METHOD FOR DIFFERENTIATING BETWEEN LUNG SQUAMOUS CELL CARCINOMA AND LUNG ADENOCARCINOMA

Information

  • Patent Application
  • 20170073766
  • Publication Number
    20170073766
  • Date Filed
    March 11, 2015
    9 years ago
  • Date Published
    March 16, 2017
    7 years ago
Abstract
Provided is an approach for differentially determining the histological type of a lung cancer lesion objectively and rapidly with high accuracy. A method for differentially assessing a lesion in a lung cancer patient as squamous cell carcinoma or adenocarcinoma, comprising a step of measuring an expression level of an expression product of at least one DNA comprising a transcription start site in a biological sample collected from the lesion, wherein the DNA comprises a base at an arbitrary position in the transcription start site and at least one or more bases located immediately downstream thereof in any of nucleotide sequences represented by SEQ ID NOs: 1 to 213, and the transcription start site is a region wherein both ends thereof are defined by the first base and the 101st base counted from the 3′ end in any of the nucleotide sequences represented by SEQ ID NOs: 1 to 213.
Description
FIELD OF THE INVENTION
RELATED APPLICATION AND INCORPORATION BY REFERENCE

The present application claims the priority of Japanese Patent Application No. 2014-049186 filed on Mar. 12, 2014 and Japanese Patent Application No. 2014-183418 filed on Sep. 9, 2014, the whole contents of which are incorporated herein by reference.


All literatures cited herein are incorporated herein by reference in their entirety for every purpose. The citation of any literature is not to be construed as an admission that it is prior art with respect to the present invention.


The present invention relates to a novel marker which allows the histological type of lung cancer to be differentially determined easily even in a microscopic tissue specimen such as a biopsy specimen. More specifically, the present invention relates to an approach for differentially assessing a lung cancer lesion as squamous cell carcinoma or adenocarcinoma at a molecular level.


BACKGROUND OF THE INVENTION

Lung cancer, which kills 70,000 people a year in Japan, is broadly classified into small-cell cancer and non-small cell lung cancer. The non-small cell lung cancer is further classified into adenocarcinoma, squamous cell carcinoma, large-cell cancer, and other rare histological types.


In recent years, an anticancer agent (pemetrexed) and a molecular targeting therapeutic drug (bevacizumab), which have therapeutic effects and adverse reactions largely different between squamous cell carcinoma and the other non-small cell lung cancers (non-squamous cell carcinomas), have emerged. Thus, the accurate differentiation therebetween is essential for determining therapeutic strategies. Nonetheless, the differentiation therebetween may be histopathologically difficult for microscopic specimens such as biopsy specimens. At present, histopathological diagnosis is comprehensively conducted by use of not only cell or tissue morphology but immunohistological staining using markers specific for squamous cell carcinoma or adenocarcinoma. Still, the differentiation is difficult for many cases using microscopic specimens and is particularly difficult for cancer having a low degree of differentiation.


The histological basis for the diagnosis of lung squamous cell carcinoma is the presence of intercellular bridge or keratinization in a cancer tissue. The degree of differentiation of lung squamous cell carcinoma is determined depending on the amount of intercellular bridge or keratinization. Squamous cell carcinoma having a low degree of differentiation (poorly differentiated squamous cell carcinoma) manifests intercellular bridge and keratinization remaining only in a small region in the whole cancer tissue. On the other hand, the lung adenocarcinoma is broadly classified into one containing or not containing a bronchioloalveolar type (BAC) component. Morphological diagnosis of adenocarcinoma containing a BAC component is easy, whereas adenocarcinoma free of a BAC component may be difficult to differentiate from poorly differentiated squamous cell carcinoma. Heretofore, P40, CK5, CK6, DSG3, TTF-1, and napsin A have been used as immunohistological staining markers for the differentiation between squamous cell carcinoma and adenocarcinoma, but are not always sufficient in terms of accuracy, etc. Thus, there is a demand for a more highly accurate marker at the present circumstance.


In addition, differential diagnosis may depend largely on the subjectivity of pathologists. Thus, an objective and universal determination method is required.


Meanwhile, in recent years, an approach for gene expression analysis has been developed which involves comprehensively analyzing genes expressed in cells in a certain state by the comparison of the expression statuses of the genes, and comparing their types or expression levels among the cells. For example, RNA-seq (Non Patent Literature 1) and CAGE (cap analysis gene expression; Non Patent Literature 2) are known to comprehensively analyze the expression statuses of genes at transcription start sites as sequence information. Of these methods, CAGE is characterized in that this method is capable of comprehensively quantifying the activity of transcription start points by selecting long capped RNAs such as mRNA and sequencing their 5′ ends at random and at a large scale.


However, none of the previous reports mention the relation of the expression level of a transcription start site in the human genome to a particular disease.


CITATION LIST
Non Patent Literature



  • Non Patent Literature 1: Nature Reviews Genetics 10 (1): 57-63

  • Non Patent Literature 2: Genome Res. 2011 Jul; 21 (7): 1150-9



SUMMARY OF THE INVENTION
Problems to be Solved by the Invention

The present invention relates to provide an approach for differentially assessing a lung cancer lesion as lung squamous cell carcinoma or lung adenocarcinoma objectively and rapidly with high accuracy.


Means for Solving the Problems

The present inventors have extracted RNA from lesions of lung squamous cell carcinoma patients and lung adenocarcinoma patients, and comprehensively analyzed their expression statuses near transcription start sites (TSSs) as sequence information by the CAGE analysis method. As a result, the present inventors have found that the expression level of DNA containing a particular transcription start site significantly differs between squamous cell carcinoma and adenocarcinoma, and this difference can be used as an index to discriminate between the squamous cell carcinoma and the adenocarcinoma.


Specifically, the present invention relates to the following 1) to 4):


1) A method for differentially assessing a lesion in a lung cancer patient as squamous cell carcinoma or adenocarcinoma, comprising a step of measuring an expression level of an expression product of at least one DNA comprising a transcription start site in a biological sample collected from the lesion, wherein the DNA comprises a base at an arbitrary position in the transcription start site and one or more bases located immediately downstream thereof in any of nucleotide sequences represented by SEQ ID NOs: 1 to 213, and


the transcription start site is a region wherein both ends thereof are defined by the first base and the 101st base counted from the 3′ end in any of the nucleotide sequences represented by SEQ ID NOs: 1 to 213.


2) A testing kit for differentially assessing a lesion in a lung cancer patient as squamous cell carcinoma or adenocarcinoma for use in the method according to 1), the testing kit comprising an oligonucleotide specifically hybridizing to a transcription product of the DNA, or an antibody recognizing a translation product of the DNA.


3) Use of an expression product of at least one DNA comprising a transcription start site, as a marker for differentially assessing a lesion in a lung cancer patient as squamous cell carcinoma or adenocarcinoma, wherein


the DNA comprises a base at an arbitrary position in the transcription start site and one or more bases located immediately downstream thereof in any of nucleotide sequences represented by SEQ ID NOs: 1 to 213, and


the transcription start site is a region wherein both ends thereof are defined by the first base and the 101st base counted from the 3′ end in any of the nucleotide sequences represented by SEQ ID NOs: 1 to 213.


4) A method for differentially assessing a lesion in a lung cancer patient as squamous cell carcinoma or adenocarcinoma, comprising a step of measuring an expression level of ST6GALNAC1 and/or SPATS2 protein in a biological sample collected from the lesion.


Effects of the Invention

According to the present invention, the differentiation between squamous cell carcinoma and adenocarcinoma, further the differentiation between poorly differentiated squamous cell carcinoma and adenocarcinoma, and further the differentiation between poorly differentiated squamous cell carcinoma and adenocarcinoma free of a BAC component can be achieved for a cancer lesion in a lung cancer patient. This permits rapid diagnosis. Also, use of the present invention allows the differentiation between squamous cell carcinoma and adenocarcinoma to be objectively carried out at a level equivalent to or higher than the subjectivity of specialists such as well-trained pathologists or clinical laboratory technicians. The present invention can also be suitably used in point of care testing (POCT) from the collection of specimens from patients to the analysis thereof.


Modes for Carrying out the Invention

In the present invention, the “squamous cell carcinoma (lung squamous cell carcinoma)” means a cancer which develops in the squamous epithelium (squamous metaplasia cells) of the bronchus.


Also, the adenocarcinoma (lung adenocarcinoma) means a cancer which develops in the glandular cells (the ciliated columnar epithelium of the bronchus, the alveolar epithelium, the exocrine gland of the bronchus, etc.) of the lung, and is broadly classified into one containing or not containing a bronchioloalveolar type (BAC) component.


In the present invention, the assessment means that a cancer lesion derived from a lung cancer patient is differentially evaluated or assayed to be squamous cell carcinoma or adenocarcinoma.


Examples of the biological sample used in the present invention include a biopsy specimen and a resected specimen collected from a lesion in a lung cancer patient to be assessed. In the case of assaying the biological sample at a nucleic acid level, RNA extracts are prepared, and in the case of assaying the sample at a protein level, protein extracts are prepared.


Any method known in the art can be used as a method for extracting RNA from the biological sample. Specific examples thereof can include Ambion RiboPure kit (manufactured by Life Technologies Corp.), miRNeasy (manufactured by Qiagen N. V.), and RNeasy (manufactured by Qiagen N. V.). Of them, miRNeasy kit manufactured by Qiagen N. V. is preferably used.


In the present specification, the term “nucleic acid” or “polynucleotide” means DNA or RNA. The “DNA” encompasses not only double-stranded DNA but each single-stranded DNA as a sense strand and an antisense strand constituting the double-stranded DNA. Thus, the DNA encompasses, for example, double-stranded genomic DNA, single-stranded cDNA, and single-stranded DNA having a sequence complementary to the DNA. The “RNA” includes all of total RNA, mRNA, rRNA, and synthetic RNA.


In the present invention, transcription products of DNAs consisting of nucleotide sequences represented by SEQ ID NOs: 1 to 213 (human genomic DNAs each consisting of a transcription start site and 100 bases located immediately downstream thereof) have been confirmed, as shown in Examples, to significantly differ in their expression levels (transcriptional activity) between squamous cell carcinoma and adenocarcinoma as a result of comprehensively analyzing the expression statuses of DNAs each comprising a transcription start site and 100 or more downstream bases on the genome by use of the CAGE (cap analysis gene expression) analysis method on squamous cell carcinoma (poorly differentiated lung squamous cell carcinoma) specimens and adenocarcinoma (lung adenocarcinoma free of a BAC component) specimens. Specifically, these transcription products were extracted by differential analysis on the transcriptional activity of RNA between a profile group derived from clinical specimens obtained from subjects “squamous cell carcinoma” and a profile group derived from clinical specimens obtained from subjects “adenocarcinoma” using R/Bioconductor edgeR package (Bioinformatics. 2010 Jan 1; 26 (1): 139-40) with a threshold set to FDR (false discovery rate) of 1%.


Thus, an expression product of (or encoded by) DNA comprising a base at an arbitrary position (transcription start point) in the transcription start site and one or more bases located immediately downstream thereof in any of the nucleotide sequences represented by SEQ ID NOs: 1 to 213 (hereinafter, this DNA is referred to as “DNA containing a transcription start point in SEQ ID NOs: 1 to 213”) (hereinafter, this expression product is referred to as the “expression product of the present invention”) can serve as a biomarker for differentially assessing a lesion as lung squamous cell carcinoma or lung adenocarcinoma, specifically, differentially assessing lung cancer as squamous cell carcinoma or adenocarcinoma, further as poorly differentiated squamous cell carcinoma or adenocarcinoma, and further as poorly differentiated squamous cell carcinoma or adenocarcinoma free of a BAC component. The expression product of the DNA containing a transcription start point in SEQ ID NOs: 1 to 5 is a marker whose expression level is increased in lung adenocarcinoma. The expression product of the DNA containing a transcription start point in SEQ ID NOs: 6 to 213 is a marker whose expression level is decreased in lung adenocarcinoma.


In the present invention, the “transcription start site” refers to a region containing transcription start points. The transcription start points from a particular promoter are not limited to single bases and may be bases located at a plurality of positions downstream of the promoter on the genome. In the present specification, the region containing these plurality of transcription start points is referred to as a transcription start site. More specifically, the transcription start site is a region between a transcription start point positioned closest to the 5′ end and a transcription start point positioned closest to the 3′ end, among the plurality of transcription start points. In each of the nucleotide sequences represented by SEQ ID NOs: 1 to 213, the transcription start site is a 5′-terminal base region which corresponds to a region wherein both ends thereof are defined by a base at position 1 (5′ end) and the 101st base counted from the 3′ end. In other words, each of the nucleotide sequences represented by SEQ ID NOs: 1 to 213 is indicated by the transcription start site and 100 bases following the transcription start point positioned closest to the 3′ end in the transcription start site. In the present specification, such a transcription start site is also referred to as a “transcription start site shown in SEQ ID NOs: 1 to 213”.


The position of the transcription start site shown in SEQ ID NOs: 1 to 213 on the genome, and gene information related thereto, etc., are as shown later in Tables 1-1 to 1-9.


In the present invention, the DNA to be assayed for the expression level of the expression product comprises a base at an arbitrary position (transcription start point) in the transcription start site and a nucleotide sequence of one or more bases located immediately downstream thereof in any of nucleotide sequences represented by SEQ ID NOs: 1 to 213.


In this context, the number of bases in the nucleotide sequence immediately downstream thereof can be any number which allows the expression product to be identified. Examples of the number of these bases include 1 or more bases, 5 or more bases, 10 or more bases, 15 or more bases, 20 or more bases, 25 or more bases, 30 or more bases, 40 or more bases, and 50 or more bases. Also, examples of the number of the bases include 10 or less bases, 15 or less bases, 20 or less bases, 25 or less bases, 30 or less bases, 40 or less bases, 50 or less bases, and 100 or less bases.


The downstream bases can be any downstream moiety up to approximately 100 bases for securing the accuracy of assay based on hybridization or PCR, though this is not particularly required for CAGE assay. A length of at least 20 or more bases in the DNA consisting of the transcription start site and 100 bases downstream thereof can be identified with high probability even in an experimental system targeting the whole genome.


The DNA also encompasses DNA having a nucleotide sequence substantially identical to the nucleotide sequence of the DNA as long as its expression product can serve as a biomarker for discriminating between lung squamous cell carcinoma and lung adenocarcinoma. In this context, the substantially identical nucleotide sequence means that the nucleotide sequence has 90% or higher, preferably 95% or higher, more preferably 98% or higher identity with any of the nucleotide sequences represented by SEQ ID NOs: 1 to 213 when searched using, for example, a homology calculation algorithm NCBI BLAST under conditions involving expected value=10, gap accepted, filtering=ON, match score=1, and mismatch score=−3.


The expression product of the present invention is capable of discriminating between lung squamous cell carcinoma and lung adenocarcinoma by determining the expression level of this expression product alone or combined with the other expression product(s) of the present invention. Among others, the expression products of DNAs containing transcription start points in SEQ ID NO: 2, SEQ ID NO: 3, SEQ ID NO: 5, and SEQ ID NO: 7 permit classification with 100% specificity and 100% sensitivity when the thresholds shown in Table 2 are established. Specifically, the expression level of even only one of these expression products achieves reliable discrimination.


In the case of confirming the expression levels of a plurality of expression products in combination, the number thereof and the contents regarding the combination can be appropriately selected. The expression products of any two or more of the DNAs containing a transcription start point in SEQ ID NOs: 1 to 213 may be combined with each other. Alternatively, the expression product of at least one DNA containing a transcription start point in SEQ ID NOs: 1 to 213 may be combined with an expression product of DNA consisting of any of the other nucleotide sequences as long as this combination can contribute to the assessment of the present invention.


Examples of the expression product of the present invention include a transcription product and a translation product expressed from the DNA. Specific examples of the transcription product include RNA transcribed from the DNA, preferably mRNA. Specific examples of the translation product include a protein encoded by the RNA. Among the expression products of DNAs containing a transcription start point in SEQ ID NO: 2, SEQ ID NO: 3, SEQ ID NO: 5, and SEQ ID NO: 7, by which the expression level of even only one of these expression products achieves reliable discrimination as described above, for example, a protein expressed from DNA containing a transcription start point in SEQ ID NO: 3 has been identified as “ST6GALNAC1” (alpha-N-acetyl-neuraminyl-2,3-beta-galactosyl-1,3)-N-acetylgalactosaminide alpha-2,6-sialyltransferase 1; UniProtKB/Swiss-Prot: SIA7A_HUMAN, Q9NSC7), and a protein expressed from DNA containing a transcription start point in SEQ ID NO: 7 has been identified as “SPATS2” (spermatogenesis associated, serine-rich 2; UniProtKB/Swiss-Prot: SPAS2_HUMAN, Q86XZ4).


As shown in Table 1-1 mentioned later, the transcription product of the DNA consisting of the nucleotide sequence represented by SEQ ID NO: 3 is specifically expressed in adenocarcinoma, and the transcription product of the DNA consisting of the nucleotide sequence represented by SEQ ID NO: 7 is specifically expressed in squamous cell carcinoma. Therefore, ST6GALNAC1 serves as an adenocarcinoma marker, and SPATS2 serves as a squamous cell carcinoma marker. The combination of these markers is very useful for the differentiation between adenocarcinoma and squamous cell carcinoma. Furthermore, these markers can also be appropriately combined with a protein marker, such as P40, CK5, CK6, DSG3 (desmoglein-3), TTF-1 (thyroid transcription factor-1), or napsin A, which has heretofore been used in the differentiation of squamous cell carcinoma or adenocarcinoma, to thereby further improve the differentiation accuracy thereof. Preferred examples of the combination include combinations of two markers: TTF-1/ST6GALNAC1, CK5/ST6GALNAC1, DSG3/ST6GALNAC1, CK5/SPATS2, DSG3/SPATS2, p40/ST6GALNAC1, ST6GALNAC1/SPATS2, napsin A/ST6GALNAC1, and p40/SPATS2, more preferably a combination of two markers: TTF-1/ST6GALNAC1, even more preferably combinations of three markers: ST6GALNAC1/TTF-1/CK5, ST6GALNAC1/TTF-1/DSG3, ST6GALNAC1/TTF-1/p40, ST6GALNAC1/SPATS2/DSG3, ST6GALNAC1/SPATS2/CK5, and ST6GALNAC1/SPATS2/p40.


The target in the assay or detection of the expression product also encompasses, for example, cDNA artificially synthesized from the RNA, DNA encoding the RNA, a protein encoded by the RNA, a molecule interacting with the protein, a molecule interacting with the RNA, or a molecule interacting with the DNA. In this context, examples of the molecule interacting with the RNA, the DNA, or the protein include DNA, RNA, proteins, polysaccharides, oligosaccharides, monosaccharides, lipids, fatty acids, and phosphorylation products, alkylation products, or glycosylation products thereof, and complexes of any of these molecules.


The expression level collectively means the expression amount and activity of the expression product.


The method for measuring the expression level of RNA, cDNA, or DNA to be assayed can be selected from nucleic acid amplification methods typified by PCR using DNA primers hybridizing thereto, real-time RT-PCR, SmartAmp, and LAMP, hybridization methods (DNA chips, DNA microarrays, dot blot hybridization, slot blot hybridization, Northern blot hybridization, etc.) using nucleic acid probes hybridizing thereto, sequencing methods, and combinations of these methods.


In this context, the probe or the primer for use in the assay corresponds to a primer for specifically recognizing and amplifying the expression product of the present invention (transcription product) or a nucleic acid derived therefrom, or a probe for specifically detecting the RNA or a nucleic acid derived therefrom. These can be designed on the basis of the nucleotide sequences represented by SEQ ID NOs: 1 to 213. In this context, the phrase “specifically recognizing” means that substantially only the expression product of the present invention (transcription product) or a nucleic acid derived therefrom can be detected, for example, in Northern blot, and substantially the detected matter or the product can be determined as the transcription product or a nucleic acid derived therefrom, for example, in RT-PCR, in such a way that substantially only the nucleic acid is formed.


Specifically, an oligonucleotide comprising a given number of nucleotides complementary to the DNA comprising any of the nucleotide sequences represented by SEQ ID NOs: 1 to 213 or a complementary strand thereof can be used. In this context, the “complementary strand” refers to another strand against one strand of double-stranded DNA composed of A:T (U for RNA) and G:C base pairs. The term “complementary” is not limited by a completely complementary sequence in a region with the given number of consecutive nucleotides and may only have preferably 80% or higher, more preferably 90% or higher, even more preferably 95% or higher nucleotide sequence identity. The nucleotide sequence identity can be determined by an algorithm such as BLAST described above.


For use as a primer, such an oligonucleotide is not particularly limited as long as the oligonucleotide is capable of specific annealing and strand elongation. Examples thereof include oligonucleotides usually having a chain length of, for example, 10 or more bases, preferably 15 or more bases, more preferably 20 or more bases, and, for example, 100 or less bases, preferably 50 or less bases, more preferably 35 or less bases. For use as a probe, the oligonucleotide is not particularly limited as long as the oligonucleotide is capable of specific hybridization. An oligonucleotide having at least a portion or the whole sequence of the DNA comprising any of the nucleotide sequences represented by SEQ ID NOs: 1 to 213 (or a complementary strand thereof) and having a chain length of, for example, 10 or more bases, preferably 15 or more bases, and, for example, 100 or less bases, preferably 50 or less bases, more preferably 25 or less bases is used.


In this context, the “oligonucleotide” can be DNA or RNA and may be synthetic or natural. The probe for use in hybridization is usually labeled and then used.


For example, in the case of utilizing Northern blot hybridization, first, probe DNA is labeled with a radioisotope, a fluorescent material, or the like, and the obtained labeled DNA is subsequently hybridized with biological sample-derived RNA transferred to a nylon membrane or the like according to a routine method. Then, the formed double strand of the labeled DNA and the RNA can be used to detect and measure a signal derived from the label.


In the case of utilizing RT-PCR, first, cDNA is prepared from biological sample-derived RNA according to a routine method. This cDNA is used as a template and hybridized with a pair of primers (a forward strand binding to the cDNA (− strand) and a reverse strand binding to the + strand) prepared so as to be capable of amplifying the target expression product of the present invention (in this case, a transcription product). Then, PCR is performed according to a routine method, and the obtained amplified double-stranded DNA is detected. The detection of the amplified double-stranded DNA can employ, for example, a method which involves detecting labeled double-stranded DNA produced by PCR described above using primers labeled in advance with RI, a fluorescent material, or the like.


In the case of measuring the expression level of mRNA in a specimen using a DNA microarray, an array in which at least one nucleic acid (cDNA or DNA) derived from the expression product of the present invention (in this case, a transcription product) is immobilized on a support is used. Labeled cDNA or cRNA prepared from the mRNA is allowed to bind onto the microarray. The mRNA expression level can be measured by detecting the label on the microarray.


The nucleic acid to be immobilized on the array can be a nucleic acid capable of specific hybridization (i.e., hybridization substantially only to the nucleic acid of interest) under stringent conditions and may be, for example, a nucleic acid having the whole sequence of the expression product of the present invention (transcription product) or may be a nucleic acid consisting of a partial sequence thereof. In this context, examples of the “partial sequence” include a nucleic acid consisting of at least 15 to 25 bases.


In this context, examples of the stringent conditions can typically include washing conditions on the order of “1×SSC, 0.1% SDS, 37° C.” and can include more stringent hybridization conditions on the order of “0.5×SSC, 0.1% SDS, 42° C.” and even more stringent hybridization conditions on the order of “0.1×SSC, 0.1% SDS, 65° C”. The hybridization conditions are described in, for example, J. Sambrook et al., Molecular Cloning: A Laboratory Manual, Third Edition, Cold Spring Harbor Laboratory Press (2001).


Examples of the sequencing method include CAGE, TSS-seq, RNA-seq, DGE, and SAGE. CAGE is preferred.


In the case of measuring the expression level by use of CAGE, this measurement can be carried out according to a method described later in Examples.


In the case of assaying the protein (translation product) encoded by the DNA containing a transcription start point in SEQ ID NOs: 1 to 213, the molecule interacting with the protein, the molecule interacting with the RNA, or the molecule interacting with the DNA, a method such as protein chip analysis, immunoassay (e.g., an immunohistochemical analysis method (immunohistological staining method), and ELISA), one-hybrid method (PNAS 100, 12271-12276 (2003)), or two-hybrid method (Biol. Reprod. 58, 302-311 (1998)) can be used and can be appropriately selected according to the target.


In the case of assaying, for example, the protein used as a target, this assay is carried out by contacting an antibody against the expression product of the present invention (in this case, a translation product) with the biological sample, detecting the antibody-bound polypeptide in the sample, and measuring the level thereof. According to, for example, Western blot, the antibody described above is used as a primary antibody. Then, for example, radioisotope-, fluorescent material- or enzyme-labeled antibody binding to the primary antibody is used as a secondary antibody to label the primary antibody. A signal derived from such a labeling material is measured using a radiation counter, a fluorescence detector, or the like.


The antibody against the translation product may be a polyclonal antibody or may be a monoclonal antibody. These antibodies can be produced according to methods known in the art. Specifically, the polyclonal antibody can be obtained according to a routine method from the serum of an immunized animal obtained by immunizing a nonhuman animal (e.g., a rabbit) with a protein expressed in E. coli or the like and purified according to a routine method or with a partial polypeptide of the protein synthesized according to a routine method.


On the other hand, the monoclonal antibody can be obtained from hybridoma cells prepared by immunizing a nonhuman animal (e.g., a mouse) with a protein expressed in E. coli or the like and purified according to a routine method or with a partial polypeptide of the protein and fusing the obtained spleen cells with myeloma cells.


In the case of conducting an immunohistochemical analysis method, the biological sample isolated from a patient is fixed in formalin by a routine method, then embedded in paraffin, and sliced into a tissue section, which is attached to slide glass. The resultant is preferably used as a section sample. An antibody labeled with an enzyme such as alkaline phosphatase or peroxidase can be used as the secondary antibody. Highly sensitive detection is preferably performed using, for example, Vector ABC, DAKO EnVision detection system or the like.


In this way, the expression level of the expression product of the present invention in the biological sample collected from a cancer lesion in a lung cancer patient is measured. The lesion is differentially assessed as squamous cell carcinoma or adenocarcinoma on the basis of the expression level. Specifically, the detected expression level of the expression product of the present invention is compared with a control level for the assessment.


In this context, examples of the “control level” include the expression level of the expression product in a lesion tissue isolated from an adenocarcinoma patient or in a normal tissue isolated from a lung cancer patient, and the expression level of the expression product in a healthy individual group having no lung cancer.


For example, when the expression level of the expression product in the lesion of the subject patient is close to the expression level in an lesion tissue isolated from an adenocarcinoma patient, a normal tissue, or a tissue derived from a healthy individual, when the expression level of the expression product in the lesion of the subject patient belongs to within the range of this expression level, or when the expression level of the expression product in the lesion of the subject patient is significantly higher (or lower) than this expression level, the lung cancer lesion of the patient can be assessed as having a low possibility of being squamous cell carcinoma.


The assessment of lung cancer lesion according to the present invention can also be conducted on the basis of increase or decrease in the expression level of the expression product of the present invention. In this case, a reference value (threshold level) is established on the basis of the control level, for example, the expression level of the expression product derived from a normal tissue, a lesion tissue isolated from an adenocarcinoma patient, or a tissue of a healthy individual. The assessment can be conducted by comparing the expression level of the expression product in the patient-derived biological sample with the reference value (e.g., a range of ±2S.D. is used as a tolerance). For example, when the expression level of the expression product in the patient-derived biological sample is higher or lower than the threshold level, the lesion of the patient can be assessed as having a low possibility of being squamous cell carcinoma.


According to the method of the present invention, the histological type of lung cancer is easily assessed even for a microscopic specimen such as a biopsy specimen. When the lesion is confirmed to have a possibility of being non-squamous cell carcinoma, the administration of a low toxic anticancer agent (pemetrexed) or the administration of a molecular targeting therapeutic drug (bevacizumab) or the like found to confer extra therapeutic effects by combined use with an anticancer agent can be performed as treatment of the first-line choice. When the lesion is diagnosed as squamous cell carcinoma, treatment with an anticancer agent other than pemetrexed and bevacizumab is performed, or the patient become a subject of clinical trials of antibody therapy or molecular targeting therapy targeting squamous cell carcinoma.


The testing kit for assessing lesion of lung cancer according to the present invention comprises a testing reagent for measuring the expression level of the expression product of the present invention in the biological sample isolated from a patient. Specific examples thereof include a reagent for nucleic acid amplification or hybridization comprising an oligonucleotide specifically binding (hybridizing) to the expression product of the present invention (transcription product) or the like, and a reagent for immunoassay comprising an antibody recognizing the expression product of the present invention (translation product). The oligonucleotide, the antibody, or the like included in the kit can be obtained by a method known in the art as mentioned above.


The testing kit can further comprise a labeling reagent, a buffer solution, a chromogenic substrate, a secondary antibody, a blocking agent, and equipment or a control necessary for the test, in addition to the antibody or the nucleic acid.







EXAMPLES
Example 1
Extraction and Validation of Transcription Start Site Which Permits Differentiation Between Adenocarcinoma and Squamous Cell Carcinoma
(1) Acquisition of Test Sample

Specimens (samples) were acquired by surgical resection, needle biopsy, and the like from lung cancer lesions. The samples used were 15 specimens (3 adenocarcinoma (adenocarcinoma free of a BAC component) specimens and 12 poorly differentiated squamous cell carcinoma) as samples for transcription start site extraction and 20 specimens (10 adenocarcinoma (adenocarcinoma free of a BAC component) specimens and 10 poorly differentiated squamous cell carcinoma specimens) as samples for validation.


(2) Preservation and Preparation of Sample

Each harvested tissue section was appropriately frozen and preserved at −80° C. The preserved tissue section was placed in a 2 mL microtube such that the amount of the tissue section was 50 mg or less. QIAzol (manufactured by Qiagen N. V.) was added to the microtube, and one zirconia bead was placed therein. After hermetically sealing of the tube, the tissue section was lysed by penetration treatment using TissueLyser (manufactured by Qiagen N. V.).


(3) Preparation of RNA

Each sample thus treated by lysis and extraction was subjected to RNA preparation using miRNeasy mini kit (manufactured by Qiagen N. V.) according to the protocol included in the kit. The RNA thus prepared was assayed for ultraviolet absorption (230, 260, and 280 nm) using a spectrophotometer, and 260/230 and 260/280 ratios were calculated to test the quality of the RNA. Furthermore, the RNA was electrophoresed using BioAnalyzer RNA nano chip (manufactured by Agilent Technologies Inc.), and RIN values indicating the degree of RNA degradation were calculated to test the degree of degradation of the RNA.


(4) Preparation of CAGE Library

5 μg of each purified RNA was used to prepare a CAGE library by no-amplification non-tagging CAGE (see “Cell Technology, suppl. Purpose-specific advanced methods of next-generation sequencers”, edited by Sumio Sugano and Yutaka Suzuki, Gakken Medical Shujunsha Co., Ltd., issued on September 19, 2012), Part 3-3, “Comprehensive promoter analysis (no-amplification CAGE using Illumina sequencer)”). Specifically, the purified RNA was subjected to reverse transcription reaction. After purification, diol in the ribose was oxidized with sodium periodate for conversion to aldehyde. The aldehyde group was biotinylated by the addition of biotin hydrazide. After digestion of the single-stranded RNA moiety with RNase I and purification, only the biotinylated RNA/cDNA double strand was allowed to bind to the surface of avidin magnetic beads, and cDNA was released by RNase H digestion and heat treatment and recovered. Both ends of the recovered cDNA were linked to adaptors necessary for sequencing, followed by sequencing using HiSeq 2500 (manufactured by Illumina, Inc.). The standard conditions of AMPure XP (manufactured by Beckman Coulter, Inc.) used in purification, buffer solution replacement, and the like in this step are conditions under which, in the case of double strand, nucleic acids of 100 or more bases long are recovered. The CAGE library produced by this step which adopted the conditions consisted of double-stranded DNAs each having a chain length of 100 or more bases.


(5) RNA Expression Analysis

i) Preparation of Reference Transcription Start Site


The reference transcription start sites were set to approximately 180,000 transcription start sites defined on the human reference genome hg19 among the transcription start sites identified in the profiling project “FANTOM5” (paper submitted) assaying in a genome-wide manner the activity of transcription start points as to human samples as many as approximately 1,000 samples in total including human primary cultured cells, cell lines, and tissues, etc.


ii) Quantification of Transcriptional Activity


Reads obtained by sequencing were aligned against the human reference genome (hg19) using bwa (Bioinformatics. 2009 Jul 15; 25 (14): 1754-60). Alignments were selected such that the mapping quality was 20 or more and the alignment starting position was located within the reference transcription start sites. The number of reads of each transcription start site was counted. Counts per million were calculated using the total number of reads in each library and a library size predicted by RLE (Genome Biol. 2010; 11 (10): R106).


(6) Results
(A) Extraction of Transcription Start Sites Differing in Activity

Differential analysis was conducted on the thus-quantified transcriptional activity of each sample for transcription start site extraction between a profile group derived from clinical specimens obtained from subjects “adenocarcinoma (adenocarcinoma free of a BAC component)” and a profile group derived from clinical specimens obtained from subjects “poorly differentiated squamous cell carcinoma” using R/Bioconductor edgeR package (Bioinformatics. 2010 Jan 1; 26 (1): 139-40). In short, this analysis is to statistically test whether an average expression level differs between two groups (equality of the average expression level is defined as null hypothesis, and assuming that this null hypothesis is true, the probability of producing assay results accidentally is calculated). The threshold was set to FDR (false discovery rate) of 1%. As a result, 213 DNAs containing transcription start sites having values smaller than this threshold were identified (Tables 1-1 to 1-9). This criterion is based on the statistical presumption that 99% of candidates extracted by the corresponding threshold have significant expression difference, and is stricter than the P value (probability of occurring accidentally provided that there is no expression difference) of 5% usually used widely.












TABLE 1-1








custom-character
















custom-character
custom-character
custom-character
custom-character
custom-character
custom-character
custom-character
custom-character





1
chr5
 58883433
 58883475


117.4456124
57.53260484


2
chr9
136130661
136130725


86.19474286
2.17782974


3
chr17
 74639730
 74639811

ST6GALNAC1
40.54692632
25.20981831


4
chr1
223853355
223853378

CAPN8
27.2525015
23.55940925


5
chr13
 32519986
 32520015
+

11.50999634
16.16428466


6
chr6
 62529219
 52529236
+
RP1-152L7.5
0.20312783
6.013946212


7
chr12
 49761147
 49761166
+
SPATS2
0.183840921
4.614891149


8
chr8
 49833978
 49833996

SNAI2
0.18030751
25.81533177


9
chr14
 52535757
 52535831

NID2
0.177747311
15.91094231


10
chr3
194406603
194406619
+
FAM43A
0.173665251
12.4294564


11
chr19
 55919144
 55919163

UBE2S
0.171752891
149.8412682


12
chr15
 92396920
 92396987
+
SLCO3A1
0.168147878
15.68697966


13
chr6
 46293378
 46293415

RCAN2
0.161953809
5.977935719


14
chr4
109090075
109090095

LEF1
0.154844698
3.598793037


15
chr22
 22764110
 22764121
+
IGLV1-40
0.153315437
230.9741701


16
chr4
159091792
159091884

FAM198B
0.153048999
7.241616206


17
chr7
 47576906
 47576950


0.151309467
4.69804584


18
chr5
 1008910
 1008924
+
NKD2
0.147086399
13.43860406


19
chr2
152214098
152214115
+
TNFAIP6
0.145777736
24.54414747


20
chr2
 89156823
 89156840

IGKC
0.145549098
30.09656175


21
chr8
 91997427
 91997504

RP11-122A3.2
1.40796978
5.485439033


22
chr3
 45267760
 45267826

TMEM158
0.139328756
7.200919978


23
chr19
  531713
  531748
+
CDC34
0.138357923
10.71283356


24
chr3
170136642
170136663
+
CLDN11
0.12953024
2.434330802


25
chr14
 52118694
 52118708
+
FRMD6
0.126865016
0.681628217

























Chr.
Start



custom-character
custom-character
custom-character
Pvalue
FDR
SEQ ID NO
No.
Position






1
71.76299811
0.61103175
3.68E−05
0.008164349






2
2.714414263
0.031491645
3.13E−05
0.007057935






3
31.31916843
0.77241782
8.80E−06
0.002523928






4
29.18156536
1.070784836
9.03E−06
0.002557071






5
19.77582006
1.718143036
3.81E−05
0.008406514






6
3.369909561
16.59009282
1.75E−05
0.004466275






7
2.444461199
13.29661095
2.63E−05
0.006124957






8
13.52142966
74.99094017
2.69E−05
0.006202132






9
8.264596694
46.49632476
3.59E−06
0.001237687






10
6.368721129
36.67239748
2.07E−05
0.005035605






11
76.27591767
444.1026705
7.80E−06
0.002294397






12
7.885165992
46.89423435
7.58E−06
0.002242786






13
2.937676013
18.13897454
2.76E−05
0.006285548






14
1.720579593
11.11164681
1.47E−05
0.003850812






15
109.7525121
715.8608021
2.06E−05
0.005035605






16
3.437305741
22.45885806
1.14E−05
0.003108766






17
2.214185278
14.63348809
2.03E−05
0.005012873






18
6.222310459
42.30377847
7.89E−06
0.002304873






19
11.30050381
77.5187221
4.18E−05
0.009145817






20
13.84318482
95.11006949
3.45E−05
0.007693988






21
2.470378749
17.54568017
2.79E−06
0.001073502






22
3.221234013
23.11966384
1.08E−05
0.002956243






23
4.770745333
34.48118646
1.90E−05
0.004758972






24
1.038518871
8.017578527
2.29E−05
0.00542093






25
0.286822772
2.260849996
2.17E−05
0.005226548


















TABLE 1-2








custom-character















custom-character
custom-character
custom-character
custom-character
custom-character
custom-character
custom-character
custom-character





26
chr16
 76005170
 76005197

CSPG4
0.125369565
8.364983684


27
chr19
  531750
  531767
+
CDC34
0.122560386
4.710057695


28
chr5
 38258654
 38258667
+
EGFLAM
0.120610361
2.432073251


29
chr8
 49833948
 49833973

SNAI2
0.119983496
4.293574167


30
chr11
 19366758
 19366812
+

0.118441115
2.738476802


31
chr1
 8483878
 8483907

RERE
0.118153839
6.830907904


32
chr2
 89157015
 89157033

IGKC
0.117729382
26.55036588


33
chr22
 38713428
 38713446

CSNKIE
0.117156827
3.815319033


34
chr5
168727941
168727995

SLIT3
0.117017264
1.593123081


35
chr10
116164244
116164268

AFAPL2
0.114054544
17.90924887


36
chr14
106967526
106967551

IGHV1-46
0.112938698
407.9318873


37
chr18
 10454594
 10454645
+
APCDD1
0.112573616
23.1192467


38
chr17
 39780819
 39780835

KRT17
0.111211511
77.95071184


39
chr11
 2292226
 2292270

ASCL2
0.109408341
2.506071313


40
chr5
 42756913
 42756963
+
CCDC152
0.106615796
2.087536303


41
chr19
 10121144
 10121155

COL5A3
0.105429771
1.014058651


42
chr3
101498269
101498341
+
NXPE3
0.104047065
1.803070531


43
chr5
 86180719
 86180730

CTD-2161E19.1
0.102994276
3.828847736


44
chr17
 30813576
 30813637
+
CDK5R1
0.102192165
1.284094573


45
chr5
158527346
158527362

EBF1
0.099825184
1.177890362


46
chr1
151032860
151032918
+

0.096522138
9.51171703


47
chr2
101618965
101619066
+
RPL31
0.095678554
1.960657036


48
chr3
154797428
154797450
+
MME
0.094537076
1.017365163


49
chr14
106110903
106110942

IGHG2
0.093442046
9.80453528


50
chr22
 23054857
 23054874
+
IGLV3-21
0.09281564
1730.814494


51
chr1
 6773527
 6777357
+
IL12RB2
0.88821332
2.910680342
























SEQ
Chr.
Start



custom-character
custom-character
custom-character
Pvalue
FDR
ID NO
No.
position






26
3.492272899
27.85582682
2.66E−06
0.00104227






27
1.936821893
15.8030009
2.26E−05
0.005369345






28
0.989358583
8.202931922
9.68E−06
0.002708794






29
1.740476411
14.50596519
1.45E−06
0.000639836






30
1.10040734
9.290754647
9.61E−06
0.002704007






31
2.740355759
23.19311649
3.38E−06
0.001192707






32
10.62519855
90.25103519
1.24E−05
0.003322381






33
1.521797497
12.98940518
1.74E−05
0.004466275






34
0.634925526
5.425913299
4.58E−05
0.009957508






35
7.013479305
61.49232711
5.04E−07
0.000260903






36
158.6745109
1404.961393
8.78E−07
0.000417664






37
8.972719927
79.70535378
2.56E−05
0.006008152






38
29.99979305
269.754387
2.99E−06
0.001123754






39
0.953598851
8.715961158
4.89E−06
0.001600963






40
0.780126493
7.317175543
1.46E−06
0.000639836






41
0.375995414
3.566311698
2.84E−05
0.006437771






42
0.662356134
6.365928117
5.04E−06
0.001638554






43
1.396444033
13.55846255
1.29E−06
0.000578018






44
0.465741495
4.557506887
8.71E−06
0.002512083






45
0.420149577
4.208853501
2.27E−06
0.00091831






46
3.311805945
34.31136137
2.70E−06
0.001048738






47
0.67834997
7.089885301
2.02E−06
0.000840353






48
0.348941864
3.691058358
3.46E−06
0.001211401






49
3.334463031
35.68482452
1.73E−06
0.000747836






50
585.7618355
6311.02513
1.79E−06
0.000758421






51
0.95378626
10.73825667
3.57E−07
0.000195936


















TABLE 1-3







SEQ
Transc custom-character














custom-character
custom-character
custom-character
custom-character
custom-character
custom-character
custom-character





52
chr17
 63556428
 63556442

AXIN2
0.08789334


53
chr16
 88449385
 88449440
+

0.087642495


54
chr10
114154517
114164559
+

0.087186583


55
chr2
 89156977
 89156984

IGKC
0.084163379


56
chr20
 49308048
 49308084

FAM65C
0.083759351


57
chr16
 88449358
 88449372
+

0.083512551


58
chr10
116164538
116164562

AFAP1L2
0.082646743


59
chr7
103630096
103630116

RELN
0.08256297


60
chr3
 87040003
 87040018

VGLL3
0.081892001


61
chr14
106573756
106573760

IGHV3-11
0.080280409


62
chr2
207308275
207308295
+
ADAM23
0.079958479


63
chr18
 7117813
 7117843

LAMA1
0.079820368


64
chr22
 23055620
 23055631
+

0.07981464


65
chr1
 53793705
 53793719

LRP8
0.078463875


66
chr1
148928291
148928331
+
RP11-14N7.2
0.077063738


67
chr14
107170409
107170434

IGHV1-69
0.076710918


68
chr4
109090054
109090073

LEF1
0.076667347


69
chr3
154798096
154798115
+
MME
0.076124034


70
chr4
109089966
109089977

LEF1
0.075977223


71
chr10
116164270
116164290

AFAP1L2
0.073701321


72
chr3
189507432
189507459
+
TP63
0.073564988


73
chr10
 28966443
 28966461
+
BAMBI
0.071989849


74
chr4
109089996
109090012

LEF1
0.071562822


75
chr16
 86600426
 86600441
+
FOXC2
0.071258884


76
chr2
 70995307
 70995339

ADD2
0.070232109


77
chr17
 71161140
 71161174
+
SSTR2
0.069347419










Pvalue
FDR



custom-character
custom-character
custom-character
custom-character
Pvalue
FDR






52
10.42261175
3.388932437
38.55732899
5.29E−06
0.001672132



53
1.631021592
0.529209165
6.0882713
3.28E−06
0.001163907



54
8.155129508
2.635847302
30.23225833
2.17E−05
0.005226548



55
2.330903976
0.733835477
8.71917797
1.04E−05
0.002896072



56
0.755958839
0.237141751
2.831227189
2.25E−05
0.005369345



57
1.150307337
0.360050543
4.311334515
1.56E−05
0.004037656



58
0.916524273
0.284640341
3.444060001
3.57E−06
0.001237687



59
1.55994825
0.484096143
5.863356677
2.72E−05
0.006218432



60
2.029704034
0.626018871
7.64444469
2.43E−06
0.000975133



61
19.15498618
5.819941466
72.49516505
1.98E−07
0.000121752



62
0.799493189
0.242175392
3.028764379
1.22E−05
0.003296083



63
1.87555629
0.567383068
7.108249175
4.12E−05
0.009063941



64
11.5326354
3.488600232
43.70877606
5.23E−06
0.001666531



65
3.576930969
1.068077362
13.61234539
2.46E−05
0.005805863



66
21.07308887
6.206630404
80.53892273
3.84E−06
0.001314289



67
2932.856991
860.7844899
11221.147
7.66E−07
0.000372125



68
0.870358396
0.255336467
3.330446114
3.98E−06
0.001338574



69
4.955030766
1.445757181
18.9921251
1.05E−05
0.002910678



70
0.694578889
0.202361436
2.663448697
1.87E−05
0.004713437



71
4.412075993
1.255693931
17.03760424
8.10E−08
5.76E−05



72
5.762954168
1.637814921
22.26351116
5.21E−06
0.001666531



73
31.07096362
8.683480224
120.6208972
4.59E−07
0.00024346



74
1.555274279
0.432651914
6.045763735
4.16E−07
0.000223263



75
1.766569708
0.489806631
6.873622019
2.19E−06
0.000893101



76
2.92281932
0.801277255
11.40898758
1.27E−06
0.000574498



77
1.759393573
0.477573155
6.886675244
4.57E−08
3.52E−05



















TABLE 1-4








custom-character
















custom-character
custom-character
custom-character
custom-character
custom-character
custom-character
custom-character
custom-character





78
chr9
 38424443
 38424458

IGFBPL1
0.068605286
3.733725472


79
chr2
 70995350
 70995375

ADD2
0.068418119
1.625876946


80
chr19
 4304585
 4304627
+
FSD1
0.06834565
0.570594158


81
chr14
106733624
106733650

IGHV1-24
0.068056168
447.0714092


82
chr11
 8932828
 8932841
+
AKP1
0.067015744
1.026254009


83
chr5
174151553
174151610
+
MSX2
0.062483344
5.214864767


84
chr5
150970816
150970899


0.062409217
4.50401539


85
chr4
109089901
109089930

LEF1
0.062164305
3.832428637


86
chr3
128712906
128712928

KIAA1257
0.060145901
0.989340264


87
chr14
107211459
107211478

IGHV3-73
0.059710662
313.8304148


88
chr6
123100853
123100874
+
FABP7
0.058590232
0.971503444


89
chr3
139258521
139258589

EBP1
0.058208289
31.34819473


90
chr4
183065793
183065864
+
TENM3
0.057429732
2.892418765


91
chr6
 54711471
 54711486
+
FAM83B
0.056091849
0.441946036


92
chr9
 23821808
 23821827

ELAVL2
0.05463255
0.798431489


93
chr9
139964983
139964996

SAPCD2
0.053900282
4.374907424


94
chr7
 96654133
 96654150

DLX5
0.052981944
0.974446891


95
chr14
 22918770
 22918847
+
TRDJ1
0.051583758
3.464015094


96
chr1
 2461692
 2461710

HES5
0.051086818
1.380304695


97
chr15
 83378614
 83378634

AP3B2
0.050242839
0.582896397


98
chr14
106092169
106092199

IGHG4
0.047564004
2.492537788


99
chrX
 24665144
 24665178

PCYT1B
0.047224957
0.329490476


100
chr2
122660056
122660078
+

0.047121934
0.749217673


101
chr7
 19157248
 19157268

TWIST1
0.047108441
6.850490686


102
chrX
153151586
153151644

L1CAM
0.046715283
2.023621466


103
chr17
 79860107
 79860120
+
NPB
0.045910156
4.07515518

























Chr.
Start



custom-character
custom-character
custom-character
Pvalue
FDR
SEQ ID NO
No.
position






78
1.004979022
14.64871127
2.61E−06
0.001030727






79
0.436687785
6.382633592
1.83E−06
0.000766785






80
0.153126125
2.240466287
3.02E−06
0.001124453






81
119.5778051
1757.045826
1.72E−08
1.50E−05






82
0.27118202
4.046541963
5.32E−06
0.001672132






83
1.303438223
20.86057094
1.06E−08
9.60E−06






84
1.124695026
18.02129685
1.97E−05
0.004913813






85
0.953985845
15.3461998
6.69E−10
1.10E−06






86
0.239825681
3.987398594
2.71E−05
0.006218432






87
75.63116168
1266.627427
7.78E−08
5.61E−05






88
0.230567132
3.935248693
2.90E−06
0.001105647






89
7.400534183
127.1388369
5.99E−12
1.84E−08






90
0.675401631
11.7604873
3.79E−09
4.37E−06






91
0.101234199
1.804793387
4.59E−05
0.009957508






92
0.178987554
3.276207228
6.44E−06
0.001947713






93
0.969926473
17.99483123
4.12E−07
0.000223263






94
0.212999865
4.020234997
4.00E−06
0.001338574






95
0.740618949
14.35759968
7.60E−07
0.000372125






96
0.292753498
5.730509486
1.76E−06
0.000752412






97
0.121927845
2.426770605
1.30E−05
0.003457474






98
0.498023434
10.47059521
1.25E−07
7.98E−05






99
0.065439381
1.385694859
1.57E−05
0.004042101






100
0.148527347
3.151978976
4.31E−06
0.001430757






101
1.357736305
28.82150821
5.51E−08
4.11E−05






102
0.398252362
8.525097883
4.11E−08
3.22E−05






103
0.790320161
17.21449525
9.14E−08
6.12E−05






















TABLE 1-5













Expression ratio









SEQ
Transcription start site (TSS)
[Adenocarcinoma/













ID
Chr.
Start
Termination


squamous cell


NO
No.
position
position
Strand
Gene name
carcinoma]





104
chr3
 87040233
 87040256

VGLL3
0.045560173


105
chr1
151032782
151032801
+

0.043769778


106
chr3
139258443
139258485

RBP1
0.043028313


107
chr2
 89156940
 89156955

IGKC
0.042518612


108
chr8
107460147
107460207
+
OXR1
0.042439886


109
chr18
 10454647
 10454682
+
APCDD1
0.041955516


110
chr11
 61276214
 61276227
+
LRRC10B
0.041889345


111
chr2
239148671
239148686

HES6
0.040248345


112
chr8
 37351344
 37351394

RP11-150012.1
0.039989683


113
chr22
 43739340
 43739385

SCUBE1
0.039236076


114
chr19
 46580361
 46580396

IGFL4
0.039122736


115
chr11
 94439606
 94439641
+
AMOTL1
0.037199241


116
chr14
106091272
106091292


0.036776534


117
chr4
 4861385
 4861398
+
MSX1
0.03652176


118
chr4
 71384280
 71384295
+
AMTN
0.036204608


119
chr17
 39742770
 39742785
+

0.03616918


120
chr20
 62669277
 62669301
+
LINC00176
0.035661368


121
chr3
154798129
154798155
+
MME
0.035018429


122
chr5
174151612
174151633
+
MSX2
0.034820813


123
chr2
237076069
237076110
+
AC079135.1
0.034519305


124
chr3
 12045814
 12045834
+
SYN2
0.033221577


125
chr8
 17611447
 17611490


0.032590197


126
chr12
 52914170
 52914185

KRT5
0.032293886


127
chr13
100634130
100634143
+
ZIC2
0.030967646


128
chr10
 5567551
 5567579
+
CALML3
0.02971377


129
chr1
 11751748
 11751798
+
DRAXIN
0.029545481









Ave.








expression







Ave.
level of






Average
expression
squamous





SEQ
expression
level of
cell





ID
of
adenorcinoma
carcinoma





NO
all groups
group
group
Pvalue
FDR






104
 2.497224
 0.481179332
 10.56140267
5.02E−09
5.00E−06



105
 1.115783464
 0.207805558
 4.747695086
7.81E−07
0.000375688



106
57.97864917
10.64198991
247.3252862
9.88E−12
2.53E−08



107
15.29799393
 2.779521741
 65.37188268
4.85E−09
4.97E−06



108
 0.887131085
 0.160929408
 3.791937793
8.18E−06
0.002374534



109
36.08307216
 6.481654813
154.4887416
4.87E−07
0.00025548



110
 1.575713329
 0.282665334
 6.747905312
2.98E−06
0.001123754



111
16.41692735
 2.845641353
 70.70207134
5.79E−11
1.34E−07



112
 1.68490653
 0.290436533
 7.262786519
1.57E−06
0.00068423



113
 4.67831493
 0.793291091
 20.21841028
8.71E−08
6.09E−05



114
 0.403178392
 0.068195297
 1.743110893
8.96E−06
0.002553906



115
 0.4662192
 0.075483313
 2.029162747
1.12E−05
0.003046167



116
 1.304251738
 0.209073323
 5.684965397
1.70E−07
0.00010622



117
 6.507791975
 1.03690213
 28.39135136
9.14E−08
6.12E−05



118
 0.735157305
 0.116245867
 3.210803056
5.94E−06
0.00182919



119
 0.629198317
 0.099406175
 2.748366884
2.14E−07
0.000126509



120
 0.828351684
 0.129262116
 3.624709959
2.08E−06
0.000855896



121
 3.424857018
 0.52598841
 15.02033145
3.61E−09
4.37E−06



122
 5.322497713
 0.813378484
 23.35897463
3.59E−10
6.63E−07



123
 1.813934213
 0.275094462
 7.969293219
5.25E−08
3.97E−05



124
 0.37043989
 0.054315236
 1.634938505
6.35E−06
0.001940697



125
 0.333723081
 0.04810898
 1.476179483
1.45E−05
0.003814186



126
 2.011687196
 0.287666505
 8.907769961
5.09E−09
5.00E−06



127
 0.654962152
 0.090235639
 2.913868203
5.66E−06
0.001754541



128
 0.330655058
 0.043906528
 1.477649177
7.19E−06
0.002140181



129
 1.571254161
 0.207584656
 7.025932581
1.60E−10
3.52E−07






















TABLE 1-6













Expression ratio









SEQ
Transcription start site (TSS)
[Adenocarcinoma/













ID
Chr.
Start
Termination


squamous cell


NO
No.
position
position
Strand
Gene name
carcinoma]





130
chr12
 79439461
 79439490
+
SYT1
0.029241688


131
chr2
233352531
233352550

ECEL1
0.028581804


132
chr2
 78769157
 78769171


0.028577635


133
chr12
 85306494
 85306558

SLC6A15
0.028516481


134
chr12
131200810
131200859

RIMBP2
0.028417282


135
chr2
173600565
173600592
+
RAPGEF4
0.027735565


136
chr13
100622559
100622611


0.027174915


137
chr1
 4714656
 4714675
+
AJAP1
0.027120366


138
chr6
 56507679
 56507695

DST
0.026730625


139
chr1
207070775
207070797
+
IL24
0.026053235


140
chr3
147111198
147111225
+
ZIC1
0.024094167


141
chr1
152140653
152140680
+
FLG-AS1
0.023960553


142
chr6
 26225354
 26225378
+
HIST1H3E
0.023490556


143
chr17
 27370022
 27370051
+
PIPOX
0.022577856


144
chr2
207308220
207308267
+
ADAM23
0.022160773


145
chrX
 30233668
 30233698
+
MAGEB2
0.021093495


146
chrX
 99665262
 99665280

PCDH19
0.02048068


147
chr12
 52912779
 52912805

KRT5
0.020254728


148
chr8
 57359192
 57359208

PENK
0.020125777


149
chr12
 28125659
 28125672

PTHLH
0.017975332


150
chr7
 96634850
 96634874
+
DLX6
0.017763231


151
chr17
 74864476
 74864592
+
MGAT5B
0.017579449


152
chrX
148793714
148793733
+
MAGEA11
0.016099771


153
chr6
 43423785
 43423800

DLK2
0.016097893


154
chr1
152140624
152140650
+
FLG-AS1
0.015536642


155
chr3
147127142
147127168
+
ZIC1
0.015526007









Ave.








expression







Ave.
level of






Average
expression
squamous





SEQ
expression
level of
cell





ID
of
adenorcinoma
carcinoma





NO
all groups
group
group
Pvalue
FDR






130
 1.257522681
0.164606895
 5.629185825
4.34E−06
0.001430811



131
 3.6260617
0.465031202
 16.27018369
1.06E−06
0.000490731



132
 0.346962993
0.044491107
 1.556850537
2.45E−06
0.000976179



133
 0.27405613
0.035074749
 1.229981656
1.55E−05
0.004037656



134
 1.421852684
0.181405717
 6.383640553
2.02E−07
0.000122366



135
 1.404078263
0.175269703
 6.319312504
2.97E−07
0.000168028



136
 0.374070016
0.045843438
 1.686976328
2.64E−05
0.006126006



137
 2.052719199
0.251111529
 9.259149877
6.03E−10
1.07E−06



138
 6.00941248
0.725594399
 27.1446848
4.11E−09
4.58E−06



139
 1.053184143
0.124246208
 4.768935882
2.04E−07
0.000122366



140
 1.498541185
0.164661025
 6.834061827
1.06E−06
0.000490731



141
 0.813589918
0.08894558
 3.71216727
3.14E−06
0.001148945



142
 1.006703931
0.108084331
 4.601182328
2.44E−09
3.31E−06



143
 0.210545002
0.021799527
 0.965526902
1.30E−05
0.003457474



144
 0.703021995
0.071554722
 3.228891085
6.11E−09
5.76E−06



145
 4.931500774
0.479643508
 22.73892984
5.55E−06
0.001732476



146
 3.680973799
0.348402184
 17.01126026
9.83E−12
2.53E−08



147
 0.488485176
0.045763002
 2.259373872
1.59E−07
0.000100765



148
28.10595539
2.617550056
130.0595767
5.09E−07
0.000260903



149
 0.920040008
0.07714341
 4.291626399
1.57E−09
2.34E−06



150
 0.698975198
0.057961926
 3.263028285
1.10E−07
6.63E−05



151
 1.435684251
0.117902075
 6.706812957
1.32E−09
2.03E−06



152
 0.318313756
0.024073577
 1.495274473
5.20E−06
0.001666531



153
 0.215982372
0.016332622
 1.014581373
6.46E−06
0.001947713



154
 0.95292039
0.069694633
 4.485823418
9.02E−08
6.12E−05



155
 0.366493163
0.026787279
 1.725316699
3.24E−06
0.001160397






















TABLE 1-7













Expression ratio









SEQ
Transcription start site (TSS)
[Adenocarcinoma/













ID
Chr.
Start
Termination


squamous cell


NO
No.
position
position
Strand
Gene name
carcinoma]





156
chr11
 20049037
 20049050
+
NAV2
0.01533676


157
chr2
240196457
240196486


0.014861061


158
chr14
 51955831
 51955864
+
FRMD6
0.01362291


159
chr13
100632825
100632879


0.013567139


160
chrX
151903207
151903234
+
CSAG1
0.013369208


161
chr3
189507460
189507471
+
TP63
0.01309368


162
chr10
 5566916
 5566932
+
CALML3
0.012709747


163
chr7
139227335
139227349
+

0.012035041


164
chr7
 96634878
 96634900
+
DLX6
0.011236326


165
chr11
 46366799
 46366832
+
DGKZ
0.011157181


166
chr7
 27208886
 27208937
+
HOXA-AS4
0.010922825


167
chr3
139258382
139258393

RBP1
0.010605667


168
chr6
 43423308
 43423355

DLK2
0.010525117


169
chrX
151081351
151081390
+
MAGEA4
0.01044828


170
chr14
 51955771
 51955826
+
FRMD6
0.010368515


171
chr9
 93405073
 93405123

DIRAS2
0.010289968


172
chr17
 39777431
 39777463


0.009895791


173
chr3
139258420
139258434

RBP1
0.009840673


174
chr6
 31080343
 31080359

C6orf15
0.009154419


175
chr3
120627034
120627102
+
STXBP5L
0.009098657


176
chr5
167247265
167247320
+

0.00906425


177
chr11
 68451973
 68451986
+
GAL
0.00898837


178
chr7
 96634908
 96634923
+
DLX6
0.008957312


179
chr8
 73449214
 73449261
+
KCNB2
0.007785853


180
chr17
 39743139
 39743155

KRT14
0.007775847


181
chr7
 26415877
 26415903

AC004540.4
0.005514714









Ave.








expression







Ave.
level of






Average
expression
squamous





SEQ
expression
level of
cell





ID
of
adenorcinoma
carcinoma





NO
all groups
group
group
Pvalue
FDR






156
 0.241247086
0.017430437
 1.136513681
3.22E−06
0.001160397



157
 2.703806559
0.189634487
 12.76049485
2.90E−09
3.72E−06



158
 0.717073449
0.04631913
 3.40090726
2.07E−08
1.77E−05



159
 0.428463105
0.027568964
 2.032039668
6.67E−07
0.000331155



160
 2.419727989
0.153538478
 11.48448603
3.14E−08
2.59E−05



161
 0.180413703
0.011236342
 0.857123147
1.81E−05
0.004602826



162
 8.643925313
0.522735182
 41.12868584
8.04E−09
7.43E−06



163
 0.602791243
0.34607096
 2.875527832
6.01E−07
0.0003016



164
 0.926612686
0.049819459
 4.433785595
1.36E−08
1.21E−05



165
 0.330401647
0.017644312
 1.581430988
2.98E−07
0.000168028



166
 0.312120992
0.016332622
 1.495274473
1.11E−06
0.000507317



167
 5.138592231
0.261401628
 24.64735464
2.45E−14
1.41E−10



168
 0.352720862
0.017812238
 1.692355369
3.07E−08
2.58E−05



169
 1.440219037
0.07222073
 6.912212264
4.17E−09
4.58E−06



170
 0.892098301
0.044406938
 4.282863752
3.97E−08
3.16E−05



171
 4.349685565
0.214943576
 20.88865352
2.97E−11
7.21E−08



172
 0.187605723
0.008929093
 0.902312244
6.56E−06
0.001964163



173
51.23366919
2.424925354
246.4186446
1.07E−21
4.96E−17



174
 0.606661509
0.026787279
 2.926158428
4.67E−09
4.90E−06



175
 4.383173967
0.192402572
 21.14625955
2.03E−10
4.18E−07



176
 0.373440599
0.016332622
 1.801872504
2.23E−07
0.000130564



177
 0.601528569
0.026095579
 2.903260532
3.69E−09
4.37E−06



178
 0.413026408
0.017858186
 1.993699297
2.60E−07
0.000150237



179
 0.29762391
0.011236342
 1.443174181
7.53E−08
5.53E−05



180
31.53811824
1.18919011
152.9338308
2.52E−13
1.06E−09



181
14.9665712
0.403774971
 73.21775609
9.88E−17
1.14E−12






















TABLE 1-8













Expression ratio









SEQ
Transcription start site (TSS)
[Adenocarcinoma/













ID
Chr.
Start
Termination


squamous cell


NO
No.
position
position
Strand
Gene name
carcinoma]





182
chr11
 68452002
 68452019
+
GAL
0.005042784


183
chr7
139227292
139227325
+

0.004498147


184
chr8
 24814118
 24814133

NEFL
0.004122832


185
chr9
137764479
137764484


0.003709904


186
chr17
 76533685
 76533690


0.003525122


187
chr3
147111231
147111281
+
ZIC1
0.003262052


188
chr13
100623375
100623425

ZIC5
0.002873217


189
chr7
 27213893
 27213954

HOXA10
0.002791674


190
chr13
100633445
100633468
+
ZIC2
0.00271809


191
chr3
139258363
139258374

RBP1
0.002220398


192
chr7
 12971296
 12971310
+

0.00150773


193
chr12
 52913553
 52913601
+

0


194
chr17
 39742793
 39742826

KRT14
0


195
chr19
 35981358
 35981374

KRTDAP
0


196
chr3
109128858
109128884
+
RP11-702L6.4
0


197
chr11
 66673490
 66673527


0


198
chr12
 52908759
 52908818


0


199
chr12
 89241151
 89241168


0


200
chr12
 52913675
 52913704
+

0


201
chr13
 99330012
 99330023
+

0


202
chr13
100634031
100634045
+
ZIC2
0


203
chr3
 95928689
 95928701


0


204
chr7
107968952
107968990

NRCAM
0


205
chr9
138591319
138591340

SOHLH1
0


206
chrX
151307020
151307055

MAGEA10
0


207
chrX
151080929
151080974
+
MAGEA4
0









Ave.








expression







Ave.
level of






Average
expression
squamous





SEQ
expression
level of
cell





ID
of
adenorcinoma
carcinoma





NO
all groups
group
group
Pvalue
FDR






182
16.63229422
0.411073552
 81.51717687
1.43E−18
2.19E−14



183
 2.349618855
0.51910644
 11.5404517
2.08E−10
4.18E−07



184
 2.259428714
0.045820579
 11.11386125
4.75E−14
2.44E−10



185
 1.981595555
0.03622015
 9.763097177
3.69E−12
1.22E−08



186
 0.646490053
0.011236342
 3.18504895
3.71E−09
4.37E−06



187
 2.183934049
0.035161734
 10.77902331
6.32E−15
5.83E−11



188
 0.791132644
0.011236342
 3.910717851
2.00E−09
2.80E−06



189
 1.403488244
0.019374063
 6.939944965
1.07E−13
4.95E−10



190
 0.835771344
0.011236342
 4.133911352
6.66E−10
1.10E−06



191
29.9298817
0.329355987
148.3319846
9.27E−19
2.14E−14



192
 3.679730527
0.027573906
 18.28835701
2.00E−14
1.32E−10



193
 0.103277583
0
 0.516387916
2.05E−05
0.005035605



194
 0.271143374
0
 1.35571687
5.56E−09
5.34E−06



195
 0.100920877
0
 0.504604386
3.23E−05
0.007238234



196
 0.425887097
0
 2.129435486
4.50E−09
4.48E−06



197
 0.117479158
0
 0.587395792
2.03E−05
0.005012873



198
 0.194428852
0
 0.97214426
5.27E−07
0.000267397



199
 0.188962365
0
 0.944811826
1.04E−06
0.000490489



200
 0.152529642
0
 0.762648211
3.96E−06
0.001338574



201
 0.700484269
0
 3.502421347
2.61E−10
5.02E−07



202
 1.173215355
0
 5.866076777
6.38E−12
1.84E−08



203
 0.667122457
0
 3.335612286
8.78E−10
1.40E−06



204
 1.541282918
0
 7.706414589
5.31E−13
2.04E−09



205
 0.355727362
0
 1.778636811
1.93E−09
2.79E−06



206
 0.268382598
0
 1.341912988
3.03E−07
0.000168266



207
 0.176365707
0
 0.881828535
3.22E−06
0.001160397



















TABLE 1-9








custom-character
















custom-character
custom-character
custom-character
custom-character
custom-character
custom-character
custom-character
custom-character





208
chrX
151081334
151081343
+
MAGEA4
0
0.351361669


209
chr1
195691504
195691510


0
0.176353213


210
chr12
 28299014
 28299023
+
CCDC91
0
2.393365038


212
chr13
 99330043
 99330058
+

0
1.297455784


212
chr5
167181917
167181979
+
TENM2
0
0.585744601


213
chr7
137570475
 13570486


0
0.321214781
























SEQ
Chr.
Start



custom-character
custom-character
custom-character
Pvalue
FDR
ID NO
No.
position






208
0
1.756808344
3.79E−08
3.07E−05






209
0
0.881766067
3.05E−06
0.001127751






210
0
11.96682519
1.78E−14
1.32E−10






212
0
6.487278918
3.16E−12
1.12E−08






212
0
2.928723007
2.58E−09
3.41E−06






213
0
1.606073907
1.15E−07
7.45E−05









(B) Selection of Transcription Start Site for Highly Accurate Prediction

The transcription start sites identified in the preceding step (A) were examined for whether to be able to classify adenocarcinoma (adenocarcinoma free of a BAC component) or squamous cell carcinoma (poorly differentiated lung squamous cell carcinoma) using only one expression level. It was confirmed that both of the samples for transcription start site extraction and the samples for validation can be classified with 100% specificity and 100% sensitivity by setting some threshold for each transcription start site. Examples of the threshold are shown in Table 2 (when the largest value for a certain group is smaller than the smallest value for the other groups, an average thereof is shown in Table 2).












TABLE 2








Threshold



SEQ ID NO
(threshold_cpm)









No.2
0.50



No.3
2.00



No.5
5.00



No.7
9.00










Example 2
Differentiation Between Adenocarcinoma and Squamous Cell Carcinoma with Protein Expression as Index
(1) Specimen

The lung adenocarcinoma specimens used were 45 surgical specimens involving 7 bronchioloalveolar carcinoma (BAC) specimens, 22 adenocarcinoma specimens with BAC, and 16 adenocarcinoma specimens without BAC. On the other hand, the lung squamous cell carcinoma specimens used were 29 surgical specimens involving 18 well and moderately differentiated squamous cell carcinoma (SCC) specimens and 11 poorly differentiated SCC specimens.


(2) Detection of Protein by Immunostaining

A total of 79 specimens of lung adenocarcinoma and lung squamous cell carcinoma were evaluated for the expression of each protein by immunostaining using antibodies against adenocarcinoma markers ST6GALNAC1, napsin, and TTF-1 and squamous cell carcinoma markers CK5, CK6, desmoglein 3 (DSG3), p40, and SPATS2.


i) Antibody


1) Anti-TTF-1 antibody (DAKO)


2) Anti-napsin A antibody (Leica Biosystems Nussloch GmbH, “NCL-L-napsin A”)


3) Anti-p40 antibody (EMD Millipore, “PC373”)


4) Anti-CK5 antibody (Leica Biosystems Nussloch GmbH, “NCL-CK5”)


5) Anti-CK6 antibody (GeneTex Inc., “GTX73556”)


6) Anti-desmoglein 3 antibody (BIOCARE Medical Inc., “ACR419A, C”)


7) Anti-ST6GALNAC1 antibody (SIGMA Life Science, “HPA014975”


8) Anti-SPATS2 antibody (SIGMA Life Science, “HPA038643”


ii) Immunostaining Method


The biological sample isolated from each patient was fixed in formalin by a routine method, then embedded in paraffin, and sliced into a tissue section, which was attached to slide glass. The resultant was used as a section sample. Subsequently, the section sample was heat-treated under conditions given below for antigen retrieval. Subsequently, an antibody against each marker protein (primary antibody) was added under conditions given below and reacted therewith. After thorough washing with a buffer solution, Envision was used as a secondary antibody and reacted therewith under conditions given below. After thorough washing with a buffer solution, color was developed using DAB. The positivity or negativity of the preparation was observed under an optical microscope.














TABLE 3








Primary
Primary






antibody
antibody
Secondary



Heat treatment buffer
Temperature/
dilution
reaction
antibody


Detection marker
solution
time
ratio
conditions
reaction time







TTF-1
pH9 TE buffer solution
110° C./15 min
X75
4° C. O/N
Envision 50 min


NapsinA
Not treated

X300
4° C. O/N
Envision 45 min


p40
pH6 citrate buffer solution
120° C./10 min
X2500
4° C. O/N
Envision 45 min


CK5
pH6 citrate buffer solution
120° C./10 min
X200
4° C. O/N
Envision 45 min


CK6
pH9 TE buffer solution
100° C./30 min
X100
RT 2 hr
Envision 45 min


Desmoglein 3
pH9 TE buffer solution
105° C./30 min
X50
After RT 1H,
Envision 75 min






4° C. O/N



ST6GALNAC-1
pH6 citrate buffer solution
120° C./10 min
X4000
RT 90 min
Envision 45 min


SPATS-2
pH9 TE buffer solution
105° C./30 min
X50
RT 120 min
Envision 50 min









iii) Determination


Each sample was found positive when the nuclei or cytoplasms of cancer cells were stained with moderate or stronger staining intensity. Score 0 was given when no cancer cell exhibited positivity in the typical section of each case; Score 1 was given when less than 50% of the cancer cells exhibited positive images; and Score 2 was given when 50% or more of the cancer cells exhibited positive images. Scores 0 and 1 were determined as negativity, and Score 2 was determined as positivity. This assessment was conducted by two pathologists.


(3) Assessment of Usefulness as Adenocarcinoma and Squamous Cell Carcinoma Markers

(a) Each marker was assessed for its usefulness as an adenocarcinoma or squamous cell carcinoma marker. Specifically, sensitivity and specificity for an adenocarcinoma marker were determined for the differential diagnosis of adenocarcinoma. Likewise, sensitivity and specificity for a squamous cell carcinoma marker were assessed in terms of the ability to differentially diagnose squamous cell carcinoma. p values were calculated by the Fisher's exact test.










TABLE 4






Squamous cell carcinoma


Adenocarcinoma marker
marker





















ST6GALNAC1(+)
ST6GALNAC1(−)

CK5(+)
CK5(−)





Ad
43
2
Ad
0
45


Sq
1
28
Sq
25
4








p = 6.13 × 10−17/Sensitivity = 0.956/
p = 6.77 × 10−16/Sensitivity =


Specificity = 0.966
0.862/Specificity = 1.000
















Napsin A(+)
Napsin A(−)

DSG3(+)
DSG3(−)





Ad
35
10
Ad
0
45


Sq
0
29
Sq
24
5








p = 2.88 × 10−12/Sensitivity = 0.778/
p = 6.77 × 10−15/Sensitivity =


Specificity = 1.000
0.828/Specificity = 1.000
















TTF-1(+)
TTF-1(−)

p40(+)
p40(−)





Ad
33
12
Ad
1
44


Sq
0
29
Sq
25
4








p = 2.82 × 10−11/Sensitivity = 0.733/
p = 1.62 × 10−14/Sensitivity =


Specificity = 1.000
0.862/Specificity = 0.978



















SPATS2(+)
SPATS2(−)








Ad
3
42





Sq
20
9













p = 1.78 × 10−8/Sensitivity =





0.690/Specificity = 0.933



















CK6(+)
CK6(−)








Ad
20
25





Sq
23
6













p = 3.80 × 10−3/Sensitivity =





0.793/Specificity = 0.556





Ad: adenocarcinoma, Sq: squamous cell carcinoma






As a result, it was found as to the adenocarcinoma markers that ST6GALNAC1 has both high sensitivity and high specificity while napsin A and TTF-1 have low sensitivity but may exhibit positivity in ST6GALNAC1(−) specimens. On the other hand, as for the squamous cell carcinoma markers, CK5, DSG3, and p40 had both high sensitivity and high specificity, but tended to exhibit negativity in common in some squamous cell carcinoma cases due to their similar behaviors. It was also found that SPATS2 does not have much high sensitivity and may exhibit positivity in CK5/DSG3/p40-negative squamous cell carcinoma. CK6 may also exhibit positivity in CK5/DSG3/p40-negative squamous cell carcinoma, but is more likely to exhibit positivity in adenocarcinoma, and a tendency of low specificity was observed. These results suggested that more highly accurate differentiation may be achieved by using complementary pieces of information brought about by a plurality of markers in combination, rather than each marker alone.


(4) Assessment of Two Markers in Combination

24 combinations of any two selected from the 3 adenocarcinoma markers and the 5 squamous cell carcinoma markers were studied for the ability to differentiate between adenocarcinoma and squamous cell carcinoma. The results are shown in Table 5.












TABLE 5








Ad
Sq

















Combination
(+)/(+)
(+)/(−)
(−)/(+)
(−)/(−)
(+)/(+)
(+)/(−)
(−)(+)
(−)/(−)
p-value



















TTF-1/ST6GALNAC1
31
2
12
0
0
0
1
28
4.80E−20


CK5/ST6GALNAC1
0
0
43
2
1
24
0
4
6.71E−20


DSG3/ST6GALNAC1
0
0
43
2
1
23
0
5
8.95E−20


CK5/SPATS2
0
0
3
42
16
9
4
0
1.12E−19


DSG3/SPATS2
0
0
3
42
15
9
5
0
1.79E−19


p40/ST6GALNAC1
1
0
42
2
1
24
0
4
2.56E−19


ST6GALNAC1/SPATS2
3
40
0
2
1
0
19
9
7.99E−19


Napsin A/ST6GALNAC1
34
1
9
1
0
0
1
28
1.02E−18


p40/SPATS2
0
1
3
41
16
9
4
0
1.90E−18


Napsin/CK5
0
35
0
10
0
0
25
4
3.20E−18


Napsin/p40
1
34
0
10
0
0
25
4
4.36E−18


TTF-1/CK5
0
33
0
12
0
0
25
4
5.82E−18


TTF-1/p40
1
32
0
12
0
0
25
4
7.61E−18


Napsin A/DSG3
0
35
0
10
0
0
24
5
9.60E−18


TTF-1/DSG3
0
33
0
12
0
0
24
5
1.98E−17


TTF-1/Napsin A
27
6
8
4
0
0
0
29
4.96E−16


CK5/DSG3
0
0
0
45
24
1
0
4
6.77E−16


CK5/p40
0
0
1
44
25
0
0
4
6.77E−16


CK5/CK6
0
0
20
25
22
3
1
3
1.17E−15


DSG3/p40
0
0
1
44
24
0
1
4
1.30E−15


CK6/p40
0
20
1
24
22
1
3
3
6.49E−15


CK6/DSG3
0
20
0
25
21
2
3
3
2.33E−14


Napsin A/CK6
13
22
7
3
0
0
23
6
1.60E−11


TTF-1/CK6
14
19
6
6
0
0
23
6
6.46E−11









In the table, TTF-1/p40 is a marker combination which is often used in pathological diagnostic settings. When the p values obtained by the Fisher's exact test were compared, the combination of TTF-1 and p40 comes in the 13th place. On the other hand, the combinations with either ST6GALNAC1 or SPATS2 occupied the 1st to 9th places, indicating that these two proteins are essential for highly accurate differentiation which is not achievable by the conventional marker combinations. Particularly, TTF-1 and ST6GALNAC1 achieved correct differentiation in all of the 45 adenocarcinoma cases and 28 out of the 29 squamous cell carcinoma cases.


(5) Assessment of Three Markers in Combination

There exist a total of 56 combinations as combinations of any three selected from the 3 adenocarcinoma markers and the 5 squamous cell carcinoma markers. Among them, the following 6 combinations were able to completely differentiate between adenocarcinoma and squamous cell carcinoma.


1) ST6GALNAC1/TTF-1/CK5


2) ST6GALNAC1/TTF-1/DSG3


3) ST6GALNAC1/TTF-1/p40


4) ST6GALNAC1/SPATS2/DSG3


5) ST6GALNAC1/SPATS2/CK5


6) ST6GALNAC1/SPATS2/p40


These results suggest that ST6GALNAC1 is useful for complete differentiation.


INDUSTRIAL APPLICABILITY

According to the present invention, the differential diagnosis of adenocarcinoma, which is difficult to discriminate pathologically and histologically, particularly, the differentiation between squamous cell carcinoma and adenocarcinoma, further the differentiation between poorly differentiated squamous cell carcinoma and adenocarcinoma, and further the differentiation between poorly differentiated squamous cell carcinoma and adenocarcinoma free of a BAC component can be performed objectively and rapidly for the histopathological type of lung cancer in a patient without depending on the subjectivity of specialists such as well-trained pathologists or clinical laboratory technicians. In other words, the present invention can be suitably used in point of care testing (POCT) from the collection of specimens from patients to the analysis thereof.

Claims
  • 1. A method for detecting a squamous cell carcinoma or adenocarcinoma in a lung cancer patient lesion, comprising: measuring an expression level of an expression product of a DNA comprising a base in a transcription start site in at least one of the nucleotide sequences of SEQ ID NOs: 1 to 213 and at least one base located immediately downstream of the base in a biological sample collected from the lesion,wherein the transcription start site is a region starting from the first base and ending at the 101st base counted from the 3′ end in the nucleotide sequences of SEQ ID NOs: 1 to 213.
  • 2. The method of claim 1, wherein the squamous cell carcinoma is poorly differentiated squamous cell carcinoma.
  • 3. The method of claim 1, wherein the adenocarcinoma is adenocarcinoma free of a BAC component.
  • 4. The method of claim 1, wherein the at least one of the nucleotide sequences of SEQ ID NOs: 1 to 213 comprises at least one of the nucleotide sequences of SEQ ID NO: 2, SEQ ID NO: 3, SEQ ID NO: 5, and SEQ ID NO: 7.
  • 5. The method of claim 1, further comprising: comparing the expression level of the expression product of the DNA with a control level.
  • 6. The method of claim 1, further comprising: comparing the expression level of the expression product of the DNA with a threshold level.
  • 7. The method of claim 1, wherein the measuring of the expression level of the expression product is performed by measuring an amount of a transcription product or an amount of a translation product.
  • 8. A testing kit for detecting a squamous cell carcinoma or adenocarcinoma in a lung cancer patient lesion comprising: an oligonucleotide specifically hybridizable to a transcription product of a DNA comprising a base in a transcription start site in at least one of the nucleotide sequences of SEQ ID NOs: 1 to 213 and at least one base located immediately downstream of the base, or an antibody capable of recognizing a translation product of a DNA comprising a base in a transcription start site in at least one of the nucleotide sequences of SEQ ID NOs: 1 to 213 and at least one base located immediately downstream of the base,wherein the transcription start site is a region starting from the first base and ending at the 101st base counted from the 3′ end in the nucleotide sequences of SEQ ID NOs: 1 to 213.
  • 9. A marker for detecting a squamous cell carcinoma or adenocarcinoma in a lung cancer patient lesion, comprising: an expression product of a DNA comprising a base in a transcription start site in at least one of the nucleotide sequences of SEQ ID NOs: 1 to 213 and at least one base located immediately downstream of the base,wherein the transcription start site is a region starting from the first base and ending at the 101st base counted from the 3′ end in the nucleotide sequences of SEQ ID NOs: 1 to 213.
  • 10. A method for detecting a squamous cell carcinoma or adenocarcinoma in a lung cancer patient lesion, comprising: measuring an expression level of at least one of ST6GALNAC1 and SPATS2 proteins in a biological sample collected from the lesion.
  • 11. The method of claim 10, further comprising: measuring an expression level of at least one protein selected from the group consisting of P40, CK5, CK6, DSG3, TTF-1, and napsin A.
  • 12. The method of claim 11, wherein the method comprises measuring expression levels of two proteins selected from the group consisting of: 1) TTF-1/ST6GALNAC1,2) CK5/ST6GALNAC1,3) DSG3/ST6GALNAC1,4) CK5/SPATS2,5) DSG3/SPATS2,6) p40/ST6GALNAC1,7) ST6GALNAC1/SPATS2,8) Napsin A/ST6GALNAC1, and9) p40/SPATS2.
  • 13. The method of claim 11, wherein the method comprises measuring expression levels of three proteins selected from the group consisting of: 1) ST6GALNAC1/TTF-1/CK5,2) ST6GALNAC1/TTF-1/DSG3,3) ST6GALNAC1/TTF-1/p40,4) ST6GALNAC1/SPATS2/DSG3,5) ST6GALNAC1/SPATS2/CK5, and6) ST6GALNAC1/SPATS2/p40.
  • 14. The method of claim 10, wherein the measuring of the expression level of each protein is performed by an immunohistochemical analysis method.
  • 15. The method of claim 11, wherein the method comprises measuring expression levels of CK5 and ST6GALNAC 1.
  • 16. The method of claim 11, wherein the method comprises measuring expression levels of CK5, ST6GALNAC1, and TTF-1, or measuring expression levels of CK5, ST6GALNAC1, and SPATS2.
Priority Claims (2)
Number Date Country Kind
2014-049186 Mar 2014 JP national
2014-183418 Sep 2014 JP national
PCT Information
Filing Document Filing Date Country Kind
PCT/JP15/57176 3/11/2015 WO 00