MiR-1827 functions as a tumor suppressor in lung adenocarcinoma by targeting MYC and FAM83F

The bioactivity of microRNA-1827 (miR-1827) in lung adenocarcinoma cells would be explored. The expression level of gene and miR-1827 in 76 pairs of lung adenocarcinoma tissues and adjacent counterparts were analyzed by a quantitative real-time polymerase chain reaction. Primary lung adenocarcinoma cells were derived from patients’ tissues. These cells were treated with miR-1827 agomir to mimic the upregulation of endogenous miR-1827. The malignant degree of lung adenocarcinoma cells in vitro was evaluated by cell proliferation, colony formation, transwell invasion, and apoptosis assays. Western blot analysis was used to observe the transition of lung adenocarcinoma cells from epithelial-to-mesenchymal. Target genes of miR-1827 were predicted by bioinformatics analysis. In addition, the interaction between miR-1827 and candidate messenger RNAs was verified by dual-luciferase reporter assay and AGO2-RNA immunoprecipitation. Besides, the effect of miR-1827 on tumors was verified by in vivo experiments. Transient gene overexpression was achieved by plasmids transfection. In this study, we found that the expression of miR-1827 was downregulated in lung adenocarcinoma, and its low expression was significantly correlated with the progression of lung adenocarcinoma and poor prognosis of patients. miR-1827 overexpression remarkably reduced the malignancy of primary lung adenocarcinoma cells in vitro. MYC and FAM83F were identified as two targeted genes of miR-1827 in lung adenocarcinoma cells. The levels of these two genes were upregulated in lung adenocarcinoma, and their high expression was significantly associated with the progression of lung adenocarcinoma and poor prognosis of patients. Overexpression of MYC or FAM83F attenuated the effects of miR-1827 on primary lung adenocarcinoma cells in vitro. In addition, in vivo experiments showed that miR-1827 inhibited tumor growth by reducing the levels of MYC and FAM83F. In conclusion, miR-1827 might repress the development of lung adenocarcinoma by targeting oncogenic genes MYC and FAM83F.     

Mutations in recombinational repair and in checkpoint control genes suppress the lethal combination of srs2Delta with other DNA repair genes in Saccharomyces cerevisiae

The SRS2 gene of Saccharomyces cerevisiae encodes a DNA helicase that is active in the postreplication repair pathway and homologous recombination. srs2 mutations are lethal in a rad54Delta background and cause poor growth or lethality in rdh54Delta, rad50Delta, mre11Delta, xrs2Delta, rad27Delta, sgs1Delta, and top3Delta backgrounds. Some of these genotypes are known to be defective in double-strand break repair. Many of these lethalities or poor growth can be suppressed by mutations in other genes in the DSB repair pathway, namely rad51, rad52, rad55, and rad57, suggesting that inhibition of recombination at a prior step prevents formation of a lethal intermediate. Lethality of the srs2Delta rad54Delta and srs2Delta rdh54Delta double mutants can also be rescued by mutations in the DNA damage checkpoint functions RAD9, RAD17, RAD24, and MEC3, indicating that the srs2 rad54 and srs2 rdh54 mutant combinations lead to an intermediate that is sensed by these checkpoint functions. When the checkpoints are intact the cells never reverse from the arrest, but loss of the checkpoints releases the arrest. However, cells do not achieve wild-type growth rates, suggesting that unrepaired damage is still present and may lead to chromosome loss.     

Amplification of RAD54B promotes progression of hepatocellular carcinoma via activating the Wnt/β-catenin signaling

Liver cancer was reported to be the sixth most frequently diagnosed cancer, and hepatocellular carcinoma (HCC) accounts for 75%-85% of primary liver cancer. Nevertheless, the concrete molecular mechanisms of HCC progression remain obscure, which is essential to elucidate. The expression profile of RAD54B in HCC was measured using qPCR and western blotting. Moreover, the levels of RAD54B in paraffin-embedded samples were evaluated using immunohistochemistry (IHC). The effect of RAD54B on HCC progression was testified by in vitro experiments, and in vivo orthotopic xenograft tumor experiments. The mechanisms of RAD54B promoting HCC progression were investigated through molecular and function experiments. Herein, RAD54B are dramatically upregulated in HCC tissues and cell lines both on mRNA and protein levels, and RAD54B can servers as an independent prognostic parameter of 5-year overall survival and 5-year disease-free survival for patients with HCC. Moreover, up-regulation of RAD54B dramatically increases the capacity for in vitro cell viability and motility, and in vivo intrahepatic metastasis of HCC cells. Mechanistically, RAD54B promotes the HCC progression through modulating the wnt/β-catenin signaling. Notably, blocking the wnt/β-catenin signaling axis can counteract the activating effects of RAD54B on motility of HCC cells. Besides, further analysis illustrates that DNA amplification is one of the mechanisms leading to mRNA overexpression of RAD54B in HCC. Our findings indicate that RAD54B might be a promising potential prognostic marker and a candidate therapeutic target to therapy HCC.     

High risk of benzo[α]pyrene-induced lung cancer in E160D FEN1 mutant mice

Flap endonuclease 1 (FEN1), a member of the Rad2 nuclease family, possesses 5' flap endonuclease (FEN), 5' exonuclease (EXO), and gap-endonuclease (GEN) activities. The multiple, structure-specific nuclease activities of FEN1 allow it to process different intermediate DNA structures during DNA replication and repair. We previously identified a group of FEN1 mutations and single nucleotide polymorphisms that impair FEN1's EXO and GEN activities in human cancer patients. We also established a mouse model carrying the E160D FEN1 mutation, which mimics the mutations seen in humans. FEN1 mutant mice developed spontaneous lung cancer at high frequency at their late life stages. An important unanswered question is whether individuals carrying such FEN1 mutation are more susceptible to tobacco smoke and have an earlier onset of lung cancer. Here, we report our study on E160D mutant mice exposed to benzo[α]pyrene (B[α]P), a major DNA damaging compound found in tobacco smoke. We demonstrate that FEN1 employs its GEN activity to cleave DNA bubble substrates with BP-induced lesions, but the E160D FEN1 mutation abolishes such activity. As a consequence, Mouse cells carrying the E160D mutation display defects in the repair of B[α]P adducts and accumulate DNA double-stranded breaks and chromosomal aberrations upon treatments with B[α]P. Furthermore, more E160D mice than WT mice have an early onset of B[α]P-induced lung adenocarcinoma. All together, our current study suggests that individuals carrying the GEN-deficient FEN1 mutations have high risk to develop lung cancer upon exposure to B[α]P-containing agents such as tobacco smoke.     

过表达BTG2增强人肺腺癌细胞的辐射敏感性

在肺癌类型中,肺腺癌占大多数,其总体生存率差,BTG2是抗增殖基因家族的一员,属于BTG/TOB家族。许多研究表明,B细胞易位基因2(BTG2)多种类型的肿瘤中存在异常表达,但其在肺腺癌放疗敏感性中发挥的调控作用尚不明确。本研究通过肺腺癌组织样本及在线数据库,探究BTG2在肺腺癌患者中的表达水平及其表达与临床预后之间的相关性,结果提示在具有放疗抗性的肺腺癌患者中,BTG2的表达水平显著降低,且在肺腺癌细胞系中,BTG2能对放疗产生响应,其在肺腺癌患者中的低表达状态与不良的预后相关(P＜0.05);在人肺腺癌A549和H1299细胞系中转染过表达BTG2(OE-BTG2)慢病毒,通过克隆形成检测过表达BTG2对肺腺癌细胞系的辐射敏感性的影响,实验证实过表达BTG2可显著增强A549和H1299细胞系的辐射敏感性(P＜0.05);并进一步通过WB、免疫组化检测BTG2及凋亡相关蛋白BAX的表达水平,结果证实:过表达BTG2可显著增加A549和H1299细胞辐射后的凋亡水平。最后通过裸鼠成瘤试验检测BTG2在活体中对肺腺癌辐射敏感性的影响,结果提示:在动物实验中,过表达BTG2可显著增强肺腺癌的辐射敏感性(P＜0.05)及增加辐射后BAX的表达水平。综上所述,BTG2在肺腺癌组织中处于低表达状态,并且与不良的临床预后紧密相关,过表达BTG2可促进凋亡过程,增加人肺腺癌细胞系的辐射敏感性,能为克服肺腺癌的辐射抗性提供新的靶点。     

Flexibility of eukaryotic Okazaki fragment maturation through regulated strand displacement synthesis

Okazaki fragment maturation to produce continuous lagging strands in eukaryotic cells requires precise coordination of strand displacement synthesis by DNA polymerase delta (Pol delta) with 5.-flap cutting by FEN1(RAD27) endonuclease. Excessive strand displacement is normally prevented by the 3.-exonuclease activity of Pol delta. This core maturation machinery can be assisted by Dna2 nuclease/helicase that processes long flaps. Our genetic studies show that deletion of the POL32 (third subunit of Pol delta) or PIF1 helicase genes can suppress lethality or growth defects of rad27Delta pol3-D520V mutants (defective for FEN1(RAD27) and the 3.-exonuclease of Pol delta) that produce long flaps and of dna2Delta mutants that are defective in cutting long flaps. On the contrary, pol32Delta or pif1Delta caused lethality of rad27Delta exo1Delta double mutants, suggesting that Pol32 and Pif1 are required to generate longer flaps that can be processed by Dna2 in the absence of the short flap processing activities of FEN1(RAD27) and Exo1. The genetic analysis reveals a remarkable flexibility of the Okazaki maturation machinery and is in accord with our biochemical analysis. In vitro, the generation of short flaps by Pol delta is not affected by the presence of Pol32; however, longer flaps only accumulate when Pol32 is present. The presence of FEN1(RAD27) during strand displacement synthesis curtails displacement in favor of flap cutting, thus suggesting an active hand-off mechanism from Pol delta to FEN1(RAD27). Finally, RNA-DNA hybrids are more readily displaced by Pol delta than DNA hybrids, thereby favoring degradation of initiator RNA during Okazaki maturation.     

DNA methylation-based diagnostic and prognostic biomarkers of nonsmoking lung adenocarcinoma patients

Currently, there are few studies on patients with nonsmoking lung adenocarcinoma, and the pathogenesis is still unclear. The role of DNA methylation in the pathogenesis of cancer is gradually being recognized. The purpose of this study was to determine the abnormal methylation genes and pathways involved in nonsmoking lung adenocarcinoma patients. Gene expression microarray data (GSE10072, GSE43458) and gene methylation microarray data (GSE62948) were downloaded from the Gene Expression Omnibus (GEO) database and differentially expressed genes were obtained through GEO2R. Next, we analyzed the function and enrichment of the selected genes using Database for Annotation, Visualization, and Integrated Discovery. The protein-protein interaction (PPI) networks were constructed using the Search Tool for the Retrieval of Interacting Genes database and visualized in Cytoscape. Finally, we performed module analysis of the PPI network using Molecular Complex Detection. And we obtained 10 hub genes by Cytoscape Centiscape. We analyzed the independent prognostic value of each hub gene in nonsmoking nonsmall cell lung cancer patients through Kaplan-Meier plotter. Seven hub genes (CXCL12, CDH1, CASP3, CREB1, COL1A1, ERBB2, and ENO2) were closely related to the overall survival time. This study provides an effective bioinformatics basis for further understanding the pathogenesis and prognosis of nonsmoking lung adenocarcinoma patients. Hub genes with prognostic value could be selected as effective biomarkers for timely diagnosis and prognostic of nonsmoking lung adenocarcinoma patients.     

HIF-1-alpha激活的长链非编码RNA-ANRIL与肺腺癌的关系的研究

摘要目的：现已经证实缺氧诱导因子-1alpha（hypoxia inducible factor-1,HIF-1alpha）与肺腺癌（lung adenocarcinoma，LA）侵袭性有关。 INK4 基因座中反义非编码RNA（CDKN2B antisense RNA 1，ANRIL）是目前确认的能够促进肿瘤发生发展的一种长链非编码 RNA（long noncoding RNA，lncRNA）。而本研究即探究在肺腺癌中HIF-1琢与ANRIL之间是否存在一定的联系。方法：利用实时定 量PCR 技术（quantitative real-time polymerase chain reaction，qRT-PCR）检测人体肺腺癌组织和肺腺癌细胞系A549 中HIF-1-alpha和 ANRIL的表达水平，然后利用小干扰RNA（small interfering RNA，siRNA）和基因过表达技术使HIF-1alpha低量和过量表达，再检测 肺腺癌细胞系A549 中ANRIL表达水平的变化。结果：ANRIL和HIF-1alpha在人体肺腺癌组织和肺腺癌细胞系A549 中的表达水平 呈现正相关，而且ANRIL 和HIF-1alpha在癌组织中的表达水平均高于癌旁组织，并且通过HIF-1alpha的低量和过量表达，ANRIL亦呈 现相应的变化。结论：ANRIL 和HIF-1alpha在肺腺癌组织中的表达具有相关性，而且HIF-1琢能够刺激激活ANRIL的表达，因此 ANRIL-HIF-1alpha可能为肺腺癌的诊疗提供一个崭新的靶点。     

Sister Chromatid Exchanges Are Mediated by Homologous Recombination in Vertebrate Cells

Sister chromatid exchange (SCE) frequency is a commonly used index of chromosomal stability in response to environmental or genetic mutagens. However, the mechanism generating cytologically detectable SCEs and, therefore, their prognostic value for chromosomal stability in mitotic cells remain unclear. We examined the role of the highly conserved homologous recombination (HR) pathway in SCE by measuring SCE levels in HR-defective vertebrate cells. Spontaneous and mitomycin C-induced SCE levels were significantly reduced for chicken DT40 B cells lacking the key HR genes RAD51 and RAD54 but not for nonhomologous DNA end-joining (NHEJ)-defective KU70(-/-) cells. As measured by targeted integration efficiency, reconstitution of HR activity by expression of a human RAD51 transgene restored SCE levels to normal, confirming that HR is the mechanism responsible for SCE. Our findings show that HR uses the nascent sister chromatid to repair potentially lethal DNA lesions accompanying replication, which might explain the lethality or tumorigenic potential associated with defects in HR or HR-associated proteins.     

MNX1-AS1 is a novel biomarker for predicting clinical progression and poor prognosis in lung adenocarcinoma

Motor neuron and pancreas homeobox 1-antisense RNA1 (MNX1-AS1) is a novel long noncoding RNA and has been suggested to be overexpressed in human ovarian cancer and glioma. The role of MNX1-AS1 in lung cancer was still unknown. In our study, we observed levels of MNX1-AS1 expression through analyzing The Cancer Genome Atlas and found MNX1-AS1 expression was highly expressed in lung adenocarcinoma tissues compared with normal lung tissues, but there was no statistical difference between lung squamous cell carcinoma tissues and normal lung tissues. Furthermore, we conducted quantitative real-time polymerase chain reaction, and confirmed that the expression of MNX1-AS1 was definitely higher in lung adenocarcinoma tissue samples, but not in lung squamous cell carcinoma tissue samples. In addition, high MNX1-AS1 expression was found to be associated with the low differentiated degree, advanced clinical stage, big tumor size, lymph node metastasis, and distant metastasis in lung adenocarcinoma patients. High expression of MNX1-AS1 was negatively correlated with overall survival time and served as an independent unfavorable prognostic factor in patients with lung adenocarcinoma. The in vitro functional studies suggested that suppression of MNX1-AS1 inhibited lung adenocarcinoma cell proliferation and migration, and promoted apoptosis. In conclusion, MNX1-AS1 is overexpressed in lung adenocarcinoma, and associated with clinical progression and poor prognosis.     

结合自噬相关基因表达谱和临床因素的肺腺癌预后预测模型

对肺腺癌自噬相关基因进行生物信息学分析,结合多基因预后标志和临床参数构建能够预测肺腺癌患者预后的模型。首先,对TCGA肺腺癌数据中的938个自噬相关基因进行差异分析,获得了82个差异自噬相关基因,使用单因素Cox比例风险回归模型从差异自噬相关基因中筛选出候选基因,通过 lasso回归进一步筛选出预后相关基因,分别是ARNTL2、NAPSA、ATG9B、CAPN12、MAP1LC3C和KRT81。通过多因素Cox回归分析以构建风险评分模型,根据最优cutoff值将患者分为高低风险组,生存曲线显示高低风险组之间生存差异显著,ROC曲线显示风险评分的预测能力良好,并在内、外验证集中得到验证。同时对传统的临床因素进行单因素和多因素Cox回归分析,结果显示Stage、复发和风险评分能够独立预测预后,结合这三个独立的预后参数以构建列线图模型,使用一致性指数、校准曲线评估列线图的预测能力,结果显示预测结果与实际结果之间具有良好的一致性。通过与Stage和风险评分的比较发现,列线图的预测能力表现最佳。基于肺腺癌相关的自噬基因和临床参数构建了一个列线图模型来预测肺腺癌患者的预后生存,这可能为临床医生提供了一种可靠的预后评估工具。     

NOD2 deficiency confers a pro-tumorigenic macrophage phenotype to promote lung adenocarcinoma progression

Nucleotide-binding and oligomerization domain-containing protein 2 (NOD2) was a member of the NOD-like receptor family and played an important role in the innate immune response. Dysregulated NOD2 had been reported to contribute to tumorigenesis and progression. Here, we investigated that decreased NOD2 expressions could affect the phenotypic polarization of tumour-associated macrophages and thus lead to the poor prognosis of lung adenocarcinoma patients. We clustered the patients by the single-sample gene set enrichment analysis of tumour microenvironment and 13 prognostic differentially expressed immune-related genes (PDEIRGs) were obtained based on prognostic analyses. After multiple assessments on the 13 PDEIRGs, NOD2 was considered to be the central immune gene and had a strong effect on suppressing tumour progression. Decreased NOD2 expression could be induced by cancer cells and lead to the phenotypic polarization of macrophages from protective M1 phenotype to pro-tumorigenic M2 subtype which might be attributed to the down-regulating of NF-κB signalling pathway. This study draw attention to the role of inhibited innate immune function mediated by depletion of NOD2 in the TME. Our work also points to a potential strategy of NOD2-mediated TAM-targeted immunotherapy.     

Flap endonuclease 1 Facilitated Hepatocellular Carcinoma Progression by Enhancing USP7/MDM2-mediated P53 Inactivation

Overexpression of Flap endonuclease 1 (FEN1) has been previously implicated in hepatocellular carcinoma (HCC), while its expression features and mechanisms remain unclear. In the current study, differential expression genes (DEGs) were screened in HCC tissues and normal liver tissues in 4 Gene Expression Omnibus (GEO) datasets. FEN1, one of the hub co-overexpressed genes, was further determined overexpressed in HCC tissues in TCGA, local HCC cohorts, and hepatocarcinogenesis model. In addition, high expression of FEN1 indicated poor prognosis of HCC patients. Loss-of-function and gain-of-function assays demonstrated that FEN1 enhanced the proliferation, cell cycle phage transition, migration/ invasion, therapy resistance, xenograft growth, and epithelial-mesenchymal transition (EMT) process of HCC cells. Mechanically, FEN1 could inactivate P53 signaling by preventing the ubiquitination and degradation of mouse double minute 2 (MDM2) via recruiting ubiquitin-specific protease 7 (USP7). Interfering USP7 with {"type":"entrez-protein","attrs":{"text":"P22077","term_id":"134707","term_text":"P22077"}}P22077 significantly reversed the malignant phenotypes activated by FEN1. In conclusion, this study suggests FEN1 as a robust prognostic biomarker and potential target for HCC.     

Integrated analysis of gene expression and DNA methylation datasets identified key genes and a 6-gene prognostic signature for primary lung adenocarcinoma

Lung adenocarcinoma (LUAD) is the main subtype of non-small cell lung cancer with a poor survival prognosis. In our study, gene expression, DNA methylation, and clinicopathological data of primary LUAD were utilized to identify potential prognostic markers for LUAD, which were recruited from The Cancer Genome Atlas (TCGA) database. Univariate regression analysis showed that there were 21 methylation-associated DEGs related to overall survival (OS), including 9 down- and 12 up-regulated genes. The 12 up-regulated genes with hypomethylation may be risky genes, whereas the other 9 down-regulated genes with hypermethylation might be protective genes. By using the Step-wise multivariate Cox analysis, a methylation-associated 6-gene (consisting of CCL20, F2, GNPNAT1, NT5E, B3GALT2, and VSIG2) prognostic signature was constructed and the risk score based on this gene signature classified patients into high- or low-risk groups. Patients of the high-risk group had shorter OS than those of the low-risk group in both the training and validation cohort. Multivariate Cox analysis and the stratified analysis revealed that the risk score was an independent prognostic factor for LUAD patients. The methylation-associated gene signature may serve as a prognostic factor for LUAD patients and the represent hypermethylated or hypomethylated genes might be potential targets for LUAD therapy.     

Genetic characteristics and prognostic implications of m1A regulators in pancreatic cancer

Studies have identified the methylation of N1 adenosine (m1A), an RNA modification, playing an important role in the progression of the tumorigenesis. The present study aimed to analyze the genetic characteristics and prognostic value of m1A regulators in pancreatic cancer. In the present study, data on gene mutations, single-nucleotide variants (SNVs), and copy number variation (CNV) were obtained from 363 patients with pancreatic cancer in the Cancer Genome Atlas (TCGA) database, and survival analysis was performed using the logarithmic rank test and Cox regression model. The chi-squared test was used to examine the relationship between the changes in m1A regulatory factors and clinicopathological characteristics. And we used ICGC database to verify the reliability of prognostic markers. The results show that changes in m1A-regulating genes are related to clinical stage and that the expression of some m1A-regulating genes is positively correlated with CNV. In addition, the low expression of the ‘eraser’ gene ALKBH1 is related to the poor prognosis of patients with pancreatic cancer, and its expression level has important clinical significance for patients with pancreatic adenocarcinoma (PAAD). Mechanistically, ALKBH1 may participate in the occurrence and development of pancreatic cancer through mTOR and ErbB signaling pathway. The expression of m1A-regulating genes can be used as a prognostic marker for pancreatic cancer. These findings provide valuable clues for us to understand the epigenetics of m1A in pancreatic cancer.     

肺腺癌预后相关miRNA生物信息学筛选及其临床意义

目的：探讨肺腺癌预后相关miRNA组学特征及其临床意义。方法：应用癌症基因组图谱（TCGA）数据库,检索人肺腺癌miRNA表达谱数据,进行差异分析,再利用Cox风险回归模型筛选预后相关miRNA;利用mirwalk分析平台,对筛选出的miRNA进行靶向调控基因预测、KEGG功能富集分析,最后,预测出预后相关miRNA的功能。结果：共筛选肺腺癌差异miRNA46个,其中,上调19个、下调27个;通过Cox生存分析筛选到预后相关miRNA有6个,即hsa-mir-21、hsa-mir-142、hsa-mir-200a高表达,hsa-mir-101、hsa-let-7c、hsa-mir-378e低表达,其中hsa-mir-21、hsa-mir-378e与肺腺癌患者不良预后有关,生存期显著缩短（P<0.05,AUC=0.618）。KEGG分析上述预后相关miRNA靶向调控基因与免疫反应通路、miRNA与癌症通路、代谢通路等有关。结论：hsa-mir-21、hsa-mir-378e与肺腺癌预后不良有关,未来经进一步临床验证有可能作为肺腺癌预后相关的分子标记物。     

Variations of chromosome 2 gene expressions among patients with lung cancer or non-cancer

Lung cancer is one of the most common malignancies worldwide. The present study aimed to investigate specific genotypes of different subtypes or stages of lung cancer through gene expression variations of chromosome 2 genes, trying to identify predictors for diagnosis or prognosis of lung cancer. About 537 patients with lung adenocarcinoma (ADC), 140 patients with lung squamous carcinoma (SQC), 9 patients with lung large cell carcinoma (LCC), 56 patients with small cell lung cancer (SCLC), and 590 patients without cancer were analyzed in present study. Co-expressed, subtype-specific, and stage-specific chromosome 2 genes were identified and further analyzed by bioinformatic methods. As a result, 15 or 10 genes were significantly up- or down-regulated in all four subtypes of lung cancer. GKN1, LOC100131510, prominin-2 (PROM2), IL37, and SNORA41 were identified as ADC-specific up-regulated genes; SQC-specific up-regulated genes included HOXD family (HOXD1, HOXD3, HOXD4, HOXD8, and HOXD9) and UGT1A family (UGT1A1, UGT1A3, UGT1A4, UGT1A5, UGT1A7, UGT1A8, UGT1A9, and UGT1A10); and LCC- or SCLC-specific genes were also identified. Nine genes were significantly up-expressed at all four stages of ADC while 230 genes at all three stages of SQC. MFSD2B, CCL20 and STAT1, or STARD7 and ZNF512 genes may be risk or protect factors in prognosis of ADC, while HTR2B, DPP4, and TGFBRAP1 genes may be risk factors in prognosis of SQC. Our results suggested that a number of altered chromosome 2 genes have the subtype or stage specificities of lung cancer and may be considered as diagnostic and prognostic biomarkers.