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Published in: Molecular Cancer 1/2013

Open Access 01-12-2013 | Research

Glyceraldehyde-3-phosphate dehydrogenase gene over expression correlates with poor prognosis in non small cell lung cancer patients

Authors: Roberto Puzone, Graziana Savarino, Sandra Salvi, Maria Giovanna Dal Bello, Giulia Barletta, Carlo Genova, Erika Rijavec, Claudio Sini, Alessia Isabella Esposito, Giovanni Battista Ratto, Mauro Truini, Francesco Grossi, Ulrich Pfeffer

Published in: Molecular Cancer | Issue 1/2013

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Abstract

Background

Glycolysis in presence of oxygen with high glucose consumption is known to be the metabolism of choice in many tumors. In lung cancer this phenomenon is routinely exploited in diagnostic PET imaging of fluorodeoxyglucose uptake, but not much is known about the prognostic capabilities of glycolysis level assessment in resected lung tumor samples.

Methods

In this retrospective study, we used real time polymerase chain reaction(RQ-PCR) to assess the expression level of the gene for Glyceraldehyde 3-phosphate dehydrogenase(GAPDH), key enzyme for glucose breakdown, in tumor samples from 82 consecutive early stages resected non small cell lung cancer(NSCLC) patients. We then compared our results in six large publicly available NSCLC microarray datasets collecting data from over 1250 total patients.

Results

In our study GAPDH gene over expression was found to be an adverse prognostic factor in early stages NSCLC (n = 82 HR = 1.30 p = 0.050). This result was confirmed in 5 of 6 public datasets analyzed: Shedden et al. 2008: n = 442 HR = 1.54 p < 0.0001; Lee et al. 2008: n = 138 HR = 1.31 p = 0.043; Tomida et al. 2009: n = 117 HR = 1.59 p = 0.004; Roepman et al. 2009: n = 172 (TPI1 gene) HR = 1.51 p = 0.009; Okayama et al. 2012: n = 226 HR = 3.19 p < 0.0001; Botling et al. 2013: n = 196 HR = 1.00 p = 0.97). Furthermore, in the large and clinically well annotated Shedden et al. microarray dataset, GAPDH hazard ratio did not change whether calculated for the whole dataset or for the subgroup of adjuvant naive patients only (n = 330 HR = 1.49 p < 0.0001).

Conclusion

GAPDH gene over expression in resected tumor samples is an adverse prognostic factor in NSCLC. Our results confirm the prognostic value of glucose metabolism assessment in NSCLC.
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Literature
1.
go back to reference Koppenol WH, Bounds PL, Dang CV: Otto Warburg's contributions to current concepts of cancer metabolism. Nat Rev Cancer. 2011, 11: 325-337.CrossRefPubMed Koppenol WH, Bounds PL, Dang CV: Otto Warburg's contributions to current concepts of cancer metabolism. Nat Rev Cancer. 2011, 11: 325-337.CrossRefPubMed
2.
go back to reference Warburg O, Posener K, Negelein E: Ueber den Stoffwechsel der Tumoren. Biochem Zeitschrift. 1924, 152: 319-344. Warburg O, Posener K, Negelein E: Ueber den Stoffwechsel der Tumoren. Biochem Zeitschrift. 1924, 152: 319-344.
4.
go back to reference Cairns RA, Harris IS, Mak TW: Regulation of cancer cell metabolism. Nat Rev Cancer. 2011, 11: 85-95.CrossRefPubMed Cairns RA, Harris IS, Mak TW: Regulation of cancer cell metabolism. Nat Rev Cancer. 2011, 11: 85-95.CrossRefPubMed
5.
go back to reference Hyun SH, Choi JY, Shim YM, Kim K, Lee SJ, Cho YS, Lee JY, Lee K, Kim B: Prognostic value of metabolic tumor volume measured by 18f-fluorodeoxyglucose positron emission tomography in patients with esophageal carcinoma. Ann Surg Oncol. 2010, 17: 115-122.CrossRefPubMed Hyun SH, Choi JY, Shim YM, Kim K, Lee SJ, Cho YS, Lee JY, Lee K, Kim B: Prognostic value of metabolic tumor volume measured by 18f-fluorodeoxyglucose positron emission tomography in patients with esophageal carcinoma. Ann Surg Oncol. 2010, 17: 115-122.CrossRefPubMed
6.
go back to reference Paesmans M, Berghmans T, Dusart M, Garcia C, Hossein-Foucher C: Primary tumor standardized uptake value measured on fluorodeoxyglucose positron emission tomography is of prognostic value for survival in non-small cell lung cancer: update of a systematic review and meta-analysis by the European Lung Cancer Working Party for the International Association for the Study of Lung Cancer Staging Project. J Thorac Oncol. 2010, 5: 612-619.PubMed Paesmans M, Berghmans T, Dusart M, Garcia C, Hossein-Foucher C: Primary tumor standardized uptake value measured on fluorodeoxyglucose positron emission tomography is of prognostic value for survival in non-small cell lung cancer: update of a systematic review and meta-analysis by the European Lung Cancer Working Party for the International Association for the Study of Lung Cancer Staging Project. J Thorac Oncol. 2010, 5: 612-619.PubMed
7.
go back to reference Chung HH, Kwon HW, Kang KW, Park NH, Song YS, Chung JK, Kang SB, Kim JW: Prognostic value of preoperative metabolic tumor volume and total lesion glycolysis in patients with epithelial ovarian cancer. Ann Surg Oncol. 2012, 19 (6): 1966-1972.CrossRefPubMed Chung HH, Kwon HW, Kang KW, Park NH, Song YS, Chung JK, Kang SB, Kim JW: Prognostic value of preoperative metabolic tumor volume and total lesion glycolysis in patients with epithelial ovarian cancer. Ann Surg Oncol. 2012, 19 (6): 1966-1972.CrossRefPubMed
8.
go back to reference Jemal A, Bray F, Center MM, Ferlay J, Ward E, Forman D: Global cancer statistic. CA Cancer J Clin. 2011, 61 (2): 69-90.CrossRefPubMed Jemal A, Bray F, Center MM, Ferlay J, Ward E, Forman D: Global cancer statistic. CA Cancer J Clin. 2011, 61 (2): 69-90.CrossRefPubMed
9.
go back to reference Hyun SH, Choi JY, Kim K, Kim J, Shim YM, Um S, Kim H, Lee K, Kim B: Volume-Based Parameters of (18)F-fluorodeoxyglucose Positron Emission Tomography/Computed Tomography Improve Outcome Prediction in Early-Stage Non-Small Cell Lung Cancer After Surgical Resection. Ann Surg. 2013, 257: 364-370.CrossRefPubMed Hyun SH, Choi JY, Kim K, Kim J, Shim YM, Um S, Kim H, Lee K, Kim B: Volume-Based Parameters of (18)F-fluorodeoxyglucose Positron Emission Tomography/Computed Tomography Improve Outcome Prediction in Early-Stage Non-Small Cell Lung Cancer After Surgical Resection. Ann Surg. 2013, 257: 364-370.CrossRefPubMed
10.
go back to reference Nair VS, Gevaert O, Davidzon G, Napel S, Graves EE: Prognostic PET 18F-FDG uptake imaging features are associated with major oncogenomic alterations in patients with resected non-small cell lung cancer. Cancer Res. 2012, 72: 3725-3734.PubMedCentralCrossRefPubMed Nair VS, Gevaert O, Davidzon G, Napel S, Graves EE: Prognostic PET 18F-FDG uptake imaging features are associated with major oncogenomic alterations in patients with resected non-small cell lung cancer. Cancer Res. 2012, 72: 3725-3734.PubMedCentralCrossRefPubMed
12.
go back to reference Pignon J, Tribodet H, Scagliotti GV, Douillard J, Shepherd FA: Lung adjuvant cisplatin evaluation: a pooled analysis by the LACE Collaborative Group. J Clin Oncol. 2008, 26: 3552-3559.CrossRefPubMed Pignon J, Tribodet H, Scagliotti GV, Douillard J, Shepherd FA: Lung adjuvant cisplatin evaluation: a pooled analysis by the LACE Collaborative Group. J Clin Oncol. 2008, 26: 3552-3559.CrossRefPubMed
13.
go back to reference Gazdar AF: Should we continue to use the term non-small-cell lung cancer?. Ann Oncol. 2010, 21 (Suppl 7): vii225-vii229.PubMedCentralPubMed Gazdar AF: Should we continue to use the term non-small-cell lung cancer?. Ann Oncol. 2010, 21 (Suppl 7): vii225-vii229.PubMedCentralPubMed
14.
15.
go back to reference Guo C, Liu S, Sun M: Novel insight into the role of gapdh playing in tumor. Clin Transl Oncol. 2013, 15 (3): 167-172.CrossRefPubMed Guo C, Liu S, Sun M: Novel insight into the role of gapdh playing in tumor. Clin Transl Oncol. 2013, 15 (3): 167-172.CrossRefPubMed
16.
go back to reference Zheng L, Roeder RG, Luo Y: S phase activation of the histone h2b promoter by oca-s, a coactivator complex that contains gapdh as a key component. Cel. 2003, 114: 255-266. 10.1016/S0092-8674(03)00552-X.CrossRef Zheng L, Roeder RG, Luo Y: S phase activation of the histone h2b promoter by oca-s, a coactivator complex that contains gapdh as a key component. Cel. 2003, 114: 255-266. 10.1016/S0092-8674(03)00552-X.CrossRef
17.
go back to reference Ralser M, Wamelink MM, Kowald A, Gerisch B, Heeren G, Struys EA, Klipp E, Jakobs C, Breitenbach M, Lehrach H, Krobitsch S: Dynamic rerouting of the carbohydrate flux is key to counteracting oxidative stress. J Biol. 2007, 6: 10-PubMedCentralCrossRefPubMed Ralser M, Wamelink MM, Kowald A, Gerisch B, Heeren G, Struys EA, Klipp E, Jakobs C, Breitenbach M, Lehrach H, Krobitsch S: Dynamic rerouting of the carbohydrate flux is key to counteracting oxidative stress. J Biol. 2007, 6: 10-PubMedCentralCrossRefPubMed
18.
go back to reference Hara MR, Agrawal N, Kim SF, Cascio MB, Fujimuro M, Ozeki Y, Takahashi M, Cheah JH, Tankou SK, Hester LD, Ferris CD, Hayward SD, Snyder SH, Sawa A: S-nitrosylated gapdh initiates apoptotic cell death by nuclear translocation following siah1 binding. Nat Cell Biol. 2005, 7: 665-674.CrossRefPubMed Hara MR, Agrawal N, Kim SF, Cascio MB, Fujimuro M, Ozeki Y, Takahashi M, Cheah JH, Tankou SK, Hester LD, Ferris CD, Hayward SD, Snyder SH, Sawa A: S-nitrosylated gapdh initiates apoptotic cell death by nuclear translocation following siah1 binding. Nat Cell Biol. 2005, 7: 665-674.CrossRefPubMed
19.
go back to reference Cuezva JM, Chen G, Alonso AM, Isidoro A, Misek DE, Hanash SM, Beer DG: The bioenergetic signature of lung adenocarcinomas is a molecular marker of cancer diagnosis and prognosis. Carcinogenesis. 2004, 25: 1157-1163.CrossRefPubMed Cuezva JM, Chen G, Alonso AM, Isidoro A, Misek DE, Hanash SM, Beer DG: The bioenergetic signature of lung adenocarcinomas is a molecular marker of cancer diagnosis and prognosis. Carcinogenesis. 2004, 25: 1157-1163.CrossRefPubMed
20.
go back to reference Tokunaga K, Nakamura Y, Sakata K, Fujimori K, Ohkubo M, Sawada K, Sakiyama S: Enhanced expression of a glyceraldehyde-3-phosphate dehydrogenase gene in human lung cancers. Cancer Res. 1987, 47: 5616-5619.PubMed Tokunaga K, Nakamura Y, Sakata K, Fujimori K, Ohkubo M, Sawada K, Sakiyama S: Enhanced expression of a glyceraldehyde-3-phosphate dehydrogenase gene in human lung cancers. Cancer Res. 1987, 47: 5616-5619.PubMed
21.
go back to reference Mueller PY, Janovjak H, Miserez AR, Dobbie Z: Processing of gene expression data generated by quantitative real-time RT-PCR. Biotechniques. 2002, 32: 1372-1378. Mueller PY, Janovjak H, Miserez AR, Dobbie Z: Processing of gene expression data generated by quantitative real-time RT-PCR. Biotechniques. 2002, 32: 1372-1378.
22.
go back to reference Pfaffl MW, Tichopad A, Prgomet C, Neuvians TP: Determination of stable housekeeping genes, differentially regulated target genes and sample integrity: BestKeeper–Excel-based tool using pair-wise correlations. Biotechnol Lett. 2004, 26: 509-515.CrossRefPubMed Pfaffl MW, Tichopad A, Prgomet C, Neuvians TP: Determination of stable housekeeping genes, differentially regulated target genes and sample integrity: BestKeeper–Excel-based tool using pair-wise correlations. Biotechnol Lett. 2004, 26: 509-515.CrossRefPubMed
24.
go back to reference Shedden K, Taylor JMG, Enkemann SA, Tsao M, Yeatman TJ, Gerald WL, Eschrich S, Jurisica I, Giordano TJ, Misek DE, Chang AC, Zhu CQ, Strumpf D, Hanash S, Shepherd FA, Ding K, Seymour L, Naoki K, Pennell N, Weir B, Verhaak R, Ladd-Acosta C, Golub T, Gruidl M, Sharma A, Szoke J, Zakowski M, Rusch V, Kris M, Viale A, Motoi N, Travis W, Conley B, Seshan VE, Meyerson M, Kuick R, Dobbin KK, Lively T, Jacobson JW, Beer DG, : Gene expression-based survival prediction in lung adenocarcinoma: a multi-site, blinded validation study. Nat Med. 2008, 14: 822-827.PubMedCentralCrossRefPubMed Shedden K, Taylor JMG, Enkemann SA, Tsao M, Yeatman TJ, Gerald WL, Eschrich S, Jurisica I, Giordano TJ, Misek DE, Chang AC, Zhu CQ, Strumpf D, Hanash S, Shepherd FA, Ding K, Seymour L, Naoki K, Pennell N, Weir B, Verhaak R, Ladd-Acosta C, Golub T, Gruidl M, Sharma A, Szoke J, Zakowski M, Rusch V, Kris M, Viale A, Motoi N, Travis W, Conley B, Seshan VE, Meyerson M, Kuick R, Dobbin KK, Lively T, Jacobson JW, Beer DG, : Gene expression-based survival prediction in lung adenocarcinoma: a multi-site, blinded validation study. Nat Med. 2008, 14: 822-827.PubMedCentralCrossRefPubMed
25.
go back to reference Lee E, Son D, Kim S, Lee J, Jo J, Han J, Kim H, Lee HJ, Choi HY, Jung Y, Park M, Lim YS, Kim K, Shim Y, Kim BC, Lee K, Huh N, Ko C, Park K, Lee JW, Choi YS, Kim J: Prediction of recurrence-free survival in postoperative non-small cell lung cancer patients by using an integrated model of clinical information and gene expression. Clin Cancer Res. 2008, 14: 7397-7404.CrossRefPubMed Lee E, Son D, Kim S, Lee J, Jo J, Han J, Kim H, Lee HJ, Choi HY, Jung Y, Park M, Lim YS, Kim K, Shim Y, Kim BC, Lee K, Huh N, Ko C, Park K, Lee JW, Choi YS, Kim J: Prediction of recurrence-free survival in postoperative non-small cell lung cancer patients by using an integrated model of clinical information and gene expression. Clin Cancer Res. 2008, 14: 7397-7404.CrossRefPubMed
26.
go back to reference Tomida S, Takeuchi T, Shimada Y, Arima C, Matsuo K, Mitsudomi T, Yatabe Y, Takahashi T: Relapse-related molecular signature in lung adenocarcinomas identifies patients with dismal prognosis. J Clin Oncol. 2009, 27: 2793-2799.CrossRefPubMed Tomida S, Takeuchi T, Shimada Y, Arima C, Matsuo K, Mitsudomi T, Yatabe Y, Takahashi T: Relapse-related molecular signature in lung adenocarcinomas identifies patients with dismal prognosis. J Clin Oncol. 2009, 27: 2793-2799.CrossRefPubMed
27.
go back to reference Roepman P, Jassem J, Smit EF, Muley T, Niklinski J, van de Velde T, Witteveen AT, Rzyman W, Floore A, Burgers S, Giaccone G, Meister M, Dienemann H, Skrzypski M, Kozlowski M, Mooi WJ, van Zandwijk N: An immune response enriched 72-gene prognostic profile for early-stage non-small-cell lung cancer. Clin Cancer Res. 2009, 15: 284-290.CrossRefPubMed Roepman P, Jassem J, Smit EF, Muley T, Niklinski J, van de Velde T, Witteveen AT, Rzyman W, Floore A, Burgers S, Giaccone G, Meister M, Dienemann H, Skrzypski M, Kozlowski M, Mooi WJ, van Zandwijk N: An immune response enriched 72-gene prognostic profile for early-stage non-small-cell lung cancer. Clin Cancer Res. 2009, 15: 284-290.CrossRefPubMed
28.
go back to reference Okayama H, Kohno T, Ishii Y, Shimada Y, Shiraishi K, Iwakawa R, Furuta K, Tsuta K, Shibata T, Yamamoto S, Watanabe S, Sakamoto H, Kumamoto K, Takenoshita S, Gotoh N, Mizuno H, Sarai A, Kawano S, Yamaguchi R, Miyano S, Yokota J: Identification of genes upregulated in alk-positive and egfr/kras/alk-negative lung adenocarcinomas. Cancer Res. 2012, 72: 100-111.CrossRefPubMed Okayama H, Kohno T, Ishii Y, Shimada Y, Shiraishi K, Iwakawa R, Furuta K, Tsuta K, Shibata T, Yamamoto S, Watanabe S, Sakamoto H, Kumamoto K, Takenoshita S, Gotoh N, Mizuno H, Sarai A, Kawano S, Yamaguchi R, Miyano S, Yokota J: Identification of genes upregulated in alk-positive and egfr/kras/alk-negative lung adenocarcinomas. Cancer Res. 2012, 72: 100-111.CrossRefPubMed
29.
go back to reference Botling J, Edlund K, Lohr M, Hellwig B, Holmberg L, Lambe M, Berglund A, Ekman S, Bergqvist M, Pontén F, König A, Fernandes O, Karlsson M, Helenius G, Karlsson C, Rahnenführer J, Hengstler JG, Micke P: Biomarker discovery in non-small cell lung cancer: integrating gene expression profiling, meta-analysis, and tissue microarray validation. Clin Cancer Res. 2013, 19: 194-204.CrossRefPubMed Botling J, Edlund K, Lohr M, Hellwig B, Holmberg L, Lambe M, Berglund A, Ekman S, Bergqvist M, Pontén F, König A, Fernandes O, Karlsson M, Helenius G, Karlsson C, Rahnenführer J, Hengstler JG, Micke P: Biomarker discovery in non-small cell lung cancer: integrating gene expression profiling, meta-analysis, and tissue microarray validation. Clin Cancer Res. 2013, 19: 194-204.CrossRefPubMed
30.
go back to reference Wu Z, Irizarry RA: Processing of oligonucleotide array data. Nat Biotechnol. 2004, 22 (6): 656-658.CrossRefPubMed Wu Z, Irizarry RA: Processing of oligonucleotide array data. Nat Biotechnol. 2004, 22 (6): 656-658.CrossRefPubMed
31.
go back to reference Bryant CM, Albertus DL, Kim S: Clinically relevant characterization of lung adenocarcinoma subtypes based on cellular pathways: an international validation study. PLoS One. 2010, 5 (7): e11712-PubMedCentralCrossRefPubMed Bryant CM, Albertus DL, Kim S: Clinically relevant characterization of lung adenocarcinoma subtypes based on cellular pathways: an international validation study. PLoS One. 2010, 5 (7): e11712-PubMedCentralCrossRefPubMed
33.
go back to reference Gentleman R, Carey VJ, Bates DM, Bolstad B, Dettling M, Dudoit S, Ellis B, Gautier L, Ge Y, others : Bioconductor: Open software development for computational biology and bioinformatics. Genome Biol. 2004, 5: R80-PubMedCentralCrossRefPubMed Gentleman R, Carey VJ, Bates DM, Bolstad B, Dettling M, Dudoit S, Ellis B, Gautier L, Ge Y, others : Bioconductor: Open software development for computational biology and bioinformatics. Genome Biol. 2004, 5: R80-PubMedCentralCrossRefPubMed
34.
go back to reference Wang D, Moothart DR, Lowy DR, Qian X: The expression of glyceraldehyde-3-phosphate dehydrogenase associated cell cycle (gacc) genes correlates with cancer stage and poor survival in patients with solid tumors. PLoS One. 2013, 8: e61262-PubMedCentralCrossRefPubMed Wang D, Moothart DR, Lowy DR, Qian X: The expression of glyceraldehyde-3-phosphate dehydrogenase associated cell cycle (gacc) genes correlates with cancer stage and poor survival in patients with solid tumors. PLoS One. 2013, 8: e61262-PubMedCentralCrossRefPubMed
35.
go back to reference Pierotti MA, Berrino F, Gariboldi M, Melani C, Mogavero A, Negri T, Pasanisi P, Pilotti S: Targeting metabolism for cancer treatment and prevention: metformin, an old drug with multi-faceted effects. Oncogene. 2013, 32: 1475-1487.CrossRefPubMed Pierotti MA, Berrino F, Gariboldi M, Melani C, Mogavero A, Negri T, Pasanisi P, Pilotti S: Targeting metabolism for cancer treatment and prevention: metformin, an old drug with multi-faceted effects. Oncogene. 2013, 32: 1475-1487.CrossRefPubMed
36.
go back to reference Tennant DA, Durán RV, Gottlieb E: Targeting metabolic transformation for cancer therapy. Nat Rev Cancer. 2010, 10: 267-277.CrossRefPubMed Tennant DA, Durán RV, Gottlieb E: Targeting metabolic transformation for cancer therapy. Nat Rev Cancer. 2010, 10: 267-277.CrossRefPubMed
Metadata
Title
Glyceraldehyde-3-phosphate dehydrogenase gene over expression correlates with poor prognosis in non small cell lung cancer patients
Authors
Roberto Puzone
Graziana Savarino
Sandra Salvi
Maria Giovanna Dal Bello
Giulia Barletta
Carlo Genova
Erika Rijavec
Claudio Sini
Alessia Isabella Esposito
Giovanni Battista Ratto
Mauro Truini
Francesco Grossi
Ulrich Pfeffer
Publication date
01-12-2013
Publisher
BioMed Central
Published in
Molecular Cancer / Issue 1/2013
Electronic ISSN: 1476-4598
DOI
https://doi.org/10.1186/1476-4598-12-97

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