192606129
0.192606129


IL12RB2
0.116243957
0.168973447
0.475805088
−0.190587683
0.190587683


ITGB2
−0.092971857
0.032449906
0.128161219
−0.18868317
0.18868317


FXYD6
−0.132427886
−0.032194075
0.020960069
−0.185582029
0.185582029


NKG7
0.100092
0.177019062
0.091530313
0.18558075
0.18558075


CLEC12B
0.126618243
−0.216706594
−0.274877219
0.184788868
0.184788868


TBX21
0.147042607
0.171793313
0.134367281
0.184468638
0.184468638


TMEM106C
−0.072996871
0.096723306
0.207120563
−0.183394128
0.183394128


EOMES
0.031210564
0.180122613
0.028667006
0.182666171
0.182666171


CPPED1
−0.075764786
−0.006007437
0.097081875
−0.178854098
0.178854098


HEPACAM2
0.30810525
−0.328715588
0.15575645
−0.176366788
0.176366788


BMI1
−0.03228375
0.041806344
0.185530888
−0.176008294
0.176008294


CST7
0.042171821
−0.157493094
0.059774281
−0.175095554
0.175095554


KIR2DL2
0.150170293
0.048071569
0.023736862
0.174504999
0.174504999


PROS1
−0.141067664
−0.0105115
0.0210835
−0.172662664
0.172662664


SLC28A1
0.059450621
0.037232388
0.268637725
−0.171954716
0.171954716


STEAP4
−0.024713186
−0.025752356
0.119735125
−0.170200667
0.170200667


RORA
−0.005687036
0.04953275
0.213705344
−0.169859629
0.169859629


MATK
0.128941
−0.057783469
−0.097076062
0.168233594
0.168233594


TCF7
0.015533071
0.119273375
0.302479313
−0.167672866
0.167672866


MCTP1
−0.064457314
0.02050475
0.121421475
−0.165374039
0.165374039


CCNB2
0.11113635
0.160589037
0.106655813
0.165069575
0.165069575


CCL5
0.082592786
0.179442438
0.097006
0.165029223
0.165029223


TRIP13
−0.151740693
0.029123638
−0.287642194
0.165025138
0.165025138


TNFSF12
−0.048036679
0.070770719
0.186750219
−0.164016179
0.164016179


PDGFRB
0.171366921
0.026544106
0.034163281
0.163747746
0.163747746


NDUFB11
−0.040507464
−0.013961031
0.107839563
−0.162308058
0.162308058


ELP4
0.000880343
0.100837619
0.263235831
−0.16151787
0.16151787


KLRC1
0.000687164
0.099160981
0.261111831
−0.161263686
0.161263686


PMS1
0.09187805
0.017723269
0.269440381
−0.159839063
0.159839063


SCPEP1
−0.0993085
0.080756812
0.139985219
−0.158536906
0.158536906


SP140
−0.097582571
0.103564562
0.164278719
−0.158296728
0.158296728


POLA1
0.052668236
0.040824187
0.251305694
−0.157813271
0.157813271


FASLG
0.085012064
0.136574256
0.378932025
−0.157345704
0.157345704


SLC35A3
0.324811771
0.145015194
0.626809575
−0.15698261
0.15698261


SORT1
−0.009813957
0.002481187
0.147676013
−0.155008782
0.155008782


ABCA8
0.031660065
0.053897269
0.240461319
−0.154903985
0.154903985


DTYMK
−0.04659875
0.132572344
0.239921625
−0.153948031
0.153948031


NOP56
−0.000568964
0.084934719
0.237542219
−0.153176464
0.153176464


SMARCAL1
−0.086243036
0.100209938
0.166715688
−0.152748786
0.152748786


PLEK
0.019009071
−0.065560094
0.10602225
−0.152573272
0.152573272


SEH1L
0.03765995
0.080064425
0.269638244
−0.151913869
0.151913869


ITK
−0.015928207
0.14679825
0.281890887
−0.151020845
0.151020845


NFAM1
−0.027323071
−0.0392185
0.084381437
−0.150923009
0.150923009


ITPR3
0.374672979
−0.044524775
0.179360838
0.150787366
0.150787366


TNFRSF18
0.028010107
0.041735181
0.218599825
−0.148854537
0.148854537


FCAR
−0.066841164
−0.027840525
0.053792012
−0.148473702
0.148473702


E2F7
−0.405322936
0.215555531
−0.041365931
−0.148401473
0.148401473


KCNQ1
−0.048365643
0.064700375
0.162571312
−0.14623658
0.14623658


CENPW
−0.164889786
0.230038812
0.210302344
−0.145153317
0.145153317


SIGLEC7
−0.024430871
−0.088715794
0.031245875
−0.14439254
0.14439254


PCNA
0.035651979
0.039530006
0.219408269
−0.144226284
0.144226284


ANO10
−0.039469393
0.011942625
0.11532075
−0.142847518
0.142847518


PTPRE
−0.076416679
0.046165188
0.110726156
−0.140977647
0.140977647


ABCC13
0.198030307
−0.048670069
0.008429625
0.140930613
0.140930613


TSNAX
−0.041252929
0.119107719
0.215539006
−0.137684216
0.137684216


SSBP1
0.043657036
0.076313656
0.256911875
−0.136941183
0.136941183


TGFBR3
0.057640943
0.225603875
0.146874275
0.136370543
0.136370543


CENPE
0.094657979
0.11519455
0.345300175
−0.135447646
0.135447646


NDUFS8
−0.009986071
0.024954469
0.149320406
−0.134352009
0.134352009


CARD9
0.000456214
−0.024868219
0.109741531
−0.134153536
0.134153536


CHAF1B
0.015375293
0.113135369
0.260426356
−0.131915695
0.131915695


IL6R
−0.0899715
0.080235
−0.141129344
0.131392844
0.131392844


CD8A
0.062538893
0.115027688
0.307421594
−0.129855013
0.129855013


CDCA5
0.141994621
0.0153348
0.0285846
0.128744821
0.128744821


CEP72
0.121346421
0.049939025
0.299817094
−0.128531647
0.128531647


KIAA1109
−0.036829514
0.057112206
0.148373894
−0.128091202
0.128091202


H2AFX
0.016909343
0.107348406
−0.003697669
0.127955418
0.127955418


HOPX
0.112690921
0.061422119
0.301787156
−0.127674116
0.127674116


ARL4C
0.072803357
0.103496344
0.302879469
−0.126579768
0.126579768


TLR8
−0.045178079
−0.045833031
0.032884969
−0.123896079
0.123896079


SLC16A3
−0.165960286
−0.097487344
−0.140923594
−0.122524036
0.122524036


CD96
−0.016845807
0.130848437
0.234244275
−0.120241645
0.120241645


FMR1
−0.016440529
−0.004763262
0.098062581
−0.119266372
0.119266372


CAMK4
0.17398735
−0.051962625
0.241167213
−0.119142488
0.119142488


CENPF
0.071971921
−0.075413106
0.115432769
−0.118873954
0.118873954


ANP32E
−0.073683321
0.110316563
0.1554933
−0.118860059
0.118860059


LCK
0.079214964
0.091696875
0.287152063
−0.116240223
0.116240223


KCTD12
−0.10831425
−0.100223344
−0.093382125
−0.115155469
0.115155469


CASC5
−0.194317893
0.338253019
0.258946669
−0.115011543
0.115011543


SGOL2
0.218390882
−0.199590273
0.133709203
−0.114908593
0.114908593


TNFRSF1B
−0.074531214
0.014785844
0.054734187
−0.114479558
0.114479558


GZMM
0.085528179
0.056466125
0.027774781
0.114219522
0.114219522


IL7R
0.072157107
0.148358125
0.334539719
−0.114024487
0.114024487


MCM6
0.042624929
0.199344263
0.35289755
−0.110928359
0.110928359


CD1D
−0.013206666
0.246479216
0.343240125
−0.109967576
0.109967576


ASPM
−0.312100279
0.056704519
−0.147088063
−0.108307697
0.108307697


PAX2
0.161487071
−0.055965913
−0.001837237
0.107358396
0.107358396


ZMYM2
0.129444679
0.026701812
0.263450963
−0.107304471
0.107304471


IL2RB
0.247864286
0.082890125
0.22417725
0.106577161
0.106577161


PTTG1
0.098365936
0.086615375
0.079258663
0.105722648
0.105722648


FANCI
0.073934264
0.125870263
0.096870381
0.102934146
0.102934146


PCSK6
0.0278519
0.096634169
0.022053987
0.102432081
0.102432081


GZMH
0.072301857
0.187933406
0.36239375
−0.102158487
0.102158487


SLC11A1
−0.089359857
−0.104323438
−0.092454281
−0.101229013
0.101229013


ETS1
0.015150521
0.148691106
0.063176088
0.10066554
0.10066554


CKAP5
0.047345043
0.056420319
0.203781756
−0.100016395
0.100016395


WDFY3
−0.003150579
0.035841919
0.132396669
−0.099705329
0.099705329


IL18R1
0.052565443
0.131353344
0.282953375
−0.099034588
0.099034588


HAVCR2
−0.009178479
0.108920556
0.194893488
−0.09515141
0.09515141


SH3BGRL2
−0.050841007
0.158029269
0.201938813
−0.094750551
0.094750551


CENPN
−0.16359285
0.087772819
0.017766275
−0.093586306
0.093586306


ATF2
0.010376893
0.0675732
0.170737869
−0.092787776
0.092787776


EXOC1
0.294340857
0.212963188
0.414737406
0.092566638
0.092566638


KIR2DS3
0.170303736
−0.057887187
0.204776925
−0.092360377
0.092360377


TUBG1
0.1275628
0.057753981
0.094358969
0.090957812
0.090957812


NUF2
0.079239486
0.052017034
0.220492578
−0.089236059
0.089236059


SMC4
−0.049519036
0.068988038
0.106945031
−0.087476029
0.087476029


NUSAP1
−0.207199657
0.195487413
0.07446825
−0.086180495
0.086180495


CHST15
0.035716286
−0.081956625
0.03941675
−0.085657089
0.085657089


PTPN4
0.183461529
0.179189413
0.277530538
0.085120404
0.085120404


TACC3
−0.083857321
0.0461285
0.044973144
−0.082701965
0.082701965


FGD4
−0.131588607
0.087883312
0.03755975
−0.081265045
0.081265045


PLXND1
−0.0189865
0.11060225
0.171687562
−0.080071813
0.080071813


FCGR2A
−0.032769571
−0.020548844
0.025650156
−0.078968571
0.078968571


CCR7
0.115547179
0.108481656
0.145899094
0.078129741
0.078129741


FANCD2
0.037001443
0.003119969
0.117773888
−0.077652476
0.077652476


S1PR5
0.087563907
0.209525425
0.221772069
0.075317263
0.075317263


HMBS
0.231740036
−0.055886406
0.101409062
0.074444567
0.074444567


UBE2S
0.01034575
0.041629813
−0.020495281
0.072470844
0.072470844


CD247
0.114385179
0.142090938
0.18457025
0.071905866
0.071905866


FOXM1
0.204105021
−0.232078488
−0.098508462
0.070534996
0.070534996


NUP155
0.144700671
−0.031175944
0.182827806
−0.069303079
0.069303079


CD7
0.012400536
−0.038204844
−0.093956906
0.068152598
0.068152598


RAB32
−0.064779993
0.057404756
0.060534719
−0.067909955
0.067909955


PLEKHF1
0.147747779
0.083882938
0.164267781
0.067362935
0.067362935


EXO1
0.12917555
−0.015257425
0.178355519
−0.064437394
0.064437394


NNMT
0.233886154
−0.064754751
0.233446688
−0.064315284
0.064315284


CTSW
0.086388214
0.086623606
0.109152531
0.063859289
0.063859289


TNFSF13
−0.104992364
0.204233313
0.162872469
−0.063631521
0.063631521


SKA1
0.172363579
−0.101240878
0.007584162
0.063538538
0.063538538


TXK
0.167692714
0.13788895
0.24493265
0.060649014
0.060649014


CDCA2
0.131150257
0.08530005
0.276015065
−0.059564758
0.059564758


DHFR
0.0808114
−0.078742712
0.061597675
−0.059528988
0.059528988


MCM4
0.310664586
−0.021865731
0.229669113
0.059129742
0.059129742


NPL
−0.028528464
0.0650085
−0.022373125
0.058853161
0.058853161


PRC1
−0.00396665
−0.0044553
−0.066523444
0.058101494
0.058101494


ATIC
0.18636285
0.088420625
0.217445369
0.057338106
0.057338106


AFF2
−0.089054274
−0.124852861
−0.271109782
0.057202648
0.057202648


SLA2
−0.007006543
0.103122831
0.152447188
−0.056330899
0.056330899


SH2D2A
0.053755679
0.084245688
0.081803031
0.056198335
0.056198335


NCAPD3
0.15018295
0.019467175
0.113947944
0.055702181
0.055702181


GPR114
0.048830007
0.178102206
0.172434275
0.054497938
0.054497938


DPP4
0.010671021
0.171490388
0.235689063
−0.053527654
0.053527654


LAT
−0.009395143
0.149325594
0.191682219
−0.051751768
0.051751768


CLINT1
0.024371071
0.09246525
0.16695325
−0.050116929
0.050116929


SPOCK2
0.0540895
0.116730031
0.220384125
−0.049564594
0.049564594


TIGIT
−0.002881429
0.110435856
0.154252106
−0.046697679
0.046697679


CXCR3
0.054416679
0.173273125
0.181010313
0.046679491
0.046679491


CYBRD1
0.040529114
−0.119726244
−0.03273975
−0.046457379
0.046457379


TMEM71
0.093268964
−0.009283281
0.130187875
−0.046202192
0.046202192


MCM5
0.015791714
−0.022235375
0.038842312
−0.045285973
0.045285973


TCHP
0.03122065
0.102604531
0.17764235
−0.043817169
0.043817169


SIRT1
0.072246879
0.282646475
0.396445619
−0.041552265
0.041552265


ECM2
0.06183995
−0.034499769
−0.013579256
0.040919438
0.040919438


NACC2
−0.040991
0.051050375
0.050223031
−0.040163656
0.040163656


CD5
0.013059036
0.051298562
0.101524563
−0.037166964
0.037166964


PBX1
−0.146203364
0.1381656
−0.044659887
0.036622123
0.036622123


MPEG1
0.228906821
0.122075031
0.317887406
0.033094446
0.033094446


STMN1
0.152387964
0.054988531
0.175320975
0.032055521
0.032055521


SLAMF7
0.09940525
0.078786469
0.208776125
−0.030584406
0.030584406


CLEC4E
0.03307095
0.250178863
0.253125025
0.030124787
0.030124787


ITGAX
−0.003191536
0.03580425
0.058384406
−0.025771692
0.025771692


UBASH3A
0.078104014
0.0524895
0.155564163
−0.024970648
0.024970648


TTC7B
−0.042112171
0.233417081
0.167371531
0.023933379
0.023933379


SPAG5
0.113789793
0.087098931
0.177345094
0.02354363
0.02354363


IL21R
0.074056021
0.027803787
0.120988831
−0.019129022
0.019129022


GNLY
0.021276571
0.16815425
0.205857406
−0.016426585
0.016426585


PRKCQ
0.009845486
0.135340319
0.161210463
−0.016024658
0.016024658


KIF23
−0.096498793
0.083153288
−0.028673256
0.015327751
0.015327751


NDUFA3
0.079680821
0.028160906
0.0970595
0.010782228
0.010782228


F13A1
−0.047338571
0.205989906
0.148638469
0.010012866
0.010012866


SAMD3
0.161056436
0.096928381
0.266791975
−0.008807158
0.008807158


IKZF1
0.065568071
0.061111063
0.133848906
−0.007169772
0.007169772


RARRES3
0.097648143
0.035314469
0.128298781
0.00466383
0.00466383


GZMB
0.0733865
0.237917812
0.315513938
−0.004209625
0.004209625


EZH2
0.039164079
0.015619287
0.055791712
−0.001008346
0.001008346
















TABLE 18







Subset of select genes identified from analyses


of both nsclc and prostate vaccine trials











Week5_0
Week5_0




GE difference_
GE difference_
absolute value


Gene
mean_pat_
mean_pat_
((armA +


symbol
clust1
clust2
armB) − armC)













LY96
0.25291329
−0.1675694
1.58350163


FIGNL1
−0.3911252
0.07060053
1.51913289


S100A8
0.18004029
−0.0733939
1.48804251


NLRC3
−0.3230981
0.37479546
1.07067518


TFEC
0.14296664
−0.1936751
1.04488016


LGALS2
0.18320086
−0.1859234
1.04313253


MSH6
−0.0601969
0.1064115
1.02069311


TARP
−0.3253611
0.43529539
1.01652167


MND1
−0.239129
0.51650061
0.98368258


S100A12
0.30924814
−0.0672138
0.96499638


PKMYT1
−0.1016927
0.14326432
0.95541437


PTAFR
0.36795829
−0.0962296
0.94861238


VSTM1
0.22415614
−0.292179
0.93720138


SAMHD1
−0.0260325
−0.0103238
0.93471187


APCDD1
0.5716404
−0.0894154
0.8909871


TLR7
0.25222707
−0.0928586
0.8760098


HNMT
0.23255914
−0.3267737
0.86173031


MS4A4A
0.33475521
−0.0776784
0.86062401


TMEM55A
0.1876985
−0.1285677
0.86033805


SHCBP1
−0.1809977
0.24105691
0.84665962


CD302
0.11256429
−0.2404618
0.83474207


RHOU
0.091684
−0.1374971
0.7937765


S100A9
0.21517871
−0.0338974
0.78164444


FAM198B
0.39951821
−0.1879804
0.7794542


ST3GAL6
0.454685
−0.2018707
0.77259787


CLEC12A
0.20369814
−0.2397915
0.76910189


GCA
0.30900964
0.01764846
0.76216544


VNN2
0.23874529
−0.0709664
0.7599928


DUSP6
0.40522829
−0.0708414
0.75296315


TLR4
0.283682
−0.2026975
0.74434058


LRRK2
0.17933043
−0.2534506
0.74247567


SLC46A2
0.24682399
−0.0911593
0.74044915


AIF1
0.11872371
−0.1827316
0.73405135


HK3
0.23748971
−0.0914472
0.73353891


VNN1
0.24903221
−0.1813005
0.70725902


PID1
0.16359979
−0.1714977
0.69739934


MAD2L1
−0.1968512
0.22556866
0.69333102


GZMK
−0.2942172
0.25558446
0.68574867


CYP1B1
0.32722971
−0.2386703
0.67912606


MYBL2
−0.2431724
0.17455584
0.67911383


IFI30
0.144974
−0.0960316
0.67847906


ICOS
−0.1726607
0.33378096
0.67724611


CD28
−0.2150971
0.15756741
0.66959981


SGK1
0.31619786
−0.4520401
0.66743042


PLA2G7
0.15559636
−0.1837311
0.66175112


RMI1
0.22933837
0.23179671
0.65674569


CCR2
0.4050525
0.14351464
0.64420269


FCN1
0.14812457
−0.1072711
0.6428825


ZWINT
−0.2281671
0.37430662
0.642228


AMICA1
0.22741957
−0.141412
0.63861782


CLEC7A
0.17440871
−0.3200379
0.63849294


MSH2
−0.117764
0.31093821
0.6337839


MFSD1
0.1568815
−0.1414731
0.62313049


KCNJ2
0.53597566
0.22722416
0.62294673


IFNG
−0.4260917
0.47086009
0.61901225


CSTA
0.15835021
−0.2113985
0.61435129


MYBL1
−0.3237831
0.35550657
0.61394992


MNDA
0.30412057
−0.1542547
0.61266539


RBP7
0.23331714
−0.3036785
0.61070353


BST1
0.122712
−0.186492
0.60604323


DLGAP5
−0.4315828
0.63624947
0.60031925


NOD2
0.17425829
−0.1454336
0.59975323


LILRA3
0.20059286
−0.1835364
0.59341604


CLEC4A
0.18052064
−0.1931263
0.59074397


TNFSF13B
0.10512379
−0.1354275
0.58924638


CSF2RA
0.2099765
−0.1568839
0.58905845


BRI3
0.15394743
−0.1632444
0.58755564


LMO2
0.31630214
−0.0804872
0.57990754


KIAA0101
−0.4763506
0.48525963
0.57873232


RFC5
−0.0564904
0.16896686
0.57734968


FEN1
−0.1104692
0.29375101
0.57678051


PTPN22
−0.1079056
0.10260764
0.57319577


CDKN3
−0.2396239
0.37401346
0.57222471


QPCT
0.17933
−0.139771
0.56171375


NDC80
−0.2696579
0.34558996
0.55789998


KIR2DS2
−0.512763
0.28105043
0.55592571


FPR1
0.15585371
−0.1152266
0.55319134


ENPP5
−0.1980916
0.55005255
0.54716296


DPYD
0.15686936
−0.138058
0.54407704


TGFBI
0.21844536
−0.2026333
0.54289146


CDT1
−0.3920278
0.50043445
0.5284931


KLRB1
−0.3829834
0.23405564
0.52746592


SMC2
−0.1223013
0.18895004
0.52373434


TYROBP
0.12911129
−0.1495625
0.52248479


GMNN
−0.1206991
0.18704521
0.52038427


FGR
0.13959557
−0.137834
0.51922646


KIF18A
−0.4757864
0.79021046
0.51609086


KIF20B
0.01059714
0.04736749
0.51442842


RAD21
−0.1034677
0.16341486
0.51255661


SLC31A2
0.20108021
−0.0789601
0.51054162


VNN3
0.08985123
−0.3932456
0.50444625


MARCO
0.262151
−0.0732073
0.49729851


KIF20A
−0.2128
0.41019729
0.49036135


RAB31
0.19826943
−0.196555
0.48769562


TMEM154
0.07131207
−0.1459213
0.48489437


TLR1
0.216556
−0.0681997
0.48466685


CD14
0.20628029
−0.1083709
0.48328154


SPC25
−0.3826298
0.44521026
0.47795474


ASGR1
0.3071775
−0.2405057
0.47638281


EVI5
0.304583
−0.3472783
0.47583407


TLR6
0.32942427
−0.1833656
0.4719326


EMILIN2
0.132286
−0.1315948
0.4710352


CCNB1
−0.2205839
0.48166149
0.46412741


RNASE2
0.27261479
−0.0458946
0.46154366


CTSH
0.08030629
−0.1606683
0.46063525


S1PR3
0.39169693
−0.1508594
0.45997762


IL1RN
0.27895086
−0.0517496
0.4594155


CEP55
−0.2470836
0.61351535
0.45922553


ECT2
0.09959477
0.08800196
0.45700016


AQP9
0.45163329
−0.1484292
0.4557785


FES
0.20222443
−0.1063407
0.45417507


RNF130
0.1476985
−0.1675974
0.45272824


PADI2
0.24145129
−0.273758
0.44702759


TPX2
−0.1368961
0.39044902
0.44619335


NEK2
−0.4797225
0.28285472
0.44548517


CSF1R
0.11002936
−0.2353389
0.43745163


RPA3
−0.0468167
0.20367254
0.43511192


SMARCD3
0.171004
−0.2364289
0.43270195


GPR56
−0.3941556
0.42937814
0.42807517


MGST1
0.26013621
−0.171845
0.42270199


FCGR1B
0.32184743
0.123407
0.42115805


KCNE3
0.28663807
−0.1760301
0.42090032


MS4A6A
0.21972471
−0.1876675
0.41792249


SIRPB1
0.12962343
−0.1614806
0.41581475


RAD51
−0.3247114
0.60031006
0.41531994


PLBD1
0.30856714
−0.1336086
0.41497238


LAT2
0.14575757
−0.0962826
0.41366954


LILRB3
0.21902857
−0.1867784
0.41348304


LILRA5
0.11851443
−0.224764
0.41331521


PRIM1
−0.0595427
0.19627593
0.41238984


CFD
0.09556486
−0.3024731
0.41180017


NCF2
0.17595029
−0.1856544
0.41128375


AGTRAP
0.17473921
−0.1716012
0.41016699


GIMAP7
0.03605657
0.41435014
0.40999757


IRAK3
0.17726571
−0.3114963
0.40814394


ASGR2
0.39454371
−0.2091958
0.40774017


CD36
0.308184
−0.1079273
0.40726658


CD33
0.155254
−0.2266752
0.4065399


PSAP
0.12162514
−0.20859
0.40558285


BCL6
0.2903715
−0.2510326
0.40459452


LILRA6
0.20520129
−0.075644
0.40169221


ACSL1
0.16061336
−0.2069103
0.40051088


SULF2
0.15370471
−0.2286793
0.39936672


CRTAM
0.05142471
0.16918629
0.39889111


GZMA
−0.3233462
0.44860282
0.39138932


PGD
0.23078686
−0.0989967
0.3894255


RFC4
−0.0840019
0.28309346
0.38924309


POLD3
0.14601436
0.08214118
0.38879764


MYD88
0.127095
−0.0450128
0.38007042


SH2D1A
−0.2182584
0.37141254
0.3795095


NCF1
0.18834164
−0.0888491
0.3792863


CD27
−0.1918529
0.347574
0.37901562


HPSE
0.27726671
−0.1332741
0.37703943


UBE2T
−0.1152586
0.50473483
0.37528116


LILRA2
0.08333786
−0.1941418
0.3730587


LEF1
−0.2306776
0.27287407
0.37274953


KNTC1
−0.0373946
0.17103619
0.37144283


ACPP
0.33864257
−0.2515963
0.36989708


SLC7A7
0.15972557
−0.2263817
0.36773981


FGFBP2
−0.5226531
0.47477268
0.36717029


TMPO
−0.008721
0.06823154
0.36509451


CEP76
−0.0563533
0.22814923
0.36508591


CPVL
0.19077136
−0.265568
0.36420488


TYMS
−0.437593
0.48260443
0.36281913


CDC25A
−0.2446423
0.09325778
0.36107204


CKS1B
−0.1774076
0.07276836
0.36086393


GPR171
0.04673821
0.44807932
0.35950488


POLA2
−0.01999
0.14915151
0.35765998


RAN
−0.0533419
0.12015604
0.35633478


F5
0.25060213
−0.0436135
0.35561866


CD2
−0.2164654
0.38027496
0.35558297


NDUFA8
−0.0209871
0.11569321
0.35526445


RBM47
0.34911643
−0.2308224
0.35463086


CST3
0.08667
−0.2032598
0.35391682


SKA3
−0.3279785
0.82917226
0.35208682


SLAMF1
−0.0525696
0.33766054
0.34173976


NUP88
−0.0518056
0.11604057
0.34158759


BRCA1
0.1411805
0.19119731
0.33554829


CYFIP1
0.27867043
−0.1617847
0.33478346


TIPIN
−0.073668
0.12286243
0.33322639


LILRB2
0.10856657
−0.1524331
0.33233354


IL13RA1
0.22220743
−0.3724449
0.33149446


NCF4
0.28713014
−0.1936098
0.33002888


LTBR
0.14341086
−0.2142621
0.32847292


ALOX5
0.18758043
−0.1371492
0.32702454


CRISPLD2
0.32555891
−0.3586666
0.32526073


PYGL
0.29134307
−0.2516874
0.32473667


CFP
0.12887729
−0.2008422
0.32390272


KIF2C
−0.1844746
0.36618417
0.32227884


HCK
0.145662
−0.1101782
0.32224187


THEMIS
−0.1614729
0.303302
0.3212733


KIAA1598
0.19605307
−0.2428218
0.32116134


TIMP2
0.21143257
−0.1767553
0.31745221


GATA3
−0.1580016
0.27439999
0.31631603


NLRP3
0.19856679
−0.4459587
0.31478029


UHRF1
−0.2013698
0.38829452
0.31378424


OIP5
−0.2158287
0.49771236
0.31289566


PAK1
0.11821371
−0.076532
0.31270228


LY86
0.17209671
−0.2437504
0.31243225


KLRD1
−0.3996624
0.33700039
0.31219778


DTL
−0.320412
0.56387945
0.31180503


SIRPA
0.30036914
−0.1727997
0.31140539


TRAT1
−0.1332071
0.33377432
0.31091869


RASSF4
0.12517986
−0.1642181
0.30897904


PECAM1
0.16631493
−0.2334685
0.30897622


BUB1
−0.2520322
0.5736033
0.30764568


PYCARD
0.121423
−0.0958546
0.30668021


ARHGEF10L
0.14063229
−0.211631
0.30492673


ITM2A
−0.2660534
0.35634646
0.3044698


LILRB1
0.24377036
−0.0943035
0.3020182


GIMAP6
0.00075014
0.19616636
0.30120438


RASGRP1
−0.2903379
0.30770064
0.29981424


AGPAT9
0.15172171
−0.0584703
0.29872519


FPR2
0.28376686
−0.063922
0.29368903


AURKB
−0.3572037
0.00276418
0.29357518


IMPA2
0.30031436
−0.1785237
0.28937466


CSF3R
0.31417671
−0.245967
0.28290744


PVRIG
−0.3300437
0.43754479
0.28229247


RAD54L
−0.1882477
0.31971504
0.27966512


ATP9A
−0.1948771
0.29154147
0.27858758


HOMER3
0.26818543
−0.2048115
0.27512564


TNS3
0.27859793
−0.1568785
0.27421914


NLRP12
0.22441814
−0.1575549
0.27378834


ADRB2
0.04538143
0.21887268
0.27331231


TLR2
0.44489771
−0.1334344
0.26995822


SERPINA1
0.18943
−0.1430217
0.26783199


SLC24A4
0.19907907
−0.2257899
0.26620923


GLT1D1
0.29008614
−0.1784594
0.26556227


KLRK1
−0.2942924
0.34556071
0.26183928


CX3CR1
0.14954157
0.36685596
0.26072662


BCL2
−0.1933056
0.25353029
0.25863276


MBOAT7
0.20782507
−0.1171386
0.25719238


KIR2DL5A
−0.3670154
0.33725142
0.25674147


MELK
−0.4531195
0.54402785
0.25518512


PLXNB2
0.12047643
−0.1692871
0.25458228


KLRF1
−0.4228596
0.32693082
0.25236879


ANLN
−0.5264763
0.72441581
0.25196326


DOK3
0.18839314
−0.072521
0.24778586


PRKCH
−0.3584819
0.26582529
0.24681067


ABLIM1
−0.1923061
0.3216015
0.24501985


EMR2
0.16595464
−0.2645479
0.24246048


P2RY13
0.317733
−0.1098233
0.24071498


KIR3DL1
−0.4576109
0.25522369
0.23961293


CD163
0.28459529
−0.2914575
0.23826983


CDCA7
−0.21515
0.40727161
0.23802171


HHEX
0.21694243
−0.1352445
0.23658793


KLRC3
−0.4404443
0.27508348
0.23570741


GINS4
−0.067823
0.22594522
0.23400711


PRAM1
0.20610086
−0.2093488
0.23394564


IFNGR2
0.22150264
−0.2453426
0.23288102


SPI1
0.12291529
−0.1344635
0.23243227


MEGF9
0.229724
−0.1275625
0.23166605


CDCA8
−0.2282616
0.2586116
0.22982876


ALDH2
0.13867614
−0.2825195
0.22925592


RNASE6
0.24234229
−0.2412168
0.22871705


STAT4
−0.3668694
0.33649532
0.22717006


SLC15A3
0.14341379
−0.2141991
0.22675477


PLK1
0.4368879
0.34197855
0.2262495


CDK1
−0.2976619
0.35394821
0.22600548


FBP1
0.24521021
−0.2207796
0.225988


CLIC3
−0.4618959
0.20322614
0.22596421


MYO1F
0.13985314
−0.0322897
0.2224607


S100A11
0.17343407
−0.1818736
0.22134581


AOAH
0.11295686
−0.1658184
0.21938268


CD3D
−0.2334819
0.39212054
0.21866053


TMTC2
0.38385421
−0.1644296
0.21700901


PTGDR
−0.2460782
0.42568543
0.2166249


TREM1
0.31924157
−0.3498546
0.21621519


FCGRT
0.12817407
−0.2209585
0.21604277


CD8B
−0.1882037
0.34228961
0.21353166


PRF1
−0.3665207
0.42110561
0.2112278


NCAM1
−0.3655757
0.18317471
0.21062028


CYBB
0.11776321
−0.0507948
0.21060862


SYK
0.19662329
−0.1717975
0.20957884


TBXAS1
0.11928286
−0.2289053
0.20873346


ZAP70
−0.3733384
0.35043057
0.20738283


HJURP
−0.3412081
0.49581671
0.20527139


PRKCD
0.19511836
−0.0893292
0.2037058


KIF11
−0.1548747
0.27468888
0.2031195


RHOH
−0.2636339
0.24160936
0.20231186


GRN
0.20724414
−0.120798
0.20195312


ITGAM
0.17888443
−0.0520518
0.19961885


XCL1
−0.4685001
0.17072114
0.19780327


BTK
0.15670586
−0.1421541
0.19737015


KIR2DS4
−0.4630044
0.33428446
0.19658952


GINS2
−0.3195001
0.46183131
0.19502951


IL12RB2
−0.1031039
0.19992615
0.19058768


FXYD6
0.2127035
−0.3337615
0.18558203


NKG7
−0.4003281
0.36869686
0.18558075


TBX21
−0.3874794
0.3888075
0.18446864


EOMES
−0.1587816
0.22841004
0.18266617


CPPED1
0.13722893
−0.2401733
0.1788541


CST7
−0.4068891
0.35034489
0.17509555


KIR2DL2
−0.5014236
0.33998994
0.174505


STEAP4
0.45599867
−0.0182688
0.17020067


RORA
−0.3176324
0.13335904
0.16985963


TCF7
−0.2205655
0.27400575
0.16767287


MCTP1
0.18948886
−0.2029344
0.16537404


CCNB2
−0.1946636
0.39873935
0.16506957


CCL5
−0.3745718
0.36271357
0.16502922


TRIP13
−0.1144978
0.32300382
0.16502514


PDGFRB
−0.3998149
0.51231926
0.16374775


KLRC1
−0.4014783
0.32408429
0.16126369


SCPEP1
0.20582057
−0.2124704
0.15853691


SP140
−0.047052
0.20126089
0.15829673


POLA1
−0.0924215
0.10952729
0.15781327


FASLG
−0.4090754
0.63064534
0.1573457


SORT1
0.32733014
−0.233492
0.15500878


DTYMK
0.00880393
0.07686164
0.15394803


SMARCAL1
−0.0227714
0.09328157
0.15274879


ITK
−0.294615
0.26540107
0.15102084


NFAM1
0.14978529
−0.1298816
0.15092301


ITPR3
−0.1481427
0.30532818
0.15078737


E2F7
−0.1723229
0.35509695
0.14840147


SIGLEC7
0.12681557
−0.2019304
0.14439254


PCNA
−0.2071294
0.26508754
0.14422628


ANO10
0.183057
−0.1661393
0.14284752


SSBP1
−0.0296017
0.04982696
0.13694118


TGFBR3
−0.5264719
0.3242523
0.13637054


CENPE
−0.0645918
0.27777848
0.13544765


CARD9
0.14008593
−0.2250704
0.13415354


CHAF1B
−0.2801058
0.34651381
0.13191569


CD8A
−0.2015009
0.32647193
0.12985501


CDCA5
−0.3264995
0.35916156
0.12874482


CEP72
−0.0502172
0.18587307
0.12853165


HOPX
−0.4079511
0.31981293
0.12767412


TLR8
0.25849436
−0.1439851
0.12389608


SLC16A3
0.16651343
−0.0060917
0.12252404


CD96
−0.2954874
0.27057925
0.12024164


CAMK4
−0.2131127
0.21834766
0.11914249


CENPF
−0.2633705
0.45853571
0.11887395


LCK
−0.1946184
0.24340629
0.11624022


KCTD12
0.25632571
−0.1325746
0.11515547


CASC5
−0.0853667
0.3705584
0.11501154


SGOL2
−0.0736771
0.20052546
0.11490859


GZMM
−0.5277151
0.29230996
0.11421952


IL7R
−0.0746926
0.33924354
0.11402449


MCM6
−0.2673995
0.30639182
0.11092836


CD1D
0.33226726
−0.3583073
0.10996758


ASPM
−0.3264533
0.53236356
0.1083077


IL2RB
−0.4383737
0.31879714
0.10657716


PTTG1
−0.1689252
0.35232025
0.10572265


FANCI
−0.1670241
0.21036312
0.10293415


GZMH
−0.3635874
0.43763271
0.10215849


SLC11A1
0.25345971
−0.2653527
0.10122901


ETS1
−0.3095553
0.270924
0.10066554


CKAP5
0.06925536
0.19171896
0.10001639


WDFY3
0.227156
−0.3627252
0.09970533


IL18R1
−0.2915981
0.23804614
0.09903459


CENPN
−0.1552708
−0.1012391
0.09358631


KIR2DS3
−0.4409509
0.13590208
0.09236038


TUBG1
0.04338786
0.29674596
0.09095781


NUF2
−0.1199278
0.38920616
0.08923606


SMC4
−0.0498615
0.18205457
0.08747603


NUSAP1
−0.0788597
0.11708601
0.08618049


CHST15
0.24669143
−0.1275318
0.08565709


PTPN4
−0.3326756
0.29473275
0.0851204


FGD4
0.15304257
−0.1932215
0.08126504


FCGR2A
0.19513057
−0.2171639
0.07896857


CCR7
−0.1183211
0.22720743
0.07812974


S1PR5
−0.4823231
0.27190594
0.07531726


CD247
−0.4255066
0.30918132
0.07190587


CD7
−0.4413583
0.228816
0.0681526


RAB32
0.16056593
−0.1885954
0.06790996


PLEKHF1
−0.2791689
0.33819318
0.06736293


EXO1
−0.4247823
0.59886942
0.06443739


CTSW
−0.487019
0.32969107
0.06385929


TNFSF13
0.11867379
−0.2346925
0.06363152


TXK
−0.3989911
0.28206181
0.06064901


CDCA2
−0.3801736
0.42248241
0.05956476


DHFR
0.00870521
0.28889754
0.05952899


MCM4
−0.2320073
0.36402665
0.05912974


NPL
−0.0636007
0.004466
0.05885316


SLA2
−0.3782789
0.24943868
0.0563309


SH2D2A
−0.3770402
0.36344946
0.05619833


NCAPD3
−0.0677968
0.09737246
0.05570218


GPR114
−0.2936257
0.30667602
0.05449794


DPP4
−0.0943919
0.21415932
0.05352765


LAT
−0.2510211
0.318139
0.05175177


SPOCK2
−0.3122131
0.25077596
0.04956459


TIGIT
−0.2286996
0.43677026
0.04669768


CXCR3
−0.3350559
0.40025993
0.04667949


CYBRD1
0.111162
−0.3007594
0.04645738


MCM5
−0.0019691
0.08003532
0.04528597


TCHP
0.13509083
0.20927789
0.04381717


NACC2
0.18404114
−0.26109
0.04016366


CD5
−0.2471322
0.27680911
0.03716696


MPEG1
0.14583836
−0.170232
0.03309445


STMN1
−0.3249196
0.34691546
0.03205552


SLAMF7
−0.2300298
0.34091768
0.03058441


CLEC4E
0.2837066
−0.3068958
0.03012479


UBASH3A
−0.2202034
0.35947714
0.02497065


SPAG5
−0.0995263
0.23141186
0.02354363


IL21R
−0.1031827
0.20682311
0.01912902


GNLY
−0.4441947
0.35938757
0.01642658


PRKCQ
−0.3047643
0.28771886
0.01602466


KIF23
0.09160493
0.03388473
0.01532775


F13A1
0.28193136
−0.0599006
0.01001287


SAMD3
−0.372721
0.44468854
0.00880716


IKZF1
−0.1879529
0.14708693
0.00716977


RARRES3
−0.1910249
0.15946211
0.00466383


GZMB
−0.3850094
0.24324889
0.00420963









The invention further comprises the following embodiments:


Embodiment 1

A method of determining the prognosis of a patient comprising the steps of

    • (a) determining the expression level of at least one marker gene selected from the group consisting of the marker genes set out in table 1 in a sample of the patient to obtain a gene expression profile;
    • (b) determining the prognosis of the patient based on the gene expression profile obtained in step (a).


Embodiment 2

Method according to embodiment 1, wherein the patient is a cancer or tumor patient.


Embodiment 3

Method according to embodiment 1 or 2, wherein the at least one marker gene is selected from the group consisting of marker genes set out in table 2.


Embodiment 4

Method according to embodiment 3, wherein the at least one marker gene is selected from the group consisting of marker genes set out in table 3.


Embodiment 5

Method according to embodiment 4, wherein the at least one marker gene is selected from group consisting of marker genes set out in table 4.


Embodiment 6

Method according to embodiment 5, wherein the at least one marker gene is selected from group consisting of marker genes set out in table 5.


Embodiment 7

Method according to embodiment 1, wherein at least 10 marker genes, preferably at least 30 marker genes, more preferably at least 50 marker genes, most preferably at least 100 marker genes are selected from table 1.


Embodiment 8

Method according to embodiment 3, wherein at least 10 marker genes, preferably at least 30 marker genes, more preferably at least 50 marker genes, most preferably at least 100 marker genes are selected from table 2.


Embodiment 9

Method according to embodiment 4, wherein at least 10 marker genes, preferably at least 30 marker genes, more preferably at least 50 marker genes are selected from table 3.


Embodiment 10

Method according embodiment 5, wherein at least 10 marker genes, preferably at least 20 marker genes, more preferably at least 30 marker genes a selected from the group consisting of from table 4.


Embodiment 11

Method according to any one of the preceding embodiments, wherein the expression level of at least one marker gene is measured before administration and/or after administration of at least one dose of a therapeutic agent.


Embodiment 12

Method according to embodiment 11, wherein the gene expression profile of step (a) is obtained by determining the difference of the expression level of the at least one marker gene measured before administration of the therapeutic agent and after administration of at least one dose of the therapeutic agent.


Embodiment 13

Method according to embodiment 11 or 12, wherein the therapeutic agent is an immunostimulatory composition and/or a vaccine and/or an immunotherapeutic agent.


Embodiment 14

Method according to any one of embodiments 11 to 13, wherein the immunostimulatory composition and/or vaccine comprises at least one antigen selected from the group consisting of MAGE-C1, MAGE-C2, NY-ESO-1, Survivin and 5T4 or fragments or variants thereof.


Embodiment 15

Method according to any one of embodiments 11 to 14, wherein the immunostimulatory composition and/or vaccine comprises the antigens MAGE-C1, MAGE-C2, NY-ESO-1, Survivin and 5T4 or fragments or variants thereof.


Embodiment 16

Method according to embodiment 11 to 15, wherein the antigen(s) are present as peptides or proteins and/or are encoded by at least one nucleotide sequence.


Embodiment 17

Method according to any one of embodiments 11 to 16, wherein the antigen(s) are encoded by at least one mRNA molecule.


Embodiment 18

Method according to any one of embodiments 11 to 17, wherein the cancer is selected from the group consisting of Acute Lymphoblastic Leukemia, Adult; Acute Lymphoblastic Leukemia, Childhood; Acute Myeloid Leukemia, Adult; Adrenocortical Carcinoma; Adrenocortical Carcinoma, Childhood; AIDS-Related Lymphoma; AIDS-Related Malignancies; Anal Cancer; Astrocytoma, Childhood Cerebellar; Astrocytoma, Childhood Cerebral; Bile Duct Cancer, Extrahepatic; Bladder Cancer; Bladder Cancer, Childhood; Bone Cancer, Osteosarcoma/Malignant Fibrous Histiocytoma; Brain Stem Glioma, Childhood; Brain Tumor, Adult; Brain Tumor, Brain Stem Glioma, Childhood; Brain Tumor, Cerebellar Astrocytoma, Childhood; Brain Tumor, Cerebral Astrocytoma/Malignant Glioma, Childhood; Brain Tumor, Ependymoma, Childhood; Brain Tumor, Medulloblastoma, Childhood; Brain Tumor, Supratentorial Primitive Neuroectodermal Tumors, Childhood; Brain Tumor, Visual Pathway and Hypothalamic Glioma, Childhood; Brain Tumor, Childhood (Other); Breast Cancer; Breast Cancer and Pregnancy; Breast Cancer, Childhood; Breast Cancer, Male; Bronchial Adenomas/Carcinoids, Childhood: Carcinoid Tumor, Childhood; Carcinoid Tumor, Gastrointestinal; Carcinoma, Adrenocortical; Carcinoma, Islet Cell; Carcinoma of Unknown Primary; Central Nervous System Lymphoma, Primary; Cerebellar Astrocytoma, Childhood; Cerebral Astrocytoma/Malignant Glioma, Childhood; Cervical Cancer; Childhood Cancers; Chronic Lymphocytic Leukemia; Chronic Myelogenous Leukemia; Chronic Myeloproliferative Disorders; Clear Cell Sarcoma of Tendon Sheaths; Colon Cancer; Colorectal Cancer, Childhood; Cutaneous T-Cell Lymphoma; Endometrial Cancer; Ependymoma, Childhood; Epithelial Cancer, Ovarian; Esophageal Cancer; Esophageal Cancer, Childhood; Ewing's Family of Tumors; Extracranial Germ Cell Tumor, Childhood; Extragonadal Germ Cell Tumor; Extrahepatic Bile Duct Cancer; Eye Cancer, Intraocular Melanoma; Eye Cancer, Retinoblastoma; Gallbladder Cancer; Gastric (Stomach) Cancer; Gastric (Stomach) Cancer, Childhood; Gastrointestinal Carcinoid Tumor; Germ Cell Tumor, Extracranial, Childhood; Germ Cell Tumor, Extragonadal; Germ Cell Tumor, Ovarian; Gestational Trophoblastic Tumor; Glioma. Childhood Brain Stem; Glioma. Childhood Visual Pathway and Hypothalamic; Hairy Cell Leukemia; Head and Neck Cancer; Hepatocellular (Liver) Cancer, Adult (Primary); Hepatocellular (Liver) Cancer, Childhood (Primary); Hodgkin's Lymphoma, Adult; Hodgkin's Lymphoma, Childhood; Hodgkin's Lymphoma During Pregnancy; Hypopharyngeal Cancer; Hypothalamic and Visual Pathway Glioma, Childhood; Intraocular Melanoma; Islet Cell Carcinoma (Endocrine Pancreas); Kaposi's Sarcoma; Kidney Cancer; Laryngeal Cancer; Laryngeal Cancer, Childhood; Leukemia, Acute Lymphoblastic, Adult; Leukemia, Acute Lymphoblastic, Childhood; Leukemia, Acute Myeloid, Adult; Leukemia, Acute Myeloid, Childhood; Leukemia, Chronic Lymphocytic; Leukemia, Chronic Myelogenous; Leukemia, Hairy Cell; Lip and Oral Cavity Cancer; Liver Cancer, Adult (Primary); Liver Cancer, Childhood (Primary); Lung Cancer, Non-Small Cell; Lung Cancer, Small Cell; Lymphoblastic Leukemia, Adult Acute; Lymphoblastic Leukemia, Childhood Acute; Lymphocytic Leukemia, Chronic; Lymphoma, AIDS-Related; Lymphoma, Central Nervous System (Primary); Lymphoma, Cutaneous T-Cell; Lymphoma, Hodgkin's, Adult; Lymphoma, Hodgkin's; Childhood; Lymphoma, Hodgkin's During Pregnancy; Lymphoma, Non-Hodgkin's, Adult; Lymphoma, Non-Hodgkin's, Childhood; Lymphoma, Non-Hodgkin's During Pregnancy; Lymphoma, Primary Central Nervous System; Macroglobulinemia, Waldenstrom's; Male Breast Cancer; Malignant Mesothelioma, Adult; Malignant Mesothelioma, Childhood; Malignant Thymoma; Medulloblastoma, Childhood; Melanoma; Melanoma, Intraocular; Merkel Cell Carcinoma; Mesothelioma, Malignant; Metastatic Squamous Neck Cancer with Occult Primary; Multiple Endocrine Neoplasia Syndrome, Childhood; Multiple Myeloma/Plasma Cell Neoplasm; Mycosis Fungoides; Myelodysplasia Syndromes; Myelogenous Leukemia, Chronic; Myeloid Leukemia, Childhood Acute; Myeloma, Multiple; Myeloproliferative Disorders, Chronic; Nasal Cavity and Paranasal Sinus Cancer; Nasopharyngeal Cancer; Nasopharyngeal Cancer, Childhood; Neuroblastoma; Neurofibroma; Non-Hodgkin's Lymphoma, Adult; Non-Hodgkin's Lymphoma, Childhood; Non-Hodgkin's Lymphoma During Pregnancy; Non-Small Cell Lung Cancer; Oral Cancer, Childhood; Oral Cavity and Lip Cancer; Oropharyngeal Cancer; Osteosarcoma/Malignant Fibrous Histiocytoma of Bone; Ovarian Cancer, Childhood; Ovarian Epithelial Cancer; Ovarian Germ Cell Tumor; Ovarian Low Malignant Potential Tumor; Pancreatic Cancer; Pancreatic Cancer, Childhood′, Pancreatic Cancer, Islet Cell; Paranasal Sinus and Nasal Cavity Cancer; Parathyroid Cancer; Penile Cancer; Pheochromocytoma; Pineal and Supratentorial Primitive Neuroectodermal Tumors, Childhood; Pituitary Tumor; Plasma Cell Neoplasm/Multiple Myeloma; Pleuropulmonary Blastoma; Pregnancy and Breast Cancer; Pregnancy and Hodgkin's Lymphoma; Pregnancy and Non-Hodgkin's Lymphoma; Primary Central Nervous System Lymphoma; Primary Liver Cancer, Adult; Primary Liver Cancer, Childhood; Prostate Cancer; Rectal Cancer; Renal Cell (Kidney) Cancer; Renal Cell Cancer, Childhood; Renal Pelvis and Ureter, Transitional Cell Cancer; Retinoblastoma; Rhabdomyosarcoma, Childhood; Salivary Gland Cancer; Salivary Gland′ Cancer, Childhood; Sarcoma, Ewing's Family of Tumors; Sarcoma, Kaposi's; Sarcoma (Osteosarcoma)/Malignant Fibrous Histiocytoma of Bone; Sarcoma, Rhabdomyosarcoma, Childhood; Sarcoma, Soft Tissue, Adult; Sarcoma, Soft Tissue, Childhood; Sezary Syndrome; Skin Cancer; Skin Cancer, Childhood; Skin Cancer (Melanoma); Skin Carcinoma, Merkel Cell; Small Cell Lung Cancer; Small Intestine Cancer; Soft Tissue Sarcoma, Adult; Soft Tissue Sarcoma, Childhood; Squamous Neck Cancer with Occult Primary, Metastatic; Stomach (Gastric) Cancer; Stomach (Gastric) Cancer, Childhood; Supratentorial Primitive Neuroectodermal Tumors, Childhood; T-Cell Lymphoma, Cutaneous; Testicular Cancer; Thymoma, Childhood; Thymoma, Malignant; Thyroid Cancer; Thyroid Cancer, Childhood; Transitional Cell Cancer of the Renal Pelvis and Ureter; Trophoblastic Tumor, Gestational; Unknown Primary Site, Cancer of, Childhood; Unusual Cancers of Childhood; Ureter and Renal Pelvis, Transitional Cell Cancer; Urethral Cancer; Uterine Sarcoma; Vaginal Cancer; Visual Pathway and Hypothalamic Glioma, Childhood; Vulvar Cancer; Waldenstrom's Macro globulinemia; and Wilms' Tumor.


Embodiment 19

Method according to embodiment 18, wherein the cancer is lung cancer, preferably non-small cell lung cancer (NSCLC).


Embodiment 20

Method according to any one of the preceding embodiments, wherein the sample of the patient comprises peripheral blood mono-nuclear cells (PBMCs).


Embodiment 21

Method according to any one of the preceding embodiments, wherein in step (b) a hierarchical clustering algorithm is applied.


Embodiment 22

Kit, diagnostic composition or device for the analysis of at least one marker gene set out in table 1 comprising at least one primer and/or probe selective for determining the expression level of at least one marker gene set out in table 1.


Embodiment 23

Kit, diagnostic composition or device of embodiment 22, further comprising an enzyme for primer elongation, nucleotides and/or labeling agents.


Embodiment 24

Microarray, comprising at least one probe selective for determining the expression level of at least one marker gene set out in table 1.


Embodiment 25

Use of a microarray according to embodiment 24 for determining the prognosis of a cancer patient.


Embodiment 26

Use of a kit, diagnostic composition or device according to embodiment 22 or 23 for determining the prognosis of a cancer patient.

Claims
  • 1. A method of determining the prognosis of a patient comprising the steps of (a) determining the expression level of at least 30 marker genes selected from the group consisting of the marker genes set out in table 4 in a sample of the patient to obtain a gene expression profile;(b) determining the prognosis of the patient based on the gene expression profile obtained in step (a).
  • 2. Method according to claim 1, wherein the patient is a cancer or tumor patient.
  • 3. Method according to claim 1, wherein at least 10 additional marker genes, preferably at least 20 additional marker genes, more preferably at least 70 additional marker genes are selected from table 1.
  • 4. Method according to any one of the preceding claims, wherein at least 10 additional marker genes, preferably at least 20 additional marker genes, more preferably at least 70 additional marker genes are selected from table 2.
  • 5. Method according to any one of the preceding claims, wherein at least 10 additional marker genes, preferably at least 20 additional marker genes are selected from table 3.
  • 6. Method according to any one of the preceding claims, wherein the expression level of at least one marker gene is measured before administration and/or after administration of at least one dose of a therapeutic agent.
  • 7. Method according to claim 6, wherein the gene expression profile of step (a) is obtained by determining the difference of the expression level of the at least one marker gene measured before administration of the therapeutic agent and after administration of at least one dose of the therapeutic agent.
  • 8. Method according to claim 6 or 7, wherein the therapeutic agent is an immunostimulatory composition and/or a vaccine and/or an immunotherapeutic agent.
  • 9. Method according to any one of claims 6 to 8, wherein the immunostimulatory composition and/or vaccine comprises at least one antigen selected from the group consisting of MAGE-C1, MAGE-C2, NY-ESO-1, Survivin and 5T4 or fragments or variants thereof.
  • 10. Method according to any one of claims 6 to 9, wherein the immunostimulatory composition and/or vaccine comprises the antigens MAGE-C1, MAGE-C2, NY-ESO-1, Survivin and 5T4 or fragments or variants thereof.
  • 11. Method according to claim 6 to 10, wherein the antigen(s) are present as peptides or proteins and/or are encoded by at least one nucleotide sequence.
  • 12. Method according to any one of claims 6 to 11, wherein the antigen(s) are encoded by at least one mRNA molecule.
  • 13. Method according to any one of claims 6 to 12, wherein the cancer is selected from the group consisting of Acute Lymphoblastic Leukemia, Adult; Acute Lymphoblastic Leukemia, Childhood; Acute Myeloid Leukemia, Adult; Adrenocortical Carcinoma; Adrenocortical Carcinoma, Childhood; AIDS-Related Lymphoma; AIDS-Related Malignancies; Anal Cancer; Astrocytoma, Childhood Cerebellar; Astrocytoma, Childhood Cerebral; Bile Duct Cancer, Extrahepatic; Bladder Cancer; Bladder Cancer, Childhood; Bone Cancer, Osteosarcoma/Malignant Fibrous Histiocytoma; Brain Stem Glioma, Childhood; Brain Tumor, Adult; Brain Tumor, Brain Stem Glioma, Childhood; Brain Tumor, Cerebellar Astrocytoma, Childhood; Brain Tumor, Cerebral Astrocytoma/Malignant Glioma, Childhood; Brain Tumor, Ependymoma, Childhood; Brain Tumor, Medulloblastoma, Childhood; Brain Tumor, Supratentorial Primitive Neuroectodermal Tumors, Childhood; Brain Tumor, Visual Pathway and Hypothalamic Glioma, Childhood; Brain Tumor, Childhood (Other); Breast Cancer; Breast Cancer and Pregnancy; Breast Cancer, Childhood; Breast Cancer, Male; Bronchial Adenomas/Carcinoids, Childhood: Carcinoid Tumor, Childhood; Carcinoid Tumor, Gastrointestinal; Carcinoma, Adrenocortical; Carcinoma, Islet Cell; Carcinoma of Unknown Primary; Central Nervous System Lymphoma, Primary; Cerebellar Astrocytoma, Childhood; Cerebral Astrocytoma/Malignant Glioma, Childhood; Cervical Cancer; Childhood Cancers; Chronic Lymphocytic Leukemia; Chronic Myelogenous Leukemia; Chronic Myeloproliferative Disorders; Clear Cell Sarcoma of Tendon Sheaths; Colon Cancer; Colorectal Cancer, Childhood; Cutaneous T-Cell Lymphoma; Endometrial Cancer; Ependymoma, Childhood; Epithelial Cancer, Ovarian; Esophageal Cancer; Esophageal Cancer, Childhood; Ewing's Family of Tumors; Extracranial Germ Cell Tumor, Childhood; Extragonadal Germ Cell Tumor; Extrahepatic Bile Duct Cancer; Eye Cancer, Intraocular Melanoma; Eye Cancer, Retinoblastoma; Gallbladder Cancer; Gastric (Stomach) Cancer; Gastric (Stomach) Cancer, Childhood; Gastrointestinal Carcinoid Tumor; Germ Cell Tumor, Extracranial, Childhood; Germ Cell Tumor, Extragonadal; Germ Cell Tumor, Ovarian; Gestational Trophoblastic Tumor; Glioma. Childhood Brain Stem; Glioma. Childhood Visual Pathway and Hypothalamic; Hairy Cell Leukemia; Head and Neck Cancer; Hepatocellular (Liver) Cancer, Adult (Primary); Hepatocellular (Liver) Cancer, Childhood (Primary); Hodgkin's Lymphoma, Adult; Hodgkin's Lymphoma, Childhood; Hodgkin's Lymphoma During Pregnancy; Hypopharyngeal Cancer; Hypothalamic and Visual Pathway Glioma, Childhood; Intraocular Melanoma; Islet Cell Carcinoma (Endocrine Pancreas); Kaposi's Sarcoma; Kidney Cancer; Laryngeal Cancer; Laryngeal Cancer, Childhood; Leukemia, Acute Lymphoblastic, Adult; Leukemia, Acute Lymphoblastic, Childhood; Leukemia, Acute Myeloid, Adult; Leukemia, Acute Myeloid, Childhood; Leukemia, Chronic Lymphocytic; Leukemia, Chronic Myelogenous; Leukemia, Hairy Cell; Lip and Oral Cavity Cancer; Liver Cancer, Adult (Primary); Liver Cancer, Childhood (Primary); Lung Cancer, Non-Small Cell; Lung Cancer, Small Cell; Lymphoblastic Leukemia, Adult Acute; Lymphoblastic Leukemia, Childhood Acute; Lymphocytic Leukemia, Chronic; Lymphoma, AIDS-Related; Lymphoma, Central Nervous System (Primary); Lymphoma, Cutaneous T-Cell; Lymphoma, Hodgkin's, Adult; Lymphoma, Hodgkin's; Childhood; Lymphoma, Hodgkin's During Pregnancy; Lymphoma, Non-Hodgkin's, Adult; Lymphoma, Non-Hodgkin's, Childhood; Lymphoma, Non-Hodgkin's During Pregnancy; Lymphoma, Primary Central Nervous System; Macroglobulinemia, Waldenstrom's; Male Breast Cancer; Malignant Mesothelioma, Adult; Malignant Mesothelioma, Childhood; Malignant Thymoma; Medulloblastoma, Childhood; Melanoma; Melanoma, Intraocular; Merkel Cell Carcinoma; Mesothelioma, Malignant; Metastatic Squamous Neck Cancer with Occult Primary; Multiple Endocrine Neoplasia Syndrome, Childhood; Multiple Myeloma/Plasma Cell Neoplasm; Mycosis Fungoides; Myelodysplasia Syndromes; Myelogenous Leukemia, Chronic; Myeloid Leukemia, Childhood Acute; Myeloma, Multiple; Myeloproliferative Disorders, Chronic; Nasal Cavity and Paranasal Sinus Cancer; Nasopharyngeal Cancer; Nasopharyngeal Cancer, Childhood; Neuroblastoma; Neurofibroma; Non-Hodgkin's Lymphoma, Adult; Non-Hodgkin's Lymphoma, Childhood; Non-Hodgkin's Lymphoma During Pregnancy; Non-Small Cell Lung Cancer; Oral Cancer, Childhood; Oral Cavity and Lip Cancer; Oropharyngeal Cancer; Osteosarcoma/Malignant Fibrous Histiocytoma of Bone; Ovarian Cancer, Childhood; Ovarian Epithelial Cancer; Ovarian Germ Cell Tumor; Ovarian Low Malignant Potential Tumor; Pancreatic Cancer; Pancreatic Cancer, Childhood’, Pancreatic Cancer, Islet Cell; Paranasal Sinus and Nasal Cavity Cancer; Parathyroid Cancer; Penile Cancer; Pheochromocytoma; Pineal and Supratentorial Primitive Neuroectodermal Tumors, Childhood; Pituitary Tumor; Plasma Cell Neoplasm/Multiple Myeloma; Pleuropulmonary Blastoma; Pregnancy and Breast Cancer; Pregnancy and Hodgkin's Lymphoma; Pregnancy and Non-Hodgkin's Lymphoma; Primary Central Nervous System Lymphoma; Primary Liver Cancer, Adult; Primary Liver Cancer, Childhood; Prostate Cancer; Rectal Cancer; Renal Cell (Kidney) Cancer; Renal Cell Cancer, Childhood; Renal Pelvis and Ureter, Transitional Cell Cancer; Retinoblastoma; Rhabdomyosarcoma, Childhood; Salivary Gland Cancer; Salivary Gland’ Cancer, Childhood; Sarcoma, Ewing's Family of Tumors; Sarcoma, Kaposi's; Sarcoma (Osteosarcoma)/Malignant Fibrous Histiocytoma of Bone; Sarcoma, Rhabdomyosarcoma, Childhood; Sarcoma, Soft Tissue, Adult; Sarcoma, Soft Tissue, Childhood; Sezary Syndrome; Skin Cancer; Skin Cancer, Childhood; Skin Cancer (Melanoma); Skin Carcinoma, Merkel Cell; Small Cell Lung Cancer; Small Intestine Cancer; Soft Tissue Sarcoma, Adult; Soft Tissue Sarcoma, Childhood; Squamous Neck Cancer with Occult Primary, Metastatic; Stomach (Gastric) Cancer; Stomach (Gastric) Cancer, Childhood; Supratentorial Primitive Neuroectodermal Tumors, Childhood; T-Cell Lymphoma, Cutaneous; Testicular Cancer; Thymoma, Childhood; Thymoma, Malignant; Thyroid Cancer; Thyroid Cancer, Childhood; Transitional Cell Cancer of the Renal Pelvis and Ureter; Trophoblastic Tumor, Gestational; Unknown Primary Site, Cancer of, Childhood; Unusual Cancers of Childhood; Ureter and Renal Pelvis, Transitional Cell Cancer; Urethral Cancer; Uterine Sarcoma; Vaginal Cancer; Visual Pathway and Hypothalamic Glioma, Childhood; Vulvar Cancer; Waldenstrom's Macro globulinemia; and Wilms' Tumor.
  • 14. Method according to claim 13, wherein the cancer is lung cancer, preferably non-small cell lung cancer (NSCLC).
  • 15. Method according to any one of the preceding claims, wherein the sample of the patient comprises peripheral blood mono-nuclear cells (PBMCs).
  • 16. Method according to any one of the preceding claims, wherein in step (b) a hierarchical clustering algorithm is applied.
  • 17. Kit, diagnostic composition or device for the analysis of at least one marker gene set out in table 1 comprising at least one primer and/or probe selective for determining the expression level of at least one marker gene set out in table 1.
  • 18. Kit, diagnostic composition or device of claim 17, further comprising an enzyme for primer elongation, nucleotides and/or labeling agents.
  • 19. Microarray, comprising at least one probe selective for determining the expression level of at least one marker gene set out in table 1.
  • 20. Use of a microarray according to claim 19 for determining the prognosis of a cancer patient.
  • 21. Use of a kit, diagnostic composition or device according to claim 17 or 18 for determining the prognosis of a cancer patient.
  • 22. A method of determining the prognosis of a patient comprising the steps of (a) determining the expression level of at least one marker gene selected from the group consisting of the marker genes set out in table 11 in a sample of the patient to obtain a gene expression profile;(b) determining the prognosis of the patient based on the gene expression profile obtained in step (a).
  • 23. Method according to claim 22, wherein the patient is a cancer or tumor patient.
  • 24. Method according to claim 22 or 23, wherein the at least one marker genes is selected from the group consisting of marker genes set out in table 12.
  • 25. Method according to claim 24, wherein the at least one marker gene is selected from the group consisting of marker genes set out in table 13.
  • 26. Method according to claim 25, wherein the at least one marker gene is selected from group consisting of marker genes set out in table 14.
  • 27. Method according to claim 26, wherein the at least one marker gene is selected from group consisting of marker genes set out in table 15.
  • 28. Method according to claim 22, wherein at least 10 marker genes, preferably at least 30 marker genes, more preferably at least 50 marker genes, most preferably at least 100 marker genes are selected from table 11.
  • 29. Method according to claim 24, wherein at least 10 marker genes, preferably at least 30 marker genes, more preferably at least 50 marker genes, most preferably at least 100 marker genes are selected from table 12.
  • 30. Method according to claim 25, wherein at least 10 marker genes, preferably at least 30 marker genes, more preferably at least 50 marker genes are selected from table 13.
  • 31. Method according claim 26, wherein at least 10 marker genes, preferably at least 20 marker genes, more preferably at least 30 marker genes a selected from the group consisting of from table 14.
  • 32. Method according to any one of claims 22 to 31, wherein the expression level of at least one marker gene is measured before administration and/or after administration of at least one dose of a therapeutic agent.
  • 33. Method according to claim 32, wherein the gene expression profile of step (a) is obtained by determining the difference of the expression level of the at least one marker gene measured before administration of the therapeutic agent and after administration of at least one dose of the therapeutic agent.
  • 34. Method according to claim 32 or 33, wherein the therapeutic agent is an immunostimulatory composition and/or a vaccine and/or an immunotherapeutic agent.
  • 35. Method according to any one of claims 32 to 34, wherein the immunostimulatory composition and/or vaccine comprises at least one antigen selected from the group consisting of MAGE-C1, MAGE-C2, NY-ESO-1, Survivin, 5T4, PSA, PSMA, PSCA, STEAP, PAP and MUC1 or fragments or variants thereof.
  • 36. Method according to any one of claims 32 to 35, wherein the immunostimulatory composition and/or vaccine comprises the antigens (i) MAGE-C1, MAGE-C2, NY-ESO-1, Survivin and 5T4 or fragments or variants thereof; or(ii) PSA, PSMA, PSCA, STEAP, PAP and MUC1 or fragments or variants thereof.
  • 37. Method according to claim 32 to 36, wherein the antigen(s) are present as peptides or proteins and/or are encoded by at least one nucleotide sequence.
  • 38. Method according to any one of claims 32 to 37, wherein the antigen(s) are encoded by at least one mRNA molecule.
  • 39. Method according to any one of claims 22 to 38, wherein the cancer is selected from the group consisting of Acute Lymphoblastic Leukemia, Adult; Acute Lymphoblastic Leukemia, Childhood; Acute Myeloid Leukemia, Adult; Adrenocortical Carcinoma; Adrenocortical Carcinoma, Childhood; AIDS-Related Lymphoma; AIDS-Related Malignancies; Anal Cancer; Astrocytoma, Childhood Cerebellar; Astrocytoma, Childhood Cerebral; Bile Duct Cancer, Extrahepatic; Bladder Cancer; Bladder Cancer, Childhood; Bone Cancer, Osteosarcoma/Malignant Fibrous Histiocytoma; Brain Stem Glioma, Childhood; Brain Tumor, Adult; Brain Tumor, Brain Stem Glioma, Childhood; Brain Tumor, Cerebellar Astrocytoma, Childhood; Brain Tumor, Cerebral Astrocytoma/Malignant Glioma, Childhood; Brain Tumor, Ependymoma, Childhood; Brain Tumor, Medulloblastoma, Childhood; Brain Tumor, Supratentorial Primitive Neuroectodermal Tumors, Childhood; Brain Tumor, Visual Pathway and Hypothalamic Glioma, Childhood; Brain Tumor, Childhood (Other); Breast Cancer; Breast Cancer and Pregnancy; Breast Cancer, Childhood; Breast Cancer, Male; Bronchial Adenomas/Carcinoids, Childhood: Carcinoid Tumor, Childhood; Carcinoid Tumor, Gastrointestinal; Carcinoma, Adrenocortical; Carcinoma, Islet Cell; Carcinoma of Unknown Primary; Central Nervous System Lymphoma, Primary; Cerebellar Astrocytoma, Childhood; Cerebral Astrocytoma/Malignant Glioma, Childhood; Cervical Cancer; Childhood Cancers; Chronic Lymphocytic Leukemia; Chronic Myelogenous Leukemia; Chronic Myeloproliferative Disorders; Clear Cell Sarcoma of Tendon Sheaths; Colon Cancer; Colorectal Cancer, Childhood; Cutaneous T-Cell Lymphoma; Endometrial Cancer; Ependymoma, Childhood; Epithelial Cancer, Ovarian; Esophageal Cancer; Esophageal Cancer, Childhood; Ewing's Family of Tumors; Extracranial Germ Cell Tumor, Childhood; Extragonadal Germ Cell Tumor; Extrahepatic Bile Duct Cancer; Eye Cancer, Intraocular Melanoma; Eye Cancer, Retinoblastoma; Gallbladder Cancer; Gastric (Stomach) Cancer; Gastric (Stomach) Cancer, Childhood; Gastrointestinal Carcinoid Tumor; Germ Cell Tumor, Extracranial, Childhood; Germ Cell Tumor, Extragonadal; Germ Cell Tumor, Ovarian; Gestational Trophoblastic Tumor; Glioma. Childhood Brain Stem; Glioma. Childhood Visual Pathway and Hypothalamic; Hairy Cell Leukemia; Head and Neck Cancer; Hepatocellular (Liver) Cancer, Adult (Primary); Hepatocellular (Liver) Cancer, Childhood (Primary); Hodgkin's Lymphoma, Adult; Hodgkin's Lymphoma, Childhood; Hodgkin's Lymphoma During Pregnancy; Hypopharyngeal Cancer; Hypothalamic and Visual Pathway Glioma, Childhood; Intraocular Melanoma; Islet Cell Carcinoma (Endocrine Pancreas); Kaposi's Sarcoma; Kidney Cancer; Laryngeal Cancer; Laryngeal Cancer, Childhood; Leukemia, Acute Lymphoblastic, Adult; Leukemia, Acute Lymphoblastic, Childhood; Leukemia, Acute Myeloid, Adult; Leukemia, Acute Myeloid, Childhood; Leukemia, Chronic Lymphocytic; Leukemia, Chronic Myelogenous; Leukemia, Hairy Cell; Lip and Oral Cavity Cancer; Liver Cancer, Adult (Primary); Liver Cancer, Childhood (Primary); Lung Cancer, Non-Small Cell; Lung Cancer, Small Cell; Lymphoblastic Leukemia, Adult Acute; Lymphoblastic Leukemia, Childhood Acute; Lymphocytic Leukemia, Chronic; Lymphoma, AIDS-Related; Lymphoma, Central Nervous System (Primary); Lymphoma, Cutaneous T-Cell; Lymphoma, Hodgkin's, Adult; Lymphoma, Hodgkin's; Childhood; Lymphoma, Hodgkin's During Pregnancy; Lymphoma, Non-Hodgkin's, Adult; Lymphoma, Non-Hodgkin's, Childhood; Lymphoma, Non-Hodgkin's During Pregnancy; Lymphoma, Primary Central Nervous System; Macroglobulinemia, Waldenstrom's; Male Breast Cancer; Malignant Mesothelioma, Adult; Malignant Mesothelioma, Childhood; Malignant Thymoma; Medulloblastoma, Childhood; Melanoma; Melanoma, Intraocular; Merkel Cell Carcinoma; Mesothelioma, Malignant; Metastatic Squamous Neck Cancer with Occult Primary; Multiple Endocrine Neoplasia Syndrome, Childhood; Multiple Myeloma/Plasma Cell Neoplasm; Mycosis Fungoides; Myelodysplasia Syndromes; Myelogenous Leukemia, Chronic; Myeloid Leukemia, Childhood Acute; Myeloma, Multiple; Myeloproliferative Disorders, Chronic; Nasal Cavity and Paranasal Sinus Cancer; Nasopharyngeal Cancer; Nasopharyngeal Cancer, Childhood; Neuroblastoma; Neurofibroma; Non-Hodgkin's Lymphoma, Adult; Non-Hodgkin's Lymphoma, Childhood; Non-Hodgkin's Lymphoma During Pregnancy; Non-Small Cell Lung Cancer; Oral Cancer, Childhood; Oral Cavity and Lip Cancer; Oropharyngeal Cancer; Osteosarcoma/Malignant Fibrous Histiocytoma of Bone; Ovarian Cancer, Childhood; Ovarian Epithelial Cancer; Ovarian Germ Cell Tumor; Ovarian Low Malignant Potential Tumor; Pancreatic Cancer; Pancreatic Cancer, Childhood’, Pancreatic Cancer, Islet Cell; Paranasal Sinus and Nasal Cavity Cancer; Parathyroid Cancer; Penile Cancer; Pheochromocytoma; Pineal and Supratentorial Primitive Neuroectodermal Tumors, Childhood; Pituitary Tumor; Plasma Cell Neoplasm/Multiple Myeloma; Pleuropulmonary Blastoma; Pregnancy and Breast Cancer; Pregnancy and Hodgkin's Lymphoma; Pregnancy and Non-Hodgkin's Lymphoma; Primary Central Nervous System Lymphoma; Primary Liver Cancer, Adult; Primary Liver Cancer, Childhood; Prostate Cancer; Rectal Cancer; Renal Cell (Kidney) Cancer; Renal Cell Cancer, Childhood; Renal Pelvis and Ureter, Transitional Cell Cancer; Retinoblastoma; Rhabdomyosarcoma, Childhood; Salivary Gland Cancer; Salivary Gland’ Cancer, Childhood; Sarcoma, Ewing's Family of Tumors; Sarcoma, Kaposi's; Sarcoma (Osteosarcoma)/Malignant Fibrous Histiocytoma of Bone; Sarcoma, Rhabdomyosarcoma, Childhood; Sarcoma, Soft Tissue, Adult; Sarcoma, Soft Tissue, Childhood; Sezary Syndrome; Skin Cancer; Skin Cancer, Childhood; Skin Cancer (Melanoma); Skin Carcinoma, Merkel Cell; Small Cell Lung Cancer; Small Intestine Cancer; Soft Tissue Sarcoma, Adult; Soft Tissue Sarcoma, Childhood; Squamous Neck Cancer with Occult Primary, Metastatic; Stomach (Gastric) Cancer; Stomach (Gastric) Cancer, Childhood; Supratentorial Primitive Neuroectodermal Tumors, Childhood; T-Cell Lymphoma, Cutaneous; Testicular Cancer; Thymoma, Childhood; Thymoma, Malignant; Thyroid Cancer; Thyroid Cancer, Childhood; Transitional Cell Cancer of the Renal Pelvis and Ureter; Trophoblastic Tumor, Gestational; Unknown Primary Site, Cancer of, Childhood; Unusual Cancers of Childhood; Ureter and Renal Pelvis, Transitional Cell Cancer; Urethral Cancer; Uterine Sarcoma; Vaginal Cancer; Visual Pathway and Hypothalamic Glioma, Childhood; Vulvar Cancer; Waldenstrom's Macro globulinemia; and Wilms' Tumor.
  • 40. Method according to claim 39, wherein the cancer is lung cancer or prostate cancer.
  • 41. Method according to claim 40, wherein the lung cancer is preferably non-small cell lung cancer (NSCLC).
  • 42. Method according to claims 22 to 41, wherein the sample of the patient comprises peripheral blood mono-nuclear cells (PBMCs).
  • 43. Method according to claims 22 to 42, wherein in step (b) a hierarchical clustering algorithm is applied.
  • 44. Kit, diagnostic composition or device for the analysis of at least one marker gene set out in table 11 comprising at least one primer and/or probe selective for determining the expression level of at least one marker gene set out in table 11.
  • 45. Kit, diagnostic composition or device of claim 44, further comprising an enzyme for primer elongation, nucleotides and/or labeling agents.
  • 46. Microarray, comprising at least one probe selective for determining the expression level of at least one marker gene set out in table 11.
  • 47. Use of a microarray according to claim 46 for determining the prognosis of a cancer patient.
  • 48. Use of a kit, diagnostic composition or device according to claim 44 or 45 for determining the prognosis of a cancer patient.
  • 49. A method of determining the prognosis of a patient comprising the steps of (a) determining the expression level of at least one marker gene selected from the group consisting of the marker genes set out in table 6 in a sample of the patient to obtain a gene expression profile;(b) determining the prognosis of the patient based on the gene expression profile obtained in step (a).
  • 50. Method according to claim 49, wherein the patient is a cancer or tumor patient.
  • 51. Method according to claim 49 or 50, wherein the at least one marker genes is selected from the group consisting of marker genes set out in table 7.
  • 52. Method according to claim 51, wherein the at least one marker gene is selected from the group consisting of marker genes set out in table 8.
  • 53. Method according to claim 51, wherein the at least one marker gene is selected from group consisting of marker genes set out in table 9.
  • 54. Method according to claim 51, wherein the at least one marker gene is selected from group consisting of marker genes set out in table 10.
  • 55. Method according to claim 49, wherein at least 10 marker genes, preferably at least 30 marker genes, more preferably at least 50 marker genes, most preferably at least 100 marker genes are selected from table 6.
  • 56. Method according to claim 51, wherein at least 10 marker genes, preferably at least 30 marker genes, more preferably at least 50 marker genes, most preferably at least 100 marker genes are selected from table 7.
  • 57. Method according to claim 52, wherein at least 10 marker genes, preferably at least 30 marker genes, more preferably at least 50 marker genes are selected from table 8.
  • 58. Method according claim 53, wherein at least 10 marker genes, preferably at least 20 marker genes, more preferably at least 30 marker genes a selected from the group consisting of from table 9.
  • 59. Method according to any one of claims 49 to 58, wherein the expression level of at least one marker gene is measured before administration and/or after administration of at least one dose of a therapeutic agent.
  • 60. Method according to claim 59, wherein the gene expression profile of step (a) is obtained by determining the difference of the expression level of the at least one marker gene measured before administration of the therapeutic agent and after administration of at least one dose of the therapeutic agent.
  • 61. Method according to claim 59 or 60, wherein the therapeutic agent is an immunostimulatory composition and/or a vaccine and/or an immunotherapeutic agent.
  • 62. Method according to any one of claims 59 to 61, wherein the immunostimulatory composition and/or vaccine comprises at least one antigen selected from the group consisting of PSA, PSMA, PSCA, STEAP, PAP and MUC1 or fragments or variants thereof.
  • 63. Method according to any one of claims 59 to 62, wherein the immunostimulatory composition and/or vaccine comprises the antigens PSA, PSMA, PSCA, STEAP, PAP and MUC1 or fragments or variants thereof.
  • 64. Method according to claim 62 or 63, wherein the antigen(s) are present as peptides or proteins and/or are encoded by at least one nucleotide sequence.
  • 65. Method according to any one of claims 59 to 64, wherein the antigen(s) are encoded by at least one mRNA molecule.
  • 66. Method according to any one of claims 50 to 65, wherein the cancer is selected from the group consisting of Acute Lymphoblastic Leukemia, Adult; Acute Lymphoblastic Leukemia, Childhood; Acute Myeloid Leukemia, Adult; Adrenocortical Carcinoma; Adrenocortical Carcinoma, Childhood; AIDS-Related Lymphoma; AIDS-Related Malignancies; Anal Cancer; Astrocytoma, Childhood Cerebellar; Astrocytoma, Childhood Cerebral; Bile Duct Cancer, Extrahepatic; Bladder Cancer; Bladder Cancer, Childhood; Bone Cancer, Osteosarcoma/Malignant Fibrous Histiocytoma; Brain Stem Glioma, Childhood; Brain Tumor, Adult; Brain Tumor, Brain Stem Glioma, Childhood; Brain Tumor, Cerebellar Astrocytoma, Childhood; Brain Tumor, Cerebral Astrocytoma/Malignant Glioma, Childhood; Brain Tumor, Ependymoma, Childhood; Brain Tumor, Medulloblastoma, Childhood; Brain Tumor, Supratentorial Primitive Neuroectodermal Tumors, Childhood; Brain Tumor, Visual Pathway and Hypothalamic Glioma, Childhood; Brain Tumor, Childhood (Other); Breast Cancer; Breast Cancer and Pregnancy; Breast Cancer, Childhood; Breast Cancer, Male; Bronchial Adenomas/Carcinoids, Childhood: Carcinoid Tumor, Childhood; Carcinoid Tumor, Gastrointestinal; Carcinoma, Adrenocortical; Carcinoma, Islet Cell; Carcinoma of Unknown Primary; Central Nervous System Lymphoma, Primary; Cerebellar Astrocytoma, Childhood; Cerebral Astrocytoma/Malignant Glioma, Childhood; Cervical Cancer; Childhood Cancers; Chronic Lymphocytic Leukemia; Chronic Myelogenous Leukemia; Chronic Myeloproliferative Disorders; Clear Cell Sarcoma of Tendon Sheaths; Colon Cancer; Colorectal Cancer, Childhood; Cutaneous T-Cell Lymphoma; Endometrial Cancer; Ependymoma, Childhood; Epithelial Cancer, Ovarian; Esophageal Cancer; Esophageal Cancer, Childhood; Ewing's Family of Tumors; Extracranial Germ Cell Tumor, Childhood; Extragonadal Germ Cell Tumor; Extrahepatic Bile Duct Cancer; Eye Cancer, Intraocular Melanoma; Eye Cancer, Retinoblastoma; Gallbladder Cancer; Gastric (Stomach) Cancer; Gastric (Stomach) Cancer, Childhood; Gastrointestinal Carcinoid Tumor; Germ Cell Tumor, Extracranial, Childhood; Germ Cell Tumor, Extragonadal; Germ Cell Tumor, Ovarian; Gestational Trophoblastic Tumor; Glioma. Childhood Brain Stem; Glioma. Childhood Visual Pathway and Hypothalamic; Hairy Cell Leukemia; Head and Neck Cancer; Hepatocellular (Liver) Cancer, Adult (Primary); Hepatocellular (Liver) Cancer, Childhood (Primary); Hodgkin's Lymphoma, Adult; Hodgkin's Lymphoma, Childhood; Hodgkin's Lymphoma During Pregnancy; Hypopharyngeal Cancer; Hypothalamic and Visual Pathway Glioma, Childhood; Intraocular Melanoma; Islet Cell Carcinoma (Endocrine Pancreas); Kaposi's Sarcoma; Kidney Cancer; Laryngeal Cancer; Laryngeal Cancer, Childhood; Leukemia, Acute Lymphoblastic, Adult; Leukemia, Acute Lymphoblastic, Childhood; Leukemia, Acute Myeloid, Adult; Leukemia, Acute Myeloid, Childhood; Leukemia, Chronic Lymphocytic; Leukemia, Chronic Myelogenous; Leukemia, Hairy Cell; Lip and Oral Cavity Cancer; Liver Cancer, Adult (Primary); Liver Cancer, Childhood (Primary); Lung Cancer, Non-Small Cell; Lung Cancer, Small Cell; Lymphoblastic Leukemia, Adult Acute; Lymphoblastic Leukemia, Childhood Acute; Lymphocytic Leukemia, Chronic; Lymphoma, AIDS-Related; Lymphoma, Central Nervous System (Primary); Lymphoma, Cutaneous T-Cell; Lymphoma, Hodgkin's, Adult; Lymphoma, Hodgkin's; Childhood; Lymphoma, Hodgkin's During Pregnancy; Lymphoma, Non-Hodgkin's, Adult; Lymphoma, Non-Hodgkin's, Childhood; Lymphoma, Non-Hodgkin's During Pregnancy; Lymphoma, Primary Central Nervous System; Macroglobulinemia, Waldenstrom's; Male Breast Cancer; Malignant Mesothelioma, Adult; Malignant Mesothelioma, Childhood; Malignant Thymoma; Medulloblastoma, Childhood; Melanoma; Melanoma, Intraocular; Merkel Cell Carcinoma; Mesothelioma, Malignant; Metastatic Squamous Neck Cancer with Occult Primary; Multiple Endocrine Neoplasia Syndrome, Childhood; Multiple Myeloma/Plasma Cell Neoplasm; Mycosis Fungoides; Myelodysplasia Syndromes; Myelogenous Leukemia, Chronic; Myeloid Leukemia, Childhood Acute; Myeloma, Multiple; Myeloproliferative Disorders, Chronic; Nasal Cavity and Paranasal Sinus Cancer; Nasopharyngeal Cancer; Nasopharyngeal Cancer, Childhood; Neuroblastoma; Neurofibroma; Non-Hodgkin's Lymphoma, Adult; Non-Hodgkin's Lymphoma, Childhood; Non-Hodgkin's Lymphoma During Pregnancy; Non-Small Cell Lung Cancer; Oral Cancer, Childhood; Oral Cavity and Lip Cancer; Oropharyngeal Cancer; Osteosarcoma/Malignant Fibrous Histiocytoma of Bone; Ovarian Cancer, Childhood; Ovarian Epithelial Cancer; Ovarian Germ Cell Tumor; Ovarian Low Malignant Potential Tumor; Pancreatic Cancer; Pancreatic Cancer, Childhood’, Pancreatic Cancer, Islet Cell; Paranasal Sinus and Nasal Cavity Cancer; Parathyroid Cancer; Penile Cancer; Pheochromocytoma; Pineal and Supratentorial Primitive Neuroectodermal Tumors, Childhood; Pituitary Tumor; Plasma Cell Neoplasm/Multiple Myeloma; Pleuropulmonary Blastoma; Pregnancy and Breast Cancer; Pregnancy and Hodgkin's Lymphoma; Pregnancy and Non-Hodgkin's Lymphoma; Primary Central Nervous System Lymphoma; Primary Liver Cancer, Adult; Primary Liver Cancer, Childhood; Prostate Cancer; Rectal Cancer; Renal Cell (Kidney) Cancer; Renal Cell Cancer, Childhood; Renal Pelvis and Ureter, Transitional Cell Cancer; Retinoblastoma; Rhabdomyosarcoma, Childhood; Salivary Gland Cancer; Salivary Gland’ Cancer, Childhood; Sarcoma, Ewing's Family of Tumors; Sarcoma, Kaposi's; Sarcoma (Osteosarcoma)/Malignant Fibrous Histiocytoma of Bone; Sarcoma, Rhabdomyosarcoma, Childhood; Sarcoma, Soft Tissue, Adult; Sarcoma, Soft Tissue, Childhood; Sezary Syndrome; Skin Cancer; Skin Cancer, Childhood; Skin Cancer (Melanoma); Skin Carcinoma, Merkel Cell; Small Cell Lung Cancer; Small Intestine Cancer; Soft Tissue Sarcoma, Adult; Soft Tissue Sarcoma, Childhood; Squamous Neck Cancer with Occult Primary, Metastatic; Stomach (Gastric) Cancer; Stomach (Gastric) Cancer, Childhood; Supratentorial Primitive Neuroectodermal Tumors, Childhood; T-Cell Lymphoma, Cutaneous; Testicular Cancer; Thymoma, Childhood; Thymoma, Malignant; Thyroid Cancer; Thyroid Cancer, Childhood; Transitional Cell Cancer of the Renal Pelvis and Ureter; Trophoblastic Tumor, Gestational; Unknown Primary Site, Cancer of, Childhood; Unusual Cancers of Childhood; Ureter and Renal Pelvis, Transitional Cell Cancer; Urethral Cancer; Uterine Sarcoma; Vaginal Cancer; Visual Pathway and Hypothalamic Glioma, Childhood; Vulvar Cancer; Waldenstrom's Macro globulinemia; and Wilms' Tumor.
  • 67. Method according to claim 66, wherein the cancer is prostate cancer.
  • 68. Method according to any one of claims 49 to 67, wherein the sample of the patient comprises peripheral blood mono-nuclear cells (PBMCs).
  • 69. Method according to any one of claims 49 to 68, wherein in step (b) a hierarchical clustering algorithm is applied.
  • 70. Kit, diagnostic composition or device for the analysis of at least one marker gene set out in table 6 comprising at least one primer and/or probe selective for determining the expression level of at least one marker gene set out in table 6.
  • 71. Kit, diagnostic composition or device of claim 70, further comprising an enzyme for primer elongation, nucleotides and/or labeling agents.
  • 72. Microarray, comprising at least one probe selective for determining the expression level of at least one marker gene set out in table 6.
  • 73. Use of a microarray according to claim 72 for determining the prognosis of a cancer patient.
  • 74. Use of a kit, diagnostic composition or device according to claim 70 or 71 for determining the prognosis of a cancer patient.
Priority Claims (1)
Number Date Country Kind
PCT/EP2016/061829 May 2016 EP regional
PCT Information
Filing Document Filing Date Country Kind
PCT/EP2017/062694 5/24/2017 WO 00