Clinical validation of a blood-based classifier for diagnostic evaluation of asymptomatic individuals with pulmonary nodules

Background

The number of pulmonary nodules detected in the US is expected to increase substantially following recent recommendations for nationwide CT-based lung cancer screening. Given the low specificity of CT screening, non-invasive adjuvant methods are needed to differentiate cancerous lesions from benign nodules to help avoid unnecessary invasive procedures in the asymptomatic population. We have constructed a serum-based multi-biomarker panel and assessed its clinical accuracy in a retrospective analysis of samples collected from participants with suspicious radiographic findings in the Prostate, Lung, Chest and Ovarian (PLCO) cancer screening trial.

Methods

Starting with a set of 9 candidate biomarkers, we identified 8 that exhibited limited pre-analytical variability with increasing clotting time, a key pre-analytical variable associated with the collection of serum. These 8 biomarkers were evaluated in a training study consisting of 95 stage I NSCLC patients and 186 smoker controls where a 5-biomarker pulmonary nodule classifier (PNC) was selected. The clinical accuracy of the PNC was determined in a blinded study of asymptomatic individuals comprising 119 confirmed malignant nodule cases and 119 benign nodule controls selected from the PLCO screening trial.

Results

A PNC comprising 5 biomarkers: CEA, CYFRA 21-1, OPN, SCC, and TFPI, was selected in the training study. In an independent validation study, the PNC resolved lung cancer cases from benign nodule controls with an AUC of 0.653 (p < 0.0001). CEA and CYFRA 21-1, two of the markers included in the PNC, also accurately distinguished malignant lesions from benign controls.

Conclusions

A 5-biomarker blood test has been developed for the diagnostic evaluation of asymptomatic individuals with solitary pulmonary nodules.

     

CK19和MC在肺癌患者胸水中的表达及意义

目的探讨CK19和MC在肺癌患者胸水中的诊断价值。方法应用免疫细胞化学方法(S-P)研究44例肺癌患者胸水中的癌细胞和26例肺良性疾病胸水中的反应性间皮细胞的表达。结果CK19在肺癌患者胸水中的阳性率95.5%(42/44)明显高于在良性胸水中的阳性率7.7%(2/26),差异非常显著(P<0.01);而MC在良性胸水中的阳性率96.2%(25/26)明显高于在肺癌患者胸水中的阳性率22.7%(10/44),差异也非常显著(P<0.01);当CK19和MC联合应用时为最佳选择,其敏感性和特异性分别高达100%和88.5%。结论CK19和MC对肺癌患者胸水中癌细胞的诊断及鉴别诊断具有重要的临床应用价值。     

Postoperative Serum Levels of sCD26 for Surveillance in Colorectal Cancer Patients

One of the main aims of the follow-up after curative resection of colorectal cancer is the early detection and treatment of tumor recurrence. We previously demonstrated decreased preoperative soluble CD26 (sCD26) levels in serum from colorectal cancer patients. We extended now the study to investigate if sCD26 levels in postoperative serum serve as marker of recurrence of the disease during surveillance. Soluble sCD26 was measured in pre- and postoperative serum samples of 43 patients with primary colorectal cancer. Carcinoembryonic antigen, carbohydrate antigen 19.9 and 72.4 levels were also measured during surveillance. The average follow-up period was 41.8±20.8 months. sCD26 levels during follow-up showed well-defined patterns in patients without disease (n = 28), and in patients with tumor persistence (n = 2), local recurrence (n = 3) or distant metastasis (n = 10). Disease-free patients showed stable levels between 460–850 ng/mL during follow-up, while high (over 850 ng/mL) and unstable sCD26 levels were found before recurrence was diagnosed. The mean maximum/minimum sCD26 ratios during surveillance were 1.52, 2.12 and 2.63 for patients with no recurrence, local recurrence and metastasis, respectively (p = 0.005). From the cut-off obtained from a receiver operator characteristics (ROC) curve built with the maximum/minimum sCD26 ratios and the upper and lower cut-offs of sCD26, we were able to discriminate patients with and without recurrent disease. We propose that the measurement of serum sCD26 during the follow-up of patients diagnosed of colorectal cancer could be valuable for the early detection of local and distant recurrence. A large, randomized, prospective trial should be performed to confirm our findings.     

Frequency of common colds and serum levels of sICAM-1 (CD54), sLFA-3 (CD58) and sIL-2R (CD25).

Epidemiologic case-control studies have suggested an inverse relationship between past medical history of frequency of common colds and subsequent cancer risk for various sites. One hypothetical explanation for this finding may be that there are unknown differences in immune responsiveness between patients developing cancer and healthy individuals. The present study examines the relationship between the frequency of common colds and a) plasma levels of sICAM-1/CD54, sLFA-3/CD58 and sIL-2R/CD25 which are believed to modulate activation of immune responses, and b) cell-mediated immunity in vivo as determined by Multitest Mérieux. The investigation was conducted as a correlation study amongst a healthy group of individuals from the general population in Germany. We found a statistically significant inverse relationship between frequency of common colds and levels of sCD58 and, partially, sCD54. No association was found between levels of sCD25 and results of Multitest Mérieux.     

Clinical Significance of Soluble CD26 in Malignant Pleural Mesothelioma

There is no established single diagnostic marker for malignant pleural mesothelioma (MPM). CD26 is a 110 kDa, multifunctional, membrane-bound glycoprotein that has dipeptidyl peptidase IV (DPPIV) enzyme activity. The aim of this study was to evaluate the clinical significance of soluble CD26 (sCD26) in patients with MPM. The study included 80 MPM patients, 79 subjects with past asbestos exposure (SPE), and 134 patients with other benign pleural diseases (OPD) that were included as a control group. sCD26 levels and DPPIV activity in serum and/or pleural fluid were determined using an ELISA kit. Serum sCD26 levels and DPPIV enzyme activity in patients with MPM were significantly decreased compared with those in the SPE group (P = 0.000). The level of serum sCD26 was significantly decreased in patients with advanced stages of MPM compared with those with earlier stages (P = 0.047). The median OS of patients with MPM who had higher DPPIV enzyme activity was significantly longer than that of those with lower DPPIV enzyme activity (P = 0.032). The sCD26 levels in the pleural fluid of MPM patients with an epithelioid subtype were significantly increased compared with the OPD cohort (P = 0.012). Moreover, DPPIV enzyme activity in the pleural fluid of patients with MPM with an epithelioid subtype were significantly increased compared with those in the OPD cohort (P = 0.009). Patients with MPM who had lower specific DPPIV activity, determined as DPPIV/sCD26, showed significantly prolonged survival compared with those with higher specific DPPIV activity (P = 0.028). Serum sCD26 and DPPIV enzyme activity appear to be useful biomarkers for differentiating patients with MPM from SPE. The sCD26 levels or DPPIV enzyme activity in pleural fluid appear to be biomarkers in patients with an epithelioid subtype of MPM. DPPIV activity in serum or pleural fluid appears to be predictive for the prognosis of patients with MPM.     

CD64指数、sCD14、sCD163与胸腔镜肺癌根治术后并发重症肺部感染的关系研究

摘要 目的：探讨CD64指数、可溶性白细胞分化抗原14（sCD14）、可溶性白细胞分化抗原163（sCD163）与胸腔镜肺癌根治术后并发重症肺部感染的关系。方法：选择2020年1月至2023年1月南通市肿瘤医院收治的行胸腔镜肺癌根治术治疗的非小细胞肺癌（NSCLC）患者共415例。根据术后是否并发重症肺部感染将患者分为感染组（21例）和未感染组（394例）。检测外周血CD64指数和血清sCD14、sCD163水平。多因素Logistic回归分析影响胸腔镜肺癌根治术后并发重症肺部感染的因素。受试者工作特征（ROC）曲线分析CD64指数、sCD14、sCD163预测胸腔镜肺癌根治术后并发重症肺部感染的价值。结果：感染组外周血CD64指数、血清sCD14、sCD163水平高于未感染组（P＜0.05）。多因素Logistic回归分析显示高CD64指数、sCD14、sCD163、降钙素原（PCT）是胸腔镜肺癌根治术后并发重症肺部感染的危险因素（P＜0.05）,高呼气峰值流量（PEF）是保护因素（P＜0.05）。CD64指数、sCD14、sCD163、PCT预测胸腔镜肺癌根治术后并发重症肺部感染的曲线下面积为0.834、0.815、0.842、0.784,联合预测曲线下面积为0.928,高于单独预测。结论：血清CD64指数、sCD14、sCD163、PCT水平升高是胸腔镜肺癌根治术后并发重症肺部感染的危险因素。联合CD64指数、sCD14、sCD163、PCT可较好地预测术后重症肺部感染的风险。     

On the origin of serum CD26 and its altered concentration in cancer patients

Dipeptidyl peptidase IV (DPP-IV), assigned to the CD26 cluster, is expressed on epithelial cells and lymphocytes and is a multifunctional or pleiotropic protein. Its peptidase activity causes degradation of many biologically active peptides, e.g. some incretins secreted by the enteroendocrine system. DPP-IV has, therefore, become a novel therapeutic target for inhibitors that extend endogenously produced insulin half-life in diabetics, and several reviews have appeared in recent months concerning the clinical significance of CD26/DPP-IV. Biological fluids contain relatively high levels of soluble CD26 (sCD26). The physiological role of sCD26 and its relation, if any, to CD26 functions, remain poorly understood because whether the process for CD26 secretion and/or shedding from cell membranes is regulated or not is not known. Liver epithelium and lymphocytes are often cited as the most likely source of sCD26. It is important to establish which tissue or organ is the protein source as well as the circumstances that can provoke an abnormal presence/absence or altered levels in many diseases including cancer, so that sCD26 can be validated as a clinical marker or a therapeutic target. For example, we have previously reported low levels of sCD26 in the blood of colorectal cancer patients, which indicated the potential usefulness of the protein as a biomarker for this cancer in early diagnosis, monitoring and prognosis. Through this review, we envisage a role for sCD26 and the alteration of normal peptidase capacity (in clipping enteroendocrine or other peptides) in the complex crosstalk between the lymphoid lineage and, at least, some malignant tumours.     

CT scan screening for lung cancer: risk factors for nodules and malignancy in a high-risk urban cohort

Background

Low-dose computed tomography (CT) for lung cancer screening can reduce lung cancer mortality. The National Lung Screening Trial reported a 20% reduction in lung cancer mortality in high-risk smokers. However, CT scanning is extremely sensitive and detects non-calcified nodules (NCNs) in 24–50% of subjects, suggesting an unacceptably high false-positive rate. We hypothesized that by reviewing demographic, clinical and nodule characteristics, we could identify risk factors associated with the presence of nodules on screening CT, and with the probability that a NCN was malignant.

Methods

We performed a longitudinal lung cancer biomarker discovery trial (NYU LCBC) that included low-dose CT-screening of high-risk individuals over 50 years of age, with more than 20 pack-year smoking histories, living in an urban setting, and with a potential for asbestos exposure. We used case-control studies to identify risk factors associated with the presence of nodules (n = 625) versus no nodules (n = 557), and lung cancer patients (n = 30) versus benign nodules (n = 128).

Results

The NYU LCBC followed 1182 study subjects prospectively over a 10-year period. We found 52% to have NCNs >4 mm on their baseline screen. Most of the nodules were stable, and 9.7% of solid and 26.2% of sub-solid nodules resolved. We diagnosed 30 lung cancers, 26 stage I. Three patients had synchronous primary lung cancers or multifocal disease. Thus, there were 33 lung cancers: 10 incident, and 23 prevalent. A sub-group of the prevalent group were stable for a prolonged period prior to diagnosis. These were all stage I at diagnosis and 12/13 were adenocarcinomas.

Conclusions

NCNs are common among CT-screened high-risk subjects and can often be managed conservatively. Risk factors for malignancy included increasing age, size and number of nodules, reduced FEV1 and FVC, and increased pack-years smoking. A sub-group of screen-detected cancers are slow-growing and may contribute to over-diagnosis and lead-time biases.     

Genetic susceptibility for lung cancer: interactions with gender and smoking history and impact on early detection policies

OBJECTIVES: To identify a subgroup of former, current and never smokers (males and females) at high risk for developing lung cancer, based on their genetic susceptibility profiles, to estimate their lifetime probabilities of the disease, and to assess the potential mortality reduction that could be achieved by screening the high-risk group. METHODS: Case-control data (764 cases and 677 matched controls), on two assays of DNA damage and repair (mutagen susceptibility and DNA repair capacity, DRC) in different smoking categories were used to obtain estimates of susceptibility using the formula of total probability. The estimates were inserted into a model of lung cancer natural history and detection by screening to assess mortality reduction due to screening of high-risk individuals. RESULTS: The high-risk group was defined as that 12.5% of the population who were above the third quartile for bleomycin sensitivity and below the median for DRC. High-risk male current, former, and never smokers had lifetime probabilities for developing lung cancer of 38, 21, and 5%, respectively. Females had lower probabilities to develop lung cancer: 15, 8, and 1.5% for high-risk current, former, and never smokers, respectively. Screening of high-risk smokers (12.5% of all smokers) reduced overall mortality by 7% compared to 30% reduction if all smokers were screened. Analogous results were obtained for former and never smokers. CONCLUSIONS: Genetic susceptibility constitutes an important factor in the selection of a high-risk group for early lung cancer detection.     

Identification of lung cancer with high sensitivity and specificity by blood testing

Background

Lung cancer is a very frequent and lethal tumor with an identifiable risk population. Cytological analysis and chest X-ray failed to reduce mortality, and CT screenings are still controversially discussed. Recent studies provided first evidence for the potential usefulness of autoantigens as markers for lung cancer.

Methods

We used extended panels of arrayed antigens and determined autoantibody signatures of sera from patients with different kinds of lung cancer, different common non-tumor lung pathologies, and controls without any lung disease by a newly developed computer aided image analysis procedure. The resulting signatures were classified using linear kernel Support Vector Machines and 10-fold cross-validation.

Results

The novel approach allowed for discriminating lung cancer patients from controls without any lung disease with a specificity of 97.0%, a sensitivity of 97.9%, and an accuracy of 97.6%. The classification of stage IA/IB tumors and controls yielded a specificity of 97.6%, a sensitivity of 75.9%, and an accuracy of 92.9%. The discrimination of lung cancer patients from patients with non-tumor lung pathologies reached an accuracy of 88.5%.

Conclusion

We were able to separate lung cancer patients from subjects without any lung disease with high accuracy. Furthermore, lung cancer patients could be seprated from patients with other non-tumor lung diseases. These results provide clear evidence that blood-based tests open new avenues for the early diagnosis of lung cancer.     

Early Detection of NSCLC with scFv Selected against IgM Autoantibody

Survival of patients with lung cancer could be significantly prolonged should the disease be diagnosed early. Growing evidence indicates that the immune response in the form of autoantibodies to developing cancer is present before clinical presentation. We used a phage-displayed antibody library to select for recombinant scFvs that specifically bind to lung cancer-associated IgM autoantibodies. We selected for scFv recombinant antibodies reactive with circulating IgM autoantibodies found in the serum of patients with early stage lung adenocarcinoma but not matched controls. Discriminatory performance of 6 selected scFvs was validated in an independent set of serum from stage 1 adenocarcinoma and matching control groups using two independent novel methods developed for this application. The panel of 6 selected scFvs predicted cancer based on seroreactivity value with sensitivity of 0.8 and specificity of 0.87. Receiver Operative Characteristic curve (ROC) for combined 6 scFv has an AUC of 0.88 (95%CI, 0.76–1.0) as determined by fluorometric microvolume assay technology (FMAT) The ROC curve generated using a homogeneous bridging Mesa Scale Discovery (MSD) assay had an AUC of 0.72 (95% CI, 0.59–0.85). The panel of all 6 antibodies demonstrated better discriminative power than any single scFv alone. The scFv panel also demonstrated the association between a high score - based on seroreactivity - with poor survival. Selected scFvs were able to recognize lung cancer associated IgM autoantibodies in patient serum as early as 21 months before the clinical presentation of disease. The panel of antibodies discovered represents a potential unique non-invasive molecular tool to detect an immune response specific to lung adenocarcinoma at an early stage of disease.     

The Effect of Lung Cancer on Cytokine Expression in Peripheral Blood Mononuclear Cells

The purpose of this study is to evaluate cytokine expression by peripheral blood mononuclear cells (PBMC) from stage I lung cancer patients and to confirm these expression patterns by exposing PBMCs to lung cancer cells in vitro. Five altered cytokines in stage I lung cancer patients (CCL3, IL8, IL1β, CXCL10, sIL2Rα) were identified in plasma from subjects (n = 15) before and after resection using a 30-plex panel protein assay. Gene expression studies using quantitative RT-qPCR were performed on PBMCs from stage I lung cancer patients (n = 62) before and after resection, and compared to non-cancer patients (n = 32) before and after surgery for benign disease. Co-culture experiments that exposed healthy donor PBMCs to lung cancer cells in vitro were performed to evaluate the effect on PBMC cytokine expression. PBMC gene expression of CCL3, IL8 and IL1β was higher in lung cancer patients compared to the same patients at each of four sequential timepoints after removal of their tumors, while CXCL10 and IL2Rα were essentially unchanged. This pattern was also detected when lung cancer patients were compared to non-cancer patients. When non-cancer patients underwent surgery for benign diseases, these cytokine expression changes were not demonstrable. Lung cancer cell lines, but not benign bronchial epithelial cells, induced similar changes in cytokine gene and protein expression by healthy donor PBMCs in an in vitro co-culture system. We conclude that PBMCs from stage I lung cancer patients possess distinct cytokine expression patterns compared to both non-cancer patients, and lung cancer patients following tumor removal. These expression patterns are replicated by healthy donor PBMCs exposed to lung cancer cell lines, but not benign bronchial epithelial cells in vitro. These findings have implications for understanding the immune response to lung cancer.     

Two-dimensional gel proteome reference map of human small intestine

Background  

The small intestine is an important human organ that plays a central role in many physiological functions including digestion, absorption, secretion and defense. Duodenal pathologies include, for instance, the ulcer associated to Helicobacter Pylori infection, adenoma and, in genetically predisposed individuals, celiac disease. Alterations in the bowel reduce its capability to absorb nutrients, minerals and fat-soluble vitamins. Anemia and osteopenia or osteoporosis may develop as a consequence of vitamins malabsorption. Adenoma is a benign tumor that has the potential to become cancerous. Adult celiac disease patients present an overall risk of cancer that is almost twice than that found in the general population. These disease processes are not completely known.     

Soluble Co-Signaling Molecules Predict Long-Term Graft Outcome in Kidney-Transplanted Patients

Co-signaling molecules are responsible for full T-cell activation after solid organ transplantation. Their increased expression can lead to the release of a soluble form that can modulate the immune response post-transplantation. We analyzed the presence of co-signaling molecules (sCD30, sCD40, sCD137, sCTLA-4, sCD80, sCD28, sCD40L, sPD-1, and sPD-L1) in serum from kidney-transplanted patients (n = 59) obtained at different times (before transplantation, and 15 days, 3 months and 1 year post-transplantation) and their contribution to graft outcome was evaluated using principal component analysis. Before transplantation, high levels of soluble co-signaling molecules (mainly sCD30, sCD137 and sCD40) were detected in all patients. These molecules were modulated soon after receiving an allograft but never attained similar levels to those of healthy controls. A signature based on the determination of six soluble co-stimulatory (sCD30, sCD40, sCD137 and sCD40L) and co-inhibitory (sPD-1 and sPD-L1) molecules at 3 months post-transplantation allowed a group of patients to be identified (27.12%) with a worse long-term graft outcome. Patients with high levels of soluble molecules showed a progressive and gradual deterioration of kidney function (increased creatinine and proteinuria levels and decreased estimated glomerular filtration rate) over time and a higher risk of graft loss at 6 years post-transplantation than patients with low levels of these molecules (62.55% versus 5.14%, p<0.001). Thus, our data show an aberrant expression of soluble co-signaling molecules in kidney-transplanted patients whose quantification at 3 months post-transplantation might be a useful biomarker of immune status and help to predict long-term graft evolution.     

山东临朐胃癌高发人群和北京人群Lewis血型抗原相关SE基因多态性分析

为探讨宿主的遗传背景和幽门螺杆菌（Helicobacter pylori,H.pylori）相关胃癌的易感性之间的关系,本文采用PCR产物直接测序和PCR-RFLP的方法,检测142例山东临朐县胃癌高发人群个体（包括69例癌症患者和73例非癌个体）和93例北京正常对照个体SE基因多态性的分布特点。结果显示：sew/sew基因型在山东非癌个体和北京人群之间的分布差异具有统计学意义（P＜0.01,OR=3.06,95% CI,1.28~7.30）,sew/sew基因型在山东癌症病人和非癌个体之间分布频率无显著性差异,H.pylori感染状况与SE基因型的分布也无关联性。提示：sew/sew纯合突变在山东临朐人群中分布频率较高,可能为临朐人群的遗传标记之一。 Abstract:To study the relation between host genetic backgroud and the susceptibility to H.pylori associated gastric cancer,PCR-sequencing and PCR-RFLP were used to screen SECRETOR gene polymorphisms in 142 subjects including 69 cancer patients and 73 non-cancer individuals from high-risk area of gastric cancer in Shandong and 93 control individuals from Beijing.Results showed that the difference in sew/sew distribution between non-cancer individuals and Beijing population was significant(P＜0.01,OR is 3.06,95% CI,1.28~7.30),but that between cancer patients and non-cancer individuals was not with significance.SE gene polymorphism was not relevant to H.pylori infection.We concluded that Shandong population from high-risk area of gastric cancer shared a high distribution of sew/sew genotype,which could be considered as one of the genetic markers.     

Antibodies in the sera of patients with bronchogenic carcinoma that react with antigen from a tumour cell line

Summary Antigenic material was isolated from a human squamous cell bronchogenic carcinoma tissue culture line A549 that was found to react with antibodies in the serum of patients with lung cancer in an enzyme-linked immunosorbent assay (ELISA), while it did not react with sera from normal individuals. The antigen was tested with a panel of sera from a variety of patient groups by means of the ELISA. Results showed significantly higher numbers of sera from patients with lung cancer, particularly those of squamous cell origin, reacting with the antigen than of sera from 173 normal individuals or patients with breast and gynaecological cancers or melanomas.     

Soluble interleukin-2 receptor and soluble CD8 antigen levels in serum from patients with non-resectable lung cancer

Summary In a preliminary longitudinal study two women with histologically verified adenocarcinoma of the lung, without simultaneous infectious or inflammatory conditions, were seen every 2 weeks until death. In one of the patients serum soluble interleukin-2 receptor (sIL-2R) levels rose progressively while the levels for the other patient increased during the second half of the observation period. Serum soluble CD8 antigen (sCD8 Ag) showed a pattern dissimilar to the one for sIL-2R. In a retrospective cross-sectional study circulating levels of sIL-2R and sCD8 Ag were measured before explorative thoracotomy in a total of 65 patients with histologically proven non-resectable carcinoma of the lung. The sIL-2R levels were significantly increased independently of histological subclassification while sCD8 Ag was increased only in patients with small-cell lung cancer. There was no correlation between pre-operative values and length of survival.     

Epidermal Growth Factor Receptor Tyrosine Kinase Defines Critical Prognostic Genes of Stage I Lung Adenocarcinoma

Purpose

To identify stage I lung adenocarcinoma patients with a poor prognosis who will benefit from adjuvant therapy.

Patients and Methods

Whole gene expression profiles were obtained at 19 time points over a 48-hour time course from human primary lung epithelial cells that were stimulated with epidermal growth factor (EGF) in the presence or absence of a clinically used EGF receptor tyrosine kinase (RTK)-specific inhibitor, gefitinib. The data were subjected to a mathematical simulation using the State Space Model (SSM). “Gefitinib-sensitive” genes, the expressional dynamics of which were altered by addition of gefitinib, were identified. A risk scoring model was constructed to classify high- or low-risk patients based on expression signatures of 139 gefitinib-sensitive genes in lung cancer using a training data set of 253 lung adenocarcinomas of North American cohort. The predictive ability of the risk scoring model was examined in independent cohorts of surgical specimens of lung cancer.

Results

The risk scoring model enabled the identification of high-risk stage IA and IB cases in another North American cohort for overall survival (OS) with a hazard ratio (HR) of 7.16 (P = 0.029) and 3.26 (P = 0.0072), respectively. It also enabled the identification of high-risk stage I cases without bronchioalveolar carcinoma (BAC) histology in a Japanese cohort for OS and recurrence-free survival (RFS) with HRs of 8.79 (P = 0.001) and 3.72 (P = 0.0049), respectively.

Conclusion

The set of 139 gefitinib-sensitive genes includes many genes known to be involved in biological aspects of cancer phenotypes, but not known to be involved in EGF signaling. The present result strongly re-emphasizes that EGF signaling status in cancer cells underlies an aggressive phenotype of cancer cells, which is useful for the selection of early-stage lung adenocarcinoma patients with a poor prognosis.

Trial Registration

The Gene Expression Omnibus (GEO) {"type":"entrez-geo","attrs":{"text":"GSE31210","term_id":"31210"}}GSE31210