Skip to main content
Erschienen in: Journal of Cancer Research and Clinical Oncology 4/2015

01.04.2015 | Original Article – Clinical Oncology

Metabolomic profiling of human serum in lung cancer patients using liquid chromatography/hybrid quadrupole time-of-flight mass spectrometry and gas chromatography/mass spectrometry

verfasst von: Yingrong Chen, Zhihong Ma, Aiying Li, Hongwei Li, Bin Wang, Jing Zhong, Lishan Min, Licheng Dai

Erschienen in: Journal of Cancer Research and Clinical Oncology | Ausgabe 4/2015

Einloggen, um Zugang zu erhalten

Abstract

Purpose

Lung cancer is one of the most common causes of death from cancer. Serum markers that enable diagnosis of the disease in the early stage have not been found.

Methods

Serum samples were collected from 30 healthy volunteers and from 30 lung cancer patients preoperatively and postoperatively. Samples were subjected to metabolomic analysis using liquid chromatography/hybrid quadrupole time-of-flight mass spectrometry and gas chromatography/mass spectrometry. Differences in metabolomic profiles among the three groups were characterized by multivariate statistical techniques such as principal components analysis and partial least squares discriminant analysis (PLS-DA). An independent t test was used to determine whether levels of biomarker candidates identified using PLS-DA modeling were significantly different among groups at the univariate analysis level (p < 0.05).

Results

Based on pattern recognition results and univariate analysis, we showed that levels of ten potential biomarkers in serum were significantly different in the preoperative lung cancer patients compared with healthy volunteers and/or the postoperative lung cancer patients. The levels of sphingosine, phosphorylcholine, glycerophospho-N-arachidonoyl ethanolamine, γ-linolenic acid, 9,12-octadecadienoic acid, oleic acid, and serine were significantly different in preoperative lung cancer patients compared to healthy volunteers and to postoperative lung cancer patients. For prasterone sulfate, α-hydroxyisobutyric acid, 2,3,4-trihydroxybutyric acid, the levels were statistically different in preoperative and postoperative lung cancer patients compared with the healthy volunteers.

Conclusions

Our study identified potential metabolic biomarkers for diagnosis of lung cancer.
Literatur
Zurück zum Zitat An ZL, Chen YH, Zhang RP, Song YM, Sun JH, He JM, Bai JF, Dong LJ, Zhan QM, Chan EC, Koh PK, Mal M, Cheah PY, Eu KW, Backshall A, Cavill R, Nicholson JK, Chen J, Wang W, Lv S, Yin P, Zhao X, Lu X, Zhang F, Xu G (2009) Metabonomics study of liver cancer based on ultra performance liquid chromatography coupled to mass spectrometry with HILIC and RPLC separations. Anal Chim Acta 650(1):3–9CrossRef An ZL, Chen YH, Zhang RP, Song YM, Sun JH, He JM, Bai JF, Dong LJ, Zhan QM, Chan EC, Koh PK, Mal M, Cheah PY, Eu KW, Backshall A, Cavill R, Nicholson JK, Chen J, Wang W, Lv S, Yin P, Zhao X, Lu X, Zhang F, Xu G (2009) Metabonomics study of liver cancer based on ultra performance liquid chromatography coupled to mass spectrometry with HILIC and RPLC separations. Anal Chim Acta 650(1):3–9CrossRef
Zurück zum Zitat Cerne D, Zitnik IP, Sok M (2010) Increased fatty acid synthase activity in non-small cell lung cancer tissue is a weaker predictor of shorter patient survival than increased lipoprotein lipase activity. Arch Med Res 41(6):405–409CrossRefPubMed Cerne D, Zitnik IP, Sok M (2010) Increased fatty acid synthase activity in non-small cell lung cancer tissue is a weaker predictor of shorter patient survival than increased lipoprotein lipase activity. Arch Med Res 41(6):405–409CrossRefPubMed
Zurück zum Zitat Chen JH, Enloe BM, Fletcher CD, Cory DG, Singer S (2001) Biochemical analysis using high-resolution magic angle spinning NMR spectroscopy distinguishes lipoma-like well-differentiated liposarcoma from normal fat. J Am Chem Soc 123(37):9200–9201CrossRefPubMed Chen JH, Enloe BM, Fletcher CD, Cory DG, Singer S (2001) Biochemical analysis using high-resolution magic angle spinning NMR spectroscopy distinguishes lipoma-like well-differentiated liposarcoma from normal fat. J Am Chem Soc 123(37):9200–9201CrossRefPubMed
Zurück zum Zitat Chong IG, Jun CH (2005) Performance of some variable selection methods when multicollinearity is present. Chemom Intell Lab Syst 78(1–2):103–112CrossRef Chong IG, Jun CH (2005) Performance of some variable selection methods when multicollinearity is present. Chemom Intell Lab Syst 78(1–2):103–112CrossRef
Zurück zum Zitat Gosetti F, Mazzucco E, Gennaro MC, Marengo E (2013) Ultra high performance liquid chromatography tandem mass spectrometry determination and profiling of prohibited steroids in human biological matrices. A review. J Chromatogr B Anal Technol Biomed Life Sci 15:22–36CrossRef Gosetti F, Mazzucco E, Gennaro MC, Marengo E (2013) Ultra high performance liquid chromatography tandem mass spectrometry determination and profiling of prohibited steroids in human biological matrices. A review. J Chromatogr B Anal Technol Biomed Life Sci 15:22–36CrossRef
Zurück zum Zitat Griffin JL, Kauppinen RA (2007) A metabolomics perspective of human brain tumours. FEBS J 274(5):1132–1139CrossRefPubMed Griffin JL, Kauppinen RA (2007) A metabolomics perspective of human brain tumours. FEBS J 274(5):1132–1139CrossRefPubMed
Zurück zum Zitat Hori S, Nishiumi S, Kobayashi K, Shinohara M, Hatakeyama Y, Kotani Y, Hatano N, Maniwa Y, Nishio W, Bamba T, Fukusaki E, Azuma T, Takenawa T, Nishimura Y, Yoshida M (2011) A metabolomic approach to lung cancer. Lung Cancer 74(2):284–292CrossRefPubMed Hori S, Nishiumi S, Kobayashi K, Shinohara M, Hatakeyama Y, Kotani Y, Hatano N, Maniwa Y, Nishio W, Bamba T, Fukusaki E, Azuma T, Takenawa T, Nishimura Y, Yoshida M (2011) A metabolomic approach to lung cancer. Lung Cancer 74(2):284–292CrossRefPubMed
Zurück zum Zitat Jemal A, Siegel R, Ward E, Hao Y, Xu J, Thun MJ (2008) Cancer statistics. CA Cancer J Clin 58(2):71–96CrossRefPubMed Jemal A, Siegel R, Ward E, Hao Y, Xu J, Thun MJ (2008) Cancer statistics. CA Cancer J Clin 58(2):71–96CrossRefPubMed
Zurück zum Zitat Kuhajda FP (2006) Fatty acid synthase and cancer: new application of an old pathway. Cancer Res 66(12):5977–5980CrossRefPubMed Kuhajda FP (2006) Fatty acid synthase and cancer: new application of an old pathway. Cancer Res 66(12):5977–5980CrossRefPubMed
Zurück zum Zitat Mashima T, Seimiya H, Tsuruo T (2009) De novo fatty-acid synthesis and related pathways as molecular targets for cancer therapy. Br J Cancer 100(9):1369–1372CrossRefPubMedCentralPubMed Mashima T, Seimiya H, Tsuruo T (2009) De novo fatty-acid synthesis and related pathways as molecular targets for cancer therapy. Br J Cancer 100(9):1369–1372CrossRefPubMedCentralPubMed
Zurück zum Zitat Niu YJ, Jiang YL, Xu CJ, Wang XY, Liu YR, Zhao H, Han BH, Jiang LY (2012) Preliminary results of metabolite in serum and urine of lung cancer patients detected by metabolomics. Zhongguo Fei Ai Za Zhi 15(4):195–201PubMed Niu YJ, Jiang YL, Xu CJ, Wang XY, Liu YR, Zhao H, Han BH, Jiang LY (2012) Preliminary results of metabolite in serum and urine of lung cancer patients detected by metabolomics. Zhongguo Fei Ai Za Zhi 15(4):195–201PubMed
Zurück zum Zitat Orita H, Coulter J, Lemmon C, Tully E, Vadlamudi A, Medghalchi SM, Kuhajda FP, Gabrielson E (2007) Selective inhibition of fatty acid synthase for lung cancer treatment. Clin Cancer Res 13(23):7139–7145PubMed Orita H, Coulter J, Lemmon C, Tully E, Vadlamudi A, Medghalchi SM, Kuhajda FP, Gabrielson E (2007) Selective inhibition of fatty acid synthase for lung cancer treatment. Clin Cancer Res 13(23):7139–7145PubMed
Zurück zum Zitat Pasikanti KK, Ho PC, Chan EC (2008) Gas chromatography/mass spectrometry in metabolic profiling of biological fluids. J Chromatogr B Anal Technol Biomed Life Sci 871(2):202–211CrossRef Pasikanti KK, Ho PC, Chan EC (2008) Gas chromatography/mass spectrometry in metabolic profiling of biological fluids. J Chromatogr B Anal Technol Biomed Life Sci 871(2):202–211CrossRef
Zurück zum Zitat Postic C, Dentin R, Girard J (2004) Role of the liver in the control of carbohydrate and lipid homeostasis. Diabetes Metab 30(5):398–408CrossRefPubMed Postic C, Dentin R, Girard J (2004) Role of the liver in the control of carbohydrate and lipid homeostasis. Diabetes Metab 30(5):398–408CrossRefPubMed
Zurück zum Zitat Preter VD, Verbeke K (2013) Metabolomics as a diagnostic tool in gastroenterology. World J Gastrointest Pharmacol Ther 4(4):97–107PubMedCentralPubMed Preter VD, Verbeke K (2013) Metabolomics as a diagnostic tool in gastroenterology. World J Gastrointest Pharmacol Ther 4(4):97–107PubMedCentralPubMed
Zurück zum Zitat Schwartz AG, Prysak GM, Bock CH, Cote ML (2007) The molecular epidemiology of lung cancer. Carcinogenesis 28(3):507–518CrossRefPubMed Schwartz AG, Prysak GM, Bock CH, Cote ML (2007) The molecular epidemiology of lung cancer. Carcinogenesis 28(3):507–518CrossRefPubMed
Zurück zum Zitat Swanson MG, Zektzer AS, Tabatabai ZL, Simko J, Jarso S, Keshari KR, Schmitt L, Carroll PR, Shinohara K, Vigneron DB, Kurhanewicz J (2006) Quantitative analysis of prostate metabolites using 1H HR-MAS spectroscopy. Magn Reson Med 55(6):1257–1264CrossRefPubMed Swanson MG, Zektzer AS, Tabatabai ZL, Simko J, Jarso S, Keshari KR, Schmitt L, Carroll PR, Shinohara K, Vigneron DB, Kurhanewicz J (2006) Quantitative analysis of prostate metabolites using 1H HR-MAS spectroscopy. Magn Reson Med 55(6):1257–1264CrossRefPubMed
Zurück zum Zitat Uddin S, Jehan Z, Ahmed M, Alyan A, Ai-Dayel F, Hussain A, Bavi P, Ai-Kuiaya KS (2011) Overexpression of fatty acid synthase in middle eastern epithelial ovarian carcinoma activates AKT and its inhibition potentiates cisplatin-induced apoptosis. Mol Med 17(7–8):635–645PubMedCentralPubMed Uddin S, Jehan Z, Ahmed M, Alyan A, Ai-Dayel F, Hussain A, Bavi P, Ai-Kuiaya KS (2011) Overexpression of fatty acid synthase in middle eastern epithelial ovarian carcinoma activates AKT and its inhibition potentiates cisplatin-induced apoptosis. Mol Med 17(7–8):635–645PubMedCentralPubMed
Zurück zum Zitat Watanabe J, Ishihara K (2008) Establishing ultimate biointerfaces covered with phosphorylcholine groups. Colloid Surf B Biointerfaces 65(2):155–165CrossRef Watanabe J, Ishihara K (2008) Establishing ultimate biointerfaces covered with phosphorylcholine groups. Colloid Surf B Biointerfaces 65(2):155–165CrossRef
Zurück zum Zitat Yu YY, Pinsky PF, Caporaso NE, Chatterjee N, Baumgarten M, Langenberg P, Furuno JP, Lan Q, Engels EA (2008) Lung cancer risk following detection of pulmonary scarring by chest radiography in the prostate, lung, colorectal, and ovarian cancer screening trial. Arch Intern Med 168(21):2326–2332CrossRefPubMedCentralPubMed Yu YY, Pinsky PF, Caporaso NE, Chatterjee N, Baumgarten M, Langenberg P, Furuno JP, Lan Q, Engels EA (2008) Lung cancer risk following detection of pulmonary scarring by chest radiography in the prostate, lung, colorectal, and ovarian cancer screening trial. Arch Intern Med 168(21):2326–2332CrossRefPubMedCentralPubMed
Zurück zum Zitat Yu XW, Wu Q, Lv W, Wang Y, Ma XQ, Chen Z, Yan C (2013) Metabonomics study of lung cancer cells based on liquid chromatography–mass spectrometry. Chin J Chromosom 31(7):691–696 Yu XW, Wu Q, Lv W, Wang Y, Ma XQ, Chen Z, Yan C (2013) Metabonomics study of lung cancer cells based on liquid chromatography–mass spectrometry. Chin J Chromosom 31(7):691–696
Metadaten
Titel
Metabolomic profiling of human serum in lung cancer patients using liquid chromatography/hybrid quadrupole time-of-flight mass spectrometry and gas chromatography/mass spectrometry
verfasst von
Yingrong Chen
Zhihong Ma
Aiying Li
Hongwei Li
Bin Wang
Jing Zhong
Lishan Min
Licheng Dai
Publikationsdatum
01.04.2015
Verlag
Springer Berlin Heidelberg
Erschienen in
Journal of Cancer Research and Clinical Oncology / Ausgabe 4/2015
Print ISSN: 0171-5216
Elektronische ISSN: 1432-1335
DOI
https://doi.org/10.1007/s00432-014-1846-5

Weitere Artikel der Ausgabe 4/2015

Journal of Cancer Research and Clinical Oncology 4/2015 Zur Ausgabe

Update Onkologie

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.