Abstract
The aim of this study was to investigate the abnormal expression of a disintegrin and metalloproteinase-9 (ADAM9) in human resected non-small cell lung cancer (NSCLC) tissue, in order to evaluate the significance of ADAM9 expression in surgically resected NSCLC. Sixty-four cases of completely resected stage I NSCLC with mediastinal N2 lymph node dissection were immunohistochemically analyzed for ADAM9 protein expression. Survival, univariate and multivariate analyses were conducted to assess the significance of ADAM9 expression and its correlation with other clinicopathological characteristics. ADAM9 was observed to be significantly more highly expressed in NSCLC tissue compared with normal control lung tissue (P=0.001). The 5-year survival rate for patients with NSCLC tissues highly expressing ADAM9 was significantly lower when compared with NSCLC tissues of patients exhibiting low expression of ADAM9 (56.9 vs. 88.9%, P= 0.012). Multivariate analysis identified that high expression of ADAM9 is an independent factor of shortened survival time in resected stage I NSCLC (HR, 3.385; 95% CI, 1.224–9.360; P=0.019). These results clearly demonstrate that ADAM9 is highly expressed in NSCLC and highly expressed ADAM9 correlates with shortened survival time, suggesting that ADAM9 is a novel biomarker for predicting prognosis in resected stage I NSCLC. ADAM9 may also become a useful predictive biomarker for the selection of adjuvant chemotherapy treatment of NSCLC.
Keywords: ADAM9, lung neoplasm, immunohistochemistry, prognosis, lobectomy
Introduction
Lung cancer is the leading cause of cancer-related mortality in China and the United States. Globally, the overall 5-year survival rate is still as low as 10–16% (1,2). Non-small cell lung cancer (NSCLC) accounts for 85% of all lung cancer cases, and surgical resection remains the most successful option for cure for patients with operable NSCLC (1,2). The 5-year survival rate for resected stage I NSCLC ranges between 60–70%, however 30–40% of early-stage patients die within 5 years of surgery, mostly as a result of metastatic disease presenting at the time of surgical resection (3,4). Investigating the genes involved in the processes of cell invasion and metastasis in NSCLC, as well as understanding and elucidating their molecular biological mechanisms, are essential steps for the diagnosis, treatment and prognosis prediction of NSCLC.
A disintegrin and metalloproteinases (ADAMs) are type I transmembrane proteins containing both a metalloproteinase and disintegrin extracellular domain, and are involved in the proteolytic processing of multiple transmembrane proteins, cell adhesion, migration and cell signal transduction (5). ADAM9, a member of the ADAM family, demonstrates proteinase activity which is important in the cleavage of proHB-EGF, known as ectodomain shedding. ADAM9 is also responsible for mediating EGF receptor activity (6) and is capable of regulating E-cadherin and integrins (7,8), demonstrating its important role in cancer cell invasion, migration and metastasis (5–8).
Recently, highly expressed ADAM9 was detected in breast cancer (9), liver cell carcinoma (10), gastric cancer (11), pancreatic ductal adenocarcinoma (12), prostate cancer (13), renal cell carcinoma (14) and cervical squamous carcinoma (15), correlating with cancer progression, metastasis and predicting a shortened survival time in patients (9–15). However, the expression of ADAM9 in human resected lung cancer tissue and its clinical significance remain unclear.
We recently demonstrated that ADAM9 was highly expressed in 39 cases of resected stage I NSCLC tissues compared with normal control lung tissue (16). In the present study, we detect further ADAM9 expression at the protein level in surgically resected stage I NSCLC, attempting to confirm the findings of highly expressed ADAM9 in NSCLC, and to further evaluate its clinical significance, especially with regard to predicting the prognosis of resected stage I NSCLC (abstract was published at the 14th World Conference on Lung Cancer, Amsterdam, 2011) (17).
Materials and methods
Patients and tissues
Formalin-fixed, paraffin-embedded tissue blocks were obtained from 64 cases of completely resected NSCLC with mediastinal N2 lymph node dissection who underwent surgery at the Department of Thoracic Surgery, The First Hospital of China Medical University (Shenyang, China) between April 2000 and May 2006. All patients underwent standard lobectomy and mediastinal N2 lymph node dissection. Preoperative examinations of liver ultrasound, brain computed tomography (CT) and bone scintigraphy were performed to exclude the presence of distant metastasis. The following criteria were used to exclude patients: the patients received preoperative chemotherapy or radiotherapy, died within 3 months of surgery or succumbed to a cause other than NSCLC.
The total number of patients in this group (n=64) consisted of 36 males and 28 females who ranged in age between 33 and 76 years old (median age, 60 years). Histological types were determined according to the WHO 2000 classification: 16 cases of squamous cell carcinoma and 48 cases of adenocarcinoma. Postoperative pathological stage was classified according to the UICC and AJCC TNM staging system (3): T1N0M0 stage IA, 24 cases (37.5%); T2N0M0 stage IB, 40 cases (62.5%). Normal control lung tissue was collected from >5 cm away from the lung tumor site in 12 cases of completely resected stage IA lung cancer. The study was approved by the Institutional Review Board (IRB) of the First Hospital of China Medical University.
Immunohistochemistry staining
Sections (3 μm) were cut from formalin-fixed, paraffin-embedded lung cancer tissue. After baking overnight at 60°C, the sections were dewaxed with xylene and gradually hydrated, and then exposed to 3% H2O2 for 12 min to quench endogenous tissue peroxidase. Antigen was exposed by heating the sections under high pressure in citrate buffer (pH 6.0), cooked for 2 min and then incubated for 20 min in goat serum. The primary goat polyclonal ADAM9 antibody (AF949) was bought from R&D Systems (Minneapolis, MN, USA) and diluted with PBS (1:50) (12–14,16). The specificity and sensitivity of the antibody used have been well tested (12–14,16). After incubation overnight at 4°C, biotin-labeled rabbit-anti goat IgG (Maixin Bio, Fuzhou, China) was used as a secondary antibody incubated for 20 min at room temperature, followed by Streptavidin-Peroxidase (S-P; Maixin Bio, Fuzhou, China) incubated for 20 min at room temperature. Immunohistochemistry staining was visualized with 3,3′-diaminobenzidine (DAB) system for 2–3 min. Afterwards, the slides were briefly counterstained with hematoxylin. ADAM9-positive NSCLC slides were used as the positive control, and the ADAM9-positive slides in which the primary antibody was omitted during staining were used as the negative control.
Standard of staining scores
The positive cells were stained from yellow to brown in the cytoplasm and cell membrane. For each section, five fields of vision were selected and total 1000 tumor cells were counted and evaluated (200 tumor cells in each field of vision). The percentage of positive tumor cells was calculated. The staining index was evaluated semiquantitatively as negative, weak, moderate or strong by the multiplication of the staining intensity (A) and the percentage of positive tumor cells (B). The staining intensity was scored as 1, buff; 2, buffy; and 3, puce. The percentage of positive tumor cells was scored as: 0, positive tumor cells <5%; 1, 5–10%; 2, 11–50%; 3, 51–75%; 4, >75%. The total score (immunostaining index) was the multiplication of A and B and was classified as follows: a score of 0 was considered as negative (−), 1–4 was considered weak (+), 5–8 as moderate (++) and 9–12 as strong (+++).
All of the cases were divided by average immunostaining index (mean scores) into two groups, ADAM9 high expression (ADAM9-high) group and ADAM9 low expression (ADAM9-low) group. The immunostaining was evaluated independently by two pathologists who were blinded to the patients’ score.
Statistical analysis
Statistical analysis was performed using SPSS software version 17.0. A Chi-square test and Fisher’s exact test were used to assess the correlation between clinicopathological characteristics and ADAM9 expression. For the survival analysis, the Kaplan-Meier method was used for a univariate analysis, and the differences in survival curves were assessed with the Log-rank test. The Cox regression model was used for multivariate survival analysis. P<0.05 (two-tailed test) was considered to indicate a statistically significant result.
Results
Highly expressed ADAM9 in NSCLC tissue
ADAM9 expression was mainly identified in the cytoplasm. In normal control lung tissue, ADAM9 staining was mainly observed to be negatively or weakly expressed and scores belonged to the ADAM9-low group. The ADAM9-high rate was 0% (0/12) in normal control lung tissues.
In 64 cases of completely resected stage I NSCLC, 53.1% (34/64) demonstrated highly expressed ADAM9 protein, significantly higher when compared with normal control lung tissue (P=0.001). No difference between the ADAM9-high rates between the stage IA and IB groups was identified (P>0.05; Fig. 1).
Survival analysis: highly expressed ADAM9 predictes shortened survival
The overall 5-year survival rate for the group of 64 completely resected stage I NSCLC cases with performed lobectomy, local hilar (N1) and mediastinal (N2) lymph node dissection was 71.8%. The 5-year survival rate in the ADAM9-low group (30 cases) was as high as 88.9%, however, the 5-year survival rate sharply decreased to 56.9% in the ADAM9-high group (34 cases). The difference between these two groups was statistically significant (P=0.012; Table I, Fig. 2).
Table I.
Variable | n | Proportion (%) | 5-year survival (%) | P-value |
---|---|---|---|---|
NSCLC | 64 | 100 | 71.8 | |
ADAM9 expression | 0.012a | |||
Low expression | 30 | 46.9 | 88.9 | |
High expression | 34 | 53.1 | 56.9 | |
Gender | 0.938 | |||
Male | 36 | 56.3 | 75.0 | |
Female | 28 | 43.7 | 69.0 | |
Age (years) | 0.736 | |||
<60 | 31 | 48.4 | 68.8 | |
≥60 | 33 | 51.6 | 74.8 | |
Histological type | 0.227 | |||
Squamous | 16 | 25.0 | 87.5 | |
Adenocarcinoma | 48 | 75.0 | 67.0 | |
Pathological stage | 0.526 | |||
IA | 24 | 37.5 | 71.3 | |
IB | 40 | 62.5 | 71.5 |
P<0.05. NSCLC, non-small cell lung cancer; ADAM9, a disintegrin and metalloproteinase-9.
In 24 stage IA cases, the 5-year survival rate for the ADAM9-low group (8 cases) was 100%, which sharply decreased to 55.0% for the ADAM9-high group (16 cases). Again, the difference was statistically significant (P=0.049). In the 40 stage IB cases, the 5-year survival rate for the ADAM9-low group (22 cases) was as high as 84.8%, but it decreased sharply to 55.6% for the ADAM9-high group (18 cases), and the difference was statistically significant (P=0.030; Table II, Fig. 2).
Table II.
Clinicopathological factors | Cases (n) | 5-year survival, %
|
P-value | |
---|---|---|---|---|
ADAM9 low expression (n) | ADAM9 high expression (n) | |||
Histological type | ||||
Adenocarcinoma | 48 | 86.5 (16) | 57.2 (32) | 0.071 |
Squamous | 16 | 92.9 (14) | 50.0 (2) | 0.180 |
Pathological stage | ||||
IA | 24 | 100 (8) | 55.0 (16) | 0.049a |
IB | 40 | 84.8 (22) | 55.6 (18) | 0.030a |
P<0.05. NSCLC, non-small cell lung cancer; ADAM9, a disintegrin and metalloproteinase-9.
The Cox regression model was used for multivariate survival analysis: patient gender, age, smoking status, histological type, pathological stage (IA and IB) and ADAM9 high/low expression were entered into the Cox proportional hazard regression model. The results demonstrated that ADAM9 high/low expression was an independent predictor of prognosis for this group of completely resected stage I NSCLC (HR, 3.385; 95% CI, 1.224–9.360; P=0.019).
Discussion
Even though ADAM9 has been observed to be highly expressed in numerous solid malignant tumors (9–15), correlating with cancer cells’ invasion, migration, metastasis, involvement of lymph nodes and a worse prognosis (5–15), the expression of ADAM9 at the protein level and its clinical significance in human resected NSCLC cases remains unclear. In NSCLC cell lines, ADAM9 overexpression in A549 cells was shown to increase the ability of adhesion, invasion and metastasis to the brain tissue of nude mice, through modulation of integrin α3β1 function in cancer cells (18). We previously demonstrated that ADAM9 is downregulated when using siRNA silencing hepatoma-derived growth factor (HDGF), inducing inhibition of anchorage-independent growth of NSCLC cells and their capability of migrating through the BD matrigel (19,20), suggesting that ADAM9 participates in the HDGF pathway to promote invasion and metastasis of NSCLC cells. HDGF was shown to be highly expressed in NSCLC and highly expressed HDGF correlated with shortened survival time in NSCLC patients (21). We then preliminarily detected ADAM9 expression at the protein level in the tissue samples of 39 cases of resected stage I–III NSCLC (16), and revealed that ADAM9 was highly expressed in NSCLC tissue, suggesting that ADAM9 may be important in NSCLC growth, invasion and metastasis.
In this study, we confirmed that ADAM9 was significantly more highly expressed in NSCLC when compared with normal control lung tissue (53.1 vs. 0%, P=0.001). Survival analysis revealed that the high expression of ADAM9 predicted a shortened survival in the group of patients with completely resected stage I NSCLC. The 5-year survival rate decreased sharply from as high as 88.9% in the ADAM9-low group to 56.9% in the ADAM9-high group. The difference was statistically significant (P=0.012). Multivariate survival analysis revealed that ADAM9 expression, instead of other factors such as patients’ gender, age, smoking status, histological type and pathological stage (IA and IB), was an independent predictor of prognosis for this group of surgically resected stage I NSCLC cases (HR, 3.385; 95% CI, 1.224–9.360; P=0.019). The results are consistent with the findings that ADAM9 is highly expressed and high levels of ADAM9 expression predict a worse prognosis in other types of solid malignant tumors (9–15), suggesting that ADAM9 is a novel and valuable prognostic biomarker for NSCLC. Adding sub-groups stratified by ADAM9 expression into the lung cancer TNM stage system may also help to supply more accurate information for assessing prognosis.
Furthermore, sub-grouping by ADAM9 expression clearly revealed that the sub-group of ADAM9-high stage I NSCLC, having a 5-year survival rate of 56.9%, which is almost as low as the 5-year survival rate in patients with resected stage II NSCLC (3), should receive further treatment, such as adjuvant chemotherapy, in order to obtain an improved prognosis. ADAM9 may also become a predictive biomarker to help improve the selection of certain stage I NSCLC patients to receive adjuvant chemotherapy or not.
By contrast, for the sub-group of ADAM9-low stage I NSCLC, with low expression of ADAM9, demonstrating a significantly longer survival time, the 5-year survival rate was 88.9% in our study, suggesting that no further adjuvant chemotherapy is necessary for this group of stage I NSCLC, especially considering long-term chemotherapy-associated toxicity (22,23).
Previously, Zhu et al(24) reported the use of prognostic signatures to divide NSCLC patients into two groups; a high-risk and a low-risk group. Patients who were predicted a ‘worse’ prognosis benefited significantly from adjuvant chemotherapy; however, the patients who were predicted with ‘better’ prognosis did not benefit from adjuvant chemotherapy, suggesting that sub-grouping by valuable prognostic biomarkers is important in prognosis judgment, especially in aiding the selection of adjuvant chemotherapy (22,23,25). Greater effort should be taken to test more novel and valuable prognostic and predictive biomarkers, such as ADAM9 and HDGF (21), in order to use more simple but accurate methods, to aid decision-making in regard to NSCLC patients receiving personalized adjuvant chemotherapy or not.
To the best of our knowledge, this is the first study describing highly expressed ADAM9 protein in human resected NSCLC tissues predicting a shortened survival. Limited cases have provided us with sufficient evidence to obtain a preliminary conclusion. Using a simple but clinically useful and accurate method, ADAM9 was shown to be a novel prognostic biomarker and may also be a valuable predictive biomarker for adjuvant chemotherapy for completely resected stage I NSCLC patients. In addition, ADAM9 may become a potential target for molecular targeted therapeutics. Further investigations of prospective case-control cohort studies are required to confirm the role of ADAM9 in predicting prognosis and effectiveness of adjuvant chemotherapy for completely resected stage I NSCLC patients.
In conclusion, ADAM9 is highly expressed in NSCLC and highly expressed ADAM9 correlates with shortened survival. ADAM9 expression is an independent prognostic predictor for resected stage I NSCLC, suggesting that ADAM9 is a novel biomarker significantly and independently predicting worse prognosis of resected stage I NSCLC. ADAM9 should also be a valuable predictive biomarker for selection of adjuvant chemotherapy for completely resected stage I NSCLC patients.
Acknowledgments
The authors would like to thank C. Guan for technical assistance of immunohistochemistry staining, Dr Y. Han and Dr X. Qiu for immunostaining evaluation and discussion. This study was partly supported by IASLC/CRFA Prevention Fellowship, grants from The Education Department of Liaoning Province (No. 20060991) and from the Nature Science Foundation of Liaoning Province, China (No. 20102285), and the Fund for Scientific Research of The First Hospital of China Medical University (No. FSFH1210).
Abbreviations:
- ADAM9
a disintegrin and metalloproteinase-9;
- NSCLC
non-small cell lung cancer;
- EGF
epithelial growth factor;
- CT
computed tomography;
- AJCC
American Joint Committee on Cancer;
- UICC
Union Internationale Contre le Cancer;
- S-P
streptavidin-peroxidase;
- DAB
3,3′-diaminobenzidine;
- HDGF
hepatoma-derived growth factor
References
- 1.Jemal A, Siegel R, Xu J, Ward E. Cancer statistics 2010. CA Cancer J Clin. 2010;60:277–300. doi: 10.3322/caac.20073. [DOI] [PubMed] [Google Scholar]
- 2.Molina JR, Yang P, Cassivi SD, Schild SE, Adjei AA. Non-small cell lung cancer: epidemiology, risk factors, treatment, and survivorship. Mayo Clin Proc. 2008;83:584–594. doi: 10.4065/83.5.584. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Mountain CF. Revisions in the International System for Staging Lung Cancer. Chest. 1997;111:1710–1717. doi: 10.1378/chest.111.6.1710. [DOI] [PubMed] [Google Scholar]
- 4.Nesbitt JC, Putnam JB, Jr, Walsh GL, Roth JA, Mountain CF. Survival in early-stage non-small cell lung cancer. Ann Thorac Surg. 1995;60:466–472. doi: 10.1016/0003-4975(95)00169-l. [DOI] [PubMed] [Google Scholar]
- 5.Seals DF, Courtneidge SA. The ADAMs family of metalloproteases: multidomain proteins with multiple functions. Genes Dev. 2003;17:7–30. doi: 10.1101/gad.1039703. [DOI] [PubMed] [Google Scholar]
- 6.Fischer OM, Hart S, Gschwind A, Prenzel N, Ullrich A. Oxidative and osmotic stress signaling in tumor cells is mediated by ADAM proteases and heparin-binding epidermal growth factor. Mol Cell Biol. 2004;24:5172–5183. doi: 10.1128/MCB.24.12.5172-5183.2004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Hirao T, Nanba D, Tanaka M, Ishiguro H, Kinugasa Y, Doki Y, Yano M, Matsuura N, Monden M, Higashiyama S. Overexpression of ADAM9 enhances growth factor-mediated recycling of E-cadherin in human colon cancer cell line HT29 cells. Exp Cell Res. 2006;312:331–339. doi: 10.1016/j.yexcr.2005.10.032. [DOI] [PubMed] [Google Scholar]
- 8.Mahimkar RM, Visaya O, Pollock AS, Lovett DH. The disintegrin domain of ADAM9: a ligand for multiple beta1 renal integrins. Biochem J. 2005;385:461–468. doi: 10.1042/BJ20041133. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.O’Shea C, McKie N, Buggy Y, Duggan C, Hill AD, McDermott E, O’Higgins N, Duffy MJ. Expression of ADAM-9 mRNA and protein in human breast cancer. Int J Cancer. 2003;105:754–761. doi: 10.1002/ijc.11161. [DOI] [PubMed] [Google Scholar]
- 10.Tannapfel A, Anhalt K, Häusermann P, Sommerer F, Benicke M, Uhlmann D, Witzigmann H, Hauss J, Wittekind C. Identification of novel proteins associated with hepatocellular carcinomas using protein microarrays. J Pathol. 2003;201:238–249. doi: 10.1002/path.1420. [DOI] [PubMed] [Google Scholar]
- 11.Carl-McGrath S, Lendeckel U, Ebert M, Roessner A, Röcken C. The disintegrin-metalloproteinases ADAM9, ADAM12, and ADAM15 are upregulated in gastric cancer. Int J Oncol. 2005;26:17–24. [PubMed] [Google Scholar]
- 12.Grützmann R, Lüttges J, Sipos B, Ammerpohl O, Dobrowolski F, Alldinger I, Kersting S, Ockert D, Koch R, Kalthoff H, Schackert HK, Saeger HD, et al. ADAM9 expression in pancreatic cancer is associated with tumour type and is a prognostic factor in ductal adenocarcinoma. Br J Cancer. 2004;90:1053–1058. doi: 10.1038/sj.bjc.6601645. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Fritzsche FR, Jung M, Tölle A, Wild P, Hartmann A, Wassermann K, Rabien A, Lein M, Dietel M, Pilarsky C, Calvano D, Grützmann R, et al. ADAM9 expression is a significant and independent prognostic marker of PSA relapse in prostate cancer. Eur Urol. 2008;54:1097–1106. doi: 10.1016/j.eururo.2007.11.034. [DOI] [PubMed] [Google Scholar]
- 14.Fritzsche FR, Wassermann K, Jung M, Tölle A, Kristiansen I, Lein M, Johannsen M, Dietel M, Jung K, Kristiansen G. ADAM9 is highly expressed in renal cell cancer and is associated with tumour progression. BMC Cancer. 2008;8:179. doi: 10.1186/1471-2407-8-179. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Zubel A, Flechtenmacher C, Edler L, Alonso A. Expression of ADAM9 in CIN3 lesions and squamous cell carcinomas of the cervix. Gynecol Oncol. 2009;114:332–336. doi: 10.1016/j.ygyno.2009.05.005. [DOI] [PubMed] [Google Scholar]
- 16.Qi J, Zhang J. Abnormal expression of ADAM9 in non-small cell lung cancers. Zhongguo Yike Daxue Xuebao. 2010;39:670–671. (In Chinese) [Google Scholar]
- 17.Zhang J, Qi J, Chen N, Guo Y, Fu W, Zhou B, He A. Highly expressed ADAM9 in completed resected stage I non-small cell lung cancer cases predicts a shortened survival. J Thorac Oncol. 2011;6:s1068–s1069. [Google Scholar]
- 18.Shintani Y, Higashiyama S, Ohta M, Hirabayashi H, Yamamoto S, Yoshimasu T, Matsuda H, Matsuura N. Overexpression of ADAM9 in non-small cell lung cancer correlates with brain metastasis. Cancer Res. 2004;64:4190–4196. doi: 10.1158/0008-5472.CAN-03-3235. [DOI] [PubMed] [Google Scholar]
- 19.Zhang J, Ren H, Yuan P, Lang W, Zhang L, Mao L. Down-regulation of hepatoma-derived growth factor inhibits anchorage-independent growth and invasion of non-small cell lung cancer cells. Cancer Res. 2006;66:18–23. doi: 10.1158/0008-5472.CAN-04-3905. [DOI] [PubMed] [Google Scholar]
- 20.Zhang J, Mao L. SiRNA targeting hepatoma-derived growth factor (HDGF) inhibits growth of non-small cell lung cancer in xenograft models. Tumor Biology 35: Emerging Molecules, Mechanisms, and Models. Proc Amer Assoc Cancer Res. 2006;47 abstract #5135. [Google Scholar]
- 21.Zhang J, Qi J, Guo Y, Guo Y, Fu W, Zhou B, Wu G, Han L, He A. Aberrant expression of HDGF and its prognostic values in surgically resected non-small cell lung cancer. Zhongguo Fei Ai Za Zhi. 2011:211–218. doi: 10.3779/j.issn.1009-3419.2011.03.06. (In Chinese) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Besse B, Le Chevalier T. Adjuvant chemotherapy for non-small-cell lung cancer: a fading effect? J Clin Oncol. 2008;26:5014–5017. doi: 10.1200/JCO.2008.18.1081. [DOI] [PubMed] [Google Scholar]
- 23.Douillard JY, Gauducheau CR. Adjuvant chemotherapy for non-small-cell lung cancer: it does not always fade with time. J Clin Oncol. 2010;28:3–5. doi: 10.1200/JCO.2009.25.5109. [DOI] [PubMed] [Google Scholar]
- 24.Zhu CQ, Ding K, Strumpf F, Weir BA, Meyerson M, Pennell N, Thomas RK, Naoki K, Ladd-Acosta C, Liu N, Pintilie M, Der S, et al. Prognostic and predictive gene signature for adjuvant chemotherapy in resected non-small-cell lung cancer. J Clin Oncol. 2010;28:4417–4424. doi: 10.1200/JCO.2009.26.4325. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Xie Y, Minna JD. Non-small-cell lung cancer mRNA expression signature predicting response to adjuvant chemotherapy. J Clin Oncol. 2010;28:4404–4407. doi: 10.1200/JCO.2010.31.0144. [DOI] [PubMed] [Google Scholar]