METHODS FOR IDENTIFYING BIOMARKERS TO PREDICT TREATMENT RESPONSE

Information

  • Patent Application
  • 20220185886
  • Publication Number
    20220185886
  • Date Filed
    March 03, 2022
    2 years ago
  • Date Published
    June 16, 2022
    2 years ago
Abstract
Provided are methods for treatment of cancer. Also provided are methods for treating a patient susceptible or suspected of being susceptible with anti-CD47 therapies.
Description
INCORPORATION BY REFERENCE OF SEQUENCE LISTING

The contents of the text file submitted electronically herewith are incorporated herein by reference in their entirety: A computer readable format copy of the Sequence Listing (filename: ARCO-012_01US_SeqList_ST_25.txt, date recorded: Mar. 1, 2022, file size ˜192 Kilobytes).


FIELD OF THE DISCLOSURE

The present disclosure includes an evaluation of the sensitivity of patients to medical treatment, for example to identify biomarkers sensitivity to immunotherapy, and a method for treatment using anti-CD47 antibodies.


BACKGROUND OF THE DISCLOSURE

The development of cancer immunotherapies is occurring at a rapid pace. These immunotherapy treatments enhance the cytotoxic activity of cells of the immune system and have resulted in improved survival of patients with tumor types as diverse as melanoma, non-small cell lung cancer, bladder cancer, and Hodgkin's lymphoma. Despite these positive results, there remains a significant patient population that fail to respond to prescribed immunotherapy treatment or respond initially only to eventually acquire resistance.


The identification and use of biomarkers in the clinic would significantly improve the use of these immunotherapies. Not only would health care providers be able to identify patients that are most likely to benefit from these therapies, biomarkers would avoid treatment-related toxicity and increase our understanding of modes of action of immunotherapy and thereby identify potential combination therapies.


Furthermore, discovering and validating new biomarkers remains an extremely active area of research and development, especially with respect to: other types of immune cells, the complexity of tumor-immune interactions, and the steps involved in the process of the immune system launching an adaptive response against tumors. Thus, there remains a need for advances in biomarker development to further understand the relationship between cancer, the immune system, and the efficacy of immunotherapies.





BRIEF DESCRIPTION OF THE DRAWINGS


FIG. 1. shows the xenograft model workflow for all four models tested which include implantation, treatment, tumor collection and analysis by NanoString.





DETAILED DESCRIPTION OF THE DISCLOSURE

The present disclosure provides methods of treatment of cancer in a patient. The methods use multiple assays of biomarkers.


In certain embodiments, the method treats cancer in a patient by measuring at least one biomarker having an expression level greater or less than the amount of a baseline standard by administering an effective amount of an anti-CD47 antibody to the patient, wherein the at least one biomarker is selected from Table 1-Table 20.


In additional embodiments, the method of treats cancer in a patient with an anti-CD47 antibody wherein the method determines expression level of at least one biomarker chosen from the biomarkers listed in Table 1-Table 20; measures the in the level of expression of at least one biomarker indicating sensitivity to treatment, estimates the susceptibility of a patient; and administers a therapeutically effective amount of an anti-CD47 antibody to the patient.


In certain embodiments, the method of quantifying the amount of the biomarker in each sample is not limited to one or more methods selected from NanoString sequencing, RNAseq, qPCR, and microarray.


In certain embodiments, the cancer is a solid tumor.


In certain embodiments, the solid tumor is selected from cervical cancer, pancreatic cancer, ovarian cancer, mesothelioma, squamous cell cancer (e.g. epithelial squamous cell cancer), lung cancer including small-cell lung cancer, non-small cell lung cancer, adenocarcinoma of the lung and squamous carcinoma of the lung, cancer of the peritoneum, hepatocellular cancer, gastric or stomach cancer including gastrointestinal cancer, pancreatic cancer, glioblastoma, liver cancer, bladder cancer, hepatoma, breast cancer, colon cancer, rectal cancer, colorectal cancer, endometrial cancer or uterine carcinoma, salivary gland carcinoma, kidney or renal cancer, prostate cancer, vulval cancer, thyroid cancer, hepatic carcinoma, anal carcinoma, penile carcinoma head and neck cancer, sarcoma, adrenocortical carcinoma, adult (primary) hepatocellular cancer, adult (primary) liver cancer or any combination thereof.


In certain embodiments, the cancer is a hematological malignancy.


In certain embodiments, the hematologic malignancy is multiple myeloma, acute childhood lymphoblastic leukemia, acute lymphoblastic leukemia, acute lymphocytic leukemia, acute myeloid leukemia, adult acute lymphocytic leukemia, adult acute myeloid leukemia, adult Hodgkin's disease, adult Hodgkin's lymphoma, adult lymphocytic leukemia, adult Non-Hodgkin's lymphoma, AIDS-related lymphoma, or any combination thereof.


In certain embodiments, the biological sample is selected from, but not limited to a core biopsy, a free needle aspirate, a pleural effusion, a resection, ascites, whole blood, blood serum, plasma, bone marrow, or other bodily fluid, or dilution thereof.


In certain embodiments, at least two biomarkers are selected from Table 1 through Table 20.


In certain embodiments, at least three biomarkers are selected from Table 1 through Table 20.


In certain embodiments, at least four biomarkers are selected from Table 1 through Table 20.


In certain embodiments, at least five biomarkers are selected from Table 1 through Table 20.


In certain embodiments, greater than five biomarkers are selected from Table 1 through Table 20.


In certain embodiments, the baseline standard is a unit of measurement which provides a calibrated level of the biological effect which may occur prior to the administration of a therapy; i.e. an anti-CD47 antibody. As described herein, you may achieve a baseline standard by measuring gene expression levels for the one or more biomarkers described herein, in untreated tumor cells; i.e., without the administration of an anti-CD47 antibody to establish a baseline standard for treated tumor cells; i.e., with the administration of an anti-CD47 antibody when measured in the same patient.


In certain embodiments, the baseline standard is established for different tumor cell types; i.e., solid tumors and hematological tumors in an untreated patient when measured in the same patient.


In certain embodiments, the anti-CD47 antibodies disclosed block the CD47/SIRPα interaction and the ‘don't eat me’ signal.


In certain embodiments, the anti-CD47 antibodies disclosed induce cell death in solid and hematopoietic cell tumor lines.


In certain embodiments, the anti-CD47 antibodies disclosed have tumor cell binding selectivity compared to normal cells, particularly, binding negligibly to red blood cells (RBCs) in contrast to tumor cells even at high concentrations of antibody.


In certain embodiments, the anti-CD47 antibodies disclosed comprise a combination of a heavy chain (HC) and a light chain (LC), wherein the anti-CD47 antibody is selected from:

    • (i) a heavy chain comprising the amino acid sequence of SEQ ID NO:76 and a light chain comprising the amino acid sequence SEQ ID NO:66;
    • (ii) a heavy chain comprising the amino acid sequence of SEQ ID NO:77 and a light chain comprising the amino acid sequence SEQ ID NO:68;
    • (iii) a heavy chain comprising the amino acid sequence of SEQ ID NO:78 and a light chain comprising the amino acid sequence SEQ ID NO:69;
    • (iv) a heavy chain comprising the amino acid sequence of SEQ ID NO:79 and a light chain comprising the amino acid sequence SEQ ID NO:70;
    • (v) a heavy chain comprising the amino acid sequence of SEQ ID NO: 80 and a light chain comprising the amino acid sequence SEQ ID NO:70;
    • (vi) a heavy chain comprising the amino acid sequence of SEQ ID NO:81 and a light chain comprising the amino acid sequence SEQ ID NO:70;
    • (vii) a heavy chain comprising the amino acid sequence of SEQ ID NO: 82 and a light chain comprising the amino acid sequence SEQ ID NO:68;
    • (viii) a heavy chain comprising the amino acid sequence of SEQ ID NO: 83 and a light chain comprising the amino acid sequence SEQ ID NO:70;
    • (ix) a heavy chain comprising the amino acid sequence of SEQ ID NO: 84 and a light chain comprising the amino acid sequence SEQ ID NO:71;
    • (x) a heavy chain comprising the amino acid sequence of SEQ ID NO: 85 and a light chain comprising the amino acid sequence SEQ ID NO:72;
    • (xi) a heavy chain comprising the amino acid sequence of SEQ ID NO: 86 and a light chain comprising the amino acid sequence SEQ ID NO:72;
    • (xii) a heavy chain comprising the amino acid sequence of SEQ ID NO: 80 and a light chain comprising the amino acid sequence SEQ ID NO:73;
    • (xiii) a heavy chain comprising the amino acid sequence of SEQ ID NO:81 and a light chain comprising the amino acid sequence SEQ ID NO:73;
    • (xiv) a heavy chain comprising the amino acid sequence of SEQ ID NO: 87 and a light chain comprising the amino acid sequence SEQ ID NO:70;
    • (xv) a heavy chain comprising the amino acid sequence of SEQ ID NO:79 and a light chain comprising the amino acid sequence SEQ ID NO:73;
    • (xvi) a heavy chain comprising the amino acid sequence of SEQ ID NO: 88 and a light chain comprising the amino acid sequence SEQ ID NO:74;
    • (xvii) a heavy chain comprising the amino acid sequence of SEQ ID NO: 89 and a light chain comprising the amino acid sequence SEQ ID NO:74;
    • (xviii) a heavy chain comprising the amino acid sequence of SEQ ID NO:90 and a light chain comprising the amino acid sequence SEQ ID NO:74;
    • (xix) a heavy chain comprising the amino acid sequence of SEQ ID NO:91 and a light chain comprising the amino acid sequence SEQ ID NO:74;
    • (xx) a heavy chain comprising the amino acid sequence of SEQ ID NO: 84 and a light chain comprising the amino acid sequence SEQ ID NO:74;
    • (xxi) a heavy chain comprising the amino acid sequence of SEQ ID NO:92 and a light chain comprising the amino acid sequence SEQ ID NO:71;
    • (xxii) a heavy chain comprising the amino acid sequence of SEQ ID NO: 89 and a light chain comprising the amino acid sequence SEQ ID NO:71;
    • (xxiii) a heavy chain comprising the amino acid sequence of SEQ ID NO:90 and a light chain comprising the amino acid sequence SEQ ID NO:31;
    • (xxiv) a heavy chain comprising the amino acid sequence of SEQ ID NO:91 and a light chain comprising the amino acid sequence SEQ ID NO:71;
    • (xxv) a heavy chain comprising the amino acid sequence of SEQ ID NO: 85 and a light chain comprising the amino acid sequence SEQ ID NO:68;
    • (xxvi) a heavy chain comprising the amino acid sequence of SEQ ID NO: 86 and a light chain comprising the amino acid sequence SEQ ID NO:68;
    • (xxvii) a heavy chain comprising the amino acid sequence of SEQ ID NO:93 and a light chain comprising the amino acid sequence SEQ ID NO:100;
    • (xxviii) a heavy chain comprising the amino acid sequence of SEQ ID NO:94 and a light chain comprising the amino acid sequence SEQ ID NO:75;
    • (xxix) a heavy chain comprising the amino acid sequence of SEQ ID NO:95 and a light chain comprising the amino acid sequence SEQ ID NO:71;
    • (xxx) a heavy chain comprising the amino acid sequence of SEQ ID NO:96 and a light chain comprising the amino acid sequence SEQ ID NO:71;
    • (xxxi) a heavy chain comprising the amino acid sequence of SEQ ID NO:97 and a light chain comprising the amino acid sequence SEQ ID NO:71;
    • (xxxii) a heavy chain comprising the amino acid sequence of SEQ ID NO:98 and a light chain comprising the amino acid sequence SEQ ID NO:71;
    • (xxxiii) a heavy chain comprising the amino acid sequence of SEQ ID NO:83 and a light chain comprising the amino acid sequence SEQ ID NO:73;
    • (xxxiv) a heavy chain comprising the amino acid sequence of SEQ ID NO:87 and a light chain comprising the amino acid sequence SEQ ID NO:73;
    • (xxxv) a heavy chain comprising the amino acid sequence of SEQ ID NO:102 and a light chain comprising the amino acid sequence SEQ ID NO:101;
    • (xxxvi) a heavy chain comprising the amino acid sequence of SEQ ID NO:104 and a light chain comprising the amino acid sequence SEQ ID NO:103; wherein the VH amino acid sequence is at least 90%, 95%, 97%, 98% or 99% identical thereto and the VL amino acid sequence is at least 90%, 95%, 97%, 98% or 99% identical thereto.


Checkpoints and Checkpoint Inhibition

Therapeutic antibodies targeting the T cell checkpoints, PD-1, PD-L1 and CTLA-4 to enhance the cytotoxic activity of the adaptive T cell immune response have raised the prospect of long-term remission or even cure for patients with metastatic diseases [Hodi, 2010, McDermott, 2015]. Despite positive results, there remains a significant patient population that either fails to respond to these checkpoint inhibitors (primary resistance) or those that respond, but eventually develop disease progression (acquired resistance) [Pitt 2016, Restifo 2016, Sharma 2017]. Recent studies suggest that resistance mechanisms can be both tumor cell intrinsic, including a lack of unique tumor antigen proteins or inhibition of tumor antigen presentation, and tumor cell extrinsic, involving the absence of infiltrating T cells, redundant inhibitory checkpoints and/or the presence of immunosuppressive cells in the tumor microenvironment [Sharma 2017]. Even in tumors considered sensitive to checkpoint inhibitors, or when combining anti-CTLA-4 and anti-PD-1/PDL-1 agents, approximately 50% of patients do not experience tumor shrinkage and the median treatment duration or progression-free survival for all treated patients remains relatively short around 2-5 months [Kazandjian 2016]. In addition, several of the most prevalent solid tumors and the majority of hematological malignancies have shown disappointing results with these checkpoint inhibitors. In particular, hormone receptor-positive breast cancer, colorectal cancer (non-microsatellite instability) and prostate cancer do not appear to be sensitive to this type of immune manipulation and could benefit from a different immunotherapy approach [Le 2015, Dirix 2015, Topalian 2012, Graff 2016]. These findings highlight the need for alternative or synergistic approaches that target additional checkpoints to activate the innate immune response in addition to the adaptive immune response to further improve clinical outcomes.


CD47 Biology and Role as Innate Immune Checkpoint


CD47, also known as integrin associated protein (IAP), is a 50 kDa cell surface Ig superfamily member containing an extracellular IgV domain, 5 transmembrane domains, and a short C-terminal cytoplasmic tail, that is expressed on most cells and overexpressed on many cancer subtypes [Lindberg 1993, Reinhold 1995, Majetti 2009, Willingham 2012]. The functional activities of CD47 are defined by its two distinct ligands, signal regulatory protein alpha (SIRPα) and thrombospondin 1 (TSP1) [Gao 1994, Barclay 2006]. TSP is present on plasma and is synthesized by many cells, including platelets. SIRPα is expressed on many hematopoietic cells, including macrophages, dendritic cells, granulocytes and on a number of other cell types including neurons and glia. The CD47/SIRPα interaction functions as a marker of self, regulating macrophage and dendritic cell phagocytosis of target cells sending a “don't eat me signal” to the phagocyte. The binding of CD47 to SIRPα initiates an inhibitory signaling cascade resulting in inhibition of phagocytosis following phosphorylation of its cytoplasmic immunoreceptor tyrosine-based inhibition motifs (ITIMs) [Oldenborg, 2000, Oldenborg 2001, Okazawa, 2005], recruitment and binding of SHP1 and SHP2, Src homology domain-containing protein tyrosine phosphatases [Veillette, 1998, Oldenborg, 2001], inhibition of non-muscle myosin IIA and ultimately phagocytic function [Tsai and Discher, 2008, Barclay and van den Berg, 2014, Murata, 2014, Veillette and Chen, 2018, Matazaki, 2009].


Several anti-CD47 mouse antibodies have been described that block the interaction of CD47 and SIRPα, including B6H12 [Seiffert 1999, Latour 2001, Subramanian 2006, Liu 2002, Rebres 2005], BRIC126 [Vernon-Wilson 2000, Subramanian 2006], CC2C6 [Seiffert 1999] and 1F7 [Rebres 2005]. B6H12 and BRIC126 have also been shown to cause phagocytosis of human tumor cells by human and mouse macrophages [Willingham 2012, Chao 2012, EP 2 242 512 B1]. This increase in phagocytic activity resulting from blocking the CD47/SIRPα is the primary mechanism of action for the CD47 antibodies currently in early clinical studies [Barclay 2014, Weiskopf 2017]. This mechanism serves as one of the most important checkpoints regulating innate immune activation. Anti-CD47 mAbs have also been shown to promote an adaptive immune response to tumors in vivo [Tseng 2013, Soto-Pantoja 2014, Liu 2015]. Cancer cells thus use CD47 to mask themselves in “selfness” to evade both the innate and adaptive immune systems.


Induction of Programmed Cell Death III (PCDIII)

A number of anti-CD47 antibodies (CD47 mAbs), including Ad22, 1F7, MABL-1, MABL-2, and CC2C6, indicated that some, but not all, soluble CD47 mAbs, as well as some additional immobilized CD47 mAbs, can directly elicit a type of cell death of multiple types of tumor cells that is characteristic programmed cell death III (PCDIII) [Lie 1999, Manna 2003, Manna 2004, Mateo 1999, Mateo 2002, Uno 2005, Bras 2007, Martinez-Tones, 2015, Leclair, 2018]. PCDIII is caspase-independent and includes cellular features such as production of reactive oxygen species (ROS), loss of mitochondrial membrane potential (Δψm) and exposure of phosphatidylserine (PS) on the plasma membrane without the interaction with any immune effector cell and without nuclear features including chromatin condensation, DNA fragmentation and degradation [Kikuchi 2005, Pettersen 1999, Manna 2003, Manna 2004, Sagawa 2011, Uno 2007, Mateo 1999, Mateo 2002, Roue, 2003]. It is noteworthy that the anti-CD47 killing antibodies do not kill resting leukocytes, which also express CD47, but only those cells that are “activated” by transformation. Thus, normal circulating cells, many of which express CD47, are spared while cancer cells are selectively killed by the CD47 antibodies that possess this direct killing activity [Manna and Frazier 2003].


Induction of Immunogenic Cell Death (ICD)

The concept of immunogenic cell death (ICD) has emerged in recent years. This form of cell death, unlike non-immunogenic cell death, stimulates an adaptive immune response against tumor antigens presented to T cells [Casares 2005, Krysko 2012, Kroemer 2012]. ICD is induced by specific chemotherapy drugs, including anthracyclines (doxorubicin, daurorubicin and mitoxantrone) and oxaliplatin, but not by cisplatin and other chemotherapy drugs. ICD is also induced by bortezomib, cardiac glycosides, photodynamic therapy and radiation [Galluzi 2016]. ICD is characterized by the release or surface exposure of damage-associated molecular patterns (DAMPs) from dying cells that function as adjuvants for the immune system [Kroemer 2013]. The distinctive characteristics of ICD of tumor cells are the release from or exposure on tumor cell surfaces these DAMPs including: 1) the pre-apoptotic cell surface exposure of calreticulin, 2) the secretion of adenosine triphosphate (ATP), 3) release of high mobility group box 1 (HMGB1), 4) annexin Al release, 5) type I interferon release and 6) C-X-C motif chemokine ligand 10 (CXCL10) release. These ligands are endogenous damage-associated molecular patterns (DAMPs), which include the cell death-associated molecules (CDAMs). Importantly, each of these ligands induced during ICD binds to specific receptors, referred to as pattern recognition receptors (PRRs), that contribute to an anti-tumor immune response. ATP binds the purinergic receptors PY2, G-protein coupled, 2 (P2RY2) and PX2, ligand-gated ion channel, 7 (P2RX7) on dendritic cells causing dendritic cell recruitment and activation, respectively. Annexin A1 binds to formyl peptide receptor 1 (FPR1) on dendritic cells causing dendritic cell homing. Calreticulin expressed on the surface of tumor cells binds to LRP1 (CD91) on dendritic cells promoting antigen uptake by dendritic cells. HMGB1 binds to toll-like receptor 4 (TLR4) on dendritic cells to cause dendritic cell maturation. As a component of ICD, tumor cells release type I interferon leading to signaling via the type I interferon receptor and the release of the CXCL10 which favors the recruitment of effector CXCR3+ T cells Together, the actions of these ligands on their receptors facilitate recruitment of DCs into the tumor, the engulfment of tumor antigens by DCs and optimal antigen presentation to T cells. Kroemer et al. have proposed that a precise combination of the CDAMs mentioned above elicited by ICD can overcome the mechanisms that normally prevent the activation of anti-tumor immune responses [Kroemer 2016]. When mouse tumor cells treated in vitro with ICD-inducing modalities are administered in vivo to syngeneic mice, they provide effective vaccination that leads to an anti-tumor adaptive immune response, including memory. This vaccination effect cannot be tested in xenograft tumor models because the mice used in these studies lack a complete immune system. The available data indicate that ICD effects induced by chemotherapy or radiation will promote an adaptive anti-tumor immune response in cancer patients. The components of ICD are described in more detail below.


In 2005, it was reported that tumor cells which were dying in response to anthracycline chemotherapy in vitro caused an effective anti-tumor immune response when administered in vivo in the absence of adjuvant [Casares 2005]. This immune response protected mice from subsequent re-challenge with viable cells of the same tumor and caused regression of established tumors. Anthracyclines (doxorubicin, daunorubicin and idarubicin) and mitomycin C induced tumor cell apoptosis with caspase activation, but only apoptosis induced by anthracyclines resulted in immunogenic cell death. Caspase inhibition did not inhibit cell death induced by doxorubicin but did suppress the immunogenicity of tumor cells dying in response to doxorubicin. The central roles of dendritic cells and CD8+ T cells in the immune response elicited by doxorubicin-treated apoptotic tumor cells was established by the demonstration that depletion of these cells abolished the immune response in vivo.


Calreticulin is one of the most abundant proteins in the endoplasmic reticulum (ER). Calreticulin was shown to rapidly translocate pre-apoptotically from the ER lumen to the surface of cancer cells in response to multiple ICD inducers, including anthracyclines [Obeid 2007, Kroemer 2013]. Blockade or knockdown of calreticulin suppressed the phagocytosis of anthracycline-treated tumor cells by dendritic cells and abolished their immunogenicity in mice. The exposure of calreticulin caused by anthracyclines or oxaliplatin is activated by an ER stress response that involves the phosphorylation of the eukaryotic translation initiation factor eIF2α by the PKR-like ER kinase. Calreticulin, which has a prominent function as an “eat-me” signal [Gardai 2005] binds to LRP1 (CD91) on dendritic cells and macrophages resulting in phagocytosis of the calreticulin expressing cell, unless the calreticulin-expressing cell expresses a don't eat me signal, such as CD47. Calreticulin also signals through CD91 on antigen presenting cells to cause the release of proinflammatory cytokines and to program Th17 cell responses. In summary, calreticulin expressed as part of ICD stimulates antigen presenting cells to engulf dying cells, process their antigens and prime an immune response.


In addition to calreticulin, protein disulfide-isomerase A3 (PDIA3), also called Erp57, was shown to translocate from the ER to the surface of tumor cells following treatment with mitoxantrone, oxaliplatin and irradiation with UVC light [Panaretakis 2008, Panaretakis 2009]. A human ovarian cancer cell line, primary ovarian cancer cells and a human prostate cancer cell line expressed cell-surface calreticulin, HSP70 and HSP90 following treatment with the anthracyclines doxorubicin and idarrubicin [Fucikova 2011]. HSP70 and HSP90 bind to the PRR LRP1 on antigen presenting cells; the PRR to which PDIA3 binds has not been identified [Galluzi 2016].


TLR4 was shown to be required for cross-presentation of dying tumor cells and to control tumor antigen processing and presentation. Among proteins that were known to bind to and stimulate TLR4, HMGB1 was uniquely released by mouse tumor cells in which ICD was induced by irradiation or doxorubicin [Apetoh 2007]. The highly efficient induction of an in vivo anti-tumor immune by doxorubicin treatment of mouse tumor cells required the presence of HMGB1 and TLR4, as demonstrated by abrogation of the immune response by inhibition of HMGB1 and knock-out TLR4. These preclinical findings are clinically relevant. Patients with breast cancer who carry a TLR4 loss-of-function allele relapse more quickly after radiotherapy and chemotherapy than those carrying the normal TLR4 allele.


Ghiringhelli et al. showed that mouse tumor cells treated with oxaliplatin, doxorubicin and mitoxantrone in vitro released ATP and that the ATP binds to the purinergic receptors PY2, G-protein coupled, 2 (P2RY2) and PX2, ligand-gated ion channel, 7 (P2RX7) on dendritic cells [Ghiringhelli 2009]. Binding of ATP to P2RX7 on DCs triggers the NOD-like receptor family, pyrin domain containing-3 protein (NLRP3)-dependent caspase-1 activation complex (inflammasome), allowing for the secretion of interleukin-β (IL-1β), which is essential for the priming of interferon-gamma-producing CD8+ T cells by dying tumor cells. Therefore, the ATP-elicited production of IL-1β by DCs appears to be one of the critical factors for the immune system to perceive cell death induced by certain chemotherapy drugs as immunogenic. This paper also reports that HMGB1, at TLR4 agonist, also contributes to the stimulation of the NLRP3 inflammasome in DCs and the secretion of IL-1β. These preclinical results have been shown to have clinical relevance; in a breast cancer cohort, the presence of the P2RX7 loss-of-function allele had a significant negative prognostic impact of metastatic disease-free survival. ATP binding to P2RY2 causes the recruitment of myeloid cells into the tumor microenvironment [Vacchelli 2016].


Michaud et al. demonstrated that autophagy is required for the immunogenicity of chemotherapy-induced cell death [Michaud 2011]. Release of ATP from dying tumor cells required autophagy and autophagy-competent, but not autophagy-deficient, mouse tumors attracted dendritic cells and T lymphocytes into the tumor microenvironment in response to chemotherapy that induces ICD.


Ma et al. addressed the question of how chemotherapy-induced cell death leads to efficient antigen presentation to T cells [Ma 2013]. They found that at specific kind of tumor infiltrating lymphocyte, CD11c+CD11b+Ly6Chi cells, are particularly important for the induction of anticancer immune responses by anthracyclines. ATP released by dying cancer cells recruited myeloid cells into tumors and stimulated the local differentiation of CD11c+CD11b+Ly6Chi cells. These cells were shown to be particularly efficient in capturing and presenting tumor cell antigens and, after adoptive transfer into naive mice, conferring protection to challenge with living tumor cells of the same cell line.


It has been shown that anthracyclines stimulate the rapid production of type I interferons by tumor cells after activation of TLR3 [Sistugu 2014]. Type I interferons bind to IFNγ and IFNγ receptors on cancer cells and trigger autocrine and paracrine signaling pathways that result in release of CXCL10. Tumors lacking Tlr3 or Ifnar failed to respond to chemotherapy unless type I IFN or CXCL10, respectively, was supplied. These preclinical findings have clinical relevance. A type I IFN-related gene expression signature predicted clinical responses to anthracycline-based chemotherapy in independent cohorts of breast cancer patients.


Another receptor on dendritic cells that is involved in chemotherapy-induced anti-cancer immune response was recently identified: formyl peptide receptor-1, which binds annexin A1 [Vacchelli 2015]. Vacchelli et al designed a screen to identify candidate genetic defects that negatively affect responses to chemotherapy. They identified a loss-of-function allele of the gene encoding formyl peptide receptor 1 (FPR1) that was associated with poor metastatis-free survival and overall survival in breast and colorectal cancer patients receiving adjuvant chemotherapy. The therapeutic effects of anthracyclines were abrogated in tumor-bearing Fpr1−/− mice due to impaired antitumor immunity. FPR1-deficient DCs did not approach dying tumor cells and, therefore, could not elicit antitumor T cell immunity. Two anthracyclines, doxorubicin and mitoxantrone, stimulated the secretion of annexin A1, one of four known ligands of FPR1. FPR1 and annexin A1 promoted stable interactions between dying cancer cells and human or mouse leukocytes.


In addition to anthracyclines and oxaliplatin, other drugs have been shown to induce immunogenic cell death. Cardiac glycosides, including clinically used digoxin and digitoxin, were also shown to be efficient inducers of immunogenic cell death of tumor cells [Menger 2012]. Other chemotherapy agents and cancer drugs that have been reported to induce DAMP expression or release are bleomycin, bortezomib, cyclophosphamide, paclitaxel, vorinistat and cisplatin [Garg 2015, Menger 2012, Martins 2011]. Importantly, these results have clinical relevance. Administration of digoxin during chemotherapy had a significant positive impact on the overall survival of patients with breast, colorectal, head and neck, and hepatocellular cancers, but failed to improve overall survival of lung and prostate cancer patients.


The anti-CD20 monoclonal antibody rituximab has improved outcomes in multiple B-cell malignancies. The success of rituximab, referred to as a type I anti-CD20 mAb, led to the development of type II anti-CD20 mAbs, including obinutuzumab and tositumomab. Cheadle et al investigated the induction of immunogenic cell death by anti-CD20 mAbs [Cheadle 2013]. They found that the cell death induced by obinutuzumab and tositumomab is a form of immunogenic cell death characterized by the release of HMGB1, HSP90 and ATP. A type I anti-CD20 mAb did not cause release of HMGB1, HSP90 and ATP. Incubation of supernatants from a human tumor cell line treated with obinutuzumab caused maturation of human dendritic cells, consistent with the previously described effects of HMGB1 and ATP on dendritic cells. In contrast to the results reported by Cheadle et al, Zhao et al reported that both type I and II anti-CD20 mAbs increased HMGB1 release from human diffuse large B cell lymphoma cell lines, but did not cause ATP release or cell surface expression of calreticulin [Zhao 2015].


Definitions

As used herein, the term “patient” as used herein refers to a human, for whom a classification as a responder to a next generation immune checkpoint inhibitor is desired, and for whom further treatment can be provided.


As used herein, the term “the baseline standard” is a unit of measurement which allows for calibration of the biological effects which may occur after the administration of a therapy; i.e. a killing anti-CD47 antibody.


As used herein, the term “biomarker” is a biological molecule found in blood, other body fluids, or tissues that is a sign of a normal or abnormal process, a condition, or disease. A biomarker may be used to see how well the body responds to a treatment for a disease; e.g., administration of anti-CD47 therapy. The term “biomarker” can be used interchangeably with molecular marker and/or signature molecule.


As used herein, the term, “NanoString” refers to a robust and highly reproducible method for detecting the expression of up to 800 genes in a single reaction with high sensitivity and linearity across a broad range of expression levels. The methodology serves to bridge the gap between genome-wide (microarrays) and targeted (real-time quantitative PCR) expression profiling.


As used herein, the terms “tumor” or “tumor tissue” refer to an abnormal mass of tissue that results from excessive cell division. A tumor or tumor tissue comprises “tumor cells” which are neoplastic cells with abnormal growth properties and no useful bodily function. Tumors, tumor tissue and tumor cells may be benign or malignant. A tumor or tumor tissue may also comprise “tumor-associated non-tumor cells”, e.g., vascular cells which form blood vessels to supply the tumor or tumor tissue. Non-tumor cells may be induced to replicate and develop by tumor cells, for example, the induction of angiogenesis in a tumor or tumor tissue.


As used herein, the term “malignancy” refers to a non-benign tumor or a cancer.


As used herein, the term “cancer” connotes a type of hyperproliferative disease which includes a malignancy characterized by deregulated or uncontrolled cell growth.


The following examples are included to demonstrate preferred embodiments of the disclosure. The following examples are presented only by way of illustration and to assist one of ordinary skill in using the disclosure. The examples are not intended in any way to otherwise limit the scope of the disclosure. Those of skill in the art should, in light of the present disclosure, appreciate that many changes can be made in the specific embodiments which are disclosed and still obtain a like or similar result without departing from the spirit and scope of the disclosure.


EXAMPLES
Example 1














Amino Acid Sequences









LCDR1
LCDR2
LCDR3





Light Chain CDRs




Vx4-LCDR1
Vx4-LCDR2
Vx4-LCDR3


RSRQSIVHTNGNTYLG
KVSNRFS 
FQGSHVPYT


(SEQ ID NO: 11)
(SEQ ID NO: 15)
(SEQ ID NO: 18)


Vx8-LCDR1
Vx8-LCDR2
Vx8-LCDR3


RASQDISNYLN
YTSRLYS 
QQGNTLPWT


(SEQ ID NO: 12)
(SEQ ID NO: 16)
(SEQ ID NO: 19)


Vx8-LCDR1




RASQSISNYLN




(SEQ ID NO: 13)




Vx9-LCDR1
Vx9-LCDR2
Vx9-LCDR3


RSSQNIVQSNGNTYLE
KVFHRFS 
FQGSHVPWT


(SEQ ID NO: 14)
(SEQ ID NO: 17)
(SEQ ID NO: 20)





Heavy Chain CDRs




HCDR1
HCDR2
HCDR3


Vx4-HCDR1
Vx4-HCDR2
Vx4-HCDR3


GYTFTNYVIH
YIYPYNDGILYNEKFKG
GGYYVPDY


(SEQ ID NO: 1)
(SEQ ID NO: 4)
(SEQ ID NO: 7)




Vx4-HCDR3




GGYYVYDY




(SEQ ID NO: 8)


Vx8-HCDR1
Vx8-HCDR2
Vx8-HCDR3


GYSFTNYYIH
YIDPLNGDTTYNQKFKG
GGKRAMDY


(SEQ ID NO: 2)
(SEQ ID NO: 5)
(SEQ ID NO: 9)


Vx9-HCDR1
Vx9-HCDR2
Vx9-HCDR3


GYTFTNYWIH
YTDPRTDYTEYNQKFKD
GGRVGLGY


(SEQ ID NO: 3)
(SEQ ID NO: 6)
(SEQ ID NO: 10)










Murine Light Chain Variable Domains


>Vx4murL01


DVLMTQTPLSLPVNLGDQASISCRSRQSIVHTNGNTYLGWFLQKPGQSPKLLIYKVS 


NRFSGVPDRFSGSGSGTDFTLTISRVEAEDLGVYYCFQGSHVPYTFGGGTKLEIK (SEQ


ID NO: 41).


>Vx4murL02


DVLMTQTPLSLPVNLGDQASISCRSRQSIVHTNGNTYLGWFLQKPGQSPKLLIYKVS 


NRFSGVPDRFSGSGSGTDFTLTISRVEAEDLGVYYCFQGSHVPYTFGQGTKVEIK


(SEQ ID NO: 42).


>Vx8murL03


DIQMTQTTSSLSASLGDRVTISCRASQDISNYLNWYQQKPDGTVKLLIYYTSRLYSGV


PSRFSGSGSGTDYSLTISNLEQEDIATYFCQQGNTLPWTFGGGTKLEIK (SEQ ID


NO: 46).


>Vx9murL04


DVFMTQTPLSLPVSLGDQASISCRSSQNIVQSNGNTYLEWYLQKPGQSPKLLIYKVFH


RFSGVPDRFSGSGSGTDFTLKISRVEAEDLGVYYCFQGSHVPWTFGGGTKVEIK (SEQ


ID NO: 50)





Murine Heavy Chain Variable Domains


>Vx4murH01


EVQLQQSGPELVKPGASVKMSCKASGYTFTNYVIHWVKRRPGQGLEWIGYIYPYND


GILYNEKFKGKATVTSDKSSSTAYMDLSSLTSEDSAVYYCTRGGYYVPDYWGQGTTL


TVSS (SEQ ID NO: 21).


>Vx4mur-H02


EVQLQQSGPELVKPGASVKMSCKASGYTFTNYVIHWVKRRPGQGLEWIGYIYPYND


GILYNEKFKGKATVTSDKSSSTAYMDLSSLTSEDSAVYYCTRGGYYVPDYVVGQGTL


VTVSS (SEQ ID NO: 22).


>Vx8murH03


EVQLQQSGPELMKPGASVKISCKASGYSFTNYYIHWVNQSHGKSLEWIGYIDPLNGD


TTYNQKFKGKATLTVDKSSSTAYMRLSSLTSADSAVYYCARGGKRAMDYWGQGTSV


TVSS (SEQ ID NO: 28).


>Vx9murH04


QVQLQQFGAELAKPGASVQMSCKASGYTFTNYWIHWVKQRPGQGLEWIGYTDPRT


DYTEYNQKFKDKATLAADRSSSTAYMRLSSLTSEDSAVYYCAGGGRVGLGYWGHGS 


SVTVSS (SEQ ID NO: 35)





Human Light Chain Variable Domains


>Vx4humL01


DIVMTQSPLSLPVTPGEPASISCRSRQSIVHTNGNTYLGWYQKPGQSPRLLIYKVSNR


FSGVPDRFSGSGSGTDFTLKISRVEADDVGIYYCFQGSHVPYTFGQGTKLEIK (SEQ ID


NO: 43)


>Vx4humL02


DVVMTQSPLSLPVTLGQPASISCRSRQSIVHTNGNTYLGWFQQRPGQSPRRLIYKVSN


RFSGVPDRFSGSGSGTDFTLKISRVEAEDVGVYYCFQGSHVPYTFGQGTKLEIK (SEQ


ID NO: 44)


>Vx4humL03


DIVMTQSPDSLAVSLGERATINCRSRQSIVHTNGNTYLGWYQQKPGQPPKLLIYKVSN 


RFSGVPDRFSGSGSGTDFTLTISSLQAEDVAVYYCFQGSHVPYTFGQGTKLEIK (SEQ


ID NO: 45)


>Vx8humL04


DIQMTQSPSSLSASVGDRVTITCRASQDISNYLNWYQQKPGKAPKLLIYYTSRLYSGV


PSRFSGSGSGTDFTFTISSLQPEDIATYYCQQGNTLPWTFGQGTKVEIK (SEQ ID


NO: 47).


>Vx8humL05


DIQMTQSPSSLSASVGDRVTITCRASQSISNYLNWYQQKPGKAPKLLIYYTSRLYSGV


PSRFSGSGSGTDFTLTISSLQPEDFATYYCQQGNTLPWTFGQGTKVEIK (SEQ ID


NO: 48).


>Vx8humL06


DIVMTQSPLSLPVTPGEPASISCRASQDISNYLNWYLQKPGQSPRLLIYYTSRLYSGVP


DRFSGSGSGTDFTLKISRVEADDVGIYYCQQGNTLPWTFGQGTKLEIK (SEQ ID


NO: 49)


>Vx9humL07


DVVMTQSPLSLPVTLGQPASISCRSSQNIVQSNGNTYLEWFQQRPGQSPRRLIYKVFH


RFSGVPDRFSGSGSGTDFTLKISRVEAEDVGVYYCFQGSHVPYTFGQGTKLEIK (SEQ


ID NO: 51).


>Vx9humL08


DIVMTQSPDSLAVSLGERATINCRSSQNIVQSNGNTYLEWYQQKPGQPPKLLIYKVFH


RFSGVPDRFSGSGSGTDFTLTISSLQAEDVAVYYCFQGSHVPYTFGQGTKLEIK (SEQ


ID NO: 52).





Human Heavy Chain Variable Domains


>Vx4humH01


QVQLVQSGAEVKKPGASVQVSCKASGYTFTNYVIHWLRQAPGQGLEWMGYIYPYN


DGILYNEKFKGRVTMTSDTSISTAYMELSSLRSDDTAVYYCARGGYYVPDYWGQATL


VTVSS (SEQ ID NO: 23).


>Vx4humH02


QVQLVQSGAEVKKPGASVQVSCKASGYTFTNYVIHWLRQAPGQGLEWMGYIYPYN


DGILYNEKFKGRVTMTSDTSISTAYMELSSLRSDDTAVYYCARGGYYVYDYWGQATL


VTVSS (SEQ ID NO: 24).


>Vx4humH03


EVQLVQSGAEVKKPGATVKISCKVSGYTFTNYVIHWVQQAPGKGLEWMGYIYPYND


GILYNEKFKGRVTITADTSTDTAYMELSSLRSEDTAVYYCATGGYYVPDYWGQGTTV


TVSS (SEQ ID NO: 25)


>Vx4humH04


EVQLVQSGAEVKKPGESLKISCKGSGYTFTNYVIHWVRQMPGKGLEWMGYIYPYND


GILYNEKFKGQVTISADKSISTAYLQWSSLKASDTAMYYCARGGYYVPDYWGQGTT


VTVSS (SEQ ID NO: 26)


>Vx4humH05


QVQLVQSGAEVKKPGASVKVSCKASGYTFTNYVIHWVRQAPGQGLEWMGYIYPYN


DGILYNEKFKGRVTMTTDTSTSTAYMELRSLRSDDTAVYYCARGGYYVPDYWGQGT


TVTVSS (SEQ ID NO: 27)


>Vx8humH06


QVQLVQSGAEVKKPGASVKVSCKASGYSFTNYYIHWVRQAPGQGLEWMGYIDPLN


GDTTYNQKFKGRVTMTRDTSTSTVYMELSSLRSEDTAVYYCARGGKRAMDYWGQG


TLVTVSS (SEQ ID NO: 29).


>Vx8humH07


QVQLVQSGAEVKKPGSSVKVSCKASGYSFTNYYIHWVRQAPGQGLEWMGYIDPLN


GDTTYNQKFKGRVTITADESTSTAYMELSSLRSEDTAVYYCARGGKRAMDYWGQGT


LVTVSS (SEQ ID NO: 30).


>Vx8humH08


EVQLVQSGAEVKKPGESLKISCKGSGYSFTNYYIHVVVRQMPGKGLEWMGYIDPLNG


DTTYNQKFKGQVTISADKSISTAYLQWSSLKASDTAMYYCARGGKRAMDYWGQGT


LVTVSS (SEQ ID NO: 31).


>Vx8humH09


QVQLVQSGAEVKKPGSSVKVSCKASGYSFTNYYIHWVRQAPGQGLEWMGYIDPLN


GDTTYAQKFQGRVTITADESTSTAYMELSSLRSEDTAVYYCARGGKRAMDYWGQGT


LVTVSS (SEQ ID NO: 32).


>Vx8humH10


EVQLVQSGAEVKKPGESLKISCKGSGYSFTNYYIHVVVRQMPGKGLEWMGYIDPLNG


DTTYSPSFQGQVTISADKSISTAYLQWSSLKASDTAMYYCARGGKRAMDYWGRGTL


VTVSS (SEQ ID NO: 33).


>Vx8humH11


QVQLVQSGAEVKKPGASVQVSCKASGYSFTNYYIHWLRQAPGQGLEWMGYIDPLN


GDTTYNQKFKGRVTMTSDTSISTAYMELSSLRSDDTAVYYCARGGKRAMDYWGQAT


LVTVSS (SEQ ID NO: 34)


>Vx9humH12


QVQLVQSGAEVKKPGASVKVSCKASGYTFTNYWIHWVRQAPGQGLEWMGYTDPR


TDYTEYNQKFKDRVTMTRDTSTSTVYMELSSLRSEDTAVYYCARGGRVGLGYWGQ


GTLVTVSS (SEQ ID NO: 36).


>Vx9humH13


QVQLVQSGAEVKKPGSSVKVSCKASGYTFTNYVVIHWVRQAPGQGLEWMGYTDPRT


DYTEYNQKFKDRVTITADESTSTAYMELSSLRSEDTAVYYCARGGRVGLGYWGQGTL


VTVSS (SEQ ID NO: 37).


>Vx9humH14


EVQLVQSGAEVKKPGESLKISCKGSGYTFTNYWIHVVVRQMPGKGLEWMGYTDPRT


DYTEYNQKFKDQVTISADKSISTAYLQWSSLKASDTAMYYCARGGRVGLGYWGQG


TLVTVSS (SEQ ID NO: 38).


>Vx9humH15


QVQLVQSGAEVKKPGSSVKVSCKASGYTFTNYVVIHWVRQAPGQGLEWMGYTDPRT


DYTEYAQKFQGRVTITADESTSTAYMELSSLRSEDTAVYYCARGGRVGLGYWGQGTL


VTVSS (SEQ ID NO: 39).


>Vx9humH16


EVQLVQSGAEVKKPGESLKISCKGSGYTFTNYWIHWVRQMPGKGLEWMGYTDPRT


DYTEYSPSFQGQVTISADKSISTAYLQWSSLKASDTAMYYCARGGRVGLGYWGQGT


LVTVSS (SEQ ID NO: 40).





Human IgG-Fc


>Human Fc IgG1


ASTKGPSVFPLAPSSKSTSGGTAALGCLVKDYFPEPVTVSWNSGALTSGVHTFPAVLQ


SSGLYSLSSVVTVPSSSLGTQTYICNVNHKPSNTKVDKKVEPKSCDKTHTCPPCPAPE


LLGGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSHEDPEVKFNWYVDGVEVHNAKT


KPREEQYNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKALPAPIEKTISKAKGQPREP


QVYTLPPSRDELTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDSDGSF


FLYSKLTVDKSRWQQGNVFSCSVMHEALHNHYTQKSLSLSPGK (SEQ ID NO: 53).


>Human Fc IgG1-N297Q


ASTKGPSVFPLAPSSKSTSGGTAALGCLVKDYFPEPVTVSWNSGALTSGVHTFPAVLQ


SSGLYSLSSVVTVPSSSLGTQTYICNVNHKPSNTKVDKKVEPKSCDKTHTCPPCPAPE


LLGGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSHEDPEVKFNWYVDGVEVHNAKT


KPREEQYQSTYRVVSVLTVLHQDWLNGKEYKCKVSNKALPAPIEKTISKAKGQPREP


QVYTLPPSRDELTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDSDGSF


FLYSKLTVDKSRWQQGNVFSCSVMHEALHNHYTQKSLSLSPGK (SEQ ID NO: 54).


>Human Fc-IgG2


ASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHTFPAVLQ


SSGLYSLSSVVTVPSSNFGTQTYTCNVDHKPSNTKVDKTVERKCCVECPPCPAPPVA


GPSVFLFPPKPKDTLMISRTPEVTCVVVDVSHEDPEVQFNWYVDGVEVHNAKTKPR


EEQFNSTFRVVSVLTVVHQDWLNGKEYKCKVSNKGLPAPIEKTISKTKGQPREPQVY


TLPPSREEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPMLDSDGSFFL


YSKLTVDKSRWQQGNVFSCSVMHEALHNHYTQKSLSLSPGK (SEQ ID NO: 55).


>Human Fc-IgG3


ASTKGPSVFPLAPCSRSTSGGTAALGCLVKDYFPEPVTVSWNSGALTSGVHTFPAVL


QSSGLYSLSSVVTVPSSSLGTQTYTCNVNHKPSNTKVDKRVELKTPLGDTTHTCPRC


PEPKSCDTPPPCPRCPEPKSCDTPPPCPRCPEPKSCDTPPPCPRCPAPELLGGPSVFLFPP


KPKDTLMISRTPEVTCVVVDVSHEDPEVQFKWYVDGVEVHNAKTKPREEQYNSTFR


VVSVLTVLHQDWLNGKEYKCKVSNKALPAPIEKTISKTKGQPREPQVYTLPPSREEM


TKNQVSLTCLVKGFYPSDIAVEWESSGQPENNYNTTPPMLDSDGSFFLYSKLTVDKS 


RWQQGNIFSCSVMHEALHNRFTQKSLSLSPGK(SEQ ID NO: 56)


>Human Fc-IgG4


ASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHTFPAVLQS 


SGLYSLSSVVTVPSSSLGTKTYTCNVDHKPSNTKVDKRVESKYGPPCPSCPAPEFLGG


PSVFLFPPKPKDTLMISRTPEVTCVVVDVSQEDPEVQFNWYVDGVEVHNAKTKPREE


QFNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKGLPSSIEKTISKAKGQPREPQVYTL


PPSQEEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDSDGSFFLYSR


LTVDKSRWQEGNVFSCSVMHEALHNHYTQKSLSLSLG(SEQ ID NO: 57).


>Human Fc-IgG4 5228P


ASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHTFPAVLQS 


SGLYSLSSVVTVPSSSLGTKTYTCNVDHKPSNTKVDKRVESKYGPPCPPCPAPEFLGG


PSVFLFPPKPKDTLMISRTPEVTCVVVDVSQEDPEVQFNWYVDGVEVHNAKTKPREE


QFNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKGLPSSIEKTISKAKGQPREPQVYTL


PPSQEEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDSDGSFFLYSR


LTVDKSRWQEGNVFSCSVMHEALHNHYTQKSLSLSLG (SEQ ID NO: 58).


>Human Fc-IgG4 PE


ASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHTFPAVLQ


SSGLYSLSSVVTVPSSSLGTKTYTCNVDHKPSNTKVDKRVESKYGPPCPPCPAPEFEG


GPSVFLFPPKPKDTLMISRTPEVTCVVVDVSQEDPEVQFNWYVDGVEVHNAKTKPR


EEQFNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKGLPSSIEKTISKAKGQPREPQVY


TLPPSQEEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDSDGSFFL


YSRLTVDKSRWQEGNVFSCSVMHEALHNHYTQKSLSLSLGK (SEQ ID NO: 59)


>Human Fc-IgG4 PE'


ASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHTFPAVLQ


SS GLYSLSSVVTVPSSSLGTKTYTCNVDHKPSNTKVDKRVESKYGPPCPPCPAPEFEG


GPSVFLFPPKPKDTLMISRTPEVTCVVVDVSQEDPEVQFNWYVDGVEVHNAKTKPR


EEQFNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKGLPSSIEKTISKAKGQPREPQVY


TLPPSQEEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDSDGSFFL


YSRLTVDKSRWQEGNVFSCSVMHEALHNHYTQKSLSLSLG (SEQ ID NO: 99)


>Human kappa LC


RTVAAPSVFIFPPSDEQLKSGTASVVCLLNNFYPREAKVQWKVDNALQSGNSQESVT


EQDSKDSTYSLSSTLTLSKADYEKHKVYACEVTHQGLSSPVTKSFNRGEC (SEQ ID


NO: 60).


>Rat Fc-IgG2c


ARTTAPSVYPLVPGCSGTSGSLVTLGCLVKGYFPEPVTVKWNSGALSSGVHTFPAVL


QSGLYTLSSSVTVPSSTWSSQTVTCSVAHPATKSNLIKRIEPRRPKPRPPTDICSCDDN


LGRPSVFIFPPKPKDILMITLTPKVTCVVVDVSEEEPDVQFSWFVDNVRVFTAQTQPH


EEQLNGTFRVVSTLHIQHQDWMSGKEFKCKVNNKDLPSPIEKTISKPRGKARTPQVY


TIPPPREQMSKNKVSLTCMVTSFYPASISVEWERNGELEQDYKNTLPVLDSDESYFLY


SKLSVDTDSWMRGDIYTCSVVHEALHNHHTQKNLSRSPGK (SEQ ID NO: 61).


>Rat kappa LC


RADAAPTVSIFPPSMEQLTSGGATVVCFVNNFYPRDISVKWKIDGSEQRDGVLDSVT


DQDSKDSTYSMSSTLSLTKVEYERHNLYTCEVVHKTSSSPVVKSFNRNEC (SEQ ID


NO: 62).





Rabbit IgG-Fc


>Rabbit IgG


GQPKAPSVFPLAPCCGDTPSSTVTLGCLVKGYLPEPVTVTWNSGTLTNGVRTFPSVR


QSSGLYSLSSVVSVTSSSQPVTCNVAHPATNTKVDKTVAPSTCSKPTCPPPELLGGPS 


VFIFPPKPKDTLMISRTPEVTCVVVDVSQDDPEVQFTWYINNEQVRTARPPLREQQFN


STIRVVSTLPIAHQDWLRGKEFKCKVHNKALPAPIEKTISKARGQPLEPKVYTMGPPR


EELSSRSVSLTCMINGFYPSDISVEWEKNGKAEDNYKTTPAVLDSDGSYFLYSKLSVP


TSEWQRGDVFTCSVMHEALHNHYTQKSISRSPGK (SEQ ID NO: 63).


>Rabbit kappa LC


RDPVAPTVLIFPPAADQVATGTVTIVCVANKYFPDVTVTWEVDGTTQTTGIENSKTP


QNSADCTYNLSSTLTLTSTQYNSHKEYTCKVTQGTTSVVQSFNRGDC (SEQ ID


NO: 64).


>CD47


MWPLVAALLLGSACCGSAQLLFNKTKSVEFTFCNDTVVIPCFVTNMEAQNTTEVYV


KWKFKGRDIYTFDGALNKSTVPTDFSSAKIEVSQLLKGDASLKMDKSDAVSHTGNY


TCEVTELTREGETIIELKYRVVSWFSPNENILIVIFPIFAILLFWGQFGIKTLKYRSGGM


DEKTIALLVAGLVITVIVIVGAILFVPGEYSLKNATGLGLIVTSTGILILLHYYVFSTAIG


LTSFVIAILVIQVIAYILAVVGLSLCIAACIPMHGPLLISGLSILALAQLLGLVYMKFVE


(SEQ ID NO: 65).





Chimera and Human Light Chains


>Vx4murL01 Full length


DVLMTQTPLSLPVNLGDQASISCRSRQSIVHTNGNTYLGWFLQKPGQSPKLLIYKVS 


NRFSGVPDRFSGSGSGTDFTLTISRVEAEDLGVYYCFQGSHVPYTFGGGTKLEIKRTV


AAPSVFIFPPSDEQLKSGTASVVCLLNNFYPREAKVQWKVDNALQSGNSQESVTEQD


SKDSTYSLSSTLTLSKADYEKHKVYACEVTHQGLSSPVTKSFNRGEC (SEQ ID


NO: 66).


>Vx4murL01 Full length


DVLMTQTPLSLPVNLGDQASISCRSRQSIVHTNGNTYLGWFLQKPGQSPKLLIYKVS 


NRFSGVPDRFSGSGSGTDFTLTISRVEAEDLGVYYCFQGSHVPYTFGQGTKVEIKRTV


AAPSVFIFPPSDEQLKSGTASVVCLLNNFYPREAKVQWKVDNALQSGNSQESVTEQD


SKDSTYSLSSTLTLSKADYEKHKVYACEVTHQGLSSPVTKSFNRGEC (SEQ ID NO: 67).


>Vx4humL01 Full length LC


DIVMTQSPLSLPVTPGEPASISCRSRQSIVHTNGNTYLGWYLQKPGQSPRLLIYKVSN


RFSGVPDRFSGSGSGTDFTLKISRVEADDVGIYYCFQGSHVPYTFGQGTKLEIKRTVA


APSVFIFPPSDEQLKSGTASVVCLLNNFYPREAKVQWKVDNALQSGNSQESVTEQDS 


KDSTYSLSSTLTLSKADYEKHKVYACEVTHQGLSSPVTKSFNRGEC (SEQ ID NO: 68).


>Vx8humL03 Full length LC


DIVMTQSPLSLPVTPGEPASISCRASQDISNYLNVVYLQKPGQSPRLLIYYTSRLYSGVP


DRFSGSGSGTDFTLKISRVEADDVGIYYCQQGNTLPWTFGQGTKLEIKRTVAAPSVFI


FPPSDEQLKSGTASVVCLLNNFYPREAKVQWKVDNALQSGNSQESVTEQDSKDSTY


SLSSTLTLSKADYEKHKVYACEVTHQGLSSPVTKSFNRGEC (SEQ ID NO: 69).


>Vx9humL02 Full length LC


DIVMTQSPDSLAVSLGERATINCRSSQNIVQSNGNTYLEWYQQKPGQPPKLLIYKVF


HRFSGVPDRFSGSGSGTDFTLTISSLQAEDVAVYYCFQGSHVPYTFGQGTKLEIKRTV


AAPSVFIFPPSDEQLKSGTASVVCLLNNFYPREAKVQWKVDNALQSGNSQESVTEQD


SKDSTYSLSSTLTLSKADYEKHKVYACEVTHQGLSSPVTKSFNRGEC (SEQ ID


NO: 70).


>Vx8humL02 Full length LC


DIQMTQSPSSLSASVGDRVTITCRASQSISNYLNWYQQKPGKAPKLLIYYTSRLYSGV


PSRFSGSGSGTDFTLTISSLQPEDFATYYCQQGNTLPWTFGQGTKVEIKRTVAAPSVFI


FPPSDEQLKSGTASVVCLLNNFYPREAKVQWKVDNALQSGNSQESVTEQDSKDSTY


SLSSTLTLSKADYEKHKVYACEVTHQGLSSPVTKSFNRGEC (SEQ ID NO: 71).


>Vx4humL02 Full length LC


DVVMTQSPLSLPVTLGQPASISCRSRQSIVHTNGNTYLGWFQQRPGQSPRRLIYKVSN


RFSGVPDRFSGSGSGTDFTLKISRVEAEDVGVYYCFQGSHVPYTFGQGTKLEIKRTVA


APSVFIFPPSDEQLKSGTASVVCLLNNFYPREAKVQWKVDNALQSGNSQESVTEQDS 


KDSTYSLSSTLTLSKADYEKHKVYACEVTHQGLSSPVTKSFNRGEC (SEQ ID NO: 72).


>Vx9humL07 Full length LC


DVVMTQSPLSLPVTLGQPASISCRSSQNIVQSNGNTYLEWFQQRPGQSPRRLIYKVFH


RFSGVPDRFSGSGSGTDFTLKISRVEAEDVGVYYCFQGSHVPYTFGQGTKLEIKRTVA


APSVFIFPPSDEQLKSGTASVVCLLNNFYPREAKVQWKVDNALQSGNSQESVTEQDS 


KDSTYSLSSTLTLSKADYEKHKVYACEVTHQGLSSPVTKSFNRGEC (SEQ ID NO: 73).


>Vx8humL01 Full length LC


DIQMTQSPSSLSASVGDRVTITCRASQDISNYLNWYQQKPGKAPKLLIYYTSRLYSGV


PSRFSGSGSGTDFTFTISSLQPEDIATYYCQQGNTLPWTFGQGTKVEIKRTVAAPSVFI


FPPSDEQLKSGTASVVCLLNNFYPREAKVQWKVDNALQSGNSQESVTEQDSKDSTY


SLSSTLTLSKADYEKHKVYACEVTHQGLSSPVTKSFNRGEC (SEQ ID NO: 74).


>Vx8murL03 Full length LC


DIQMTQTTSSLSASLGDRVTISCRASQDISNYLNWYQQKPDGTVKLLIYYTSRLYSGV


PSRFSGSGSGTDYSLTISNLEQEDIATYFCQQGNTLPWTFGGGTKLEIKRTVAAPSVFI


FPPSDEQLKSGTASVVCLLNNFYPREAKVQWKVDNALQSGNSQESVTEQDSKDSTY


SLSSTLTLSKADYEKHKVYACEVTHQGLSSPVTKSFNRGEC (SEQ ID NO: 100).


>Vx9mur LO4 Full length LC


DVFMTQTPLSLPVSLGDQASISCRSSQNIVQSNGNTYLEWYLQKPGQSPKLLIYKVFH


RFSGVPDRFSGSGSGTDFTLKISRVEAEDLGVYYCFQGSHVPWTFGGGTKVEIKRTV


AAPSVFIFPPSDEQLKSGTASVVCLLNNFYPREAKVQWKVDNALQSGNSQESVTEQD


SKDSTYSLSSTLTLSKADYEKHKVYACEVTHQGLSSPVTKSFNRGEC (SEQ ID


NO: 75).





Chimera and Human Heavy Chains


>Vx4murH01 Full length HC


EVQLQQSGPELVKPGASVKMSCKASGYTFTNYVIHWVKRRPGQGLEWIGYIYPYND


GILYNEKFKGKATVTSDKSSSTAYMDLSSLTSEDSAVYYCTRGGYYVPDYWGQGTTL


TVSS 


ASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHTFPAVLQ


SSGLYSLSSVVTVPSSSLGTKTYTCNVDHKPSNTKVDKRVESKYGPPCPPCPAPEFEG


GPSVFLFPPKPKDTLMISRTPEVTCVVVDVSQEDPEVQFNWYVDGVEVHNAKTKPR


EEQFNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKGLPSSIEKTISKAKGQPREPQVY


TLPPSQEEMTKNQVSLTCLVKGFYP SDIAVEWESNGQPENNYKTTPPVLDSDGSFFL


YSRLTVDKSRWQEGNVFSCSVMHEALHNHYTQKSLSLSLGK (SEQ ID NO: 76).


>Vx4humH01 Full length HC


QVQLVQSGAEVKKPGASVQVSCKASGYTFTNYVIHWLRQAPGQGLEWMGYIYPYN


DGILYNEKFKGRVTMTSDTSISTAYMELSSLRSDDTAVYYCARGGYYVPDYVVGQAT


LVTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHT


FPAVLQSSGLYSLSSVVTVPSSSLGTKTYTCNVDHKPSNTKVDKRVESKYGPPCPPCP


APEFEGGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSQEDPEVQFNWYVDGVEVHNA


KTKPREEQFNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKGLPSSIEKTISKAKGQPR


EPQVYTLPPSQEEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDSD


GSFFLYSRLTVDKSRWQEGNVFSCSVMHEALHNHYTQKSLSLSLGK (SEQ ID


NO: 77).


>Vx8humH11 Full length HC


QVQLVQSGAEVKKPGASVQVSCKASGYSFTNYYIHWLRQAPGQGLEWMGYIDPLN


GDTTYNQKFKGRVTMTSDTSISTAYMELSSLRSDDTAVYYCARGGKRAMDYWGQAT


LVTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHT


FPAVLQSSGLYSLSSVVTVPSSSLGTKTYTCNVDHKPSNTKVDKRVESKYGPPCPPCP


APEFEGGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSQEDPEVQFNWYVDGVEVHNA


KTKPREEQFNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKGLPSSIEKTISKAKGQPR


EPQVYTLPPSQEEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDSD


GSFFLYSRLTVDKSRWQEGNVFSCSVMHEALHNHYTQKSLSLSLGK (SEQ ID


NO: 78).


>Vx9humH12 Full length HC


QVQLVQSGAEVKKPGASVKVSCKASGYTFTNYWIHWVRQAPGQGLEWMGYTDPR


TDYTEYNQKFKDRVTMTRDTSTSTVYMELSSLRSEDTAVYYCARGGRVGLGYWGQ


GTLVTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGV


HTFPAVLQSSGLYSLSSVVTVPSSNFGTQTYTCNVDHKPSNTKVDKTVERKCCVECP


PCPAPPVAGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSHEDPEVQFNWYVDGVEVH


NAKTKPREEQFNSTFRVVSVLTVVHQDWLNGKEYKCKVSNKGLPAPIEKTISKTKG


QPREPQVYTLPPSREEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPML


DSDGSFFLYSKLTVDKSRWQQGNVFSCSVMHEALHNHYTQKSLSLSPGK (SEQ ID


NO: 79).


>Vx9humH14 Full length HC


EVQLVQSGAEVKKPGESLKISCKGSGYTFTNYWIHWVRQMPGKGLEWMGYTDPRT


DYTEYNQKFKDQVTISADKSISTAYLQWSSLKASDTAMYYCARGGRVGLGYWGQG


TLVTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVH


TFPAVLQSSGLYSLSSVVTVPSSNFGTQTYTCNVDHKPSNTKVDKTVERKCCVECPP


CPAPPVAGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSHEDPEVQFNVVYVDGVEVHN


AKTKPREEQFNSTFRVVSVLTVVHQDWLNGKEYKCKVSNKGLPAPIEKTISKTKGQP


REPQVYTLPPSREEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPMLDS 


DGSFFLYSKLTVDKSRWQQGNVFSCSVMHEALHNHYTQKSLSLSPGK (SEQ ID


NO: 80).


>Vx9humH15 Full length HC


QVQLVQSGAEVKKPGSSVKVSCKASGYTFTNYVVIHWVRQAPGQGLEWMGYTDPRT


DYTEYAQKFQGRVTITADESTSTAYMELSSLRSEDTAVYYCARGGRVGLGYWGQGTL


VTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHTF


PAVLQSSGLYSLSSVVTVPSSNFGTQTYTCNVDHKPSNTKVDKTVERKCCVECPPCP


APPVAGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSHEDPEVQFNWYVDGVEVHNA


KTKPREEQFNSTFRVVSVLTVVHQDWLNGKEYKCKVSNKGLPAPIEKTISKTKGQPR


EPQVYTLPPSREEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPMLDSD


GSFFLYSKLTVDKSRWQQGNVFSCSVMHEALHNHYTQKSLSLSPGK (SEQ ID


NO: 81).


>Vx4humH02 Full length HC


QVQLVQSGAEVKKPGASVQVSCKASGYTFTNYVIHWLRQAPGQGLEWMGYIYPYN


DGILYNEKFKGRVTMTSDTSISTAYMELSSLRSDDTAVYYCARGGYYVYDYWGQATL


VTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHTF


PAVLQSSGLYSLSSVVTVPSSSLGTKTYTCNVDHKPSNTKVDKRVESKYGPPCPPCPA


PEFEGGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSQEDPEVQFNWYVDGVEVHNAK


TKPREEQFNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKGLPS SIEKTISKAKGQPRE


PQVYTLPPSQEEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDSDG


SFFLYSRLTVDKSRWQEGNVFSCSVMHEALHNHYTQKSLSLSLGK (SEQ ID NO: 82).


>Vx9humH13 Full length HC


QVQLVQSGAEVKKPGSSVKVSCKASGYTFTNYWIHWVRQAPGQGLEWMGYTDPRT


DYTEYNQKFKDRVTITADESTSTAYMELSSLRSEDTAVYYCARGGRVGLGYWGQGTL


VTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHTF


PAVLQSSGLYSLSSVVTVPSSNFGTQTYTCNVDHKPSNTKVDKTVERKCCVECPPCP


APPVAGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSHEDPEVQFNWYVDGVEVHNA


KTKPREEQFNSTFRVVSVLTVVHQDWLNGKEYKCKVSNKGLPAPIEKTISKTKGQPR


EPQVYTLPPSREEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPMLDSD


GSFFLYSKLTVDKSRWQQGNVFSCSVMHEALHNHYTQKSLSLSPGK (SEQ ID


NO: 83).


>Vx8humH10 Full length HC


EVQLVQSGAEVKKPGESLKISCKGSGYSFTNYYIHWVRQMPGKGLEWMGYIDPLNG


DTTYSPSFQGQVTISADKSISTAYLQWSSLKASDTAMYYCARGGKRAMDYWGRGTL


VTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHTF


PAVLQSSGLYSLSSVVTVPSSSLGTKTYTCNVDHKPSNTKVDKRVESKYGPPCPPCPA


PEFEGGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSQEDPEVQFNWYVDGVEVHNAK


TKPREEQFNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKGLPSSIEKTISKAKGQPRE


PQVYTLPPSQEEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDSDG


SFFLYSRLTVDKSRWQEGNVFSCSVMHEALHNHYTQKSLSLSLGK (SEQ ID NO: 84).


>Vx4humH04 Full length HC


EVQLVQSGAEVKKPGESLKISCKGSGYTFTNYVIHWVRQMPGKGLEWMGYIYPYND


GILYNEKFKGQVTISADKSISTAYLQWSSLKASDTAMYYCARGGYYVPDYWGQGTT


VTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHTF


PAVLQSSGLYSLSSVVTVPSSSLGTKTYTCNVDHKPSNTKVDKRVESKYGPPCPPCPA


PEFEGGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSQEDPEVQFNWYVDGVEVHNAK


TKPREEQFNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKGLPSSIEKTISKAKGQPRE


PQVYTLPPSQEEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDSDG


SFFLYSRLTVDKSRWQEGNVFSCSVMHEALHNHYTQKSLSLSLGK (SEQ ID NO: 85).


>Vx4humH05 Full length HC


QVQLVQSGAEVKKPGASVKVSCKASGYTFTNYVIHWVRQAPGQGLEWMGYIYPYN


DGILYNEKFKGRVTMTTDTSTSTAYMELRSLRSDDTAVYYCARGGYYVPDYWGQGT


TVTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHT


FPAVLQSSGLYSLSSVVTVPSSSLGTKTYTCNVDHKPSNTKVDKRVESKYGPPCPPCP


APEFEGGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSQEDPEVQFNWYVDGVEVHNA


KTKPREEQFNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKGLPSSIEKTISKAKGQPR


EPQVYTLPPSQEEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDSD


GSFFLYSRLTVDKSRWQEGNVFSCSVMHEALHNHYTQKSLSLSLGK (SEQ ID


NO: 86).


>Vx9humH16 Full length HC


EVQLVQSGAEVKKPGESLKISCKGSGYTFTNYWIHWVRQMPGKGLEWMGYTDPRT


DYTEYSPSFQGQVTISADKSISTAYLQWSSLKASDTAMYYCARGGRVGLGYWGQGT


LVTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHT


FPAVLQSSGLYSLSSVVTVPSSNFGTQTYTCNVDHKPSNTKVDKTVERKCCVECPPC


PAPPVAGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSHEDPEVQFNWYVDGVEVHNA


KTKPREEQFNSTFRVVSVLTVVHQDWLNGKEYKCKVSNKGLPAPIEKTISKTKGQPR


EPQVYTLPPSREEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPMLDSD


GSFFLYSKLTVDKSRWQQGNVFSCSVMHEALHNHYTQKSLSLSPGK (SEQ ID


NO: 87).


>Vx8humH06 Full length HC


QVQLVQSGAEVKKPGASVKVSCKASGYSFTNYYIHWVRQAPGQGLEWMGYIDPLN


GDTTYNQKFKGRVTMTRDTSTSTVYMELSSLRSEDTAVYYCARGGKRAMDYWGQG


TLVTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVH


TFPAVLQSSGLYSLSSVVTVPSSSLGTKTYTCNVDHKPSNTKVDKRVESKYGPPCPPC


PAPEFEGGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSQEDPEVQFNVVYVDGVEVHN


AKTKPREEQFNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKGLPSSIEKTISKAKGQP


REPQVYTLPPSQEEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDS 


DGSFFLYSRLTVDKSRWQEGNVFSCSVMHEALHNHYTQKSLSLSLGK (SEQ ID


NO: 88).


>Vx8humH07 Full length HC


QVQLVQSGAEVKKPGSSVKVSCKASGYSFTNYYIHWVRQAPGQGLEWMGYIDPLN


GDTTYNQKFKGRVTITADESTSTAYMELSSLRSEDTAVYYCARGGKRAMDYWGQGT


LVTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHT


FPAVLQSSGLYSLSSVVTVPSSSLGTKTYTCNVDHKPSNTKVDKRVESKYGPPCPPCP


APEFEGGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSQEDPEVQFNWYVDGVEVHNA


KTKPREEQFNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKGLPSSIEKTISKAKGQPR


EPQVYTLPPSQEEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDSD


GSFFLYSRLTVDKSRWQEGNVFSCSVMHEALHNHYTQKSLSLSLGK (SEQ ID


NO: 89).


>Vx8humH08 Full length HC


EVQLVQSGAEVKKPGESLKISCKGSGYSFTNYYIHWVRQMPGKGLEWMGYIDPLNG


DTTYNQKFKGQVTISADKSISTAYLQWSSLKASDTAMYYCARGGKRAMDYWGQGT


LVTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHT


FPAVLQSSGLYSLSSVVTVPSSSLGTKTYTCNVDHKPSNTKVDKRVESKYGPPCPPCP


APEFEGGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSQEDPEVQFNWYVDGVEVHNA


KTKPREEQFNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKGLPSSIEKTISKAKGQPR


EPQVYTLPPSQEEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDSD


GSFFLYSRLTVDKSRWQEGNVFSCSVMHEALHNHYTQKSLSLSLGK (SEQ ID


NO: 90).


>Vx8humH09 Full length HC


QVQLVQSGAEVKKPGSSVKVSCKASGYSFTNYYIHWVRQAPGQGLEWMGYIDPLN


GDTTYAQKFQGRVTITADESTSTAYMELSSLRSEDTAVYYCARGGKRAMDYWGQGT


LVTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHT


FPAVLQSSGLYSLSSVVTVPSSSLGTKTYTCNVDHKPSNTKVDKRVESKYGPPCPPCP


APEFEGGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSQEDPEVQFNWYVDGVEVHNA


KTKPREEQFNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKGLPSSIEKTISKAKGQPR


EPQVYTLPPSQEEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDSD


GSFFLYSRLTVDKSRWQEGNVFSCSVMHEALHNHYTQKSLSLSLGK (SEQ ID


NO: 91).


>Vx8humH06 Full length HC


QVQLVQSGAEVKKPGASVKVSCKASGYSFTNYYIHWVRQAPGQGLEWMGYIDPLN


GDTTYNQKFKGRVTMTRDTSTSTVYMELSSLRSEDTAVYYCARGGKRAMDYWGQG


TLVTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVH


TFPAVLQSSGLYSLSSVVTVPSSSLGTKTYTCNVDHKPSNTKVDKRVESKYGPPCPPC


PAPEFEGGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSQEDPEVQFNVVYVDGVEVHN


AKTKPREEQFNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKGLPSSIEKTISKAKGQP


REPQVYTLPPSQEEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDS 


DGSFFLYSRLTVDKSRWQEGNVFSCSVMHEALHNHYTQKSLSLSLGK


(SEQ ID NO: 92).


>Vx8mur-H03 Full length HC


EVQLQQSGPELMKPGASVKISCKASGYSFTNYYIHWVNQSHGKSLEWIGYIDPLNGD


TTYNQKFKGKATLTVDKSSSTAYMRLSSLTSADSAVYYCARGGKRAMDYWGQGTSV


TVSS 


ASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHTFPAVLQ


SSGLYSLSSVVTVPSSSLGTKTYTCNVDHKPSNTKVDKRVESKYGPPCPPCPAPEFEG


GPSVFLFPPKPKDTLMISRTPEVTCVVVDVSQEDPEVQFNWYVDGVEVHNAKTKPR


EEQFNSTYRVVSVLTVLHQDWLNGKEYKCKVSNKGLPSSIEKTISKAKGQPREPQVY


TLPPSQEEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPVLDSDGSFFL


YSRLTVDKSRWQEGNVFSCSVMHEALHNHYTQKSLSLSLGK (SEQ ID NO: 93).


>Vx9mur-H04 Full length HC


QVQLQQFGAELAKPGASVQMSCKASGYTFTNYWIHWVKQRPGQGLEWIGYTDPRT


DYTEYNQKFKDKATLAADRSSSTAYMRLSSLTSEDSAVYYCAGGGRVGLGYWGHGS 


SVTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHT


FPAVLQSSGLYSLSSVVTVPSSNFGTQTYTCNVDHKPSNTKVDKTVERKCCVECPPC


PAPPVAGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSHEDPEVQFNWYVDGVEVHNA


KTKPREEQFNSTFRVVSVLTVVHQDWLNGKEYKCKVSNKGLPAPIEKTISKTKGQPR


EPQVYTLPPSREEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPMLDSD


GSFFLYSKLTVDKSRWQQGNVFSCSVMHEALHNHYTQKSLSLSPGK


(SEQ ID NO: 94).


>Vx8humH06 Full length HC


QVQLVQSGAEVKKPGASVKVSCKASGYSFTNYYIHWVRQAPGQGLEWMGYIDPLN


GDTTYNQKFKGRVTMTRDTSTSTVYMELSSLRSEDTAVYYCARGGKRAMDYWGQG


TLVTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVH


TFPAVLQSSGLYSLSSVVTVPSSNFGTQTYTCNVDHKPSNTKVDKTVERKCCVECPP


CPAPPVAGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSHEDPEVQFNVVYVDGVEVHN


AKTKPREEQFNSTFRVVSVLTVVHQDWLNGKEYKCKVSNKGLPAPIEKTISKTKGQP


REPQVYTLPPSREEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPMLDS 


DGSFFLYSKLTVDKSRWQQGNVFSCSVMHEALHNHYTQKSLSLSPGK (SEQ ID


NO: 95).


>Vx8humH07 Full length HC


QVQLVQSGAEVKKPGSSVKVSCKASGYSFTNYYIHWVRQAPGQGLEWMGYIDPLN


GDTTYNQKFKGRVTITADESTSTAYMELSSLRSEDTAVYYCARGGKRAMDYWGQGT


LVTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNS GALTSGVHT


FPAVLQSSGLYSLSSVVTVPSSNFGTQTYTCNVDHKPSNTKVDKTVERKCCVECPPC


PAPPVAGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSHEDPEVQFNWYVDGVEVHNA


KTKPREEQFNSTFRVVSVLTVVHQDWLNGKEYKCKVSNKGLPAPIEKTISKTKGQPR


EPQVYTLPPSREEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPMLDSD


GSFFLYSKLTVDKSRWQQGNVFSCSVMHEALHNHYTQKSLSLSPGK (SEQ ID


NO: 96).


>Vx8humH08 Full length HC


EVQLVQSGAEVKKPGESLKISCKGSGYSFTNYYIHWVRQMPGKGLEWMGYIDPLNG


DTTYNQKFKGQVTISADKSISTAYLQWSSLKASDTAMYYCARGGKRAMDYWGQGT


LVTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHT


FPAVLQSSGLYSLSSVVTVPSSNFGTQTYTCNVDHKPSNTKVDKTVERKCCVECPPC


PAPPVAGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSHEDPEVQFNWYVDGVEVHNA


KTKPREEQFNSTFRVVSVLTVVHQDWLNGKEYKCKVSNKGLPAPIEKTISKTKGQPR


EPQVYTLPPSREEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPMLDSD


GSFFLYSKLTVDKSRWQQGNVFSCSVMHEALHNHYTQKSLSLSPGK (SEQ ID


NO: 97).


>Vx8humH09 Full length HC


QVQLVQSGAEVKKPGSSVKVSCKASGYSFTNYYIHWVRQAPGQGLEWMGYIDPLN


GDTTYAQKFQGRVTITADESTSTAYMELSSLRSEDTAVYYCARGGKRAMDYWGQGT


LVTVSSASTKGPSVFPLAPCSRSTSESTAALGCLVKDYFPEPVTVSWNSGALTSGVHT


FPAVLQSSGLYSLSSVVTVPSSNFGTQTYTCNVDHKPSNTKVDKTVERKCCVECPPC


PAPPVAGPSVFLFPPKPKDTLMISRTPEVTCVVVDVSHEDPEVQFNWYVDGVEVHNA


KTKPREEQFNSTFRVVSVLTVVHQDWLNGKEYKCKVSNKGLPAPIEKTISKTKGQPR


EPQVYTLPPSREEMTKNQVSLTCLVKGFYPSDIAVEWESNGQPENNYKTTPPMLDSD


GSFFLYSKLTVDKSRWQQGNVFSCSVMHEALHNHYTQKSLSLSPGK (SEQ ID


NO: 98).


>Vx4mur-ratL01 Full length LC


DVLMTQTPLSLPVNLGDQASISCRSRQSIVHTNGNTYLGWFLQKPGQSPKLLIYKVS 


NRFSGVPDRFSGSGSGTDFTLTISRVEAEDLGVYYCFQGSHVPYTFGGGTKLEIK


RADAAPTVSIFPPSMEQLTSGGATVVCFVNNFYPRDISVKWKIDGSEQRDGVLDSVT


DQDSKDSTYSMSSTLSLTKVEYERHNLYTCEVVHKTSSSPVVKSFNRNEC (SEQ ID


NO: 101).


>Vx4mur-ratH01 Full length HC


EVQLQQSGPELVKPGASVKMSCKASGYTFTNYVIHWVKRRPGQGLEWIGYIYPYND


GILYNEKFKGKATVTSDKSSSTAYMDLSSLTSEDSAVYYCTRGGYYVPDYWGQ GTTL


TVSS 


ARTTAPSVYPLVPGCSGTSGSLVTLGCLVKGYFPEPVTVKWNSGALSSGVHTFPAVL


QSGLYTLSSSVTVPSSTWSSQTVTCSVAHPATKSNLIKRIEPRRPKPRPPTDICSCDDN


LGRPSVFIFPPKPKDILMITLTPKVTCVVVDVSEEEPDVQFSWFVDNVRVFTAQTQPH


EEQLNGTFRVVSTLHIQHQDWMSGKEFKCKVNNKDLPSPIEKTISKPRGKARTPQVY


TIPPPREQMSKNKVSLTCMVTSFYPASISVEWERNGELEQDYKNTLPVLDSDESYFLY


SKLSVDTDSWMRGDIYTCSVVHEALHNHHTQKNLSRSPGK (SEQ ID NO: 102).


>Vx4mur-rabL01 Full length LC


DVLMTQTPLSLPVNLGDQASISCRSRQ SIVHTNGNTYLGWFLQKPGQSPKLLIYKVS 


NRFSGVPDRFSGSGSGTDFTLTISRVEAEDLGVYYCFQGSHVPYTFGGGTKLEIK


RDPVAPTVLIFPPAADQVATGTVTIVCVANKYFPDVTVTWEVDGTTQTTGIENSKTP


QNSADCTYNLSSTLTLTSTQYNSHKEYTCKVTQGTTSVVQSFNRGDC (SEQ ID


NO: 103).


>Vx4mur-rabH01 Full length HC


EVQLQQSGPELVKPGASVKMSCKASGYTFTNYVIHWVKRRPGQGLEWIGYIYPYND


GILYNEKFKGKATVTSDKSSSTAYMDLSSLTSEDSAVYYCTRGGYYVPDYWGQGTTL


TVSS 


GQPKAPSVFPLAPCCGDTPSSTVTLGCLVKGYLPEPVTVTWNSGTLTNGVRTFPSVR


QSSGLYSLSSVVSVTSSSQPVTCNVAHPATNTKVDKTVAPSTCSKPTCPPPELLGGPS 


VFIFPPKPKDTLMISRTPEVTCVVVDVSQDDPEVQFTWYINNEQVRTARPPLREQQFN


STIRVVSTLPIAHQDWLRGKEFKCKVHNKALPAPIEKTISKARGQPLEPKVYTMGPPR


EELSSRSVSLTCMINGFYPSDISVEWEKNGKAEDNYKTTPAVLDSDGSYFLYSKLSVP


TSEWQRGDVFTCSVMHEALHNHYTQKSISRSPGK (SEQ ID NO: 104).









Example 2
Production of CD47 Antibodies

Chimeric antibodies disclosed herein comprise a mouse heavy chain variable domain and a light chain variable domain combined with a human kappa or human Fc IgG1, IgG1-N297Q, IgG2, IgG4, IgG4 S228P, and IgG4 PE constant domains, respectively. These were designed to incorporate a secretion signal and cloned into a mammalian expression system, and transfected into CHO cells to generate chimeric (murine-human) antibodies. The chimeric variants were expressed as full-length IgG molecules, secreted into the medium, and purified using protein A.


As such, the humanized antibodies disclosed herein comprise frameworks derived from the human genome. The collection covers the diversity found in the human germ line sequences, yielding functionally expressed antibodies in vivo. The complementarity determining regions (CDRs) in the light and heavy chain variable regions of the murine and chimeric (murine-human) are described herein and were determined by following commonly accepted rules disclosed in “Protein Sequence and Structure Analysis of Antibody Variable Domains”, In: Antibody Engineering Lab Manual, eds. S. Duebel and R. Kontermann, Springer-Verlag, Heidelberg (2001)). The human light chain variable domains were then designed. The humanized variable domains were then combined with a secretion signal and human kappa and human Fc IgG1, IgG1-N297Q, IgG2, IgG3, IgG4 S228P and IgG4 PE constant domains, cloned into a mammalian expression system, and transfected into CHO cells to generate humanized mAbs. The humanized variants were expressed as full-length IgG molecules, secreted into the medium and purified using protein A.


A non-glycosylated version (IgG1-N297Q) was created by site directed mutagenesis of heavy chain position 297 to change the asparagine to glutamine (Human Fc IgG1-N297Q, SEQ ID NO:54). An IgG4 variant was created by site-directed mutagenesis at position 228 to change the serine to proline thereby preventing in vivo Fab arm exchange. An IgG4 double mutant was created by site-directed mutagenesis at positions 228 (serine to proline) and 235 (leucine to glutamate) to prevent Fab arm exchange and to further reduce Fc effector function. IgG2, IgG3, IgG4 S228P, and IgG4 PE isotypes were constructed by cloning the heavy chain variable domain in frame with the human IgG2, IgG3, IgG4 S228P, and IgG4PE constant domains (Human Fc-IgG2, SEQ ID NO:55 Human Fc-IgG3, SEQ ID NO:56; Human Fc-IgG4 S228P, SEQ ID NO:58; and Human Fc-IgG4 PE, SEQ ID NO:59).


Example 3
NanoString Analysis of Tumors Treated with Anti-CD47 Antibodies

The treatment of in vivo xenograft tumor models with anti-CD47 therapies yields varying results in efficacy. In some tumor models, anti-CD47 antibodies lead to tumor growth inhibition (termed “responsive” or “responder” tumors) whereas in other tumor models, no growth inhibition is observed (termed “non-responsive” or “non-responder” tumors). Two tumor xenograft models responsive to anti-CD47 therapy are multiple myeloma RPMI-8226 and B cell lymphoma Raji and two non-responsive xenograft tumor models are non-small cell lung cancer H1975 and head and neck FaDu. NanoString technology was used to profile each of these tumor models to identify biomarkers which can predict tumor responsiveness to anti-CD47 therapy and aid in selection of positive patient outcomes to treatment and secondly, to identify gene targets which would convert non-responsive tumors to responsive tumors by assessing human tumor and mouse infiltrating immune cell gene expression profiles and to select patients who may respond to treatment.


Cells were purchased at ATCC and maintained in RPMI-1640 supplemented with 10% Fetal Bovine Serum and 1% Penicillin/Streptomycin except for FaDu which were maintained in EMEM with the same supplements within a 5% CO2 atmosphere.


Female NSG (NOD-Cg-PrkdcscidI12rgtmlWjl/SzJ) at 5-6 weeks of age were used. Mice were acclimated prior to handling and housed in microisolator cages under specific pathogen-free conditions. NSG mice were inoculated subcutaneously in the right flank with 0.1 ml of a 30% RPMI/70% Matrigel™(BD Biosciences; Bedford, Mass.) mixture containing a suspension of RPMI-8226 tumor cells, Raji, FaDu, or H1975 tumor cells. Tumor bearing animals were monitored and tumors were measured periodically until they reached designated start size of 200-250 mm3. Test articles were either control IgG (Control IgG) or anti-CD47 antibody administered by intravenous (IV) injection in the Raji model or intraperitoneal injection (IP) in the RPMI-8226, FaDu, or H1975 models. Control IgG and anti-CD47 mAb were administered at a dose of 25 mg/kg on day 0. Tumors were collected at 96 hours following dosing for Raji and H1975 and seven days following dosing for RPMI-8226 and FaDu xenograft models to achieve equivalent tumor loads.


Tumors were snap frozen and RNA was isolated, quantitated, and analyzed on the NanoString Mouse Myeloid panel and the NanoString Human PanCancer IO360 panel using the nCounter Max System. The Mouse Myeloid panel was used to profile the infiltrating murine immune cells and the Human PanCancer IO360 panel was used to profile the human tumor cells. Both panels include 20 housekeeping genes. All samples passed quality control which requires a Field of Views above 75%, binding density between 0.05 and 2.25 spots per square micron, positive control linearity with a correlation coefficient above 0.95, and an fM detection threshold of 0.5 fM positive control probes producing raw counts higher than the mean of the negative control probes. In both panels, six internal positive controls and eight internal negative controls were included. Samples were normalized to housekeeping genes and reported as NanoString units.



FIG. 1 shows the xenograft model workflow for all four tumor models assessed including implantation, treatment, tumor collection, RNA isolation, NanoString and analysis. Fold change and p values were calculated from the results of the Mouse Myeloid Panel and IO360 Human Pan Cancer Panels for an anti-CD47 mAb treated vs Control IgG treated groups for each of the tumor models tested. A summary of the findings are shown in Table 1 which compare differentially expressed genes in human tumor cells and mouse immune infiltrates following anti-CD47 or control IgG treatment.









TABLE 1





Analysis of NanoString Data Showing Genes Differentially Expressed


in Human Xenograft Tumor Cells and Murine Tumor Microenvironment


Following Treatment with anti-CD47 mAh vs control IgG.

















Tumor Cells (Human)












Raji anti-CD47
RPMI-8226 anti-CD47
FaDu anti-CD47
H1975 anti-CD47


No. of Genes
mAb/control IgG
mAb/control IgG
mAb/control IgG
mAb/control IgG





<0.05
27
12
21
37












Immune Infiltrates (mouse)












Raji anti-CD47
RPMI-8226 anti-CD47
FaDu anti-CD47
H1975 anti-CD47


No. of Genes
mAb/ control IgG
mAb/control IgG
mAb/control IgG
mAb/control IgG





≤0.05
109
59
29
12









Analysis of gene expression in human tumor cells within the four xenograft models was determined using the Human PanCancer IO360 panel (NanoString) and identified 27 genes differentially expressed in Raji tumors treated with anti-CD47 mAb vs control IgG, 12 genes differentially expressed in RPMI-8226 tumors treated with anti-CD47 mAb vs control IgG, 21 genes differentially expressed in FaDu tumors treated with anti-CD47 mAb vs control IgG and 37 genes differentially expressed in H1975 tumors treated with anti-CD47 mAb vs control IgG. Differential regulation is defined as a fold change with an associated p-value of 0.05 or less. For analysis of differential regulation of the murine tumor microenvironment within the same xenograft models, the Mouse Myeloid panel (NanoString) was utilized and identified 109 genes differentially expressed in Raji tumors treated with anti-CD47 mAb vs control IgG, 59 genes differentially expressed in RPMI-8226 tumors treated with anti-CD47 mAb vs control IgG, 29 genes differentially expressed in FaDu tumors treated with anti-CD47 mAb vs control IgG and 12 genes differentially expressed in H1975 tumors treated with anti-CD47 mAb vs control IgG. Individual gene lists for the differentially expressed genes in Table 1 are shown in Table 2 through Table 9. In Table 2 through Table 9, fold changes greater than one signify higher levels of gene expression in the anti-CD47 mAb treated group, while fold changes less than one signify gene expression levels that are higher in control IgG treated group.









TABLE 2







Human tumor specific Genes Differentially Expressed


in anti-CD47 mAb-treated tumors vs control


IgG treated in Raji xenograft model.












Raji anti-CD47




Gene Name
mAb/Control IgG
p-value















PRR5
0.677615572
0.002758552



CDKN2B
0.726339574
0.004307869



EGFR
0.667301798
0.00460928



DUSP2
0.798262661
0.005149109



STAT2
1.232901111
0.007148975



SPP1
0.612621933
0.007377117



FAS
0.810701599
0.011435943



ITGA2
0.707016691
0.013158348



GBP4
1.510790861
0.013839798



IL4
0.621378402
0.018415721



BMP2
0.620211899
0.020515513



DEPTOR
0.699725428
0.021725101



SYK
1.050248459
0.0235816



CCL20
0.589479544
0.024283039



RPTOR
1.126291438
0.024686531



CCL22
0.629883999
0.028252311



ICAM5
0.680713604
0.035318368



WNT3A
0.541744484
0.037421662



CCL21
0.638064668
0.038429918



E2F3
1.095520634
0.038903939



ADM
0.551363348
0.039726254



SBNO2
0.953420531
0.043173079



CD36
1.239041244
0.043868408



TNFSF13
1.35610983
0.046231991



BIRC3
0.806063579
0.047708411



NID2
0.79822518
0.047990834



CSF2RB
1.304748652
0.050665858

















TABLE 3







Human tumor specific Genes Differentially Expressed


in anti-CD47 mAb-treated tumors vs controlIgG


treated in RPMI-8226 xenograft model.











Gene
RPMI-8226 anti-CD47




Name
mAb/control IgG
p-value















CD44
1.929296559
0.005681124



CDKN1A
1.440257202
0.009706505



JAK1
1.109967754
0.012879116



PTEN
1.156413848
0.017442657



RASGRF1
1.652067158
0.019479616



CDKN2B
1.222849696
0.021886112



PTCD2
1.083441513
0.026290502



TREM1
1.639458145
0.032578572



GNLY
3.013662406
0.036680787



MS4A4A
1.62603392
0.036682696



CD79B
0.704539047
0.037655415



FOXP3
1.42655475
0.042237146

















TABLE 4







Human tumor specific Genes Differentially Expressed


in anti-CD47 mAb-treated tumors vs control


IgG treated in FaDu xenograft model.












FaDu anti-CD47




Gene Name
mAb/Control IgG
p-value















KRAS
0.945305807
0.008618049



PIK3R1
1.318963486
0.010336151



CX3CL1
0.76793765
0.019419004



SLC7A5
0.914763874
0.024568444



MET
1.063486394
0.025281869



ADGRE1
0.62962963
0.027980981



MGMT
1.118477989
0.033830624



PIK3CG
1.473232971
0.034237132



ACVR1C
1.580675688
0.03512481



CD48
0.475419664
0.035930062



ELOB
0.893978173
0.037706424



ZEB2
1.617660764
0.037740217



TRAT1
1.669410515
0.038768553



CES3
0.318423048
0.040253489



EPM2AIP1
1.109737752
0.042525477



FGF18
1.647985989
0.044330039



CD244
2.213973799
0.044444849



GHR
1.290091931
0.048369787



LCK
0.627825213
0.048441045



TNFRSF17
0.485511912
0.048607786



LILRA5
0.416292135
0.049262512

















TABLE 5







Human tumor specific Genes Differentially Expressed


in anti-CD47 mAb-treated tumors vs control


IgG treated in H1975 xenograft model.












H1975 anti-CD47




Gene Name
mAb/Control IgG
p-value















TGFBR1
1.137936611

4.09848E−05




JAG1
1.261621097
0.001018476



SLC16A1
1.115417718
0.002443347



BRD4
0.8947418
0.003732204



ITGAV
1.167367276
0.007102302



UBE2T
0.82615784
0.007250328



CXCL14
1.271076059
0.007407232



TNFRSF11B
1.198703565
0.007632686



BMP2
1.258626257
0.007890741



EPM2AIP1
1.057463348
0.009467077



P4HA2
1.310610677
0.011643284



VSIR
1.394806853
0.013519415



ITGA6
1.193443726
0.014612111



IFNA1
1.388991346
0.015209411



FGF18
1.300627312
0.015552054



ITGB8
1.298235888
0.016063941



TCL1A
1.390338701
0.021523464



IFNGR1
1.15869079
0.022970034



TLR8
0.83926464
0.022991707



ROCK1
1.155813864
0.023758737



CENPF
0.863395273
0.024016842



EGFR
1.125846434
0.024431365



RICTOR
1.220191943
0.024929022



CD44
1.157817203
0.02870313 



PROM1
1.261735941
0.029433685



FCGR2B
1.415899745
0.032141927



PPARG
0.81686319
0.032813147



PSMB10
0.820782117
0.035995111



TGFBR2
1.116155044
0.03643849 



ID4
1.39235168
0.036501902



VHL
0.918025822
0.038732839



COL6A3
0.745556752
0.040540116



CD276
1.140302271
0.041092479



DNMT1
0.858301546
0.043376309



CRABP2
0.792583153
0.04400308 



TWIST1
1.274053113
0.046405691



PNOC
1.36796875
0.048906986

















TABLE 6







Genes Differentially Expressed in anti-CD47 mAb-treated tumor immune


infiltrates vs control IgG treated in Raji xenograft model.












Raji anti-CD47




Gene Name
mAb/control IgG
p-value














Tlr13
1.386894519
0.000196593



Tnfrsf11a
1.738745184
0.000462011



Nfil3
0.563407665
0.000967871



Tlr7
2.316324627
0.001149883



Cd36
3.123229256
0.001520225



Cytip
0.538774882
0.001804908



Il2
0.349816238
0.00206972



Lat2
1.763487905
0.002312436



Adgre1
2.17704038
0.002517596



Selp
0.398162085
0.002662614



Usp18
1.434274809
0.003227817



Lamb2
0.861617744
0.003318548



Ccl9
1.485802251
0.004001039



Ctsd
2.413321327
0.004082843



Btg2
0.446826646
0.004981409



Gata2
0.695083446
0.00534316



Cd68
1.87705419
0.00551449



Serpine3
0.406825829
0.005898814



Serpinb6a
1.220021421
0.006060974



Cd180
3.631834689
0.006098461



Cstb
1.415333265
0.006239047



Fcgr1
1.720896452
0.006733574



Il1rl1
0.515145207
0.007850729



Znrf2
1.403986721
0.007931068



C3ar1
2.212696153
0.008213475



Vamp2
0.682449945
0.00838293



Ctss
1.564003888
0.00875824



Grn
1.796906321
0.008939787



Cxcl10
2.286114132
0.009307906



Cdh5
0.80420105
0.009470625



C5ar1
1.380962226
0.0100298



Ier3
0.520386246
0.010204391



Ctsl
2.937780379
0.010376163



Trem2
3.24003861
0.010506674



Ccl7
1.304243447
0.010581587



Tspan7
0.674158981
0.011310562



Cebpa
1.557076238
0.011576833



Lpl
6.930772157
0.011821518



Cxcl5
0.24477741
0.011936309



Serpine1
0.494163977
0.012025389



Vegfa
0.698803364
0.012399403



Csf2
0.443839741
0.013198354



Eif4ebp2
0.778371128
0.014341802



Cd84
1.618482174
0.01467602



Anxa1
1.95889214
0.014812897



Sema6d
0.573034295
0.014926058



Cd80
0.706816349
0.015335771



Ptx3
0.41013976
0.015656188



Il1rn
1.413837941
0.016274857



Nr1h3
1.684162922
0.016724426



Il1r1
0.668470044
0.017339315



Plau
1.743417193
0.018400137



Ccr4
0.709954522
0.01969966



Gsn
1.492602256
0.020707885



Il1b
0.345221926
0.021060262



Stat3
0.765423954
0.021415589



Sele
0.526552655
0.022526007



Mapk12
0.354073498
0.023321318



Mmp9
1.804029845
0.023440832



Hif1a
0.711299374
0.024112437



Col4a1
0.700614134
0.024169498



Adam8
2.54546658
0.024774693



Csf3
0.480780488
0.024822533



Tnfaip6
0.457968367
0.024889255



Ell2
1.710516842
0.024966373



Igf1
1.843179233
0.025008039



Ccl3
0.571781293
0.025325491



Ski
0.750538204
0.025955056



S100a9
0.197349999
0.027650726



Rgs16
0.645741035
0.027711152



Acot11
0.519122443
0.027731128



Ptafr
1.310201586
0.027957476



Msh2
1.355020684
0.0294392



Tnfrsf12a
0.744413666
0.029671888



Lipa
2.815706992
0.030489789



Serpinb2
0.396036317
0.031249253



Ccr1
0.596261362
0.031523178



Pglyrp1
0.604205875
0.03172145



Trafd1
1.708465795
0.031835904



Irf1
0.825729716
0.032677842



Cxcl14
0.517295843
0.032728767



Ptgs2
0.38234692
0.033669292



Marco
0.524734896
0.033775988



Il33
0.571318163
0.034406798



Tlr8
1.796349369
0.034551805



Nfkbia
0.791564763
0.035126248



Tnfaip3
0.764186982
0.035150269



Crem
0.479092971
0.03530193



Anxa4
1.520544886
0.035922832



Col4a2
0.773560379
0.036978394



Txn1
1.25450488
0.037921768



Ccr7
0.656068676
0.038395749



Nox4
0.563827474
0.039880952



Tlr5
0.607535622
0.040452137



H2-D1
1.451981622
0.040608393



Ets1
0.773726667
0.041595515



Adamts14
0.708304175
0.042065795



Cd70
1.495203837
0.042920572



Adamts1
0.638806499
0.04442596



Col12a1
0.538463793
0.045484365



Cebpd
0.616615067
0.046184976



Laptm5
1.312672107
0.046291915



Cxcr2
0.171319959
0.046349318



Dhrs3
1.564925945
0.047257856



Prg3
0.450638618
0.047282047



Slc16a6
0.72008168
0.047566473



Vav1
1.294372128
0.049103783



Nkg7
0.476696903
0.049659047



Il1rap
0.67135112
0.049681081
















TABLE 7







Genes Differentially Expressed in anti-CD47


mAb-treated tumor immune infiltrates vs control


IgG treated in RPMI-8226 xenograft model.












RPMI-8226 anti-CD47




Gene Name
mAb/control IgG
p-value














Ifit1bl2
0.318090955
0.000372924



Col4a1
0.796745348
0.004026011



Ctsl
2.316895704
0.004381256



Timd4
0.684531469
0.004423172



Cd99
0.771320011
0.005032191



Tlr1
1.682910321
0.005244514



Fcgr3
1.275135515
0.00672331



Pglyrp1
0.183840504
0.006765243



Selplg
1.185133573
0.007081916



Il25
0.29245283
0.007490333



Kif20a
0.761019373
0.008055402



Man2b1
1.386373186
0.011534423



Ctsd
1.204551258
0.01408797



Cxcl12
0.706634342
0.0162312



Gata2
0.493154399
0.016274141



Cd70
0.241877256
0.016406349



Adgre1
1.756246483
0.016749544



Mmp13
1.645060229
0.01687979



Map3k14
0.583633033
0.017465335



Col4a2
0.772820498
0.017615935



Il1rn
3.44531233
0.018451437



Peli1
0.783019258
0.018879443



Cd69
2.271918877
0.019449278



Serpinb2
0.528205551
0.020219997



Daglb
1.434950887
0.020237232



Cdh5
0.655575915
0.021099117



Fadd
1.930424528
0.022187745



Il1rl1
0.638237046
0.022305333



Btg2
0.59956607
0.023491599



Acot3
0.51974776
0.023537604



Cybb
1.291565134
0.024078228



Csf1r
1.249650513
0.025798752



Alcam
2.59375
0.026499779



Siglec1
1.538892762
0.027850092



Cav1
0.818915334
0.028560646



Tlr8
1.575182755
0.028921201



Ptafr
1.251588022
0.031572899



Cxcl3
0.392713801
0.032485427



Trem2
1.383186016
0.033016862



Pggt1b
0.83920854
0.03451755



Top2a
0.875054945
0.034715738



Cd84
1.406546666
0.037685523



Golim4
0.742970918
0.038149076



S100a11
0.841353214
0.038759704



Fut4
1.715613776
0.038768069



Itgam
1.553638662
0.038883962



Lpl
2.802654034
0.040038446



Fasn
1.441342496
0.04065451



Cd274
0.81349797
0.040723239



Col11a1
1.548266556
0.041097092



Fscn1
0.748738548
0.042948469



Krba1
0.737894737
0.043487245



Rgs1
1.802356262
0.043813713



Nox1
0.413793103
0.046524537



Cdkn1a
1.384719085
0.046572621



Il1r1
0.74529739
0.046675498



Casp1
1.582736092
0.047674556



Grn
1.229931036
0.048851552



Casp7
1.319331384
0.049516972



Havcr1
0.445811365
0.050786347



Ms4a2
0.416461916
0.050898953
















TABLE 8







Genes Differentially Expressed in anti-CD47 mAb-treated tumor immune


infiltrates vs control IgG treated in FaDu xenograft model.












FaDu anti-CD47




Gene Name
mAb/control IgG
p-value














Adgre1
1.516902584
0.001731923



Id1
0.628838874
0.003095236



Trem2
1.452868265
0.004127761



Csf2ra
1.480632806
0.004527397



Kalrn
0.587497046
0.004828595



Ifit1bl1
1.468709855
0.005423336



Il1rn
1.866559722
0.005720447



C3ar1
1.536660976
0.007061782



Il5
0.597140039
0.00753



Tnfsf10
0.620708447
0.008142318



Itga4
0.654479591
0.009551557



Itgam
1.783651731
0.011030274



Ccl26
0.241218176
0.018091634



Tyrobp
1.170197993
0.021656838



Kcnab1
0.403480241
0.022491234



Cd180
1.902346041
0.024907931



Lat2
1.587322493
0.024996862



Birc5
0.646324549
0.026688594



Cd40lg
0.378794179
0.028044467



Tlr9
1.392219646
0.032574155



Sirpa
1.158096481
0.03340137



Stat5a
1.165007414
0.033854352



Laptm5
1.24162249
0.034135163



Plau
1.690751293
0.034799627



Pik3cg
1.222535883
0.036265352



Il27ra
0.273972603
0.039029377



Lif
0.636557914
0.041543633



Itgax
1.827801466
0.044572726



Prdx1
0.826453015
0.046714224



Ptgs1
0.668704991
0.050724337



Myd88
1.219682168
0.050728298
















TABLE 9







Genes Differentially Expressed in anti-CD47 mAb-


treated tumor immune infiltrates vs Control (IgG


treated) immune infiltrates in H1975.












H1975 anti-CD47




Gene Name
mAb/control IgG
p-value














Il1rn
2.637595993
0.00199429



Ccl3
1.916071429
0.002405839



Ccl4
2.091132142
0.004452419



Itgam
2.063473054
0.013622859



Il17ra
1.281697756
0.016495838



Sell
2.327515866
0.022150811



Adam8
2.024203133
0.028365099



Havcr1
2.008952551
0.030168007



Itgax
1.793497519
0.033842303



Tnfrsf9
0.641342756
0.038715113



Tek
1.483068908
0.041088044



Cdh1
1.531969309
0.041210991









A comparison of gene expression profiles in responder versus non-responder tumor types was determined in control IgG treated xenograft tumors to understand the baseline gene expression levels in both human tumor specific genes and mouse myeloid genes. Fold changes and p values at baseline as shown in Table 10. Of the human tumor specific genes, 477 genes were differentially expressed in H1975 control IgG vs Raji control IgG treated tumors, 481 genes were differentially expressed in H1975 control IgG vs RPMI-8226 control IgG tumors, 579 genes were differentially expressed in FaDu control IgG vs Raji control IgG treated tumors and 480 genes were differentially expressed in FaDu control IgG vs RPMI-8226 control IgG treated tumors. Mouse immune gene expression profiling identified 392 genes differentially expressed in H1975 control IgG vs Raji control IgG treated tumors, 345 genes differentially expressed in H1975 control IgG vs RPMI-8226 control IgG treated tumors, 203 genes differentially expressed in FaDu control IgG vs Raji control IgG treated tumors and 169 genes differentially expressed in FaDu control IgG vs RPMI-8226 control IgG treated tumors. The total number of differentially expressed genes listed in Table 10 refer to the individual genes listed in Tables 11-18.









TABLE 10





Analysis of NanoString Data Showing A Comparison of Genes


Differentially Expressed at baseline in anti-CD47 responsive


versus nonresponsive xenograft tumor models

















Tumor Cells (Human)











No. of
H1975/Raji
H1975/RPMI-
FaDu/Raji
FaDu/RPMI-


Genes
IgG/IgG
8226 IgG/IgG
IgG/IgG
8226 IgG/IgG





<0.05
477
481
579
480












Immune Infiltrates (mouse)











No. of
H1975/Raji
H1975/RPMI-
FaDu/Raji
FaDu/RPMI-


Genes
IgG/IgG
8226 IgG/IgG
IgG/IgG
8226 IgG/IgG





≤0.05
392
345
203
169









In Tables 11 through Table 18, fold changes of greater than one are indicative of higher levels of gene expression in the non-responsive tumor types while the fold changes of less than one are indicative of higher levels of gene expression in the responsive tumor types.









TABLE 11







Genes Differentially Expressed in H1975


tumors vs Raji tumors at baseline












H1975 control




Gene Name
IgG/Raji control IgG
p-value














IL10
0.064247227
1.08863E−07



GPSM3
0.18631921
1.40907E−07



TMEM173
32.22399305
 1.6462E−07



SOCS1
0.110428896
4.11857E−07



PVR
11.65870941
7.59934E−07



MET
13.73049225
9.39873E−07



BLK
0.088840776
 2.2617E−06



BLM
0.358552423
2.57209E−06



HLA-B
0.226775895
4.66562E−06



PSMB10
0.329205513
4.94651E−06



IL21R
0.112570005
8.36771E−06



NFKB1
0.54272411
1.24245E−05



ARID1A
0.420150327
1.37079E−05



IL6R
3.987362637
1.71038E−05



MICB
0.218617782
2.27385E−05



IFITM2
6.448103277
2.33337E−05



NOTCH2
2.414796158
2.52748E−05



CD70
0.286047422
 2.9581E−05



ADORA2A
0.177033273
3.49674E−05



CD79A
0.006901799
3.55754E−05



CD276
83.21954206
3.78161E−05



ATM
0.322950132
4.52737E−05



STAT3
1.677156559
4.79071E−05



BCL2L1
3.249679003
5.19146E−05



BMP2
4.732783211
5.34776E−05



PIK3R1
0.33607409
5.49373E−05



SYK
0.051964738
5.49933E−05



PRKCA
4.836098462
6.45665E−05



FYN
0.347824255
6.71519E−05



HLA-DQA1
0.002067338
6.82932E−05



OLFML2B
3.720754717
7.58893E−05



TNFSF12
5.416136961
8.09063E−05



RELB
0.318488791
8.21783E−05



GBP2
4.191726511
8.25928E−05



SLAMF7
0.180468217
8.66606E−05



E2F3
0.428953804
9.64241E−05



HIF1A
2.078409751
9.76653E−05



TLR9
0.099837688
0.000100791



IKBKG
1.842346904
0.000103903



DUSP2
0.051568448
0.000105927



HELLS
0.40713845
0.000110738



NLRC5
0.405393626
0.000111851



CD247
0.229315088
0.000114623



TGFB1
0.3116074
0.000120885



CTSS
0.197105412
0.000122845



TGFBR2
2.414945583
0.000132148



FADD
2.705694032
0.000150807



FANCA
0.46732219
0.000169303



JAG1
230.969942
0.000176231



CDKN2B
7.318334409
0.000177056



BRCA2
0.387153611
0.000183813



ITGB2
0.618885909
0.000196891



CXCL5
5.302150538
0.000224135



HMGA1
0.533956351
0.000229255



CD74
0.025437606
0.00023564



ITGAV
16.49266228
0.000263137



WDR76
0.344432137
0.000265044



ITGA6
5.501476143
0.000272989



ERBB2
27.10330189
0.000282535



RB1
0.081099042
0.00028422



CDH1
162.60719
0.000289496



TNFAIP3
0.308242812
0.000289661



HLA-DPB1
0.008426534
0.000292826



ADAM12
4.647667176
0.000296411



SLC1A5
0.438012209
0.000340733



PTCD2
0.58034584
0.000345112



MS4A1
0.003674042
0.000348867



BBS1
3.511094154
0.000349652



TNFRSF17
0.073673743
0.000358632



IL10RA
0.031607282
0.000366388



BIRC3
0.179317111
0.000368795



RNLS
16.15215274
0.000379694



FCGR2B
0.013627825
0.000385567



HLA-DPA1
0.014335202
0.000394182



CD79B
0.004561064
0.000396595



TNFRSF1A
16.5259035
0.000408231



BAχ
0.542088209
0.000426673



WNT5A
0.093009547
0.000466165



TLR8
4.698829328
0.00046791



DNMT1
0.430154851
0.000476798



MTOR
0.393759913
0.000478984



HLA-DRA
0.005628373
0.0004963



SAMD9
6.660249427
0.000497544



AKT1
1.641574675
0.000542388



AXIN1
0.524149554
0.000552566



TNFSF13
3.042967931
0.000567602



SFXN1
0.547375517
0.000569951



IFIT2
3.72880771
0.000580975



PTPRC
0.007409066
0.000582218



MELK
1.579469083
0.000588373



CTNNB1
3.590714769
0.000592802



RAD51
0.526274254
0.000615574



MSH2
0.582166119
0.000617472



NFIL3
2.912486253
0.000622563



LY9
0.064013745
0.000651157



CD274
5.155667603
0.000669381



EGFR
41.33915997
0.000711285



TYMS
0.417278179
0.000716061



ITGA4
0.008813041
0.000719313



CD80
0.022699319
0.000757057



BCL2
0.055314443
0.00077395



HLA-DMB
0.021740361
0.00082223



JAK3
3.032564689
0.000836727



IL15
2.395762413
0.000879062



CDK2
1.351093279
0.000890169



UBA7
1.931672084
0.000897817



BRD4
0.684242511
0.00090426



CXCL3
7.536600369
0.00091511



PC
12.76055237
0.000927814



CD68
6.675104061
0.000961007



WNT7B
17.55143639
0.00098981



IL1A
7.834444244
0.000991437



CD38
0.010309973
0.001017801



CX3CL1
145.1279923
0.001032085



CASP9
0.256272289
0.001045133



SERPINH1
39.62176822
0.001051881



FZD9
2.825074902
0.001112356



TNF
0.120288864
0.001118597



GLUL
1.780116478
0.001120635



CD27
0.00349194
0.001140725



RPS6KB1
0.506571055
0.001148605



NF1
1.85580467
0.001154662



KIF2C
0.501748305
0.001207165



CD48
0.002471856
0.001207378



FAM30A
0.064544004
0.001209751



SLC16A1
0.64794632
0.001218985



FCGR2A
0.235100142
0.001220798



TNFRSF10C
3.976013326
0.001232714



HLA-DOB
0.025677973
0.001268152



PARP12
4.173124162
0.00126925



PFKM
0.508700745
0.001279561



NFKB2
0.413914298
0.001313153



CCND1
85.55598777
0.001330696



TNFSF9
0.530799153
0.001332703



CD44
146.8425377
0.001337102



HLA-DOA
0.075399977
0.001356966



IRF1
0.516165745
0.001386181



INHBA
4.23355526
0.001412248



MAP3K8
0.142353679
0.001450547



PKM
1.56229795
0.00148196



NFKBIE
0.09398409
0.001511226



MAP3K5
0.581443162
0.001513395



HLA-DQB1
0.015842949
0.001526247



ANLN
6.267534171
0.001547349



TPI1
0.575618197
0.001553029



B2M
0.435467305
0.001563477



PPARG
44.46174938
0.001564774



RUNX3
0.009520033
0.0015729



GOT2
0.61156119
0.001600418



CBLC
2.446431266
0.001609928



TNFRSF9
2.22405514
0.00162748



RIPK1
2.266703423
0.001681431



BCAT1
0.072710777
0.001709434



TNFRSF10B
2.286148214
0.001749594



CYBB
0.016033622
0.001774466



IRF8
0.004644557
0.001794356



PTGER4
0.443091043
0.001825685



GPC4
8.707317073
0.00185254



MB21D1
8.562225141
0.001902966



NFATC2
0.258770183
0.001921934



LRRC32
0.408236208
0.00192405



IL16
0.028133257
0.002006552



PIK3CD
0.06423217
0.002009134



IL18
70.55306334
0.002011975



TNFSF8
0.619117075
0.002074946



RAD50
0.660263811
0.002124755



GLS
1.959107311
0.002135424



FUT4
1.806022528
0.002139729



EPCAM
107.4719028
0.002151117



TTC30A
4.061503583
0.002187756



P4HA2
12.95057412
0.002213985



CCNB1
2.49564669
0.002230129



HLA-DRB1
0.003700872
0.002238469



TGFB3
2.734609878
0.002296374



TPM1
82.22792512
0.002341266



PIK3R2
1.561571797
0.002344301



SRP54
0.619433184
0.002360253



ITGB8
56.84642321
0.002373051



CHUK
0.593001574
0.00240504



THBS1
1196.708558
0.002448459



CXCL6
15.92584515
0.002474643



ITGB3
10.81063038
0.00247494



PNOC
0.171558772
0.002483755



UBE2C
2.142167931
0.002502134



HDAC11
3.093630623
0.002512996



IGF2R
1.872748289
0.002525163



EPM2AIP1
0.424107115
0.002540939



CCL20
2.27664904
0.002541064



SREBF1
0.503634678
0.002567364



MX1
32.53668962
0.002585735



GHR
0.695072938
0.0026142



PECAM1
0.387404918
0.002629385



BRD3
1.451931918
0.002633368



IER3
14.38548851
0.002705529



LIF
73.22141503
0.002767509



CRABP2
14.16795512
0.002770806



FSTL3
64.47832817
0.002810696



POLD1
0.509184069
0.002824889



CD84
0.007046394
0.002834189



CSF2RB
0.315359193
0.002871291



HLA-DMA
0.066642422
0.002883052



ULBP2
2.343249769
0.002888014



NRAS
0.633766378
0.002907965



VCAN
173.3314917
0.002984638



CCND3
0.255459014
0.002991093



IL2RG
0.006802443
0.003047652



SERPINA1
73.88257669
0.00310404



HLA-F
0.274136397
0.003140277



PPARGC1B
0.313613604
0.003167086



PLA1A
0.408092265
0.003203263



F2RL1
129.3762322
0.00321498



NT5E
63.88647978
0.003251886



LY96
0.634269135
0.003283164



TCF3
0.249178438
0.003290159



LAMB3
867.9981982
0.003331768



CASP3
0.628646469
0.003339098



ZEB2
0.100260796
0.003410348



TLR1
0.068618193
0.003434149



CLECL1
0.002487847
0.003435571



HLA-A
0.25122443
0.00348434



CXCR4
0.004312055
0.003491058



ENTPD1
0.252270276
0.003549554



DPP4
11.23091664
0.003571619



DTX4
0.696608058
0.003629717



FLNB
2.90574418
0.003708921



AREG
53.67951374
0.003808212



PTGS2
3.0257934
0.003867853



TGFB2
26.01107941
0.003901518



TNFRSF14
0.235095987
0.003926428



ICOSLG
0.098664572
0.003949581



SPIB
0.012312691
0.003977924



PSMB9
0.542804779
0.003997444



MFGE8
5.531830143
0.004017744



CD40
0.221024323
0.004083005



ICAM5
0.379340724
0.004101867



COL6A3
6.064094713
0.004141196



CCL4
0.021748277
0.004293687



SPRY4
14.86439056
0.004312848



HLA-E
0.535868147
0.004332753



TCL1A
0.001628589
0.004361385



EZH2
0.608110698
0.004371233



FAS
0.519293961
0.004425647



FGF13
6.842942865
0.004433692



CD86
0.026847993
0.004509713



IL1B
2.032588296
0.004640264



CENPF
1.254880239
0.004826115



MFNG
0.062327358
0.00486148



BAD
1.49123196
0.004883971



HMGB1
0.441680361
0.004939736



COL5A1
170.4327974
0.004977122



VCAM1
0.390465598
0.005094735



STAT2
0.638925729
0.005111077



CDKN2A
0.59220164
0.005133517



IRF4
0.049196781
0.005267268



MAP3K7
1.279129196
0.005302277



CDK6
0.737737099
0.005343334



BATF3
1.714041746
0.005385308



NECTIN2
19.63117927
0.005423287



ID4
3.51861167
0.005456416



HLA-DQA2
0.337824389
0.005554444



ICAM2
0.330420588
0.005608801



CD45RA
0.004241374
0.005624592



TLR2
1.831025914
0.005770327



PRKACB
0.401685272
0.005801513



FOSL1
118.8455443
0.005856825



TRAF1
0.163320147
0.006039641



IL11
68.90015426
0.006049442



EGF
4.384847912
0.006073425



RPL7A
0.46359214
0.006113644



TAF3
0.647574367
0.006128286



FCRL2
0.032742626
0.006135037



GPR160
0.046994286
0.006215277



PGPEP1
0.502590177
0.006271815



PDGFB
3.864312456
0.006361748



RBL2
0.832430503
0.006382578



IRF3
0.610248044
0.006389093



HLA-C
0.097771935
0.006454391



MICA
3.442659385
0.006543038



RPL23
0.592266696
0.006571502



IFITM1
5.15592452
0.006657696



EIF4EBP1
22.65167782
0.006680186



CD19
0.013102376
0.00675508



IL6
10.36851598
0.006763891



ITGAL
0.094974835
0.006791481



TAP2
0.439357974
0.007050284



KAT2B
0.335760903
0.007063783



OASL
3.329795261
0.007075781



SLC2A1
0.587002824
0.007113218



NOTCH1
2.171742656
0.007124646



IL24
3.752304553
0.007136092



MLH1
0.658977931
0.007170484



CCL22
0.034336418
0.007279645



PDCD1LG2
2.590412713
0.007280357



WNT5B
0.553675992
0.007322666



ITGAX
0.760481552
0.007479185



CD69
0.022629391
0.007531482



JAG2
2.989288447
0.007606909



MMP1
145.2622278
0.007736469



ITGA2
101.7373197
0.007769495



HES1
2.77584002
0.007804922



OAS3
50.80061983
0.007912305



SAMSN1
0.07548424
0.008043547



CCNO
2.054995871
0.008303319



TIGIT
0.675901964
0.008332228



WNT10A
0.118190612
0.008345997



ARG2
0.372977442
0.008405387



EIF2AK2
1.562041265
0.008416798



EGR1
1.271753764
0.008579928



TNFRSF4
0.529488946
0.008678128



IFIH1
0.414566178
0.008694829



TLR5
6.619548407
0.00877541



NECTIN1
2.887224329
0.009026663



SIRPA
19.34279919
0.00915566



DKK1
68.37088916
0.009263989



PMS2
0.791342395
0.00934818



HERC6
7.658971668
0.009518071



SGK1
0.395044381
0.009655662



LCK
0.332651055
0.009697062



SERPINB5
55.17384106
0.009767486



MAPK10
0.523194788
0.009897491



GNG4
0.587483499
0.010093019



VEGFA
7.206627365
0.010134841



CDKN1C
12.55731407
0.010194596



LYZ
0.557335634
0.010276047



STC1
15.85526485
0.010354726



PDGFA
6.241770276
0.010464683



FCN1
0.526361656
0.010470641



CSF2
8.350981075
0.010545012



PDK1
0.477366507
0.010575723



ZEB1
0.283131397
0.010633554



CEBPB
4.803264721
0.010896203



LTB
0.061018033
0.010974196



TNFRSF11A
3.881588647
0.011032937



KRAS
0.475362141
0.011149881



CCL3/L1
0.003284886
0.011195868



CXCL2
75.92846034
0.011372312



CSF1R
4.651190981
0.011436906



SMAP1
0.449913696
0.011451715



PCK2
0.339488049
0.011589775



PSMB8
0.449351426
0.011658419



CD58
0.486697396
0.01169



PLOD2
259.8772874
0.012052785



VHL
0.468190207
0.012100635



TRAT1
0.606895441
0.012220998



KLRB1
0.591067864
0.01231171



BCL6B
1.622628062
0.012543445



JAK1
0.589057692
0.012569558



TLR7
0.217908058
0.012693836



TNFRSF11B
1.302272727
0.01285953



COL11A1
0.555509077
0.01286051



LOXL2
2.394563348
0.012970668



PVRIG
0.205756339
0.013270423



CD3E
0.633715685
0.013281349



GOT1
1.451509907
0.013372148



KDR
2.592203898
0.013385983



CXCL8
31.50008685
0.01345515



PTEN
0.754631591
0.013568663



TAPBPL
1.256399858
0.01390406



IFI16
0.858215284
0.0139126



S100A9
64.77697842
0.013927048



SOX2
5.447427681
0.01434819



TNFRSF25
2.750121714
0.014440957



MGMT
1.581009481
0.014523021



TMEM140
0.402984256
0.014527114



EIF2B4
0.834304633
0.01457338



VTCN1
1.230887277
0.014812732



GLUD1
0.830571113
0.01496018



COL17A1
57.13199879
0.015042499



ADM
10.07905305
0.015312289



IFI27
19.09793421
0.015734544



CD45RO
0.488169181
0.015749084



CXCL1
25.48546424
0.015761186



LDHB
0.305015002
0.015869504



LILRA1
0.537882281
0.016007229



IFNAR1
0.880378079
0.016135217



BAMBI
1.33557047
0.016277647



UBE2T
0.531452413
0.016531119



AXL
12.38279362
0.016815238



HK1
1.888526847
0.016822211



FCGR3A/B
0.66989635
0.016856033



IRF2
0.522265692
0.017626229



RASGRF1
0.429351054
0.017839735



IRF9
1.541256737
0.017917174



CCNA1
12.51348376
0.018572726



APH1B
9.189145534
0.018927793



TREM1
2.720595353
0.018934956



BID
0.574122016
0.018990196



ALDOC
0.645764668
0.019043831



TYMP
6.998817459
0.019053384



NFKBIA
0.833475681
0.019089549



TWF1
4.003088119
0.01951246



LAMC2
115.74743
0.019784357



BRIP1
1.603301663
0.019840314



SNAI1
4.970481564
0.019873312



SBNO2
1.963544844
0.020062473



MSH6
0.650284748
0.020110113



ROCK1
0.579187783
0.020352255



ANGPTL4
53.97861451
0.020613267



GZMK
0.549312977
0.02062562



CES3
0.190385208
0.020694532



HAVCR2
0.295832478
0.020720742



EDN1
6.98929263
0.02085412



ITPK1
1.304735061
0.020894815



FGF18
0.713040486
0.021067953



APOL6
1.329828995
0.021120976



ALDOA
1.533239472
0.021317819



NKG7
0.138409488
0.021525365



NEIL1
0.347271927
0.021635944



TNFSF4
0.435732517
0.021988898



DUSP1
4.598522109
0.022233537



IL2RB
0.531258591
0.02242709



CD2
0.38750676
0.022833692



BNIP3
2.650540227
0.023381549



CCNE1
1.264003761
0.0238245



TAP1
0.388511133
0.024065403



TAPBP
0.723770868
0.024178337



DUSP5
1.861214886
0.024189775



CXCL9
0.336707369
0.024199304



CD14
3.954636182
0.024634366



MKI67
0.766752822
0.024763557



CASP1
0.545159474
0.024966466



FBP1
20.20157266
0.025124866



JAK2
0.579262274
0.026210023



ATF3
1.329028841
0.026452687



MYD88
0.766656615
0.026599018



IL17A
0.628462501
0.026601718



STAT4
3.220178042
0.026748469



IFNGR1
0.549364113
0.026825671



SIRPB2
2.858319605
0.027390941



TNFRSF10D
3.16428639
0.027405144



ENO1
0.758744422
0.02741494



MRE11
0.769350467
0.027857349



TNFRSF1B
0.089529164
0.02815507



MS4A4A
0.657798686
0.028245285



PLA2G2A
0.764517948
0.02883439



S100A8
1.588235294
0.028994615



LILRB2
0.560880911
0.029489869



KIR2DL3
0.750568137
0.029606353



CXCL10
0.030171343
0.03010874



BRCA1
0.782570832
0.030148935



FAP
2.400961788
0.031589486



CXCR2
0.568520812
0.031818111



NBN
0.77715025
0.032286523



IFNGR2
0.764670838
0.032442966



OAS2
0.262921572
0.032492355



MAP3K12
2.074060759
0.033516884



TNKS
0.828911465
0.033894612



IL1R2
0.10447363
0.033931858



PTPN11
0.761711868
0.034478143



CCL5
0.468681238
0.03450911



BTLA
0.227785783
0.034951377



SLC7A5
1.397225391
0.034976996



TNFSF13B
0.613440351
0.036208548



PRR5
1.118449944
0.036219468



FCGRT
1.488051471
0.036395134



CD28
0.581772899
0.03678948



BBC3
0.542704185
0.037311243



IL32
5.071346305
0.038444327



EIF5AL1
0.752221865
0.038819245



TNFAIP6
1.573868488
0.039017842



CD8B
0.562542587
0.039151743



CCL19
0.688959144
0.039733848



ITGAM
0.601693678
0.041463203



CD3G
0.792331136
0.041551046



SIGLEC1
0.487555639
0.041645039



RIPK2
0.823861636
0.041738518



CDC20
1.342629552
0.041797494



ELOB
0.620940074
0.043074949



RIPK3
0.63921145
0.043646712



CDH11
1.458402976
0.045070439



PIAS4
1.116051976
0.045471516



PIK3CG
0.540949175
0.045850423



ERO1A
3.097683906
0.045930837



SH2D1A
0.501818182
0.047333446



ICOS
0.514253486
0.04937549



TBXAS1
0.582360949
0.049954771



APOE
5.231221424
0.050679378
















TABLE 12







Genes Differentially Expressed in H1975


tumors vs RPMI-8226 tumors at baseline












H1975 control IgG/




Gene Name
RPMI-8226 control IgG
p-value














JAK3
0.252873226
 7.4456E−08



CD276
7.723077622
7.47796E−08



GPR160
0.009018245
7.57167E−08



RB1
0.132868223
1.75745E−07



PVR
7.759600269
3.16286E−07



RUNX3
0.015132184
3.56054E−07



HLA-B
0.116474559
3.70035E−07



MB21D1
0.211491555
7.08466E−07



HLA-A
0.095532019
1.56217E−06



HIF1A
9.669484491
 2.4266E−06



CDH1
9.048332957
3.70615E−06



CTSS
0.189194068
4.30592E−06



HLA-C
0.052725093
4.88961E−06



TGFBR1
8.02145524
7.73252E−06



RNLS
8.282617383
1.27821E−05



B2M
0.24762143
1.28686E−05



GLUD1
2.060185776
1.93144E−05



CDH11
2.548426606
2.25627E−05



UBA7
5.113575526
2.30093E−05



CD86
0.058189327
 2.3058E−05



MET
68.09869959
2.35967E−05



CX3CR1
0.002802084
2.54618E−05



RPL7A
0.559644463
2.62686E−05



ULBP2
5.194885012
3.36285E−05



BMP2
3.642257938
3.62102E−05



PSMB10
0.436507821
3.63242E−05



DTX3L
1.510576414
5.71015E−05



MICB
0.122708006
5.82436E−05



LTBP1
4.329163771
5.84341E−05



BCL2L1
2.182945791
6.07635E−05



FUT4
2.591536712
6.58372E−05



MAGEA1
0.060890362
6.65001E−05



SERPINH1
3.951603015
7.27455E−05



ITGB2
4.981244109
7.63871E−05



PRKCA
22.54070501
8.88649E−05



TNFSF12
8.261797027
9.66451E−05



VHL
0.626934801
9.90039E−05



POLD1
0.395702199
0.000101372



TAP1
0.389477414
0.000112855



MGMT
1.820648683
0.000113397



TGFBR2
5.495834379
0.000115421



ATM
0.260430926
0.00013701



IL1A
6.053591314
0.000138267



ICAM3
0.126964944
0.000139948



SMAP1
0.325409817
0.000157928



JAG1
18.93641481
0.000167614



ICOSLG
0.095232679
0.000187007



RASAL1
0.166254421
0.000194621



LGALS9
0.162568404
0.000208321



CDKN2B
12.31114248
0.000211153



ITPK1
1.596549279
0.000218837



MFNG
0.107682773
0.000232631



BCL2
0.034597765
0.000250091



TLR7
0.253329038
0.000258926



H2AFX
2.425493692
0.000269669



ITGAE
2.195203936
0.000282276



TMEM173
2.465341925
0.00029681



PRKACB
0.350011661
0.000340992



BBS1
1.960986804
0.000344521



MYC
0.442192526
0.000349687



MAML2
0.401118635
0.000363835



IFI16
0.649012329
0.000369349



TAPBP
0.422477436
0.000369592



TMEM140
0.300185931
0.000369601



ADAM12
8.405313496
0.000372232



E2F3
0.292774504
0.000393777



TYMS
0.455559677
0.000398542



GLS
2.807285584
0.000409613



TNFRSF1A
2.506129202
0.000409826



FADD
2.632284683
0.000410337



TLR8
7.198602983
0.000417714



ITGAV
4.609252401
0.000470321



ZEB1
0.437357684
0.000497392



PIK3CA
0.443578845
0.000506032



EGR1
4.56747089
0.000508093



CXCL6
3.546955959
0.00051614



IFITM2
5.72616318
0.0005201



IFIH1
0.479467237
0.000533499



NOTCH1
0.492329691
0.000535707



ZEB2
2.113275517
0.000556452



SLC16A1
1.192167449
0.000558925



CXCL5
10.27903514
0.00057151



ERBB2
47.14584615
0.000592211



RIPK2
2.61676715
0.000602229



EGFR
46.83294228
0.000608191



KAT2B
0.257568371
0.000609016



CXCL12
0.039241516
0.000633231



CBLC
5.509770603
0.000639266



CCL20
5.515846258
0.000643387



MAP3K7
1.367684331
0.000645858



PTPRC
0.075575729
0.000670935



PTCD2
0.59834909
0.000674434



BLK
0.115363706
0.000681298



TNFRSF9
10.84847036
0.00070466



HLA-DMA
0.588922787
0.000721414



CXCL3
4.564828614
0.000723526



ITGA4
0.025816881
0.000724543



KIF2C
0.400220644
0.000764315



CD274
11.53162027
0.000786366



TYMP
0.195945382
0.000816948



NFKBIE
0.418721813
0.000822669



IFIT3
2.303119057
0.000839923



GPSM3
0.520683192
0.000892364



HLA-DMB
0.33932516
0.000906881



INHBA
6.687841817
0.000948569



CD74
0.12001492
0.000963425



TNFRSF1B
0.040625972
0.000979249



CASP1
0.314841842
0.000980187



PIK3R1
0.366203089
0.000990617



APC
0.773756855
0.000993352



TAP2
0.47699095
0.001031524



CX3CL1
204.3532584
0.001037196



WNT7B
20.50847187
0.001045571



UBE2C
50.78876768
0.001054948



NFIL3
1.98787095
0.00106373



LDHB
0.589071731
0.001072683



AKT1
3.133783918
0.001118715



DNMT1
0.701836949
0.001131867



IRF2
0.560699002
0.001172767



HLA-F
0.277616864
0.001195294



PDCD1
0.205481805
0.001196974



PC
15.98400783
0.001216942



ITGA6
122.4508004
0.001236655



TTC30A
2.94282535
0.00127205



CD19
2.561253197
0.001277427



CXCR4
0.008213047
0.00128808



WNT2B
6.201217193
0.001288202



MELK
2.15871624
0.001289499



PSMB8
0.692632245
0.001290144



LCK
3.933598726
0.001293175



CD44
138.0697152
0.001336592



OAS2
0.316839005
0.001368175



ADORA2A
0.243972918
0.001386381



APOL6
1.452634118
0.001411111



NOD2
0.180893028
0.001416035



TNFRSF10B
4.327809165
0.001468882



CDK6
0.581426084
0.001482444



HDAC5
0.422212553
0.00148574



PECAM1
0.332388951
0.001501372



P4HA2
7.931500506
0.001504217



CCND2
0.001209972
0.00151175



PPARG
163.789899
0.001564689



SOX11
0.227889579
0.001581338



CD8B
0.001686788
0.001642896



KRAS
0.290565906
0.00166711



TNFRSF25
0.23785212
0.001687667



SYK
0.151013844
0.001693354



CCND1
6.787673045
0.001695416



RELB
1.5285555
0.001718516



IFIT2
16.74651246
0.001742766



TLR1
0.067239678
0.001805581



FGFR1
2.163837527
0.001811809



TGFB3
4.398675878
0.001828763



ARG2
0.204694808
0.001843852



NOTCH2
0.603713947
0.001866162



NF1
1.558727437
0.001871464



IL16
0.043057594
0.001970479



CD38
0.007983032
0.001995922



IRF4
0.008753288
0.002019732



IL18
9.034439657
0.002027493



TNFRSF10C
7.944086976
0.002033727



TLR4
0.036548656
0.002038105



TNFRSF18
0.113648694
0.002076276



SLC2A1
0.491713583
0.002093392



ITGB3
24.15490534
0.002094685



ARID1A
0.408418949
0.002143812



DTX4
2.122679717
0.00221565



ANLN
7.010987226
0.002237269



ITGA1
3.243343518
0.002243106



GPC4
11.3626943
0.002251753



ITGB8
52.944246
0.002308907



CD68
1.912952366
0.002323512



IRF5
0.446625658
0.002341754



VEGFB
0.506072299
0.002368154



TLR2
4.529527991
0.002382281



CASP3
0.646912969
0.002444544



THBS1
1356.372543
0.002447321



MTOR
0.573416921
0.002449403



VTCN1
2.185804534
0.002483811



FSTL3
77.45072518
0.002554974



TPM1
9.818579785
0.002594172



TNFRSF17
0.011966124
0.002640315



PFKM
0.599897837
0.002661637



BLM
0.327165241
0.002665978



CCR2
0.026121101
0.002677543



BID
1.434274685
0.002678175



IER3
11.96999223
0.002709648



DPP4
12.09423904
0.002723828



FANCA
1.555039274
0.002735619



STAT4
0.127281257
0.002737905



LIF
112.6428571
0.002746627



CTNNB1
5.276078965
0.002801298



CDKN2A
0.544404935
0.002811567



IL10
0.094422955
0.002812246



HES1
11.48285877
0.002831231



JAG2
2.787230248
0.002885046



CD28
0.006111866
0.002885183



PSMB5
1.853977181
0.002895208



SERPINA1
36.87116527
0.002919575



VCAN
291.4721284
0.002972129



CRABP2
13.70913155
0.002982129



MX1
0.22237984
0.003006283



MAGEA12
0.113617543
0.003053604



RBL2
0.680005929
0.003083301



EPCAM
3.798899867
0.003099542



IRF3
0.541308608
0.003123857



FLNB
5.379051478
0.003126239



NT5E
43.44305997
0.003131437



TNFRSF11B
2.672218521
0.003133748



CYBB
0.0077649
0.003164977



IL15
2.986027798
0.003182823



NFKBIA
2.642960867
0.003186941



CCL22
2.32970543
0.003207808



GOT1
2.195378804
0.003216554



HDAC11
2.424512739
0.00326801



F2RL1
13.79509489
0.003283024



IL1R2
2.390187723
0.003315878



HMGA1
0.681440994
0.003327641



FZD9
5.355176933
0.003340188



BBC3
0.570087132
0.00343464



TRIM21
1.555680929
0.003465796



LAMB3
22.40820219
0.00346661



FAS
3.213216101
0.003498523



IL2RG
0.018966515
0.003587696



PGPEP1
0.461240481
0.003628126



DUSP2
0.144506287
0.0036499



AREG
78.32815965
0.003764576



TGFB2
48.78857641
0.00382372



CASP8
0.548382131
0.004037612



PIK3R5
0.10734562
0.004055528



CDH2
0.046242624
0.004081665



RELA
0.660846808
0.004132926



RAD51
0.61582525
0.004157245



CD48
0.225665764
0.004170836



ICAM5
0.23319944
0.004217107



HLA-E
0.467887792
0.004217921



AXIN1
0.54395761
0.004336441



TNFAIP3
1.992625748
0.004375852



CD45RA
0.225097401
0.00441465



GBP4
0.1739503
0.004457911



COL6A3
5.197340798
0.004514992



CD6
0.268967961
0.004523251



CCL4
1.686251067
0.004559522



CD40
1.977650074
0.00459049



HK1
47.84902256
0.004623261



OAS1
0.689506192
0.004651081



CSF1
3.751487898
0.004664564



CD58
2.293417167
0.00470492



CSF2RB
0.044018744
0.004813483



COL5A1
29.86342893
0.004847782



EXO1
0.681215238
0.004887728



FYN
21.27680412
0.004897729



GBP1
2.717610698
0.004934261



FGF13
0.193551958
0.005002491



SREBF1
0.140066552
0.005057864



TP53
2.688322629
0.00529716



CLEC7A
0.03308045
0.005305533



NECTIN2
15.77635515
0.005441242



PTGS2
5.944113264
0.00564166



GIMAP4
0.033576861
0.005702319



GIMAP6
0.113688291
0.005755358



IL10RA
0.019809157
0.005769222



IFNAR1
0.565635485
0.005835915



SHC2
3.714961307
0.005857804



EPM2AIP1
0.792842019
0.005858124



CCNE1
1.523407215
0.005875296



ANGPT1
0.218496485
0.005958285



BCAT1
2.70613382
0.005964759



IL6
21.96851116
0.006013235



IL11
80.81036184
0.006020708



SLC1A5
0.42668854
0.006040235



HLA-DPA1
0.395601572
0.006108888



PDCD1LG2
5.482665179
0.00612732



FOSL1
20.19527759
0.006375643



HEY1
1.939391892
0.006393011



CCL13
2.855587808
0.006549496



LY96
0.257861706
0.006630203



BCL6B
3.613888889
0.006662444



PPARGC1B
0.642560721
0.006787691



ICAM2
0.155497311
0.006902508



IL7R
57.09219858
0.006917811



LOXL2
9.764854861
0.006970303



STAT2
0.615572059
0.007039329



CD300A
0.028182715
0.007100933



PIK3CG
0.357477163
0.007104007



WDR76
0.558004584
0.007277736



PIK3R2
1.437198203
0.007409142



MSH2
0.720066606
0.0074189



TLR9
0.094117789
0.007493702



MFGE8
2.054605704
0.007525327



ITGA2
236.8242173
0.007679349



MMP1
277.9806763
0.007688615



C5
2.337118524
0.007763843



IL24
5.740553343
0.007855873



CASP9
0.375271749
0.007986902



SPRY4
2.044457123
0.008077467



TNFAIP6
3.772773797
0.008098046



LAIR1
0.014036959
0.008294726



CTAG1B
0.034347656
0.00833511



CDK2
1.262899303
0.008347272



MYD88
1.532416224
0.008437621



CENPF
1.283179171
0.008463208



KDR
8.705941591
0.008577072



EGF
3.456806673
0.008602341



S100A8
2.159268045
0.00861335



SGK1
1.628722553
0.008762336



MKI67
1.891374
0.008843087



BRCA1
0.63417497
0.008853674



RSAD2
4.933443696
0.008910218



EZH2
0.581050912
0.009024276



HLA-DQA1
2.894332373
0.009029714



TLR5
11.91592428
0.009071559



HMGB1
1.427769757
0.009074412



FCGR2A
0.023739174
0.009125099



HLA-DRA
0.060349385
0.009162785



DKK1
87.16226708
0.009198891



CSF2
19.97972222
0.009212201



TNFRSF11A
11.62013793
0.009275792



TNFRSF14
0.342813325
0.009427111



CSF1R
23.53265869
0.009447479



TREM1
7.809308788
0.009487786



IFNGR1
1.281081372
0.009553928



SERPINB5
83.73115578
0.009653204



SLC11A1
2.372466216
0.00989694



PDGFRB
2.606668774
0.009940672



ID4
4.573389997
0.009980799



CES3
0.702205047
0.010012641



STC1
33.8434663
0.010017335



SOX2
5.386776293
0.010076491



HAVCR2
0.015060556
0.010626859



PNOC
0.398878155
0.010912194



HDAC3
1.490770723
0.010914119



GNLY
2.537461437
0.011006831



SIRPB2
6.657074341
0.01107933



PSMB9
0.738817924
0.011218559



CXCL2
96.81142177
0.011337254



IRF9
2.184493869
0.011505652



NCR1
1.777170613
0.011771097



ACVR1C
1.559322034
0.011786691



IL6R
0.295608842
0.011810721



TNFSF9
1.945848375
0.011928348



PARP12
2.083704551
0.011932229



PLOD2
402.6003335
0.012017082



BRIP1
1.696396382
0.012075582



CXCL16
0.282945808
0.012149071



CD7
1.719874804
0.012152343



MAP3K12
3.667514304
0.012212299



MICA
1.635790363
0.012334039



CCL5
0.12548308
0.012353425



ELOB
0.552488419
0.01236522



TNFSF10
0.484528455
0.012390736



IL21R
0.325859554
0.012452747



OAS3
4.346288972
0.012798796



BRD4
0.698402778
0.012898896



CCNO
1.807262164
0.013031742



ATF3
0.516136687
0.013283039



BATF3
1.787886785
0.013531077



SPP1
0.000611337
0.013704988



TNFRSF8
0.209085554
0.014293248



NLRC5
0.452049136
0.014501677



PDK1
0.53593764
0.014549525



HERC6
3.622470795
0.014661667



NRAS
1.203519611
0.014720872



COL17A1
151.4425149
0.01473486



NEIL1
2.721073225
0.014782229



WNT5B
0.24346748
0.014929053



SIRPA
3.941717474
0.015004929



BAX
1.621227549
0.015279884



CD79B
0.482097547
0.015360963



CXCL1
36.21369354
0.015369144



AXL
18.10600707
0.015507606



EDN1
17.4861784
0.015653566



IL1B
2.003194888
0.015915186



APH1B
14.74598237
0.015978874



NBN
1.912178256
0.016087285



PTEN
0.730778467
0.016779964



CXCL10
0.028791896
0.016798309



NECTIN1
2.400324233
0.01699385



DEPTOR
0.127078979
0.017064954



CXCL8
6.510123492
0.017126849



FCGR2B
0.354529677
0.017274978



SNAI1
5.763219375
0.017333812



IRF8
0.062393802
0.017499765



MAP3K8
0.791354663
0.01772245



EIF2B4
0.730870019
0.017819077



IL18R1
2.474964006
0.017937713



LILRB4
0.087162147
0.018092107



CXCL9
0.056857851
0.01848327



CCNA1
19.25232854
0.018621194



BAMBI
0.535237424
0.018871522



LY9
0.091221419
0.019211082



TWF1
5.929752858
0.01925003



IFI35
1.08354262
0.01928318



PRLR
2.341899805
0.019303241



GOT2
0.793663403
0.019478664



LAMC2
295.4966284
0.019584253



CHUK
1.5944388
0.019702468



GBP2
1.232134219
0.019770355



MRC1
0.605515128
0.020311411



ANGPTL4
68.9831815
0.020447885



FPR1
4.436864153
0.020490443



MAGEA3/A6
0.232850285
0.020590511



CEBPB
2.279111105
0.020678524



TAPBPL
0.633239653
0.020898191



HCK
0.495788207
0.020907322



HDAC4
0.743146008
0.021195476



FGF18
2.300036996
0.021519667



PDZK1IP1
0.288467768
0.021614024



IFI27
4.423376462
0.022606437



FAP
3.912942173
0.023200956



VEGFA
2.214182332
0.023484474



S100A9
3.601515258
0.023498689



IRF1
0.703569544
0.023602497



P2RY13
1.581804281
0.024356065



TGFB1
0.73266677
0.024594137



AQP9
2.335757977
0.02485619



IFNA1
1.97950014
0.025530242



COMP
2.03746594
0.026095186



NGFR
1.671117812
0.026472396



PTGER4
2.223390948
0.026585255



TICAM1
1.35506581
0.026707891



SAMSN1
0.050030952
0.027620847



FOXP3
2.02022129
0.028564804



DUSP5
0.613460732
0.02857385



RPS6KB1
0.858258759
0.02872949



MS4A4A
0.140925836
0.028904429



CSF3
1.527572016
0.028986222



CD45RO
0.283591065
0.029045097



HLA-DRB1
0.145702063
0.029249498



TNF
2.239139663
0.029919806



SAMD9
1.34119756
0.030165115



REN
2.113347458
0.030402661



FCGRT
1.651759905
0.030692243



PDGFA
1.704716998
0.031068666



DEFB134
2.462809917
0.031349959



CMKLR1
0.293040703
0.031378626



FZD8
1.348660126
0.031441116



CEP55
1.903498916
0.032106744



CCL3/L1
0.273473261
0.032413688



ITGAL
0.287950664
0.032570927



PARP4
0.755118668
0.032578709



ZAP70
0.160269122
0.03270298



NCAM1
0.031808231
0.033367299



PIAS4
1.266541927
0.033472837



C2
0.333253051
0.034268624



IL2
1.672740138
0.034324343



CD14
2.482232346
0.034582459



GZMM
1.676544091
0.034792819



TCF3
0.885405963
0.035153018



MAGEC2
0.093479815
0.035409284



ADM
0.543011365
0.035471672



WNT5A
0.362614913
0.036659804



IGF2R
0.832539802
0.036664067



IFNGR2
0.749816196
0.037593258



IL32
5.052968533
0.037902717



TNFRSF4
2.201582106
0.038190092



PARP9
0.849243479
0.038798085



PROM1
1.344952318
0.039170512



THY1
1.882909255
0.039257443



IFIT1
2.144477899
0.039729915



ERO1A
3.803819428
0.039779076



ITGAX
1.349596088
0.039895756



HLA-DOB
0.439437619
0.040775971



APOE
10.45788901
0.040867735



SBNO2
1.380908323
0.042351929



MSH6
0.735432593
0.042627539



NID2
1.209015294
0.042746996



HLA-DRB5
3.167113494
0.044169633



IL11RA
1.824319177
0.044760712



CD8A
0.624841471
0.046035715



FBP1
3.113765616
0.04673887



CDKN1A
4.540434393
0.046751223



ICAM1
0.785926464
0.046860368



SPIB
0.561259466
0.046990785



SFXN1
1.107478391
0.047050208



TNFSF4
0.295261155
0.047447135



BIRC5
0.759203089
0.048084233



MS4A1
0.28258882
0.048593591



KIT
0.08085626
0.049129911



MRE11
0.87848235
0.049377248



IDO1
3.451156812
0.050492631
















TABLE 13







Genes Differentially Expressed in FaDu


tumors vs Raji tumors at baseline












FaDu control





IgG/Raji



Gene Name
control IgG
p-value















GPSM3
0.030335281
6.99429E−08



IL10
0.029429498
2.78173E−07



ARID1A
0.42613065
1.84082E−06



BLK
0.043565114
2.56233E−06



FADD
5.55768871
2.82155E−06



F2RL1
46.80558598
 3.9077E−06



ENO1
0.470447691
6.24596E−06



RNLS
5.308201831
 6.4497E−06



ADORA2A
0.092472987
6.57272E−06



RELA
2.651382271
8.03387E−06



ITPK1
3.815626632
9.44695E−06



SYK
0.141772611
1.09205E−05



APH1B
3.466483605
1.12835E−05



ENTPD1
0.08137522
1.51462E−05



SLAMF7
0.041423593
2.36831E−05



MET
5.176179889
 2.5827E−05



CD79A
0.002884037
3.05727E−05



MSH6
0.384740494
4.64377E−05



SOCS1
0.066841099
4.68644E−05



TYMS
0.474166592
4.88655E−05



ATM
0.333941788
5.18244E−05



RB1
0.475772494
5.51011E−05



BAX
0.433928703
5.58607E−05



PTCD2
0.536961892
 5.7398E−05



CTSS
0.13325717
6.76123E−05



HLA-DQA1
0.000631934
6.83223E−05



NCR1
0.32723068
6.88609E−05



ICAM1
0.188190043
 7.0416E−05



MAGEA1
6.952792598
7.41931E−05



EIF2B4
0.411518132
 7.7145E−05



FANCA
0.254149662
8.58215E−05



PTGER4
0.225211036
9.37601E−05



RRM2
0.379277532
9.41521E−05



CD247
0.18494745
9.79142E−05



CASP9
0.34084018
0.000115102



GLUD1
0.412777513
0.000122554



HLA-DQA2
0.149429687
0.000129157



NF1
2.740266957
0.000129644



RELB
0.221449213
0.000131792



TGFB1
0.235627466
0.000140015



IFITM2
4.705766303
0.000142037



TNFSF8
0.245429794
0.000147507



LRRC32
0.256254856
0.00015452



MKI67
0.727473166
0.000172975



SLC7A5
3.046616045
0.000174147



NFKB1
0.717154281
0.000186377



DUSP2
0.053425942
0.00018698



CX3CL1
6.654963294
0.000220398



PIK3R1
0.217806796
0.000222167



ANLN
2.588117513
0.000245078



CCL14
0.338718327
0.000254569



TLR9
0.022396438
0.000262054



E2F3
0.541576782
0.000263465



CD14
2.728361459
0.000263475



IL21R
0.057429563
0.000272988



PPARG
2.956950919
0.000277668



CD74
0.002094132
0.000279014



PSMB9
0.356016881
0.000280165



SLC1A5
0.445871699
0.000281373



ALDOA
1.748584247
0.000292119



HLA-DPB1
0.002584834
0.000293696



HEY1
0.098031524
0.000297069



NFKBIA
1.398814259
0.000299721



ERO1A
1.874391824
0.000303431



ITGB2
0.064902748
0.000304043



IFI16
0.484452705
0.000310899



IL10RA
0.022648731
0.000348223



SFXN1
0.632610502
0.000348852



MS4A1
0.000998068
0.000352262



FCGR2B
0.008232199
0.000379211



CD28
0.462595702
0.000379752



CD79B
0.00378755
0.000392107



CD3G
0.266496562
0.000403133



HLA-DPA1
0.001721844
0.000419198



MAGEC1
0.314914343
0.000436974



ITGAX
0.573430762
0.000467856



KLRD1
0.277427491
0.000490881



HLA-DRA
0.003143794
0.00050256



WNT5A
0.041592297
0.000517444



MB21D1
18.96241933
0.000525078



CD70
0.032578382
0.000540849



PTPRC
0.003969337
0.000543612



LY9
0.018192651
0.000567351



GPC4
4.514180374
0.000573387



FYN
0.203940272
0.000574108



MAP3K8
0.111039543
0.000637886



PNOC
0.135169548
0.000639124



IL18
85.08930426
0.000640762



MSH2
0.363942119
0.000678377



HRAS
1.719494737
0.000701515



PSMB10
0.390988567
0.00070205



PIAS4
0.657379237
0.000720142



MAP3K5
0.126678264
0.000724517



ITGA4
0.002401846
0.000728022



CD80
0.010344343
0.000734182



CXorf36
0.350974432
0.000753443



CBLC
2.840199185
0.000776115



BCAT1
0.208326396
0.000784966



PMS2
0.573793828
0.000801369



BMP2
5.642216789
0.000804252



IDO1
0.297413793
0.000807055



HLA-DMB
0.011414176
0.00080722



VEGFB
0.360645815
0.000808197



SLC2A1
1.728570752
0.000818785



SERPINH1
20.37642379
0.000843162



BCL2
0.015890689
0.00086396



SFRP1
0.346685493
0.000877539



MICB
0.701754261
0.000883344



DEPTOR
0.331519805
0.000885972



MTOR
0.460976318
0.000920709



FGF18
0.261956646
0.00092864



CCNE1
0.60769165
0.00093327



FAM30A
0.037024627
0.000934057



CCND1
185.6335093
0.000948945



THBS1
75.45720785
0.000960228



COL11A1
0.445411194
0.000965889



TNFRSF17
0.033572571
0.000971574



RPS6KB1
0.613843082
0.000974869



EPM2AIP1
0.465128251
0.000983392



BRCA2
0.71145473
0.000996102



CD38
0.006719205
0.001011495



TPM1
15.32043682
0.001011635



LY96
0.034968789
0.001043248



SLC16A1
1.201299252
0.001048423



PPARGC1B
0.192889382
0.001051662



NFATC2
0.096288183
0.001078843



IFNAR1
2.163188833
0.001092807



DNMT1
0.316292435
0.001093686



NFKB2
0.293164851
0.00111557



EDN1
2.595739834
0.001136421



CD27
0.002848484
0.001139298



EIF5AL1
0.323268016
0.001157414



PLA1A
0.220464185
0.001185762



HLA-DOB
0.026903819
0.001192684



HLA-DOA
0.047651197
0.001197196



ULBP2
2.325573077
0.001208612



FGFR1
0.286059577
0.001208987



CD48
0.001207337
0.00121003



NECT1N1
6.188555289
0.00121912



CDKN2A
0.598776572
0.001224368



EZH2
0.41760561
0.001262484



TNFRSF11B
0.388095238
0.001266485



CCNA1
20.09466153
0.001282842



CDK6
0.49260888
0.001290935



CD276
40.76098935
0.001320208



TNFSF13
2.656675749
0.001322505



NFKBIE
0.134579015
0.001370042



RAD51
0.610051623
0.001395982



MYD88
0.408425043
0.001409019



MAP3K7
1.314926269
0.001418124



BIRC3
0.101177394
0.001423204



EIF4EBP1
4.431154013
0.001455034



TNF
0.047008742
0.001479499



TMEM173
9.270549599
0.001516223



HLA-DQB1
0.023419783
0.001523729



HIF1A
0.616474682
0.001537134



IL4
0.260755048
0.001567419



CEACAM3
0.253868472
0.001576502



NDUFA4L2
0.536200887
0.001608863



CDC20
1.99288892
0.001622811



WDR76
0.509764379
0.001635515



RUNX3
0.028547308
0.001642252



CD3E
0.280319629
0.001693127



ITGAE
0.49956533
0.001705967



CYBB
0.005686522
0.001717794



TNFRSF1A
19.1902153
0.00172418



NECTIN2
21.94654556
0.001725114



MAGEA4
20.59037711
0.001754472



IL2RA
0.330104267
0.00175875



S100A9
388.379179
0.001766215



IRF8
0.003107448
0.001782942



PFKM
0.394466176
0.00179193



TBXAS1
0.282574874
0.00181616



ADM
22.19034031
0.001831602



BRD3
3.105408921
0.001861295



ARNT2
3.151543675
0.001866391



VCAM1
0.232798957
0.001870078



EPCAM
29.81225022
0.001893192



C5
0.285312085
0.001929603



STAT1
2.39061785
0.001940184



IL16
0.008488627
0.001948845



LILRA1
0.266904872
0.001963422



FCGR2A
0.118365788
0.001965263



LYZ
0.246164274
0.001977783



BRD4
0.660496015
0.001978377



COL17A1
57.5125872
0.001986939



TNFSF9
0.155103649
0.002046842



HK1
1.446420835
0.002054389



PIK3CD
0.024982912
0.00207812



MS4A4A
0.245275367
0.002111952



CCL2
0.197036313
0.002117965



ITGA6
3.320803303
0.00212787



PECAM1
0.248658529
0.002158819



CCNB1
2.224421009
0.002165766



HLA-DRB1
0.002276877
0.002232428



GZMK
0.441017812
0.002315782



TNFRSF4
0.1216296
0.00235611



EIF2AK2
1.792327562
0.002396512



PVR
4.389540278
0.002482396



BIRC5
1.780229251
0.002490263



KAT2B
0.266378154
0.002535626



RIPK2
0.288719444
0.002565348



HLA-DMA
0.008284587
0.002611287



CSF2RB
0.070360063
0.00265686



GZMM
0.262168142
0.002709095



TCF3
0.167534398
0.002727684



KLRB1
0.353127079
0.002743683



CCR2
0.367468322
0.002759937



SERPINB5
25.78718798
0.002781699



CD84
0.002656745
0.002827958



BBS1
2.502700164
0.002857109



ZEB2
0.028674879
0.002911384



S100A8
53.81817049
0.002916084



DKK1
56.20523752
0.002944176



CHUK
0.570377165
0.003015249



SGK1
0.462626226
0.003031328



NRAS
1.260487861
0.003041795



IL2RG
0.003599101
0.003048871



PLOD2
90.78794403
0.003092373



TAF3
0.489354024
0.003093824



HELLS
0.535370341
0.003170024



IL7R
2.027567531
0.00320269



TLR1
0.027793516
0.003235689



CPA3
0.32116122
0.003242447



PGPEP1
0.21613584
0.003285887



HLA-A
0.366476716
0.003291759



PC
11.68429738
0.003395174



TNFSF4
0.17136294
0.003424297



HLA-F
0.469317062
0.003426359



CLECL1
0.001657854
0.003428752



LTBP1
0.076592056
0.003448824



CD40
0.0323077
0.003449449



TNFRSF14
0.082747557
0.003490732



CXCR4
0.011618508
0.003535569



VCAN
1.955298845
0.003578674



CEBPB
7.406710665
0.003646886



JAG1
50.90509612
0.003850317



GMIP
0.185512208
0.003905951



NID2
0.580920688
0.00391334



CD44
42.97467992
0.003944292



PRLR
2.490777052
0.003948847



ICOSLG
0.15435978
0.003949817



TAP2
0.518729654
0.003961408



OAS3
112.4719783
0.003998794



SPIB
0.01533097
0.004008109



NLRC5
0.482756742
0.004042696



DLL1
44.51055495
0.0041026



CCL4
0.009661495
0.004170695



SAMD9
14.73610952
0.004180688



RELN
0.238266125
0.004188177



GLI1
0.369105885
0.004230017



LAMB3
144.7987988
0.004283172



CCND2
11.80801078
0.004315782



FCN1
0.423602033
0.004328273



ICAM2
0.015705354
0.004332782



TCL1A
0.002409878
0.004366941



CDKN1C
3.394744929
0.004367271



NOTCH2
2.443473179
0.004388065



WNT7B
14.02818057
0.004428693



MAPK10
0.403631538
0.004439579



CD86
0.014100963
0.00449488



IFITM1
8.649540423
0.004506545



FPR1
0.268491228
0.004578402



GNG4
0.465678627
0.004591724



IL2RB
0.272942211
0.004641433



MFNG
0.066276442
0.004852007



IL11RA
0.444243494
0.004858984



AXIN1
0.742375632
0.004872138



IL1B
19.83040437
0.004902044



ICAM5
0.373687688
0.004927124



MLH1
0.574742992
0.004935475



JAG2
5.373947972
0.004949936



ERBB2
16.73667453
0.004962354



RPL23
0.414413755
0.00496489



MAML2
0.198979729
0.004971628



RPTOR
1.453171323
0.005058646



BID
0.513398485
0.005090067



P4HA2
3.544015499
0.005107858



TNFRSF10B
1.937048189
0.005292425



PIK3CG
0.065775335
0.005325808



VEGFA
4.588925678
0.005326592



MYC
0.658233803
0.005353587



EGFR
57.19575843
0.005355464



BNIP3
2.214662023
0.005399466



SERPINA1
3.887239264
0.005428935



TRAF1
0.025465072
0.005448512



CCR5
0.243658724
0.005508489



IHH
0.246757641
0.005517828



CSF3R
0.392234432
0.005556662



IRF4
0.035532965
0.005566254



CD45RA
0.001827593
0.005598231



OLFML2B
0.185444744
0.005657111



PF4
0.320618408
0.005702187



CTLA4
0.450178238
0.00573903



FLNB
1.461553316
0.005765268



OASL
40.25589818
0.005806229



FCRL2
0.017310894
0.005922397



ARG2
0.340834552
0.005934886



ITGAV
6.071898566
0.006024869



ITGAL
0.047304874
0.006056926



CSF1R
0.146008849
0.006081062



LDHA
0.59146083
0.006120337



SPP1
0.237511085
0.006149468



RIPK1
1.972632951
0.006199942



CTNNB1
1.807447105
0.006290478



IL6
7.61222134
0.006306088



ZEB1
0.032211969
0.00638142



POLD1
0.589163532
0.006461274



HDAC11
1.81632494
0.006481573



CD19
0.0045805
0.006641599



ITGB3
0.417768648
0.006650148



KDR
0.275412294
0.006724494



LCK
0.080432529
0.00675123



TWF1
1.726953707
0.006794262



FCGR3A/B
0.423539132
0.006804646



BRCA1
0.64356525
0.006979721



IRF5
0.586059357
0.007004864



AXL
12.21636862
0.007005997



ITGB8
38.89761547
0.007057789



CCL22
0.028695921
0.007186074



PDGFA
4.353797591
0.007203485



IRF3
0.406153446
0.007310753



CCL19
0.416666667
0.007395338



CLEC5A
0.250431253
0.007441399



CD69
0.012791308
0.00758589



IRF1
0.584396077
0.007593382



PSMB8
0.478799852
0.007602931



NBN
0.511289459
0.007684357



TICAM1
0.331124507
0.007701335



IFIT1
6.788157087
0.007874714



TNFRSF10D
0.38513194
0.007904788



CD47
0.726743745
0.0079058



CDH1
58.8345689
0.007937657



GHR
0.655775528
0.008019401



SAMSN1
0.029895832
0.008035739



HMGA1
0.685454194
0.008094816



IL17A
0.285041997
0.008155016



LILRB2
0.146776144
0.008349801



FSTL3
3.731888545
0.008365802



LILRB4
0.297525309
0.008397075



EOMES
5.715083799
0.008412625



IFI27
52.14786634
0.008581814



CD96
0.177356201
0.008643118



LILRA3
0.186171032
0.008699538



CXCR3
0.265580448
0.008749746



GPR160
0.350504799
0.008891261



PRR5
2.033173105
0.009030778



NOTCH1
9.302261669
0.00911464



MMP1
50.9706532
0.009136873



CCND3
0.278655479
0.00915129



CXCL12
0.314536478
0.009354612



IFIT3
3.131009736
0.009358409



IRF9
2.619659443
0.009467263



ITGA2
12.38923999
0.009503202



GIMAP6
0.323656378
0.009563708



FCAR
0.348081683
0.009564424



ANGPT2
0.235386769
0.009567004



RIPK3
0.427329193
0.009631423



WNT10A
0.352921976
0.009686811



NGFR
2.026278907
0.009702707



CASP3
0.661088518
0.009843953



MICA
2.521082042
0.009856404



CD40LG
0.194029851
0.009959295



LTB
0.017137796
0.010008839



CRABP2
5.668143679
0.010176228



CCL21
0.419870038
0.010332657



PVRIG
0.124628388
0.010510314



VEGFC
16.8066622
0.010533406



COL5A1
10.75209003
0.010593493



CD68
2.439532006
0.010681004



IFI6
3.294868596
0.01073457



FCGRT
2.522160948
0.010785892



SLC11A1
0.228346457
0.010812941



BNIP3L
1.376899082
0.010822086



UBE2T
0.462490957
0.010832361



APLNR
0.320725589
0.011034626



IRF2
0.413734013
0.011043201



SMAD5
0.665275466
0.011102944



CCL3/L1
0.001778894
0.011164808



SBNO2
1.597010372
0.011286791



STAT3
1.758320581
0.011294065



SRP54
0.728583169
0.011606077



TP53
0.332622681
0.011657193



PRKACB
0.677268685
0.011705656



CD2
0.436776636
0.011741152



CXCL1
31.84106227
0.011775715



CXCL13
0.201626223
0.011821939



STAT4
4.884866469
0.012065918



MRE11
0.687545812
0.012078205



TNFRSF10C
0.345696835
0.012088629



CCL5
4.428780989
0.01240215



IL2
0.385975929
0.012435913



PRF1
0.313196336
0.01251374



RICTOR
1.440415525
0.01253355



BCL6B
0.449175947
0.01259986



NFAM1
0.507322383
0.012623522



RAD50
0.763759901
0.012655798



HMGB1
1.797421312
0.012660864



PARP12
3.375845804
0.012665627



IL22RA1
0.488461868
0.012673771



IFIH1
0.598604029
0.012762958



IL1A
75.24752297
0.012816582



TPSAB1/B2
0.329835265
0.013139129



HK2
1.560049337
0.013231908



MX1
152.4291142
0.013263049



GLUL
2.934650039
0.013479958



S100A12
0.596985357
0.013846834



ITGAM
0.318732662
0.013879514



HSD11B1
0.413314257
0.013932718



FBP1
2.159987903
0.013946796



IFIT2
12.0773356
0.013991956



NEIL1
0.152829134
0.014179858



HLA-C
1.93904304
0.014210628



KIF2C
1.245553601
0.014218369



FOSL1
179.1985531
0.014298206



FAM124B
0.47224626
0.014434425



CX3CR1
0.179553265
0.01459675



TLR7
0.134433599
0.014641443



CXCL5
0.345929339
0.014672286



TNFRSF25
3.250486855
0.014736476



FZD8
1.564627035
0.014955344



VHL
0.529356511
0.014963223



ISG15
2.053519894
0.015120918



FCGR1A
0.182936029
0.01512223



HDAC3
0.845303172
0.015140344



OTOA
0.150191734
0.015278593



BCL2L1
0.765894818
0.015584982



TYMP
5.505724575
0.015592292



TMEM140
0.317461188
0.015897386



PCK2
0.442269633
0.016015796



HES1
2.91607322
0.016122461



PRKX
0.363274176
0.016613799



HERC6
18.44474937
0.016833921



VTCN1
0.723353795
0.017023592



GBP1
2.469613772
0.017033611



CXCL9
0.101863753
0.017301844



CXCL2
65.75272162
0.017360441



FAS
0.507149201
0.017499592



CD300A
0.390374787
0.017618286



TNFRSF8
0.333469555
0.017856793



GLS
0.451420019
0.017860448



NKG7
0.050976963
0.017965608



LAMC2
39.03241005
0.017991363



PLA2G2A
0.312535238
0.018002809



TLR2
2.675363862
0.018009847



CLEC14A
0.522569444
0.018155623



CES3
0.162588598
0.018229655



MELK
0.850789959
0.018415465



SOX11
0.247072392
0.018600808



CCR4
0.500449457
0.018761772



AQP9
0.185929357
0.018932573



CCL20
11.49819093
0.019007419



CASP8
0.3189755
0.019021513



SELE
0.391451415
0.01941404



CXCL3
4.872872668
0.019422173



CCL7
0.335153335
0.019710285



MGMT
1.624546849
0.019838276



NFIL3
2.080610212
0.019984784



RSAD2
3.421078488
0.019989806



PDCD1
0.302555311
0.020717596



JAK3
0.256116881
0.020784999



CD8B
0.460332912
0.02113985



TTGIT
0.498553813
0.021228779



ATF3
3.648117973
0.021271478



SHC2
0.348148148
0.021274597



ROR2
0.670381483
0.02129291



PDGFRB
0.31374192
0.02129577



HAVCR2
0.157996305
0.021422148



TDO2
0.405295975
0.021588879



TLR3
12.52743782
0.021699925



LILRA5
0.396348252
0.021885396



SMAP1
0.557257611
0.022175751



MS4A2
0.300640439
0.02221397



PARP9
1.821046199
0.022304987



PTEN
0.756935762
0.022445873



TNFRSF9
0.347499428
0.022464424



TGFBR1
0.399485984
0.022606182



IL1RN
2.20559178
0.022855092



B2M
0.754969645
0.023158863



CXCL16
4.422726828
0.023254682



EGR1
5.585290966
0.023454785



ALDOC
0.707506871
0.023878832



KIT
0.311867936
0.024241919



CD4
0.303914591
0.024312636



OLR1
5.095165641
0.024441928



JAK1
0.618613518
0.024564143



COL4A5
11.19502165
0.024585157



EXO1
0.713923362
0.024630136



TNFRSF1B
0.021644413
0.024742044



IFNA1
0.327277861
0.024769542



VSIR
2.99064707
0.025120861



IKBKB
2.168283093
0.025442694



CD7
0.26716626
0.025497125



ICAM3
0.136986037
0.025544603



AREG
64.70424092
0.025614657



LIF
20.95578016
0.025748863



CTAG1B
0.323932092
0.025817843



ICOS
0.282813782
0.026165829



P4HA1
0.679436789
0.026794931



STC1
10.03827813
0.027041483



MS4A6A
0.212024757
0.027073315



TNFSF12
2.716586151
0.027155944



IFI35
1.65171532
0.027715794



BTLA
0.274135447
0.027739003



CD45RO
0.407275954
0.027935374



ARG1
0.418796016
0.02807971



CNTFR
0.357337485
0.028596439



CDC25C
1.260200943
0.028801023



CXCR2
0.525227505
0.029030702



SOX2
2.431144985
0.029105712



CXCL6
0.429843693
0.029497993



GBP4
6.08513181
0.030007444



C5AR1
0.259818731
0.030016018



IL1R2
0.050802152
0.030351301



TREM2
0.443524746
0.030870689



BBC3
0.472530196
0.030971073



CCL18
0.62929325
0.031177325



IER3
11.37923851
0.031291836



CDKN1A
1.551184979
0.031354467



COMP
0.377956719
0.031367817



TWIST2
0.344539167
0.031676588



ELOB
0.552884166
0.031988497



HCK
0.307486941
0.032074663



THBD
2.468757369
0.032083458



CD244
0.136770854
0.032360787



CXCL10
0.069538428
0.032663429



GZMH
0.417308564
0.032776545



MAGEB2
0.514444903
0.032783836



CD5
0.277006375
0.032864882



C1QA
0.133559881
0.032929232



PDZK1IP1
6.237711655
0.032945182



CDH5
0.404537775
0.033048215



SIGLEC5
0.361414712
0.033306476



SIGLEC1
0.381292709
0.033378976



WNT2
0.46983866
0.033485926



MMP7
1.581006979
0.033624688



CDK2
1.131979054
0.033926897



P2RY13
0.413699743
0.034648964



SH2D1A
0.329491525
0.034651843



TRAT1
0.606734332
0.034673



PRKCA
0.758287425
0.034746367



HLA-B
0.661596348
0.035422912



CLEC4E
0.28901775
0.035766039



TBX21
0.255674518
0.036043299



CD209
0.350046425
0.036091412



HDAC4
0.752795709
0.036133483



IFNGR1
1.345002621
0.03746272



DUSP1
5.673509635
0.03753107



MLANA
0.615827838
0.037772371



JAK2
1.614384166
0.038245047



WNT11
0.410420475
0.038250608



SNAI1
0.685438915
0.038591853



SIRPA
1.797329277
0.039285621



TTC30A
2.172297791
0.039657599



MARCO
0.288813559
0.040129841



TLR5
1.781317662
0.040166627



DTX4
0.791693202
0.040264004



TGFBR2
1.374676091
0.040700025



TNFSF13B
0.580537415
0.041202454



CD1C
0.23943662
0.041712385



RASAL1
0.266211074
0.04190487



CASP1
2.404908196
0.042424052



CD45RB
0.032477781
0.042523592



COL11A2
0.343700159
0.042971846



KIR3DL1
0.439407289
0.043064497



LDHB
0.622861802
0.043614647



TSLP
1.495996757
0.044248202



CDH2
1.352570738
0.044296302



CXCL8
101.8421053
0.044357571



TAP1
0.628460459
0.044611673



CST2
0.318942909
0.045524104



IFNGR2
1.210074949
0.045586462



LGALS9
1.404910197
0.045771867



PSMB5
0.828371031
0.045890087



ESR1
1.221367801
0.046261721



ANGPTL4
12.97788339
0.046427959



IL11
2.592623755
0.04685132



CLEC7A
2.84097561
0.04754715



IL6R
2.255128205
0.047923778



DPP4
0.490897477
0.048359994



PROM1
0.309958308
0.048930816



CXCL14
0.366289278
0.048933079



GZMA
0.199196787
0.049157233



TLR8
1.642267406
0.049417515



XCL1/2
2.141545323
0.04954183



FGF9
0.327263531
0.05042456



PRKAA2
1.867962466
0.050441792



MYCT1
0.388950686
0.050443176



SELL
0.05565357
0.050786772

















TABLE 14







Genes Differentially Expressed in FaDu


tumors vs RPMI-8226 tumors at baseline












FaDu control IgG/RPMI-




Gene Name
8226 control IgG
p-value















JAK3
0.021356544
6.91818E−08



RASAL1
0.074377834
7.06096E−08



HLA-A
0.139358504
7.29427E−07



RUNX3
0.045376221
7.49882E−07



FADD
5.406900666
2.40208E−06



EZH2
0.399022943
2.58214E−06



CTSS
0.127908543
4.45531E−06



MB21D1
0.468381931
1.10337E−05



PTPRC
0.040488987
 1.1801E−05



MAGEA1
0.475330815
1.25308E−05



DNMT1
0.516060011
1.45178E−05



HELLS
1.358688351
 1.943E−05



GPR160
0.067262182
2.07067E−05



KAT2B
0.204343587
2.43089E−05



CX3CR1
0.000728553
2.52401E−05



SMAP1
0.403048626
2.53466E−05



E2F3
0.369643241
2.53672E−05



SLC16A1
2.210290916
2.56909E−05



LGALS9
0.277172127
 2.7378E−05



MAML2
0.082407624
 3.2451E−05



ENO1
0.536674157
3.34279E−05



PTCD2
0.553619303
3.90164E−05



AKT1
1.634133094
4.18635E−05



PECAM1
0.21334615
4.40718E−05



SLC7A5
2.116754818
4.96925E−05



B2M
0.429301261
5.44816E−05



ULBP2
5.155696537
5.92624E−05



IRF3
0.360270481
6.80454E−05



VEGFB
0.198464055
7.54129E−05



NRAS
2.393660996
7.81252E−05



PPARG
10.89292929
8.16944E−05



MKI67
1.7944816
9.43008E−05



ISG15
3.499718624
9.60549E−05



MS4A6A
0.222531552
0.000106454



ICOSLG
0.148990617
0.000108638



CD86
0.030561895
0.00011154



GPSM3
0.084774249
0.00011366



MICB
0.393887749
0.000135439



TYMS
0.517667088
0.000140042



PARP4
0.588638115
0.000140855



CTNNB1
2.655803722
0.000145512



ATM
0.269294731
0.000152779



ARNT2
5.547051027
0.000152794



NFKBIA
4.435655927
0.000152921



MSH2
0.450150838
0.000164352



IFI16
0.366360032
0.000167163



FYN
12.47525773
0.000182628



MFNG
0.114505591
0.000190196



ITPK1
4.66902142
0.000204318



MYC
0.294066867
0.000204335



MET
25.67213999
0.000206393



ICAM3
0.038195082
0.000210134



HRAS
2.155403551
0.000219663



NF1
2.301604991
0.00022259



VHL
0.708840155
0.000227129



IFNGR2
1.186567802
0.000230717



PGPEP1
0.198353656
0.000237502



EIF4EBP1
0.280140619
0.000238544



GPC4
5.890821614
0.000238639



TGFBR1
2.430366878
0.000265545



BCL2
0.009939218
0.000304323



TRAF1
0.13221359
0.000308593



POLD1
0.457856637
0.000311719



BRCA2
1.75796332
0.000320798



RPL23
0.607182748
0.000332418



PIK3CA
0.452167884
0.000337808



F2RL1
4.990773723
0.000352472



BMP2
4.342140337
0.000359073



PRKACB
0.590143462
0.000379107



TNFRSF1A
2.910168207
0.000383689



CBLC
6.396601529
0.000396804



HIF1A
2.868054468
0.00040569



SIRPA
0.366263649
0.000409971



IRF2
0.444180523
0.000411072



IL18
10.89583001
0.000453732



MAP3K7
1.405959664
0.000466519



H2AFX
2.700565206
0.00046817



HLA-DMB
0.178153302
0.000481052



CDC20
1.645234155
0.000519841



TAP2
0.56316117
0.000531963



NGFR
4.982123627
0.000533269



HLA-DMA
0.07321136
0.000536435



CDKN2A
0.550449203
0.000542626



ANGPT1
0.143988802
0.000565604



MAGEA12
0.096028355
0.000601884



PRLR
5.578724789
0.000612947



PPARGC1B
0.395209707
0.00061838



ZEB1
0.049758353
0.000638327



IFITM2
4.178901078
0.000639569



TICAM1
0.550632589
0.000645302



FBP1
0.332929331
0.000647219



RRM2
0.390122108
0.000647325



VCAN
3.288006757
0.000650115



TLR7
0.156285796
0.000668368



BLK
0.056571242
0.000695695



TMEM140
0.23647917
0.000717748



CDK6
0.388235392
0.000731952



RELA
1.627794121
0.000746129



EIF2B4
0.360499334
0.000757204



HK1
36.6475188
0.000769357



THBS1
85.52465356
0.000777525



ITGA4
0.007035957
0.0008225



EXO1
0.468331355
0.000823689



CXCR3
0.228061738
0.000831269



LOXL2
4.030976037
0.000841014



NOD2
0.188782219
0.000944243



EDN1
6.49415788
0.000990657



PSMB9
0.484578734
0.001007052



NOTCH2
0.610883379
0.00100894



CD276
3.782768769
0.001020907



HLA-F
0.475275565
0.001027004



TNFRSF1B
0.009821663
0.0010279



CCND1
14.72742703
0.001061502



CXCL12
0.016935936
0.001066419



HDAC5
0.373765654
0.001201913



APH1B
5.562726801
0.001211157



RPTOR
1.354427465
0.001271206



CXCR4
0.02212944
0.001292774



ARG2
0.187054377
0.001298348



FLNB
2.705596239
0.001308627



ERO1A
2.30167062
0.001326453



CD47
0.630932347
0.00134244



MGMT
1.870785164
0.001342445



TNFRSF25
0.281127626
0.001344758



ANLN
2.89511925
0.001367048



CX3CL1
9.370786517
0.001412438



MAGEA4
25.16440049
0.00142051



CD74
0.00988014
0.001444382



TYMP
0.154143369
0.001483143



CASP3
0.680297683
0.001485341



ICAM1
0.180188844
0.001494134



PIK3CG
0.043466523
0.001539056



CCND2
0.019499151
0.001554274



CD8B
0.001380311
0.001641803



NECTIN2
17.63707072
0.001648278



MSH6
0.435118154
0.001673445



TAPBP
0.60620561
0.00170736



TLR1
0.027235154
0.001746018



CD70
0.13879824
0.001750492



CEP55
1.615506955
0.001758374



ARID1A
0.414232291
0.001824989



S100A9
21.59337427
0.001855197



SOX11
0.086092306
0.001881515



CD14
1.712528474
0.001885079



TPM1
1.829365523
0.001890997



CCNA1
30.91617273
0.001895511



IL16
0.012991737
0.001901023



HLA-B
0.33980306
0.001901487



BRD3
2.117018918
0.001945576



COL17A1
152.4513587
0.001968259



CD38
0.005202693
0.001985351



SFXN1
1.279930211
0.002008855



MXI1
0.604210694
0.00200923



PIK3R1
0.237333147
0.002011821



LILRA1
0.382628332
0.002020253



GLS
0.646858344
0.002026932



IRF4
0.006322167
0.00202819



TLR4
0.01266786
0.00216116



SYK
0.412002983
0.002185208



IL10
0.043251987
0.002260488



TSLP
3.015526047
0.002266616



ADORA2A
0.12743878
0.002276791



JAG2
5.01070091
0.002296392



PSMB10
0.518428643
0.002315321



IFNAR1
1.389830568
0.002334866



P4HA2
2.17051078
0.002363983



NECTIN1
5.144920357
0.002372739



STAT4
0.193079991
0.002399924



TNFRSF18
0.027441506
0.002402957



TGFBR2
3.128431619
0.002409349



CCR2
0.010962222
0.00256842



TNFRSF17
0.005452873
0.002635249



APC
0.814959492
0.002646773



PFKM
0.465183919
0.002673124



SERPINB5
39.13432547
0.002741865



ITGAM
0.463826623
0.002765925



UBE2C
27.01745455
0.002847599



PRKCA
3.53432282
0.002883165



CD28
0.00485984
0.002884916



S100A8
73.16790918
0.002886206



DKK1
71.65295031
0.002907326



PIK3R5
0.062712901
0.002959174



LAMB3
3.738119234
0.003009933



PLOD2
140.6481379
0.003026262



TNFRSF10B
3.666942875
0.003051394



API5
1.218437077
0.003052619



CYBB
0.002753918
0.00312929



TWF1
2.558127219
0.003133801



IL7R
89.6108156
0.003150236



PDCD1
0.09093809
0.003196302



DTX4
2.412419845
0.003227776



BRD4
0.674164854
0.003232517



BCAT1
7.753446371
0.003239693



SLC2A1
1.447968705
0.003245796



TCF3
0.595300126
0.003251543



KRAS
0.478131315
0.003252092



FCGRT
2.79963725
0.003252628



CASP8
0.152973196
0.003315095



BAMBI
0.356664852
0.003324812



TGFB1
0.554018981
0.00334258



IRF5
0.242939721
0.003534386



BRCA1
0.521528476
0.003598277



ITGA6
73.91380275
0.003614669



PC
14.63587903
0.003666264



IL2RG
0.010034984
0.003672731



TNFRSF10D
0.150208418
0.003689828



TPI1
1.355557272
0.003715636



RB1
0.779479561
0.003737571



CD79B
0.400338314
0.003783598



SREBF1
0.425545739
0.003919939



CD58
4.39154044
0.003921491



CD44
40.40724104
0.003940792



FSTL3
4.482707326
0.004002343



LY96
0.014216538
0.004006081



DLL1
57.56431185
0.004025924



CCL2
0.203703704
0.00403355



PDGFB
0.305183241
0.004081957



BAX
1.297754049
0.004150494



PNOC
0.314272359
0.004200882



BIRC3
0.45519555
0.00428095



CD45RA
0.096993662
0.004335796



NBN
1.258027756
0.004352532



HCK
0.265643803
0.004421373



WNT7B
16.39162404
0.004433342



IL1B
19.54363545
0.004488802



CSF2RB
0.00982106
0.004620522



DUSP2
0.1497114
0.004672302



CDH2
0.081584123
0.004706909



CTLA4
0.400876729
0.004708484



NFKB1
1.394387502
0.004727308



IGF2R
0.462876814
0.004779385



ICAM5
0.229724241
0.004832531



BAD
0.572701068
0.0048688



FGF13
0.027229659
0.004878251



OAS3
9.622632963
0.004895145



IFNGR1
3.136458614
0.004919324



CEBPB
3.514425607
0.004953729



SERPINH1
2.032204551
0.005069167



BBC3
0.496372409
0.005086828



HDAC4
0.551650621
0.005162981



CLEC7A
0.047680384
0.005204256



GIMAP6
0.047255881
0.005229235



EGFR
64.79680901
0.005298357



IL6
16.12855396
0.00530818



IL6R
0.167187161
0.00536172



GIMAP4
0.013822777
0.005424591



ERBB2
29.11323077
0.005486513



GOT1
1.493023182
0.005499853



ICAM2
0.007391005
0.005527934



TNFRSF11A
2.896551724
0.005607682



IL10RA
0.014194586
0.005699579



PVR
2.921513586
0.005704965



TAPBPL
0.539020184
0.005846862



CD8A
0.342897907
0.005867861



JAG1
4.173530148
0.005946863



TGFB2
1.706321553
0.005999975



SLC1A5
0.434344842
0.006034058



AXL
17.86266196
0.006053073



MTOR
0.671301503
0.006093614



PSMB5
1.83617402
0.006153297



NFKBIE
0.599582004
0.006247471



CASP9
0.49910855
0.006249386



NFKB2
0.670732794
0.006391467



OASL
12.79913952
0.00640038



TNFRSF14
0.120661205
0.006598264



HMGB1
5.810318995
0.00666793



HLA-DPA1
0.047516892
0.006668383



TLR9
0.021113302
0.006823674



MAP3K8
0.617277059
0.006902614



RAD51C
0.704226118
0.006905648



CD300A
0.01303607
0.006941955



CCNE1
0.732404343
0.006950107



ITGB8
36.2275198
0.006970622



RICTOR
1.223319078
0.007091008



STAT1
1.606954632
0.007202677



BN1P3L
1.546202218
0.007508898



CD6
0.149263552
0.00752



HES1
12.06296354
0.007537324



PMS2
0.716559489
0.007537954



RAD51
0.713858203
0.007558913



C1QA
0.247471857
0.007636568



PROM1
0.745642881
0.007691823



CDH1
3.273869801
0.007816375



CTAG1B
0.017166572
0.007981098



PDK1
0.737652262
0.008166862



EOMES
10.47650602
0.008167402



LAIR1
0.011338364
0.008233933



CHUK
1.533607197
0.00831615



ITGA2
28.83968314
0.008366596



BCL2L1
0.514483697
0.00860537



MAP3K5
0.238605898
0.008929537



NFATC2
0.30146283
0.00894379



MMP1
97.53985507
0.008986547



FCGR2A
0.011951954
0.009018087



HLA-DRA
0.033708861
0.00915853



MMP7
4.618128868
0.009172315



CSF1
4.090464224
0.009242476



IFI27
12.07825108
0.009629522



BIRC5
1.487884734
0.009643019



HEY1
0.185743243
0.009734687



FZD8
2.632303412
0.009795842



WNT10A
1.833364163
0.009950554



VEGFC
25.26179394
0.009984065



RNLS
2.721978022
0.010016913



ELOB
0.491934909
0.010172203



CD274
3.2124197
0.010227045



SAMD9
2.967461557
0.010282678



PRR5
1.973275738
0.010329223



IRF9
3.71296349
0.010344489



HAVCR2
0.008043445
0.010507998



CD48
0.110222692
0.010646136



FCGR2B
0.214161749
0.010713342



TAP1
0.630023529
0.011146193



TNFRSF8
0.084826224
0.011148784



TMEM173
0.70925644
0.01120653



CRABP2
5.484583105
0.011238381



CDKN1A
2.877865663
0.011389383



CXCL1
45.24471126
0.011538065



SELE
0.511039743
0.011561658



PDCD1LG2
1.852554395
0.011793128



DUSP5
0.571389135
0.011928487



PRKAA2
2.799598192
0.012022709



NDUFA4L2
0.722566183
0.012084867



CCL22
1.947001065
0.012442799



RBL2
0.787075625
0.012761051



CD3E
0.410183876
0.012818147



IL1A
58.14295657
0.012840822



BBS1
1.397787067
0.01316386



RORC
0.218897936
0.01321063



OLFML2B
0.042802041
0.013392627



IFIT2
54.2407297
0.013495884



SPP1
0.000126682
0.013691983



MRC1
0.447338185
0.013706802



GBP1
5.035416929
0.013729336



C2
0.211464355
0.013826776



IKBKG
0.576796702
0.013854882



NLRC5
0.538315736
0.013990295



IL1RN
2.723557399
0.014547679



GMIP
0.316964286
0.014798024



DEPTOR
0.046913056
0.014812096



CES3
0.599681746
0.014830429



IFIT3
6.946190364
0.014842148



TPSAB1/B2
0.407200964
0.015028194



FOSL1
30.45099034
0.015099046



IL21R
0.166242967
0.015364512



IFIT1
8.011607104
0.015465292



MAGEA3/A6
0.065278837
0.015674362



TLR2
6.618221734
0.0158337



TGFB3
1.988054116
0.016152723



IRF8
0.041744665
0.016211243



EPM2AIP1
0.869528497
0.016314987



TNFSF12
4.143891403
0.01663901



LY9
0.025925048
0.016742823



JAK2
3.680546429
0.016749941



LILRB4
0.024172359
0.01691062



CCL20
27.85772084
0.017057344



CCL8
0.434927198
0.017225662



CXCL9
0.01720115
0.017241116



CXCL2
83.83700178
0.017281009



LAMC2
99.64753053
0.017461826



MRE11
0.785073755
0.017472249



CMKLR1
0.129779968
0.017484503



TNFSF8
0.37375981
0.017665874



EGR1
20.05942866
0.017776485



PKM
0.604324865
0.017920734



TLR5
3.206570156
0.018143551



CXCL10
0.066359099
0.018234706



TLR8
2.515952426
0.018589078



MAGEB2
0.447938191
0.018692518



MMRN2
2.294974359
0.018761767



PSMB8
0.738024175
0.018860819



ZEB2
0.604402935
0.018995162



RIPK3
0.437296192
0.019233057



HERC6
8.723829885
0.019244154



ZC3H12A
1.961591816
0.019325938



CDKN2B
2.403344917
0.019731259



UBE2T
0.726931366
0.019736616



IFITM1
1.832666816
0.020027714



CD45RO
0.236597938
0.020102117



TLR3
9.746698065
0.020917995



WNT5B
0.478065993
0.021199226



XCL1/2
3.437565803
0.0213437



LDHA
0.783222199
0.021806921



ITGAL
0.143421885
0.021995976



WNT5A
0.16215526
0.022016648



SLAMF7
0.284173597
0.02204568



TP53
0.890627695
0.022173575



OLR1
14.96769606
0.02221587



CD40
0.289078255
0.022462659



RASGRF1
1.713318734
0.02262894



RSAD2
9.955867414
0.02275374



KLRD1
0.529801325
0.022994728



CDKN1C
0.202667621
0.023617012



THBD
4.017651573
0.023626005



HK2
1.595849165
0.023644425



PVRIG
0.679836242
0.023714955



COL4A5
17.59217687
0.023763682



MS4A4A
0.052547439
0.023866864



SOX2
2.404076739
0.02476937



STC1
21.42696011
0.024821828



CD45RB
0.098585524
0.024854966



NOTCH1
2.108804004
0.02492947



LIF
32.23809524
0.024932087



AREG
94.41523886
0.025373332



FUT4
1.549951267
0.025562585



CCL19
0.661263347
0.025724938



CXCL3
2.951440636
0.025981771



IRF7
1.775355384
0.026077505



HLA-DRB1
0.089639849
0.026126932



SAMSN1
0.019814956
0.026223818



LTBP1
0.38205544
0.02628653



IDO1
0.650385604
0.026611394



TNFSF4
0.11611899
0.027165126



CCL3/L1
0.148096461
0.027716078



LILRB2
0.230231629
0.027789061



FAS
3.138068416
0.027892666



TNFSF9
0.568592058
0.028828192



ITGAV
1.696931191
0.029292287



WNT2B
2.845568657
0.029431331



PARP9
1.879528025
0.030234712



SERPINA1
1.939930194
0.030389832



GZMM
0.50767583
0.030593968



CD247
0.539617205
0.030681196



IL24
2.501776295
0.03076744



PTEN
0.733009806
0.030918922



MAGEC2
0.074205292
0.031603408



TNFAIP6
2.934493347
0.032384309



IER3
9.468527706
0.032413486



BNIP3
1.502404865
0.032511553



TNFAIP3
6.929816194
0.032514249



IFI6
2.169370011
0.03274536



CXCL6
0.095733484
0.032768797



HDAC11
1.423474064
0.032818786



NCAM1
0.03072863
0.033307507



FGF9
0.204768435
0.033460905



COL11A2
0.516064658
0.03353656



SGK1
1.907354728
0.034178577



MELK
1.162804718
0.034559647



AXIN1
0.770430637
0.034648533



CD68
0.699121464
0.034681554



IL4
0.497279196
0.034779317



DAB2
1.253872863
0.035372955



ZAP70
0.179886686
0.03546089



MS4A1
0.076766381
0.035757299



DEFB134
0.667543201
0.036008515



FCAR
0.48849327
0.037169891



GLUL
1.788942914
0.037305038



IL11
3.040789474
0.037825804



MFGE8
0.550937207
0.038716283



PIK3CD
0.456044181
0.039037181



HLA-DOB
0.46041602
0.039225219



IFIH1
0.692316535
0.039459978



FCRL2
0.135958152
0.039657656



CD84
0.18017847
0.039832967



VEGFA
1.409913077
0.039944107



IL15
1.703072421
0.039961603



IKBKB
1.576069353
0.040068667



NID2
0.702575798
0.040315919



COL5A1
1.883993464
0.042622079



FGFR1
0.663685965
0.043491757



HDAC3
1.331031138
0.043522729



SMAD5
0.787917126
0.043667604



FCGR1A
0.112060998
0.043796837



ANGPTL4
16.58537725
0.044866931



KIT
0.040008395
0.04580592



FCN1
0.692426401
0.046315574



SIGLEC8
0.645459721
0.047266688



TBXAS1
0.239709643
0.047327715



RELN
0.405496625
0.047509092



CXCL8
21.04770965
0.047668898



CD3G
0.450515217
0.047963958



DTX3L
1.598617616
0.048525451



UBA7
2.110962396
0.048669918



BLM
0.829341038
0.048688456



FLT1
2.276127321
0.048870719



TRIM21
1.663330118
0.049492806



PIAS4
0.746021139
0.049523675



CD5
0.328636552
0.050250437



TDO2
0.561917593
0.050503849



STAT3
1.238098668
0.050972411

















TABLE 15







Genes Differentially Expressed in H1975 immune infiltrates


vs Raji immune infiltrates at baseline












H1975 control IgG/




Gene Name
Raji control IgG
p-value















Rnase2b
0.242233
0.000005



Ccr4
0.120263
0.000014



Itgam
0.157314
0.000036



Nfil3
0.255383
0.000046



Tnfaip3
0.054600
0.000064



Nox1
5.018713
0.000067



Pfdn6
3.936779
0.000076



Ccl2
0.172905
0.000121



Ptgdr
0.208159
0.000127



Klf10
0.455844
0.000145



Tnfaip8
0.208543
0.000153



Cd28
4.390562
0.000162



Tgm2
0.245075
0.000174



Aoah
0.087406
0.000200



Rictor
0.316662
0.000203



Ccr7
0.070031
0.000251



Lgals3
0.150129
0.000260



Gtf2h2
3.818177
0.000287



Ccl9
0.109250
0.000292



Mafb
0.253124
0.000371



Yap1
2.666263
0.000391



Ccl24
0.235350
0.000411



Stat5a
0.587714
0.000424



Cdkn1a
0.241985
0.000425



Eif4ebp2
0.470642
0.000491



2810417H13Rik
3.485619
0.000495



Ccnb2
2.833720
0.000537



Tspan7
0.390920
0.000565



Tnfsf9
0.176323
0.000573



Tnfrsf14
0.247605
0.000578



Ptafr
0.123758
0.000621



Cd80
0.132482
0.000676



Ifnar1
0.360519
0.000709



Prdx3
1.653359
0.000714



Rgl1
0.251979
0.000734



C5ar1
0.207702
0.000790



Ccr5
0.335303
0.000839



Il4i1
0.056369
0.000869



Ccr2
0.180246
0.000877



Cstb
0.239561
0.000894



Irf1
0.189128
0.000897



Clec5a
0.240799
0.000904



Ccl22
0.110117
0.001078



Klk1
0.310336
0.001127



Map3k4
3.925148
0.001155



Acod1
0.179580
0.001209



Id2
0.214039
0.001225



Cd68
0.245842
0.001226



S100a4
0.154630
0.001291



Arg1
0.077485
0.001326



Cav1
0.238382
0.001380



Batf3
0.155304
0.001410



Maff
0.210437
0.001515



Vamp2
0.138408
0.001520



Twistnb
2.826299
0.001625



Ms4a1
0.031820
0.001686



Mmp19
0.310322
0.001741



Nfkbiz
0.435417
0.001839



Fcgr2b
0.169951
0.001881



Prg2
0.251708
0.002038



Nfkbia
0.222760
0.002043



Cd274
0.185308
0.002063



Il1a
0.075467
0.002081



Erg
0.331732
0.002141



Adgre5
0.257757
0.002270



Rhog
0.367090
0.002287



Hif1a
0.405290
0.002364



Yes1
3.526137
0.002513



Irf8
0.300793
0.002530



Fzd6
0.760728
0.002563



Tlr5
0.110357
0.002583



Ptprc
0.289859
0.002648



Nox3
0.276093
0.002692



Il1rn
0.039417
0.002737



Hivep1
0.355638
0.002755



Csf1r
0.295373
0.002763



Fbxl7
0.420801
0.002801



Ear6
0.246939
0.002841



Fem1c
0.433836
0.002882



Fyn
0.162359
0.002892



Flt3
0.326475
0.002955



Rad51
0.351197
0.002959



Fcgr3
0.257958
0.002987



Ell2
4.181589
0.003084



Marcksl1
0.092696
0.003090



Tlr8
0.305374
0.003183



Zfp148
0.243157
0.003189



Cebpb
0.210440
0.003225



Map2k3
0.298906
0.003226



Ndufa7
0.625140
0.003233



Ifnar2
0.387098
0.003291



Col4a2
0.575436
0.003328



H2-D1
0.313357
0.003439



Nod2
0.165871
0.003516



Angpt2
0.256789
0.003553



Il1rl1
0.259863
0.003581



Psme2
0.138131
0.003713



H2-Q1
0.382562
0.003720



Csf2ra
0.249821
0.003757



Selp
0.116613
0.003775



Ccr1
0.170646
0.004195



Kif20a
5.560170
0.004206



Cebpd
0.285088
0.004217



Tek
0.503457
0.004234



Ifngr1
0.263915
0.004426



Mmp9
0.312285
0.004627



Vasp
0.322755
0.004823



Il6ra
0.390894
0.004844



Laptm5
0.393519
0.004886



Mcm5
5.918278
0.004899



Ier3
0.229260
0.004929



Marco
0.008050
0.004959



Il5
0.132653
0.004995



Des
0.049585
0.005256



Sema4a
0.093883
0.005285



Tpsb2
0.271684
0.005298



Nr4a1
0.273722
0.005310



Armc1
1.681844
0.005321



Txn1
1.711753
0.005328



Sele
0.109975
0.005360



Tyrobp
0.294246
0.005373



Cd38
0.107777
0.005532



Stat3
0.591871
0.005539



Malt1
0.311922
0.005561



Vsir
0.418730
0.005587



Tuba4a
4.651330
0.005741



H2-DMb2
0.135821
0.005771



F11r
0.435258
0.005785



Skil
0.715657
0.005871



Ikzf1
2.195265
0.005875



Cd84
0.281488
0.006013



Cxcl16
0.258664
0.006020



Il2
0.411293
0.006046



Csf2
0.109657
0.006058



Ccrl2
0.081021
0.006154



Areg
0.248976
0.006216



Pggt1b
0.557523
0.006297



Lamp3
0.246561
0.006927



Fosb
0.146583
0.007195



Ncf2
0.264462
0.007230



Thbd
0.288241
0.007242



Prg3
0.094666
0.007332



Stat6
0.453737
0.007622



Nfyc
0.302832
0.007715



Vav1
0.486723
0.007720



Mapk12
0.391989
0.007721



Cd86
0.409055
0.008072



Lat2
0.511459
0.008106



Cyp3a13
0.169765
0.008126



Cd83
0.334726
0.008169



Ccr6
0.536719
0.008194



Hist2h2aa1
5.929416
0.008472



Cd14
0.069464
0.008508



Cd44
0.459286
0.008658



Acly
1.641297
0.008759



Rnase2a
0.152118
0.009142



Btla
0.181142
0.009148



Pglyrp1
0.095082
0.009175



Nos2
0.101990
0.009176



Ctss
0.478490
0.009354



Cdh4
0.164766
0.009437



Peli1
0.110999
0.009457



Sirpa
0.170275
0.009470



Top2a
4.860298
0.009696



Pbx3
3.028747
0.009879



Tlr13
0.384141
0.009915



Ccl3
0.114428
0.010067



Alox5ap
0.322499
0.010121



Tnfaip6
0.189924
0.010137



Icam1
0.127739
0.010139



Cd99
0.260547
0.010144



Il10ra
0.359941
0.010273



Crabp2
2.738927
0.010372



Clec7a
0.087083
0.010663



Cxcl13
0.018367
0.010681



Cnn2
0.246648
0.010748



C3ar1
0.372734
0.010797



Batf
0.137241
0.010814



Smad1
0.489142
0.010821



Cldn1
0.205414
0.010844



Il21r
0.348941
0.010847



Atf3
0.198397
0.011193



Cd40
0.223573
0.011217



Fscn1
0.427736
0.011266



Birc2
0.443071
0.011309



Il1b
0.051465
0.011346



Hist1h1c
4.568969
0.011361



S1pr1
0.303393
0.011381



Timd4
0.161279
0.011407



Fas
0.132705
0.011551



Slc16a6
0.419191
0.011635



Il33
0.320081
0.011678



Acot11
0.310851
0.011679



Cdh5
0.556639
0.011735



Bcl2
0.033445
0.011921



Tnfrsf11a
0.424326
0.012159



Adam8
0.111380
0.012172



H2-K1
0.379048
0.012232



Nr1h3
0.072125
0.012270



Klf4
0.358734
0.012496



Itga4
0.323285
0.012712



Tnf
0.258142
0.012858



Csf3
0.106341
0.012878



Mmp1a
0.159709
0.012990



Itgb2
0.233839
0.013293



Ttk
2.914750
0.013307



Serpine3
0.314853
0.013335



Gch1
0.267172
0.013470



Cxcl5
0.275873
0.013550



Hoxd4
0.520961
0.013892



Tlr9
0.324242
0.013982



Tlr2
0.142900
0.014418



Il18r1
0.191176
0.014507



C3
0.099500
0.014563



Igf2
0.171258
0.014621



Cel12
0.473715
0.014707



Fasn
4.672687
0.014897



Fcgr1
0.518109
0.015351



Cd1d1
1.582386
0.015440



Enpp2
0.023968
0.015481



Rgs16
0.463805
0.015493



Msh2
5.213708
0.015677



Cbr1
2.014828
0.015728



Mrc1
0.295738
0.015956



Il27ra
0.103826
0.016034



Cyp1b1
0.290433
0.016057



Col4a1
0.699588
0.016169



Ccl6
0.249865
0.016185



Cd70
0.221823
0.016274



Serpinb2
0.027599
0.016283



Traf1
0.065502
0.016664



Insig1
2.971816
0.016729



Acox1
0.459835
0.017159



Itgal
0.345207
0.017479



Daxx
0.184953
0.017614



Tlr4
0.339135
0.017640



Acot3
0.125498
0.018052



Ptx3
0.388363
0.018127



Dusp1
0.140478
0.018494



Adamts3
0.270447
0.018551



Gpr65
0.373650
0.018552



Mmp12
0.052645
0.018689



Serpine1
0.481846
0.018696



Faf1
0.625184
0.019339



Ccl26
0.176653
0.019377



Cd47
0.455048
0.019378



S100a10
0.463751
0.019494



Selplg
0.531978
0.019572



Nkg7
0.172662
0.019720



Csf3r
0.177468
0.019721



Sp4
0.685864
0.019730



Met
3.415005
0.020238



Ets1
1.287413
0.020629



Fcnb
0.194408
0.020678



Grn
0.555410
0.020731



Birc5
1.492233
0.020737



Ikbke
0.132605
0.020775



Fabp4
0.099928
0.020844



Gata2
0.411592
0.021037



Cd74
0.211690
0.021038



Sesn1
0.177741
0.021421



Dhrs3
0.484168
0.021436



Cxcr5
0.185337
0.021726



Rbp1
0.216065
0.021942



Ctsl
0.334727
0.022009



Il10
4.699225
0.022310



Lst1
0.263043
0.022503



Smarcd3
0.101035
0.022512



Itgb7
0.293812
0.022801



Nfkb1
0.661356
0.022878



Alcam
0.444914
0.023082



Tnfrsf1b
0.227106
0.023113



Cysltr1
0.257110
0.023507



Crem
0.243719
0.023547



Tap1
0.687186
0.024098



Irf4
17.963797
0.024336



Mertk
0.390574
0.024461



Cx3cr1
8.311072
0.024463



Anxa4
0.303347
0.024538



Tigit
0.248739
0.024728



Nfkbie
0.093522
0.024793



S100a9
0.105020
0.024835



Fpr-rs4
0.052929
0.024926



Trim9
0.147698
0.025039



Jun
2.004713
0.025053



Chil3
0.379882
0.025288



Chil4
0.270459
0.025637



Vcam1
0.109494
0.025843



Myc
6.778348
0.025899



Havcr2
0.531882
0.026258



Egr3
0.220949
0.026471



Ptgdr2
0.104310
0.026544



Pdgfb
0.523153
0.026733



Pbx1
2.809932
0.026735



H2-Ab1
0.192621
0.026852



Map2k1
1.257664
0.027143



Adcyap1r1
0.139699
0.027299



Rab20
0.387463
0.027382



Fpr-rs6
0.184519
0.027421



Lamb3
0.065240
0.028162



H2-Aa
0.197630
0.028259



Trem1
0.051854
0.028513



Cdh13
0.370439
0.028835



Ms4a2
0.333544
0.028857



Rnd3
3.108069
0.029034



Ptgs2
0.397200
0.029142



Il23a
0.203342
0.029618



Olr1
0.272356
0.029766



Dnajb6
0.523398
0.029899



C1qa
0.510834
0.030002



Fpr-rs5
0.034068
0.030057



H2-Eb1
0.179418
0.030394



Adamts14
0.489270
0.030417



Pf4
0.057102
0.030665



Cybb
0.241795
0.030790



Tlr6
0.301169
0.030850



Cd247
0.200510
0.031004



Adora2a
0.216708
0.031537



Ndc80
1.610530
0.031826



Kitl
0.451793
0.031890



Alox5
0.316802
0.032124



Ctgf
6.713420
0.032310



Map2k4
1.374239
0.032343



Icos
0.182362
0.032876



Col12a1
9.167768
0.032996



Amica1
0.568566
0.033100



Gpr183
0.335105
0.033156



Cd36
0.085920
0.033206



Ccl5
0.063108
0.033268



Tnc
6.185290
0.033314



Gem
0.191019
0.033613



Sell
0.076174
0.033713



Was
0.364785
0.034195



C1qb
0.539716
0.034515



Tlr11
0.138966
0.034677



Havcr1
0.153709
0.034796



Camp
0.150217
0.035155



Psmb9
0.420197
0.035462



Zmpste24
0.413088
0.035826



TnfrsfS
0.211296
0.035863



Syk
0.596861
0.036014



Hnf1b
0.273178
0.036102



Adamts17
0.505122
0.036924



Aif1
0.238855
0.037020



Btg2
4.116198
0.037245



Ctsd
0.505686
0.037377



Il1r2
0.110239
0.037673



S100a8
0.067184
0.038821



Ncor1
1.377778
0.039395



He
0.186667
0.039467



Cxcr4
0.627046
0.039686



Csf1
0.394390
0.039932



Edn1
0.378740
0.040192



Tgfb1
0.570695
0.040214



Gata6
0.416022
0.040294



Cd34
0.540273
0.041022



Nampt
0.705911
0.041128



Anxa1
0.552374
0.041453



Tspan8
0.291661
0.042245



Serpinb9
0.468627
0.042863



Hmgb1
1.356982
0.043118



Nlrp3
0.112150
0.043145



Il15ra
0.536019
0.043274



Il18
0.162720
0.043369



Pdzk1ip1
0.270717
0.043702



Col11a1
9.476761
0.043719



Ptpn14
0.251194
0.043797



Tap2
0.465800
0.044026



Cnksr1
0.203938
0.044161



Fosl1
0.304797
0.044425



Cel19
0.022238
0.044852



Prkci
1.560791
0.044977



Btk
0.418923
0.045933



Cebpa
0.502332
0.046301



Serinc2
2.003640
0.046371



Cxcl11
0.220291
0.046619



Socs2
1.642912
0.047003



Flnb
0.636359
0.047110



Nod1
0.358624
0.047205



Cd151
0.565169
0.047284



Cxcl1
0.212880
0.047284



Flt1
0.542062
0.047570



Birc3
0.453764
0.047984



Ptprb
0.545002
0.048492



Tgfa
0.574790
0.048695



Pparg
0.170172
0.049111



Ltb4rl
0.143405
0.049274



Map2k2
1.153432
0.049340



Cxcl3
0.069406
0.049981



Cxcl9
0.438896
0.050145



Cel11
0.247518
0.050361



Dpp4
0.364947
0.050467

















TABLE 16







Genes Differentially Expressed in H1975 immune infiltrates


vs RPMI-8226 immune infiltrates at baseline.












H1975 control IgG/




Gene Name
RPMI-8226 control IgG
p-value















Tnfaip8
0.112030014
6.07008E−06



Pggt1b
0.201773241
3.70394E−05



Col4a1
0.250912837
 4.0398E−05



Acly
2.688678683
5.39024E−05



Nox1
6.115684093
5.80953E−05



Peli1
0.117596001
7.52395E−05



Irf1
0.228024866
8.64092E−05



Col15a1
0.268340311
9.94753E−05



Tgm2
0.218488976
0.000106829



Aifl
0.10774578
0.000115102



Cd68
0.167184641
0.000153025



Lipa
0.312047267
0.000174166



Timd4
0.183104895
0.000176208



Cdkn1a
0.425174282
0.000206895



Sesn1
0.170646158
0.000258095



Dnajb6
0.474795129
0.000280406



Ifit1bl2
0.247126437
0.000310734



Socs2
2.165508388
0.00042276



Smad7
0.174919109
0.000431159



Pde4a
0.39815258
0.000463777



Ctsd
0.263415082
0.000485629



Cav1
0.277841072
0.000489411



Mertk
0.189385704
0.000491654



Col4a2
0.208904316
0.000496935



Pfdn6
3.945093039
0.000501441



Fzd9
0.148170547
0.000537577



Was
0.300059382
0.000566943



Hdc
0.273013295
0.000663295



C1qb
0.280185948
0.000869184



Crem
0.254716087
0.000889683



Zmpste24
0.199460554
0.00091815



Lrp6
0.348711838
0.000940952



Phlda2
0.417404859
0.000988817



Fcgr3
0.304870278
0.001067935



Tlr8
0.279018657
0.001102372



Twistnb
3.624299542
0.001248066



Il18r1
0.128045619
0.001264675



Cd38
0.245482749
0.001362191



Cd99
0.192513369
0.001381374



Batf3
0.175040872
0.001432333



H2-Q1
0.338719804
0.001455924



Cxcr5
0.161532133
0.001482396



Fzd4
0.394857601
0.001489915



Cxcl12
0.082928141
0.001535383



Cdh4
0.106780643
0.001676095



Mapk13
0.182439638
0.001780192



Adamts17
0.020533325
0.001806394



Ccl5
0.15203125
0.001955359



Psmb9
0.377603459
0.002036443



Ndufa7
0.638262731
0.002038307



Irf5
0.394786965
0.002041658



Gtf2h2
3.490968016
0.002143876



Laptm5
0.337861637
0.002159452



Prdx3
1.746327546
0.002222301



Tmem173
3.62106182
0.002286826



Map2k3
0.233253009
0.002419614



Grn
0.397807968
0.002466137



Nmb
0.324944719
0.002506282



Fem1c
0.259284546
0.00252641



Il1m
0.325819717
0.002532944



Vegfa
0.44119421
0.002605017



Rgl1
0.35368442
0.002613195



Vsir
0.422711736
0.002640791



Birc2
2.137382912
0.002671959



Zfp148
0.259527396
0.00268144



Cd36
0.065889118
0.002728147



Pdgfb
0.267082602
0.002818621



Mcm5
3.245925377
0.002932982



Itgax
0.475404313
0.002933846



Vcam1
0.091424159
0.002967836



Ccr3
0.206612829
0.002983667



Tlr13
0.341624082
0.003000475



Pparg
0.112441722
0.003049328



Il4i1
0.316034483
0.003127383



Map3k4
2.384713579
0.003242691



Sirpa
0.264259584
0.003379241



Il22
0.380217786
0.003421344



Trem2
0.280912995
0.003426167



Psme2
0.186946726
0.003492661



2810417H13Rik
1.989489489
0.003528265



Ikzf1
3.537390646
0.003568698



C1qa
0.353849934
0.003586274



Itgb7
0.334746598
0.00359779



Pdgfrb
0.382473502
0.003620214



Gpr65
0.367477522
0.003692528



Cldn1
0.176799733
0.003914841



Aoah
0.185138802
0.003976055



Fpr1
0.237783238
0.004024596



Cdh5
0.318796992
0.004217463



Cstb
0.509319698
0.004277676



Tnfaip3
0.362488871
0.004344324



Tlr4
0.313485114
0.004389337



Gata2
0.247390538
0.004474555



Adgre5
0.267420622
0.004504331



Fabp4
0.081952527
0.004615664



F11r
0.577225543
0.004619979



Selp
0.461080658
0.004649951



Pbx1
0.056504143
0.004701444



Pglyrp1
0.24386149
0.004731136



Nod2
0.202589128
0.004754504



Cytip
3.189440036
0.004816784



C5ar1
0.310848728
0.004932498



Stat3
0.54619698
0.004978282



H2-M3
0.544797014
0.005030138



Fcgr4
0.206949182
0.005114836



Glg1
0.458332786
0.005131973



Ell2
2.797364709
0.005133794



Txn1
2.550966829
0.005261062



Ltb4r1
0.094595265
0.005329784



Tuba4a
7.847138456
0.005339111



Stat5a
0.17576126
0.005353731



Cd84
0.324833922
0.005382937



Nod1
0.382414393
0.005383592



Coasy
1.600661278
0.005436799



Tgfb1
0.415703341
0.005467363



Ptafr
0.325647583
0.005547564



Trex1
0.316274973
0.005633256



Syk
0.632326013
0.005723163



Fosl1
0.357911207
0.005739431



Anxa4
0.339804881
0.005813386



Klk1
0.348398913
0.005860274



Il18
0.201160428
0.005901136



Hist2h2aa1
4.313462456
0.0060346



Vamp2
0.159612209
0.006144887



Rad51
0.321939111
0.0061706



C1qc
0.32866603
0.006253171



Enpep
0.150230112
0.006255852



Il15
0.421034483
0.006261229



Id3
0.384188312
0.006287585



Fcgr1
0.428641232
0.00633297



Tlr7
0.271087911
0.006458315



Tek
0.270497054
0.006487306



Rhoj
0.456196881
0.006502414



H2-K1
0.414108849
0.006568241



Map2k1
1.847722979
0.006655604



Olr1
0.329073482
0.006725268



H2-D1
0.281206984
0.007086067



Lrp5
0.394136047
0.007198291



Nfyc
0.220795578
0.00725825



Mrc1
0.270059412
0.007390174



Adamts3
0.227611579
0.00767808



Il1r2
0.345000986
0.007684068



S1pr1
0.3681799
0.007781254



Mafb
0.404648139
0.008106897



Il21r
0.489325915
0.008347604



Lpl
0.189782517
0.00837903



Kif20a
4.178260304
0.008627483



Cnn2
0.566633543
0.008998487



Bcl6
0.293955695
0.009643163



Csf3
0.142819706
0.009704449



Id1
0.646807154
0.009712198



Ncf2
0.402848227
0.01007096



Flt1
0.168089667
0.010123229



Ccr5
0.449962236
0.010189669



Acot3
0.101006749
0.010207091



Marco
0.077207862
0.010261874



Sell
0.259881015
0.010273947



Cd209e
0.315646259
0.010470256



Cd274
0.507679296
0.010497171



Bcl2
0.021155496
0.010589704



Itgb2
0.302117575
0.010859782



Clec7a
0.195973489
0.010926971



Serpinb6a
0.38507112
0.011196549



Fbp1
0.345845289
0.011231073



Nr1h3
0.086915247
0.011232729



Cdh2
0.03401279
0.011355572



Eif4ebp2
0.430828635
0.011401266



Nrip3
0.109963926
0.011540563



Ngf
0.138757942
0.011603848



Ptprc
0.471413946
0.011620701



Insig1
5.956572908
0.011704256



Hist1h1c
4.35048789
0.011736977



Map2k2
1.600864645
0.011865036



Irf8
0.383637022
0.012082814



Cd1d1
1.667408377
0.012089349



Tpsb2
0.28791378
0.012637248



Map2k4
1.853402597
0.012824608



Fasn
7.41299546
0.013158774



Top2a
3.374740973
0.01352726



Tap1
0.62158789
0.013630671



Map3k14
0.324625093
0.013745112



Rictor
0.25476444
0.013862753



Cxcl16
0.462758584
0.013957498



Ski
0.543395238
0.014210735



C3ar1
0.291165465
0.014363286



Yes1
1.768143077
0.014582271



Il25
0.352201258
0.014655542



Krba1
0.587368421
0.014716196



Prok2
0.179305913
0.015130531



Ifnar2
0.564553825
0.015162729



Cel19
0.281476122
0.015189048



Hgf
0.047813959
0.015236706



Tnfrsf1b
0.465118686
0.015446999



Cd83
0.343678344
0.015549574



Gzma
0.197484771
0.01567207



Areg
0.219528967
0.01569434



Ccr9
0.307698229
0.01576045



Il1rl1
0.594758785
0.016003275



Ldlr
1.893737228
0.016129574



Dhrs3
0.236460574
0.016438206



Daglb
0.617651371
0.01665223



TnfrsfS
0.026620575
0.016760212



Tlr9
0.452816386
0.017406051



Yap1
1.767350374
0.017422038



Il10
6.07902126
0.017469808



Ptprb
0.279432116
0.017502119



Retnlb
0.172507965
0.017551866



Havcr1
0.218121461
0.017601329



Cebpg
0.568579627
0.017629644



Itgam
0.42803104
0.01778984



Ctsg
0.177480464
0.017922208



Cttnbp2
0.295309654
0.018298116



Tnfrsf1a
0.540073297
0.018408459



Hmgb1
1.353313951
0.018877965



Arf6
1.211115554
0.018901871



Csf2ra
0.291973195
0.019253172



Il3
0.147061904
0.019335511



Msh2
2.548742933
0.019337073



Igf1
0.354252188
0.019629017



Met
21.08583026
0.019727234



Crabp2
2.591603335
0.019967264



Prkci
1.807028112
0.020127567



Pik3cg
2.76533915
0.020202275



Ctss
0.577588357
0.02070619



Dusp1
0.460543084
0.021095308



Cel12
0.482945654
0.021113635



Ccl4
0.170247046
0.021276084



Gadd45b
2.190160562
0.021716522



Cd70
0.095410005
0.021840881



Id2
0.349878436
0.0219658



Xcr1
0.16515919
0.021986378



Serpinb2
0.390265997
0.022005334



Elane
0.219925449
0.022104754



Icam1
0.410856746
0.022250049



Stab1
0.435368783
0.022626406



Myc
8.385836329
0.022636534



Thbd
0.378983807
0.022674198



Rgs16
0.19498524
0.022871446



Armc1
1.763554589
0.0229913



Sgpp1
0.603223304
0.023253805



Fpr-rs6
0.134496994
0.023338982



Irf4
22.0639313
0.023455843



Ifhgr1
0.56146821
0.023615733



Trem1
0.301053688
0.023628615



Pdzk1ip1
0.164989216
0.02374813



Ptgds
0.122039859
0.023757401



Tap2
0.555626618
0.0237754



Cdl80
0.451906857
0.023934398



Des
0.066452579
0.024039289



Hpgds
0.365395309
0.02405374



Myd88
0.759262602
0.024108207



Maff
0.370429095
0.024427297



Tyrobp
0.410330561
0.024581407



Tlr3
0.319599363
0.024726185



Birc3
1.980013984
0.025188469



Tlr2
0.520085231
0.025376476



Ptgdr2
0.204576043
0.025472165



Furin
0.616126399
0.0254888



Tspan8
0.330258037
0.02561356



Rbp1
0.188335046
0.025890911



Itga4
0.495892195
0.025966941



Irf7
0.385904357
0.025998641



Tspan7
0.239566172
0.02618757



Tlr6
0.321557318
0.026250106



Ctsa
0.235499819
0.026355456



Adora3
0.174055129
0.026405609



Smad1
0.556287
0.026733225



Angpt2
0.136267408
0.026791797



Znrf2
1.329227765
0.027228244



Sema6d
0.377565007
0.027388228



Cd163
0.34323524
0.027415485



Cebpa
0.417894194
0.028024847



Saa1
0.233112066
0.028514551



Atf3
0.143852832
0.028582239



Btla
0.247276223
0.029007217



Ccnb2
2.22461258
0.029176194



Btg2
7.463621233
0.029601668



Sptbn1
0.652949981
0.029695613



Nectin1
0.537979573
0.029979433



Rhog
0.571960443
0.030106528



P2rx1
0.213515457
0.030310802



Cd276
0.672164207
0.030563805



Sele
0.240903388
0.0314953



Col12a1
6.545076522
0.031594826



Hivep1
0.507092682
0.032049079



Tgfa
0.397528321
0.032103456



Il10ra
0.468014904
0.032118207



Mapk11
0.526811898
0.032123992



Ptgs2
2.465932359
0.032231081



Mif
1.622067876
0.032233171



Adam8
0.071527939
0.032416701



Amica1
2.718984784
0.032428194



Kalrn
0.574808592
0.032479516



Lif
0.357903956
0.033138142



Cyp3a13
0.118017502
0.033589365



Ccl6
0.321187767
0.033820377



Cel11
0.41302283
0.034194143



Pdcd1lg2
0.203772944
0.03449647



Ifnb1
0.152625468
0.034569885



Rasgrf2
0.241724618
0.034678222



Ms4a2
0.324938575
0.034913436



Nr4a1
0.362822165
0.035198737



Nr4a2
0.1847315
0.035325177



Pim2
1.525437443
0.035597185



Daxx
0.171630869
0.036261736



Ccl8
0.356093831
0.036524392



Kitl
0.408832042
0.036561693



Vav2
0.598886165
0.036764165



Selplg
0.585317401
0.036785756



Cd44
0.519344484
0.036880806



Tnc
6.053200875
0.037108506



Cdh13
0.298271068
0.037266519



Ttk
2.124135506
0.039002007



Egf
0.241775255
0.03934799



Cxcl3
0.39950602
0.039399474



Ifit1bl1
0.341780881
0.039850713



Ccrl2
0.27009876
0.040213652



Cd47
0.658483034
0.041716587



Myod1
0.137666606
0.041835817



Lst1
0.365902999
0.042076443



Ets1
0.881746058
0.042265839



Cma1
0.321321933
0.042740779



Il3ra
0.435600628
0.04355236



Stat1
0.471554625
0.04359586



Rgs6
0.17284502
0.043663574



Adamts2
0.586995144
0.043792777



Rapgef4
0.683411075
0.044581577



Rin2
0.544593482
0.044588088



Hras
1.324562001
0.044739



Stat4
0.150512894
0.046168799



Stat6
0.560074537
0.046309173



Rab3d
1.521794262
0.046704299



Ccr8
0.359370176
0.046873457



Cxcr1
0.310431154
0.046966693



Ctsl
0.450591372
0.047136266



Klf10
0.394083087
0.047373812



Vasp
0.68357939
0.048060912



Acot11
0.38633014
0.048112195



Il13
0.08717548
0.048566168



Ptpn14
0.16606049
0.048673805



Rgs1
0.175615144
0.049327452



Gsn
0.541499708
0.050104449



Clic4
0.819396641
0.05027438



Cysltr1
0.422849692
0.05049217



Ccl9
0.388811
0.050764953

















TABLE 17







Genes Differentially Expressed in FaDu immune infiltrates


vs Raji immune infiltrates at baseline












FaDu control





IgG/Raji control



Gene Name
IgG
p-value















Aoah
0.207183682
6.79986E−06



Tnc
10.73551299
1.29322E−05



Sema6d
3.43072982
2.72471E−05



Adam19
4.975011478
0.000125526



Arg1
0.138768338
0.000333034



Vegfa
2.678260117
0.000391212



Ccr7
0.272783849
0.000418332



Isg15
4.089362311
0.000460231



Cd80
0.332909508
0.000464953



Cytip
0.375667039
0.000594026



Il4i1
0.14447383
0.000620695



Flt1
3.599589924
0.000651081



Il1rap
4.405514339
0.000654972



Kalrn
2.95481528
0.00071457



Id1
2.630817951
0.000853238



Ccl22
0.368778714
0.00089311



Fcgr2b
0.356576361
0.000956872



Cstb
0.394749546
0.001096934



Tnfrsf12a
2.405878732
0.00113115



Mrc2
3.248376493
0.001197253



Plau
5.904855575
0.001354886



Ptafr
0.391455309
0.001389921



Id2
0.267535304
0.001509436



Fzd4
3.77913201
0.001593172



Il1rn
0.160803028
0.001656893



Marcksl1
0.307370799
0.001727676



Stat5a
0.738232995
0.001907809



Ms4a1
0.012789329
0.001963532



Rnd3
6.829027376
0.001975847



Pdgfrb
3.309003992
0.002048025



Cxcr4
0.542108167
0.002065703



F11r
1.698956329
0.002139103



Rin2
1.842082006
0.002221817



H2-T23
1.865162037
0.002287457



Tgfb1
2.059437863
0.002456686



Hgf
2.542206308
0.002646192



Fgfr1
2.652502767
0.00282469



Malt1
0.339121675
0.002843367



Ifit1bl1
2.428613876
0.002874609



Birc2
0.237908208
0.002959863



Itgam
0.413518008
0.002987492



Trem2
3.099420849
0.003196439



Cd38
0.329641685
0.003388464



Tnfrsf14
0.507638703
0.003436122



Tlr3
2.707911018
0.003672377



Stab1
2.496617369
0.003815057



Flt3
0.434883444
0.003905285



Fyn
0.349162876
0.003991225



2900026A02Rik
3.239398774
0.004466434



Cd274
0.32069915
0.004555681



Marco
0.057835232
0.004564954



Mapk13
10.6492437
0.005180174



Mmp9
9.173438481
0.005502216



Mafb
0.542923081
0.005675117



Adamts14
1.575693958
0.005743684



Sema5a
5.398296593
0.005745395



Slc16a6
0.202711451
0.005800174



Nectin2
3.850148315
0.005810357



Cdh5
2.416883633
0.005819504



Acod1
0.622604832
0.006356735



Havcr2
2.054267681
0.006433338



Cdh2
2.984106598
0.006715323



Cxcl10
2.296403689
0.006847609



Hpgds
2.277701649
0.00697401



Batf
0.289324453
0.007805388



Icosl
1.905694908
0.008204495



Angpt2
1.862653208
0.008209137



Peli1
0.177153654
0.008544832



Hif1a
0.564790337
0.008614756



Ccl20
6.061919505
0.008683558



Ptgs1
5.949399815
0.008738777



Itgb1
1.699566297
0.008841093



Timp3
3.824227156
0.009022777



Adamts4
5.350343107
0.009222181



Cd14
0.374516108
0.009242469



Col4a2
2.054584548
0.009286182



Cyr61
3.206349206
0.009399745



Rhoc
3.465748709
0.009643269



Lrp5
1.958864948
0.009722287



Cxcl14
4.232474296
0.009723622



Ctgf
9.417441293
0.009920781



Amica1
0.362901842
0.009949818



Cxcl13
0.012018189
0.010452425



Cd276
1.727977311
0.010456879



S1pr1
1.607531422
0.010634661



Ptprk
1.723240281
0.01160142



Skil
1.249656325
0.011697016



Cdh13
1.6689524
0.011768746



Col12a1
12.09120681
0.011843407



Irf7
2.636049316
0.011870486



Jun
7.668374405
0.01195414



Nr4a2
6.958977408
0.01200905



Col11a1
7.124295775
0.012012393



Cd69
2.16439471
0.012141834



Lrp6
6.146120613
0.012508717



Il1b
0.407198064
0.012973786



Yes1
12.15297593
0.013030479



Dusp6
2.161453237
0.013475858



Bcl2
0.126375006
0.013555608



Trafd1
1.793987205
0.013571667



Gadd45b
0.46110908
0.013581999



Loxl2
3.59653792
0.013769808



Rapgef4
4.613133372
0.013771525



Ccrl2
0.515928144
0.014343021



Birc5
2.319407407
0.014592366



Casp7
1.837298542
0.014963521



Tnfaip8
0.689326065
0.015571626



Egr3
1.884713584
0.015589093



Nr2f6
1.43321049
0.015705965



Phlda2
4.613061354
0.016022829



Cdkn1a
0.676097325
0.016312913



Col4a1
2.397402915
0.016852976



Ccr2
0.430079253
0.016942951



Tep1
1.660609827
0.016979693



Cnn2
0.399559673
0.01716429



B4galt4
2.526235809
0.017708886



Traf1
0.145346741
0.017827922



Enpp2
0.101856734
0.018089745



Rgl1
0.630572947
0.018127793



Adamts12
6.319657439
0.018681404



Ski
1.631040307
0.018709768



Gnai3
1.538667504
0.018880092



Furin
3.844485149
0.019045269



Sema4a
0.352081071
0.019419019



Itga5
2.928712799
0.01969598



Smad1
1.334790847
0.019971945



Icam1
0.321822966
0.020093983



Man2b1
2.578551833
0.021161168



Hoxd4
1.436039768
0.021178693



Fas
0.424483631
0.021326811



C1qc
1.407277699
0.021565863



Col1a2
6.661792912
0.021649114



Cdh11
4.476532144
0.021894145



Smad7
1.335587164
0.022095249



Btg2
0.633851298
0.022123606



Ifngr1
0.598779292
0.022260197



Ptprb
2.254560685
0.022433857



Flnb
1.724331726
0.022734687



Rgs16
2.55458497
0.022736377



C1qa
1.501307958
0.02278472



C1qb
1.480747189
0.023183528



C5ar1
0.545580987
0.023482547



Klk1
0.705083675
0.023700012



Vav1
0.636284105
0.024324405



Apoe
3.495786081
0.024540518



Dusp1
0.362124967
0.024859227



Grn
1.45908889
0.025546804



Arhgef28
2.056808231
0.026377291



Nfil3
0.419020827
0.026542819



Nr1h3
0.423280037
0.026616761



Hist2h2aa1
1.978653237
0.026743248



Nfkbie
0.261582273
0.027143655



Adamts17
5.827548483
0.027524808



Met
5.620529738
0.029020644



Lipa
1.751483372
0.02902514



Mmp13
55.55189898
0.029394538



Sirpa
0.423486083
0.029485859



Tlr2
0.383417153
0.02949126



Fpr-rs4
0.305222631
0.029756941



Usp18
3.204732824
0.030941516



Irf5
1.763903463
0.031021183



Ets1
1.389771526
0.03212633



Mapk14
1.470464446
0.032803894



Stat3
1.380297848
0.032874938



Insr
2.059068535
0.033597223



Ifnar1
0.685137511
0.033677557



Glg1
1.387811359
0.033977826



Birc3
0.427430662
0.035233813



Klrk1
1.976549094
0.035256523



Retnla
2.921773612
0.035277702



I13ra
1.583552403
0.035376054



Fpr-rs5
0.133303955
0.03551874



Pf4
0.303808232
0.035606801



Klf4
2.018783037
0.036396788



C3ar1
0.781383741
0.036563244



Smarcd3
0.357327629
0.036655795



Sele
0.371328042
0.037026044



Ccr1
0.664316116
0.038047937



Ell2
2.086860375
0.038922857



Cx3cl1
1.884932799
0.039421471



Ndufa7
0.816020139
0.039557856



Cdc20
2.474682412
0.039953566



Acot3
0.453058419
0.04007237



Kif20a
1.543991695
0.041191621



Cxcl16
0.627112916
0.041294948



Id3
4.285029191
0.041370933



Mmp10
2.718676123
0.042058231



Lamb2
3.563406255
0.043090642



Cd84
0.738356021
0.043213422



Mx2
3.56378071
0.044221387



Pdgfa
1.830474098
0.04469437



En1
2.584862385
0.044754893



Fut4
1.544391785
0.044941179



Fasn
1.370010829
0.046002222



Akap13
2.242516762
0.046924678



Tmem173
0.785006231
0.04713767



Golim4
1.862494168
0.048385854



Hspg2
2.125878136
0.048547954



Tlr7
2.273414179
0.048864907



Ctnnb1
1.794792155
0.049322421



Prrx1
2.772447125
0.049704088



Kcnab1
2.038793103
0.050582403



Ndc80
1.714388749
0.050905658

















TABLE 18







Genes Differentially Expressed in FaDu immune infiltrates


vs RPMI-8226 immune infiltrates at baseline












FaDu control IgG over




Gene Name
RPMI-8226 control IgG
p-value















Peli1
0.18768212
1.61133E−05



Adam1 9
3.572626225
9.58506E−05



Adamts17
0.236891257
0.000243599



Il1rap
5.278333333
0.000304276



Vegfa
1.304191473
0.000308512



Tnfrsf12a
2.810448351
0.000424505



F11r
2.253101954
0.000476521



Tnc
10.50625161
0.000477441



Plau
2.240092691
0.000524193



Sirpa
0.657230973
0.000705723



Tnfaip8
0.370308124
0.000746355



Cxcl12
0.157191709
0.000803011



Lipa
0.662834677
0.000833945



Skil
1.857427749
0.0008541



Fut4
3.098246355
0.000976421



Smad7
0.29035371
0.001037132



Pbx1
0.144135256
0.001150892



Id1
1.677792246
0.001298079



Insig1
2.51930093
0.001311256



Kalrn
2.249574649
0.001387444



Cxcl2
4.076089695
0.001495592



Fscn1
1.927468983
0.001539672



Ctsd
0.54830471
0.001798022



Rnd3
1.969129469
0.001815788



Slc16a6
0.483729984
0.002141001



Csf1r
1.718517008
0.002236647



Mmp10
7.095396298
0.002469028



S1pr1
1.950804847
0.002484998



Cd40
2.081276625
0.00253892



Tlr1
1.774788494
0.002952808



Vcam1
0.364311675
0.003374235



Mrc2
1.920692107
0.003377614



Gnai3
1.918488192
0.003415686



Tgfb1
1.500128594
0.003760311



Pik3cg
1.769701661
0.003900229



Fzd4
1.671279773
0.003977657



Tnfaip3
6.563783303
0.004406902



Col15a1
0.499057071
0.004621974



Ccr3
0.432424196
0.004733328



Smad1
1.518020365
0.004795512



Mmp9
46.63021029
0.004912208



Cd69
3.319188768
0.005050295



Tmem173
2.199587334
0.00525771



Fgfr1
3.134241599
0.005465508



Cyr61
3.355968773
0.005539533



Fasn
2.173456866
0.006003921



Stat5a
0.22077549
0.006173539



Fcgr4
0.493562887
0.00659735



Mertk
0.602507428
0.006931611



Itgal
3.718439959
0.007264248



Cd68
0.479950298
0.008401722



Plaur
2.816503412
0.008613263



Loxl2
2.493789253
0.008854302



Isg15
2.200500096
0.008932882



Col12a1
8.632185411
0.008990743



Ctgf
2.574726669
0.009017569



Fbp1
0.389705452
0.009303977



Cxcl14
8.551041329
0.009623193



Timp3
2.280532081
0.009963742



Irf5
1.359642028
0.010074978



Havcr2
2.063762963
0.010293637



Fyn
1.654512285
0.010352584



Tapbp
1.835812199
0.010538308



Flnb
3.022679429
0.010648043



Rhoc
2.60747954
0.010797781



Ccr7
1.918758852
0.011482435



Pggt1b
0.474407973
0.01152401



Bcl2
0.079937909
0.011567927



Acot3
0.364642106
0.01197054



2900026A02Rik
2.106360906
0.012744048



Cdh2
0.108751997
0.013168635



Casp7
1.702837272
0.013274046



Osm
2.887572371
0.013519473



Nectin2
2.99919265
0.013544018



Birc5
1.883995187
0.013637446



Vasp
1.774282962
0.014633644



Lif
2.049043935
0.01491724



Adamts14
2.262602579
0.015071512



Enpep
0.417735043
0.015265656



Marcksl1
2.524752144
0.015609061



Yes1
6.093977924
0.015856047



Tnfrsf8
0.062703439
0.016027542



Stab1
1.706963319
0.016134768



Col4a2
0.745889705
0.016645965



Cdh5
1.384191571
0.017124817



Egr3
3.042269893
0.017162442



Hgf
0.102849481
0.017201842



Ptprk
1.778995757
0.017947776



Dusp6
1.975421541
0.018183101



Cdh4
0.303100551
0.018337074



Map2k1
2.027472969
0.019009229



Rapgef4
3.789379261
0.019222846



Aoah
0.438843665
0.019422086



Nfyc
0.657709516
0.019593883



Klf4
3.73648245
0.020011509



Adamts4
2.424069416
0.020259593



Itga5
2.866001937
0.0204955



Ccr1
3.229865404
0.02092543



C1qc
0.776336111
0.021273327



Tlr8
0.709680939
0.021574505



Cebpg
1.33902439
0.021806488



Col11a1
4.200332157
0.021927739



Dusp2
2.596335697
0.022259791



Fem1c
0.664409187
0.022422421



Gpr183
1.804557406
0.02254009



Maff
1.649291448
0.022977956



Traf2
1.461970435
0.024113066



Met
34.70376384
0.025504301



Tlr9
1.325091441
0.026500434



H2-Aa
2.641495069
0.026649405



Nfkbia
3.390448129
0.026715846



Adamts9
1.585083848
0.026957329



Il1b
10.28773876
0.027129949



Col1a2
3.950084341
0.027295803



Hif1a
2.565578772
0.028373179



Nlrp3
2.654542733
0.028825404



Tyrobp
1.15497664
0.02930473



Ccrl2
1.719941164
0.029458701



Map2k2
1.710439316
0.029531561



Furin
2.080262749
0.029569393



Cdh11
4.032277778
0.029602114



Id2
0.437326701
0.029953832



Adamts12
2.160580131
0.030391671



Mmp13
28.20497377
0.030407624



Ier3
2.804285041
0.030890274



Ptprc
1.23115192
0.031208075



Cdh1
1.849677111
0.031480612



Smarcd3
2.466477809
0.031489787



Edn1
2.079403606
0.031783443



B4galt4
2.002479983
0.032971173



Cxcl10
2.408990093
0.032974617



Stat1
1.579187522
0.033101451



Enc1
2.396871539
0.033297796



Cd74
3.078835669
0.034368301



Ctsg
0.391901492
0.03441609



Tuba1a
1.811046493
0.03567023



H2-DMa
2.164545962
0.03567165



Man2b1
1.916689324
0.035851914



Myd88
0.791749388
0.035949136



Ccl20
2.469104666
0.036088668



Tlr3
1.560968207
0.036101859



Tnfrsf14
1.571539698
0.036638999



Usp18
2.069710116
0.037802141



Il6
4.657358156
0.038173508



C1qb
0.768709016
0.038225725



Ndufa7
0.833149348
0.038776774



Ifnar1
1.89015105
0.039030543



Ctsa
0.427227782
0.039654132



Icosl
1.92926816
0.039840874



Marco
0.554725363
0.040245019



Elane
0.413080312
0.04129714



Ctnnb1
2.335714231
0.041397502



Cx3cl1
1.587370929
0.041459315



Tlr2
1.395452005
0.042351921



Hspg2
2.062409158
0.042987507



Cxcr2
12.08270677
0.043558074



Psmb9
0.646201213
0.043662584



Bel10
1.524742268
0.045507322



Serpine1
2.171619028
0.046609236



Sphk1
2.494498778
0.046913105



Anxa4
0.651370282
0.047548291



Stat3
1.273780994
0.048197661



Cd276
1.411177445
0.048403223



Csf3r
3.328641435
0.049023183



Socs3
1.381235892
0.049029875



H2-Ab1
3.012979396
0.050198212



Nfkbiz
1.927282478
0.050308599



Jun
1.707738167
0.050773742



Il18r1
0.473691032
0.050981292










Of the differentially expressed human genes in non-responders versus responders, 73 genes were enriched in both non-responder cell lines as shown in Table 19 and 86 genes were enriched in both responder tumors and as shown in Table 19.









TABLE 19







Common genes differentially expressed at baseline


in Non-Responder tumors vs Responder tumors










Unregulated in Non-
Unregulated in



Responder Compared
Responder Compared



to Responder
to Non-Responder







ANGPTL4
ADORA2A



ANLN
ARG2



APH1B
ARID1A



AREG
ATM



AXL
BCL2



BMP2
BIRC3



CBLC
BLK



CCL20
CASP9



CCNA1
CCL3/L1



CCND1
CD38



CD276
CD40



CD44
CD45RA



CDH1
CD45RB



CEBPB
CD45RO



COL17A1
CD48



CRABP2
CD70



CX3CL1
CD74



CXCL1
CD79A



CXCL2
CD79B



CXCL3
CD84



CXCL8
CD86



DKK1
CSF2RB



EDN1
CTSS



EGFR
CXCL10



ERBB2
CXCL9



F2RL1
CXCR4



FADD
CYBB



FOSL1
DUSP2



FSTL3
E2F3



GPC4
ENTPD1



HERC6
FCGR2A



HES1
FCGR2B



IER3
FCRL2



IFI27
GPR160



IFIT2
GPSM3



IFITM2
HAVCR2



IL11
HLA-A



IL18
HLA-DMA



IL1A
HLA-DMB



IL1B
HLA-DOB



IL6
HLA-DPA1



ITGA2
HLA-DPB1



ITGA6
HLA-DRA



ITGB8
HLA-DRB1



JAG1
HLA-F



JAG2
ICAM2



LAMB3
ICAM3



LAMC2
ICAM5



LIF
ICOSLG



MET
IL10



MMP1
IL10RA



NECTIN1
IL16



NECTIN2
IL21R



NOTCH1
IL2RG



OAS3
IRF4



OASL
IRF8



P4HA2
ITGA4



PC
ITGAL



PLOD2
KAT2B



PPARG
LY9



PVR
MFNG



RNLS
MS4A1



S100A9
NFATC2



SAMD9
PECAM1



SERPINB5
PIK3CD



SERPINH1
PIK3R1



SOX2
PNOC



STC1
PPARGC1B



THBS1
PTPRC



TNFRSF1A
RUNX3



TNFSF12
SAMSN1



ULBP2
SLAMF7



WNT7B
SLC1A5




SMAP1




SYK




TLR1




TLR7




TLR9




TMEM140




TNFRSF14




TNFRSF17




TNFRSF1B




TNFSF4




TRAF1




WNT5A




ZEB1










Of the differentially expressed murine genes in non-responders versus responders, four genes were enriched in both non-responder cell lines as shown in Table 20. Additionally, ten genes were enriched in both responder lines as shown in Table 20.









TABLE 20







Common genes differentially-expressed at baseline in non-responder


tumor immune infiltrates vs responder tumor immune infiltrates.










Up
Down







Met
Ndufa7



Tnc
Sirpa



Col12a1
Marco



Yes1
Aoah




Id2




Tnfaip8




Acot3




Stat5a




Peli1




Bcl2










The detailed description set-forth above is provided to aid those skilled in the art in practicing the present disclosure. However, the disclosure described and claimed herein is not to be limited in scope by the specific embodiments herein disclosed because these embodiments are intended as illustration of several aspects of the disclosure. Any equivalent embodiments are intended to be within the scope of this disclosure. Indeed, various modifications of the disclosure in addition to those shown and described herein will become apparent to those skilled in the art from the foregoing description, which do not depart from the spirit or scope of the present inventive discovery. Such modifications are also intended to fall within the scope of the appended claims.


Also provided are embodiments wherein any embodiment above can be combined with any one or more of these embodiments, provided the combination is not mutually exclusive. Also provided herein are uses in the treatment of indications or one or more symptoms thereof as disclosed herein and uses in the manufacture of medicaments for the treatment of indications or one or more symptoms thereof as disclosed herein, equivalent in scope to any embodiment disclosed above, or any combination thereof that is not mutually exclusive.

Claims
  • 1. A method of treating cancer in a patient by quantifying at least one biomarker having an expression level greater or less than the amount of a baseline standard comprising: administering an effective amount of an anti-CD47 antibody to the patient, wherein the at least one biomarker is selected from Table 1 through Table 20.
  • 2. A method of treating a cancer in a patient with an anti-CD47 antibody wherein the method comprises: a. determining expression level of at least one biomarker chosen from the biomarkers listed in Table 1 through Table 20;b. quantifying the level of expression of at least one biomarker indicating sensitivity to treatment,c. estimating the susceptibility of a patient either prior to or after treatment; andd. administering a therapeutically effective amount of an anti-CD47 antibody to the patient.
  • 3. A method of treating cancer in a patient by quantifying at least one biomarker listed in Table 1 through Table 20 having an expression level greater or less than the amount of a baseline standard to identify patients likely to respond to treatment with an anti-CD47 treatment in combination with one or more anti-cancer therapeutic agents, wherein the one or more anti-cancer therapeutic agents is selected from an anti-cancer therapeutic agent developed against any one of the biomarkers listed in Table 1 through Table 20.
  • 4. A method of treating cancer in a patient by quantifying at least one biomarker listed in Table 1 through Table 20 having an expression level greater or less than the amount of a baseline standard to identify one or more anti-cancer therapeutic agents which will increase therapeutic outcome in combination with an anti-CD47 antibody.
  • 5. A method of treating cancer in a patient by quantifying at least one biomarker listed in Table 1 through Table 20 having an expression level greater or less than the amount of a baseline standard, wherein the expression level of at least one biomarker results in the development of a therapeutic agent, wherein the therapeutic agent will convert a non-responder patient population to a responder patient population.
  • 6. A method of treating cancer in a patient by quantifying at least one biomarker listed in Table 1 through Table 20 having an expression level greater or less than the amount of a baseline standard, wherein the expression level of at least one biomarker results in the combination of an anti-CD47 antibody with a second anti-cancer therapeutic agent, wherein the combination treatment convert a non-responder patient population to a responder patient population.
  • 7. The method of claims 1-6, wherein the quantifying is performed by measuring the amount of the biomarker in each sample by one or more methods selected from NanoString sequencing, RNAseq, qPCR, and microarray.
  • 8. The method of claim 1-6, wherein the cancer is a solid tumor.
  • 9. The method of claim 8, wherein the solid tumor is selected from cervical cancer, pancreatic cancer, ovarian cancer, mesothelioma, squamous cell cancer (e.g. epithelial squamous cell cancer), lung cancer including small-cell lung cancer, non-small cell lung cancer, adenocarcinoma of the lung and squamous carcinoma of the lung, cancer of the peritoneum, hepatocellular cancer, gastric or stomach cancer including gastrointestinal cancer, pancreatic cancer, glioblastoma, liver cancer, bladder cancer, hepatoma, breast cancer, colon cancer, rectal cancer, colorectal cancer, endometrial cancer or uterine carcinoma, salivary gland carcinoma, kidney or renal cancer, prostate cancer, vulval cancer, thyroid cancer, hepatic carcinoma, anal carcinoma, penile carcinoma head and neck cancer, sarcoma, adrenocortical carcinoma, adult (primary) hepatocellular cancer, adult (primary) liver cancer, or any combination thereof.
  • 10. The method of claims 1-6, wherein the cancer is a hematological malignancy.
  • 11. The method of claim 10 wherein the hematologic malignancy is multiple myeloma, acute childhood lymphoblastic leukemia, acute lymphoblastic l leukemia, acute lymphocytic leukemia, acute myeloid leukemia, adult acute lymphocytic leukemia, adult acute myeloid leukemia, adult Hodgkin's disease, adult Hodgkin's lymphoma, adult lymphocytic leukemia, adult Non-Hodgkin's lymphoma, AIDS-related lymphoma, or any combination thereof.
  • 12. The method of claims 1-6, wherein the biological sample is a core biopsy, free needle aspirate, pleural effusion, resection, ascites, whole blood, blood serum, plasma, bone marrow, or other bodily fluid, or dilution thereof.
  • 13. The method of claims 1-6, wherein at least two biomarkers are selected from Table 1-Table 20.
  • 14. The method of claims 1-6, wherein at least three biomarkers are selected from Table 1-Table 20.
  • 15. The method of claims 1-6, wherein at least four biomarkers are selected from Table 1-Table 20.
  • 16. The method of claims 1-6, wherein at least five biomarkers are selected from Table 1-Table 20.
  • 17. The method of claims 1-6, wherein at greater that five biomarkers are selected from Table 1-Table 20.
  • 18. The method of claims 1-6, wherein the anti-CD47 antibody directly causes autonomous tumor cell death.
  • 19. The method of claims 1-6, wherein the anti-CD47 antibody is selected from a combination of a heavy chain (HC) and a light chain (LC), wherein the combination is selected from: (i) a heavy chain comprising the amino acid sequence of SEQ ID NO:76 and a light chain comprising the amino acid sequence SEQ ID NO:66;(ii) a heavy chain comprising the amino acid sequence of SEQ ID NO:77 and a light chain comprising the amino acid sequence SEQ ID NO:68;(iii) a heavy chain comprising the amino acid sequence of SEQ ID NO:78 and a light chain comprising the amino acid sequence SEQ ID NO:69;(iv) a heavy chain comprising the amino acid sequence of SEQ ID NO:79 and a light chain comprising the amino acid sequence SEQ ID NO:70;(v) a heavy chain comprising the amino acid sequence of SEQ ID NO:80 and a light chain comprising the amino acid sequence SEQ ID NO:70;(vi) a heavy chain comprising the amino acid sequence of SEQ ID NO:81 and a light chain comprising the amino acid sequence SEQ ID NO:70;(vii) a heavy chain comprising the amino acid sequence of SEQ ID NO: 82 and a light chain comprising the amino acid sequence SEQ ID NO:68;(viii) a heavy chain comprising the amino acid sequence of SEQ ID NO: 83 and a light chain comprising the amino acid sequence SEQ ID NO:70;(ix) a heavy chain comprising the amino acid sequence of SEQ ID NO: 84 and a light chain comprising the amino acid sequence SEQ ID NO:71;(x) a heavy chain comprising the amino acid sequence of SEQ ID NO: 85 and a light chain comprising the amino acid sequence SEQ ID NO:72;(xi) a heavy chain comprising the amino acid sequence of SEQ ID NO: 86 and a light chain comprising the amino acid sequence SEQ ID NO:72;(xii) a heavy chain comprising the amino acid sequence of SEQ ID NO: 80 and a light chain comprising the amino acid sequence SEQ ID NO:73;(xiii) a heavy chain comprising the amino acid sequence of SEQ ID NO:81 and a light chain comprising the amino acid sequence SEQ ID NO:73;(xiv) a heavy chain comprising the amino acid sequence of SEQ ID NO: 87 and a light chain comprising the amino acid sequence SEQ ID NO:70;(xv) a heavy chain comprising the amino acid sequence of SEQ ID NO:79 and a light chain comprising the amino acid sequence SEQ ID NO:73;(xvi) a heavy chain comprising the amino acid sequence of SEQ ID NO: 88 and a light chain comprising the amino acid sequence SEQ ID NO:74;(xvii) a heavy chain comprising the amino acid sequence of SEQ ID NO: 89 and a light chain comprising the amino acid sequence SEQ ID NO:74;(xviii) a heavy chain comprising the amino acid sequence of SEQ ID NO:90 and a light chain comprising the amino acid sequence SEQ ID NO:74;(xix) a heavy chain comprising the amino acid sequence of SEQ ID NO:91 and a light chain comprising the amino acid sequence SEQ ID NO:74;(xx) a heavy chain comprising the amino acid sequence of SEQ ID NO: 84 and a light chain comprising the amino acid sequence SEQ ID NO:74;(xxi) a heavy chain comprising the amino acid sequence of SEQ ID NO:92 and a light chain comprising the amino acid sequence SEQ ID NO:71;(xxii) a heavy chain comprising the amino acid sequence of SEQ ID NO: 89 and a light chain comprising the amino acid sequence SEQ ID NO:71;(xxiii) a heavy chain comprising the amino acid sequence of SEQ ID NO:90 and a light chain comprising the amino acid sequence SEQ ID NO:31;(xxiv) a heavy chain comprising the amino acid sequence of SEQ ID NO:91 and a light chain comprising the amino acid sequence SEQ ID NO:71;(xxv) a heavy chain comprising the amino acid sequence of SEQ ID NO: 85 and a light chain comprising the amino acid sequence SEQ ID NO:68;(xxvi) a heavy chain comprising the amino acid sequence of SEQ ID NO: 86 and a light chain comprising the amino acid sequence SEQ ID NO:68;(xxvii) a heavy chain comprising the amino acid sequence of SEQ ID NO:93 and a light chain comprising the amino acid sequence SEQ ID NO:100;(xxviii)a heavy chain comprising the amino acid sequence of SEQ ID NO:94 and a light chain comprising the amino acid sequence SEQ ID NO:75;(xxix) a heavy chain comprising the amino acid sequence of SEQ ID NO:95 and a light chain comprising the amino acid sequence SEQ ID NO:71;(xxx) a heavy chain comprising the amino acid sequence of SEQ ID NO:96 and a light chain comprising the amino acid sequence SEQ ID NO:71;(xxxi) a heavy chain comprising the amino acid sequence of SEQ ID NO:97 and a light chain comprising the amino acid sequence SEQ ID NO:71;(xxxii) a heavy chain comprising the amino acid sequence of SEQ ID NO:98 and a light chain comprising the amino acid sequence SEQ ID NO:71;(xxxiii) a heavy chain comprising the amino acid sequence of SEQ ID NO:83 and a light chain comprising the amino acid sequence SEQ ID NO:73;(xxxiv) a heavy chain comprising the amino acid sequence of SEQ ID NO:87 and a light chain comprising the amino acid sequence SEQ ID NO:73;(xxxv) a heavy chain comprising the amino acid sequence of SEQ ID NO:102 and a light chain comprising the amino acid sequence SEQ ID NO:101;(xxxvi) a heavy chain comprising the amino acid sequence of SEQ ID NO:104 and a light chain comprising the amino acid sequence SEQ ID NO:103;wherein the VH amino acid sequence is at least 90%, 95%, 97%, 98% or 99% identical thereto and the VL amino acid sequence is at least 90%, 95%, 97%, 98% or 99% identical thereto.
CROSS REFERENCE TO RELATED APPLICATIONS

This application is a continuation of International Application No. PCT/US2020/049195, filed Sep. 3, 2020, which claims priority to U.S. Provisional Application No. 62/895,327, filed Sep. 3, 2019, each of which is incorporated by reference herein in its entirety for all purposes.

Provisional Applications (1)
Number Date Country
62895327 Sep 2019 US
Continuations (1)
Number Date Country
Parent PCT/US2020/049195 Sep 2020 US
Child 17685629 US