Skip to main content
Top
Published in: Tumor Biology 8/2016

01-08-2016 | Original Article

Metabolomics of papillary thyroid carcinoma tissues: potential biomarkers for diagnosis and promising targets for therapy

Authors: Xingchen Shang, Xia Zhong, Xingsong Tian

Published in: Tumor Biology | Issue 8/2016

Login to get access

Abstract

Papillary thyroid carcinoma (PTC) is the most common pathological type of thyroid cancer. Our study was to construct a tissue-targeted metabolomics analysis method based on untargeted and targeted metabolic multi-platforms to identify a comprehensive PTC metabolic network in clinical samples. We applied untargeted gas chromatography-time-of-flight mass spectrometry (GC-TOF-MS) for preliminary screening of potential biomarkers. With diagnostic models constructed using principal component analysis (PCA), partial least squares discriminant analysis (PLS-DA) and orthogonal partial least squares discriminant analysis (OPLS-DA), 45 differentially abundant metabolites with a variable importance in the projection (VIP) value greater than 1 and a P value less than 0.05 were identified, and we show that our approach was able to discriminate PTC tissues from healthy tissues. We then performed validation experiments based on targeted GC-TOF-MS combined with ultra-high-performance liquid chromatography-triple-quadrupole mass spectrometry (UHPLC-QqQ-MS) through constructing linear standard curves of analytes. Ultimately, galactinol, melibiose, and melatonin were validated as significantly altered metabolites (p < 0.05). These three metabolites were defined as a combinatorial biomarker to assist needle biopsy for PTC diagnosis as demonstrated by receiver operating characteristic (ROC) curve analysis, which revealed an area under the ROC curve (AUC) value of 0.96. Based on the metabolite enrichment analysis results, the galactose metabolism pathway was regarded as an important factor influencing PTC development by affecting energy metabolism. Alpha-galactosidase (GLA) was considered to be a potential target for PTC therapy.
Appendix
Available only for authorised users
Literature
2.
go back to reference Pandeya N, McLeod D, Balasubramaniam K, Baade P, Youl P, Bain C, et al. Increasing thyroid cancer incidence in Queensland, Australia 1982–2008—true increase or over-diagnosis? Clin Endocrinol. 2015. doi:10.1111/cen.12724. Pandeya N, McLeod D, Balasubramaniam K, Baade P, Youl P, Bain C, et al. Increasing thyroid cancer incidence in Queensland, Australia 1982–2008—true increase or over-diagnosis? Clin Endocrinol. 2015. doi:10.​1111/​cen.​12724.
4.
go back to reference Benbassat C, Hirsch D, Robenshtok E, Bachar G. Two decades of progress in the diagnosis and treatment of differentiated thyroid cancer. Harefuah. 2014;153(8):482–6. 96.PubMed Benbassat C, Hirsch D, Robenshtok E, Bachar G. Two decades of progress in the diagnosis and treatment of differentiated thyroid cancer. Harefuah. 2014;153(8):482–6. 96.PubMed
7.
go back to reference Zhang S, Niu L. Evaluation of the efficacy and the limitation of ultrasound-guided core-needle biopsy, core-needle aspiration and fine-needle aspiration in micro-nodules of thyroid. Zhonghua er bi yan hou tou jing wai ke za zhi = Chin J Otorhinolaryngol Head Neck Surg. 2014;49(11):893–6. Zhang S, Niu L. Evaluation of the efficacy and the limitation of ultrasound-guided core-needle biopsy, core-needle aspiration and fine-needle aspiration in micro-nodules of thyroid. Zhonghua er bi yan hou tou jing wai ke za zhi = Chin J Otorhinolaryngol Head Neck Surg. 2014;49(11):893–6.
9.
go back to reference Nikiforov YE, Ohori NP, Hodak SP, Carty SE, LeBeau SO, Ferris RL, et al. Impact of mutational testing on the diagnosis and management of patients with cytologically indeterminate thyroid nodules: a prospective analysis of 1056 FNA samples. J Clin Endocrinol Metab. 2011;96(11):3390–7. doi:10.1210/jc.2011-1469.CrossRefPubMedPubMedCentral Nikiforov YE, Ohori NP, Hodak SP, Carty SE, LeBeau SO, Ferris RL, et al. Impact of mutational testing on the diagnosis and management of patients with cytologically indeterminate thyroid nodules: a prospective analysis of 1056 FNA samples. J Clin Endocrinol Metab. 2011;96(11):3390–7. doi:10.​1210/​jc.​2011-1469.CrossRefPubMedPubMedCentral
11.
go back to reference Torregrossa L, Shintu L, Nambiath Chandran J, Tintaru A, Ugolini C, Magalhaes A, et al. Toward the reliable diagnosis of indeterminate thyroid lesions: a HRMAS NMR-based metabolomics case of study. J Proteome Res. 2012;11(6):3317–25. doi:10.1021/pr300105e.CrossRefPubMed Torregrossa L, Shintu L, Nambiath Chandran J, Tintaru A, Ugolini C, Magalhaes A, et al. Toward the reliable diagnosis of indeterminate thyroid lesions: a HRMAS NMR-based metabolomics case of study. J Proteome Res. 2012;11(6):3317–25. doi:10.​1021/​pr300105e.CrossRefPubMed
12.
go back to reference Wojakowska A, Chekan M, Marczak L, Polanski K, Lange D, Pietrowska M, et al. Detection of metabolites discriminating subtypes of thyroid cancer: molecular profiling of FFPE samples using the GC/MS approach. Mol Cell Endocrinol. 2015;417:149–57. doi:10.1016/j.mce.2015.09.021.CrossRefPubMed Wojakowska A, Chekan M, Marczak L, Polanski K, Lange D, Pietrowska M, et al. Detection of metabolites discriminating subtypes of thyroid cancer: molecular profiling of FFPE samples using the GC/MS approach. Mol Cell Endocrinol. 2015;417:149–57. doi:10.​1016/​j.​mce.​2015.​09.​021.CrossRefPubMed
13.
go back to reference . Vernocchi P, Vannini L, Gottardi D, Del Chierico F, Serrazanetti DI, Ndagijimana M et al. Integration of datasets from different analytical techniques to assess the impact of nutrition on human metabolome. Front Cell Infection Microbiol. 2012;2. doi:10.3389/fcimb.2012.00156 . Vernocchi P, Vannini L, Gottardi D, Del Chierico F, Serrazanetti DI, Ndagijimana M et al. Integration of datasets from different analytical techniques to assess the impact of nutrition on human metabolome. Front Cell Infection Microbiol. 2012;2. doi:10.​3389/​fcimb.​2012.​00156
14.
16.
17.
go back to reference Palombo E, Chang KL, Ho PC. Gas chromatography time-of-flight mass spectrometry (GC-TOF-MS)-based metabolomics for comparison of caffeinated and decaffeinated coffee and its implications for Alzheimer’s disease. PLoS ONE. 2014;9(8), e104621. doi:10.1371/journal.pone.0104621.CrossRef Palombo E, Chang KL, Ho PC. Gas chromatography time-of-flight mass spectrometry (GC-TOF-MS)-based metabolomics for comparison of caffeinated and decaffeinated coffee and its implications for Alzheimer’s disease. PLoS ONE. 2014;9(8), e104621. doi:10.​1371/​journal.​pone.​0104621.CrossRef
19.
go back to reference Payne GS, Dzik-Jurasz AS, Mancini L, Nutley B, Raynaud F, Leach MO. Identification of biliary metabolites of ifosfamide using 31P magnetic resonance spectroscopy and mass spectrometry. Cancer Chemother Pharmacol. 2005;56(4):409–14. doi:10.1007/s00280-005-1023-2.CrossRefPubMed Payne GS, Dzik-Jurasz AS, Mancini L, Nutley B, Raynaud F, Leach MO. Identification of biliary metabolites of ifosfamide using 31P magnetic resonance spectroscopy and mass spectrometry. Cancer Chemother Pharmacol. 2005;56(4):409–14. doi:10.​1007/​s00280-005-1023-2.CrossRefPubMed
20.
go back to reference Miller BL, Chang L, Booth R, Ernst T, Cornford M, Nikas D, et al. In vivo 1H MRS choline: correlation with in vitro chemistry/histology. Life Sci. 1996;58(22):1929–35.CrossRefPubMed Miller BL, Chang L, Booth R, Ernst T, Cornford M, Nikas D, et al. In vivo 1H MRS choline: correlation with in vitro chemistry/histology. Life Sci. 1996;58(22):1929–35.CrossRefPubMed
22.
go back to reference DeLellis RA LR, Heitz PU, Eng C. World Health Organization classification of tumours. Pathology and genetics of tumours of endocrine organs. Lyon: IARC Press; 2004. DeLellis RA LR, Heitz PU, Eng C. World Health Organization classification of tumours. Pathology and genetics of tumours of endocrine organs. Lyon: IARC Press; 2004.
23.
go back to reference Kind T, Wohlgemuth G, Lee do Y, Lu Y, Palazoglu M, Shahbaz S, et al. FiehnLib: mass spectral and retention index libraries for metabolomics based on quadrupole and time-of-flight gas chromatography/mass spectrometry. Anal Chem. 2009;81(24):10038–48. doi:10.1021/ac9019522.CrossRefPubMedPubMedCentral Kind T, Wohlgemuth G, Lee do Y, Lu Y, Palazoglu M, Shahbaz S, et al. FiehnLib: mass spectral and retention index libraries for metabolomics based on quadrupole and time-of-flight gas chromatography/mass spectrometry. Anal Chem. 2009;81(24):10038–48. doi:10.​1021/​ac9019522.CrossRefPubMedPubMedCentral
26.
go back to reference Li Y, Song X, Zhao X, Zou L, Xu G. Serum metabolic profiling study of lung cancer using ultra high performance liquid chromatography/quadrupole time-of-flight mass spectrometry. J Chromatogr B Anal Technol Biomed Life Sci. 2014;966:147–53. doi:10.1016/j.jchromb.2014.04.047.CrossRef Li Y, Song X, Zhao X, Zou L, Xu G. Serum metabolic profiling study of lung cancer using ultra high performance liquid chromatography/quadrupole time-of-flight mass spectrometry. J Chromatogr B Anal Technol Biomed Life Sci. 2014;966:147–53. doi:10.​1016/​j.​jchromb.​2014.​04.​047.CrossRef
27.
go back to reference Cai Y, Weng K, Guo Y, Peng J, Zhu Z-J. An integrated targeted metabolomic platform for high-throughput metabolite profiling and automated data processing. Metabolomics. 2015. doi:10.1007/s11306-015-0809-4. Cai Y, Weng K, Guo Y, Peng J, Zhu Z-J. An integrated targeted metabolomic platform for high-throughput metabolite profiling and automated data processing. Metabolomics. 2015. doi:10.​1007/​s11306-015-0809-4.
28.
go back to reference Tan Y, Yin P, Tang L, Xing W, Huang Q, Cao D, et al. Metabolomics study of stepwise hepatocarcinogenesis from the model rats to patients: potential biomarkers effective for small hepatocellular carcinoma diagnosis. Mol Cell Proteomics : MCP. 2012;11(2):M111.010694. doi:10.1074/mcp.M111.010694.CrossRefPubMed Tan Y, Yin P, Tang L, Xing W, Huang Q, Cao D, et al. Metabolomics study of stepwise hepatocarcinogenesis from the model rats to patients: potential biomarkers effective for small hepatocellular carcinoma diagnosis. Mol Cell Proteomics : MCP. 2012;11(2):M111.010694. doi:10.​1074/​mcp.​M111.​010694.CrossRefPubMed
29.
go back to reference Wang X, Yang B, Zhang A, Sun H, Yan G. Potential drug targets on insomnia and intervention effects of Jujuboside A through metabolic pathway analysis as revealed by UPLC/ESI-SYNAPT-HDMS coupled with pattern recognition approach. J Proteome. 2012;75(4):1411–27. doi:10.1016/j.jprot.2011.11.011.CrossRef Wang X, Yang B, Zhang A, Sun H, Yan G. Potential drug targets on insomnia and intervention effects of Jujuboside A through metabolic pathway analysis as revealed by UPLC/ESI-SYNAPT-HDMS coupled with pattern recognition approach. J Proteome. 2012;75(4):1411–27. doi:10.​1016/​j.​jprot.​2011.​11.​011.CrossRef
30.
go back to reference Zhao Y, Liu H, Riker AI, Fodstad O, Ledoux SP, Wilson GL, et al. Emerging metabolic targets in cancer therapy. Front Biosci (Landmark edition). 2011;16:1844–60.CrossRef Zhao Y, Liu H, Riker AI, Fodstad O, Ledoux SP, Wilson GL, et al. Emerging metabolic targets in cancer therapy. Front Biosci (Landmark edition). 2011;16:1844–60.CrossRef
31.
go back to reference Chan EC, Koh PK, Mal M, Cheah PY, Eu KW, Backshall A, et al. Metabolic profiling of human colorectal cancer using high-resolution magic angle spinning nuclear magnetic resonance (HR-MAS NMR) spectroscopy and gas chromatography mass spectrometry (GC/MS). J Proteome Res. 2009;8(1):352–61. doi:10.1021/pr8006232.CrossRefPubMed Chan EC, Koh PK, Mal M, Cheah PY, Eu KW, Backshall A, et al. Metabolic profiling of human colorectal cancer using high-resolution magic angle spinning nuclear magnetic resonance (HR-MAS NMR) spectroscopy and gas chromatography mass spectrometry (GC/MS). J Proteome Res. 2009;8(1):352–61. doi:10.​1021/​pr8006232.CrossRefPubMed
32.
go back to reference Yang Y, Li C, Nie X, Feng X, Chen W, Yue Y, et al. Metabonomic studies of human hepatocellular carcinoma using high-resolution magic-angle spinning 1H NMR spectroscopy in conjunction with multivariate data analysis. J Proteome Res. 2007;6(7):2605–14. doi:10.1021/pr070063h.CrossRefPubMed Yang Y, Li C, Nie X, Feng X, Chen W, Yue Y, et al. Metabonomic studies of human hepatocellular carcinoma using high-resolution magic-angle spinning 1H NMR spectroscopy in conjunction with multivariate data analysis. J Proteome Res. 2007;6(7):2605–14. doi:10.​1021/​pr070063h.CrossRefPubMed
33.
go back to reference Liu G, Hale GE, Hughes CL. Galactose metabolism and ovarian toxicity. Reprod Toxicol (Elmsford, NY). 2000;14(5):377–84.CrossRef Liu G, Hale GE, Hughes CL. Galactose metabolism and ovarian toxicity. Reprod Toxicol (Elmsford, NY). 2000;14(5):377–84.CrossRef
34.
go back to reference Thomas EJ, Campbell IG. Evidence that endometriosis behaves in a malignant manner. Gynecol Obstet Invest. 2000;50 suppl 1:2–10.CrossRefPubMed Thomas EJ, Campbell IG. Evidence that endometriosis behaves in a malignant manner. Gynecol Obstet Invest. 2000;50 suppl 1:2–10.CrossRefPubMed
36.
go back to reference Dahiya R, Itzkowitz SH, Byrd JC, Kim YS. ABH blood group antigen expression, synthesis, and degradation in human colonic adenocarcinoma cell lines. Cancer Res. 1989;49(16):4550–6.PubMed Dahiya R, Itzkowitz SH, Byrd JC, Kim YS. ABH blood group antigen expression, synthesis, and degradation in human colonic adenocarcinoma cell lines. Cancer Res. 1989;49(16):4550–6.PubMed
37.
go back to reference Kvetnaia TV. [Melatonin for diagnosis of cancer and assessment of prognosis in elderly patients]. Adv Gerontol = Uspekhi gerontologii / Rossiiskaia akademiia nauk, Gerontologicheskoe obshchestvo. 2003;12:132–42. Kvetnaia TV. [Melatonin for diagnosis of cancer and assessment of prognosis in elderly patients]. Adv Gerontol = Uspekhi gerontologii / Rossiiskaia akademiia nauk, Gerontologicheskoe obshchestvo. 2003;12:132–42.
38.
go back to reference Karbownik M, Lewinski A. The role of oxidative stress in physiological and pathological processes in the thyroid gland; possible involvement in pineal-thyroid interactions. Neuro Endocrinol Lett. 2003;24(5):293–303.PubMed Karbownik M, Lewinski A. The role of oxidative stress in physiological and pathological processes in the thyroid gland; possible involvement in pineal-thyroid interactions. Neuro Endocrinol Lett. 2003;24(5):293–303.PubMed
39.
go back to reference Leon J, Casado J, Jimenez Ruiz SM, Zurita MS, Gonzalez-Puga C, Rejon JD, et al. Melatonin reduces endothelin-1 expression and secretion in colon cancer cells through the inactivation of FoxO-1 and NF-kappabeta. J Pineal Res. 2014;56(4):415–26. doi:10.1111/jpi.12131.CrossRefPubMed Leon J, Casado J, Jimenez Ruiz SM, Zurita MS, Gonzalez-Puga C, Rejon JD, et al. Melatonin reduces endothelin-1 expression and secretion in colon cancer cells through the inactivation of FoxO-1 and NF-kappabeta. J Pineal Res. 2014;56(4):415–26. doi:10.​1111/​jpi.​12131.CrossRefPubMed
41.
go back to reference Carbajo-Pescador S, Ordonez R, Benet M, Jover R, Garcia-Palomo A, Mauriz JL, et al. Inhibition of VEGF expression through blockade of Hif1alpha and STAT3 signalling mediates the anti-angiogenic effect of melatonin in HepG2 liver cancer cells. Br J Cancer. 2013;109(1):83–91. doi:10.1038/bjc.2013.285.CrossRefPubMedPubMedCentral Carbajo-Pescador S, Ordonez R, Benet M, Jover R, Garcia-Palomo A, Mauriz JL, et al. Inhibition of VEGF expression through blockade of Hif1alpha and STAT3 signalling mediates the anti-angiogenic effect of melatonin in HepG2 liver cancer cells. Br J Cancer. 2013;109(1):83–91. doi:10.​1038/​bjc.​2013.​285.CrossRefPubMedPubMedCentral
42.
go back to reference Margheri M, Pacini N, Tani A, Nosi D, Squecco R, Dama A, et al. Combined effects of melatonin and all-trans retinoic acid and somatostatin on breast cancer cell proliferation and death: molecular basis for the anticancer effect of these molecules. Eur J Pharmacol. 2012;681(1–3):34–43.CrossRefPubMed Margheri M, Pacini N, Tani A, Nosi D, Squecco R, Dama A, et al. Combined effects of melatonin and all-trans retinoic acid and somatostatin on breast cancer cell proliferation and death: molecular basis for the anticancer effect of these molecules. Eur J Pharmacol. 2012;681(1–3):34–43.CrossRefPubMed
Metadata
Title
Metabolomics of papillary thyroid carcinoma tissues: potential biomarkers for diagnosis and promising targets for therapy
Authors
Xingchen Shang
Xia Zhong
Xingsong Tian
Publication date
01-08-2016
Publisher
Springer Netherlands
Published in
Tumor Biology / Issue 8/2016
Print ISSN: 1010-4283
Electronic ISSN: 1423-0380
DOI
https://doi.org/10.1007/s13277-016-4996-z

Other articles of this Issue 8/2016

Tumor Biology 8/2016 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine