Tissue metabolic profiling of human gastric cancer assessed by (1)H NMR

Gastric cancer is the fourth most common cancer and the second most deadly cancer worldwide. Study on molecular mechanisms of carcinogenesis will play a significant role in diagnosing and treating gastric cancer. Metabolic profiling may offer the opportunity to understand the molecular mechanism of...

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Published inBMC cancer Vol. 16; p. 371
Main Authors Wang, Huijuan, Zhang, Hailong, Deng, Pengchi, Liu, Chunqi, Li, Dandan, Jie, Hui, Zhang, Hu, Zhou, Zongguang, Zhao, Ying-Lan
Format Journal Article
LanguageEnglish
Published England 29.06.2016
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Abstract Gastric cancer is the fourth most common cancer and the second most deadly cancer worldwide. Study on molecular mechanisms of carcinogenesis will play a significant role in diagnosing and treating gastric cancer. Metabolic profiling may offer the opportunity to understand the molecular mechanism of carcinogenesis and help to identify the potential biomarkers for the early diagnosis of gastric cancer. In this study, we reported the metabolic profiling of tissue samples on a large cohort of human gastric cancer subjects (n = 125) and normal controls (n = 54) based on (1)H nuclear magnetic resonance ((1)H NMR) together with multivariate statistical analyses (PCA, PLS-DA, OPLS-DA and ROC curve). The OPLS-DA model showed adequate discrimination between cancer tissues and normal controls, and meanwhile, the model excellently discriminated the stage-related of tissue samples (stage I, 30; stage II, 46; stage III, 37; stage IV, 12) and normal controls. A total of 48 endogenous distinguishing metabolites (VIP > 1 and p < 0.05) were identified, 13 of which were changed with the progression of gastric cancer. These modified metabolites revealed disturbance of glycolysis, glutaminolysis, TCA, amino acids and choline metabolism, which were correlated with the occurrence and development of human gastric cancer. The receiver operating characteristic diagnostic AUC of OPLS-DA model between cancer tissues and normal controls was 0.945. And the ROC curves among different stages cancer subjects and normal controls were gradually improved, the corresponding AUC values were 0.952, 0.994, 0.998 and 0.999, demonstrating the robust diagnostic power of this metabolic profiling approach. As far as we know, the present study firstly identified the differential metabolites in various stages of gastric cancer tissues. And the AUC values were relatively high. So these results suggest that the metabolic profiling of gastric cancer tissues has great potential in detecting this disease and helping to understand its underlying metabolic mechanisms.
AbstractList Gastric cancer is the fourth most common cancer and the second most deadly cancer worldwide. Study on molecular mechanisms of carcinogenesis will play a significant role in diagnosing and treating gastric cancer. Metabolic profiling may offer the opportunity to understand the molecular mechanism of carcinogenesis and help to identify the potential biomarkers for the early diagnosis of gastric cancer. In this study, we reported the metabolic profiling of tissue samples on a large cohort of human gastric cancer subjects (n = 125) and normal controls (n = 54) based on (1)H nuclear magnetic resonance ((1)H NMR) together with multivariate statistical analyses (PCA, PLS-DA, OPLS-DA and ROC curve). The OPLS-DA model showed adequate discrimination between cancer tissues and normal controls, and meanwhile, the model excellently discriminated the stage-related of tissue samples (stage I, 30; stage II, 46; stage III, 37; stage IV, 12) and normal controls. A total of 48 endogenous distinguishing metabolites (VIP > 1 and p < 0.05) were identified, 13 of which were changed with the progression of gastric cancer. These modified metabolites revealed disturbance of glycolysis, glutaminolysis, TCA, amino acids and choline metabolism, which were correlated with the occurrence and development of human gastric cancer. The receiver operating characteristic diagnostic AUC of OPLS-DA model between cancer tissues and normal controls was 0.945. And the ROC curves among different stages cancer subjects and normal controls were gradually improved, the corresponding AUC values were 0.952, 0.994, 0.998 and 0.999, demonstrating the robust diagnostic power of this metabolic profiling approach. As far as we know, the present study firstly identified the differential metabolites in various stages of gastric cancer tissues. And the AUC values were relatively high. So these results suggest that the metabolic profiling of gastric cancer tissues has great potential in detecting this disease and helping to understand its underlying metabolic mechanisms.
Author Deng, Pengchi
Zhang, Hailong
Zhao, Ying-Lan
Zhang, Hu
Jie, Hui
Zhou, Zongguang
Liu, Chunqi
Wang, Huijuan
Li, Dandan
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Gastric cancer
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References 24138801 - Mol Cancer. 2013 Oct 18;12(1):121
21930086 - Urol Oncol. 2011 Sep-Oct;29(5):551-7
22498886 - J Proteomics. 2012 Jun 18;75(11):3081-97
12120097 - Nat Rev Drug Discov. 2002 Feb;1(2):153-61
24583863 - Biol Pharm Bull. 2014;37(3):447-53
22549953 - Genes Dev. 2012 May 1;26(9):877-90
23896378 - Eur J Cancer. 2013 Nov;49(17):3625-37
18308253 - Lancet Oncol. 2008 Mar;9(3):279-87
25685540 - J Adv Res. 2015 Jan;6(1):3-15
19107449 - Methods Mol Biol. 2009;472:467-77
1911214 - Br J Cancer. 1991 Oct;64(4):663-70
26884753 - Gastroenterol Res Pract. 2016;2016:9638041
22391120 - Behav Brain Res. 2012 May 16;231(1):11-9
26838061 - Adv Biol Regul. 2016 Sep;62:11-17
11557028 - Biochim Biophys Acta. 2001 Oct 1;1514(2):291-302
25482439 - Biochem Biophys Res Commun. 2015 Jan 2;456(1):452-8
18007604 - Nat Protoc. 2007;2(11):2692-703
21760589 - Nature. 2011 Aug 18;476(7360):346-50
15229480 - Nat Rev Cancer. 2004 Jul;4(7):551-61
21804546 - Nat Genet. 2011 Jul 31;43(9):869-74
18197175 - Mol Syst Biol. 2008;4:157
25622826 - J Transl Med. 2015 Jan 27;13:35
15520026 - J Exp Bot. 2005 Jan;56(410):255-65
25652794 - BMC Genomics. 2015 Feb 05;16:41
21274667 - Curr Treat Options Oncol. 2011 Mar;12(1):96-106
21296855 - CA Cancer J Clin. 2011 Mar-Apr;61(2):69-90
8605731 - Clin Exp Metastasis. 1996 Mar;14(2):176-86
23242140 - Nature. 2013 Jan 24;493(7433):542-6
25092158 - Ann Surg Oncol. 2014 Dec;21 Suppl 4:S736-42
11505409 - Cancer. 2001 Aug 1;92(3):634-41
23270998 - Int J Pharm. 2013 Feb 25;443(1-2):245-53
19585317 - Free Radic Res. 2009 Sep;43(9):828-35
20446114 - J Inherit Metab Dis. 2011 Feb;34(1):3-15
20012946 - Anal Bioanal Chem. 2010 Feb;396(4):1385-95
18337823 - Nature. 2008 Mar 13;452(7184):230-3
13298683 - Science. 1956 Feb 24;123(3191):309-14
24856296 - J Chromatogr B Analyt Technol Biomed Life Sci. 2014 Sep 1;966:147-53
24096997 - Clin Nucl Med. 2013 Nov;38(11):e417-20
25043301 - Oncogene. 2015 May 21;34(21):2700-10
19016452 - NMR Biomed. 2009 Jan;22(1):114-27
1328003 - Food Chem Toxicol. 1992 Aug;30(8):695-702
19460998 - Science. 2009 May 22;324(5930):1029-33
17983864 - J Chromatogr B Analyt Technol Biomed Life Sci. 2008 Apr 15;866(1-2):64-76
20339982 - Surg Today. 2010 Apr;40(4):295-300
24579644 - Crit Rev Biomed Eng. 2013;41(3):205-21
25267063 - Cancer Res. 2014 Dec 1;74(23):6867-77
22076206 - J Gastric Cancer. 2011 Jun;11(2):69-77
18425820 - Int J Cancer. 2008 Jul 15;123(2):312-21
25444918 - Cancer Lett. 2015 Jan 28;356(2 Pt B):985-93
21641028 - Biomaterials. 2011 Sep;32(27):6558-69
References_xml – reference: 21641028 - Biomaterials. 2011 Sep;32(27):6558-69
– reference: 25043301 - Oncogene. 2015 May 21;34(21):2700-10
– reference: 26838061 - Adv Biol Regul. 2016 Sep;62:11-17
– reference: 24096997 - Clin Nucl Med. 2013 Nov;38(11):e417-20
– reference: 18337823 - Nature. 2008 Mar 13;452(7184):230-3
– reference: 25444918 - Cancer Lett. 2015 Jan 28;356(2 Pt B):985-93
– reference: 22076206 - J Gastric Cancer. 2011 Jun;11(2):69-77
– reference: 21930086 - Urol Oncol. 2011 Sep-Oct;29(5):551-7
– reference: 25622826 - J Transl Med. 2015 Jan 27;13:35
– reference: 22549953 - Genes Dev. 2012 May 1;26(9):877-90
– reference: 25267063 - Cancer Res. 2014 Dec 1;74(23):6867-77
– reference: 24856296 - J Chromatogr B Analyt Technol Biomed Life Sci. 2014 Sep 1;966:147-53
– reference: 18197175 - Mol Syst Biol. 2008;4:157
– reference: 11505409 - Cancer. 2001 Aug 1;92(3):634-41
– reference: 1911214 - Br J Cancer. 1991 Oct;64(4):663-70
– reference: 19585317 - Free Radic Res. 2009 Sep;43(9):828-35
– reference: 21296855 - CA Cancer J Clin. 2011 Mar-Apr;61(2):69-90
– reference: 15229480 - Nat Rev Cancer. 2004 Jul;4(7):551-61
– reference: 25482439 - Biochem Biophys Res Commun. 2015 Jan 2;456(1):452-8
– reference: 26884753 - Gastroenterol Res Pract. 2016;2016:9638041
– reference: 25652794 - BMC Genomics. 2015 Feb 05;16:41
– reference: 20446114 - J Inherit Metab Dis. 2011 Feb;34(1):3-15
– reference: 19460998 - Science. 2009 May 22;324(5930):1029-33
– reference: 13298683 - Science. 1956 Feb 24;123(3191):309-14
– reference: 22391120 - Behav Brain Res. 2012 May 16;231(1):11-9
– reference: 12120097 - Nat Rev Drug Discov. 2002 Feb;1(2):153-61
– reference: 23242140 - Nature. 2013 Jan 24;493(7433):542-6
– reference: 20339982 - Surg Today. 2010 Apr;40(4):295-300
– reference: 19107449 - Methods Mol Biol. 2009;472:467-77
– reference: 21760589 - Nature. 2011 Aug 18;476(7360):346-50
– reference: 25685540 - J Adv Res. 2015 Jan;6(1):3-15
– reference: 15520026 - J Exp Bot. 2005 Jan;56(410):255-65
– reference: 18425820 - Int J Cancer. 2008 Jul 15;123(2):312-21
– reference: 23270998 - Int J Pharm. 2013 Feb 25;443(1-2):245-53
– reference: 20012946 - Anal Bioanal Chem. 2010 Feb;396(4):1385-95
– reference: 1328003 - Food Chem Toxicol. 1992 Aug;30(8):695-702
– reference: 11557028 - Biochim Biophys Acta. 2001 Oct 1;1514(2):291-302
– reference: 22498886 - J Proteomics. 2012 Jun 18;75(11):3081-97
– reference: 21274667 - Curr Treat Options Oncol. 2011 Mar;12(1):96-106
– reference: 25092158 - Ann Surg Oncol. 2014 Dec;21 Suppl 4:S736-42
– reference: 24579644 - Crit Rev Biomed Eng. 2013;41(3):205-21
– reference: 8605731 - Clin Exp Metastasis. 1996 Mar;14(2):176-86
– reference: 24583863 - Biol Pharm Bull. 2014;37(3):447-53
– reference: 18007604 - Nat Protoc. 2007;2(11):2692-703
– reference: 19016452 - NMR Biomed. 2009 Jan;22(1):114-27
– reference: 18308253 - Lancet Oncol. 2008 Mar;9(3):279-87
– reference: 17983864 - J Chromatogr B Analyt Technol Biomed Life Sci. 2008 Apr 15;866(1-2):64-76
– reference: 21804546 - Nat Genet. 2011 Jul 31;43(9):869-74
– reference: 23896378 - Eur J Cancer. 2013 Nov;49(17):3625-37
– reference: 24138801 - Mol Cancer. 2013 Oct 18;12(1):121
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Snippet Gastric cancer is the fourth most common cancer and the second most deadly cancer worldwide. Study on molecular mechanisms of carcinogenesis will play a...
SourceID pubmed
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StartPage 371
SubjectTerms Adult
Aged
Aged, 80 and over
Biomarkers, Tumor - metabolism
Female
Humans
Male
Metabolomics - methods
Middle Aged
Neoplasm Staging
Proton Magnetic Resonance Spectroscopy - methods
ROC Curve
Stomach Neoplasms - metabolism
Stomach Neoplasms - pathology
Title Tissue metabolic profiling of human gastric cancer assessed by (1)H NMR
URI https://www.ncbi.nlm.nih.gov/pubmed/27356757
Volume 16
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