Skip to main content
Top
Published in: Tumor Biology 7/2016

01-07-2016 | Original Article

Integrative proteomics and transcriptomics identify novel invasive-related biomarkers of non-functioning pituitary adenomas

Authors: Sheng-Yuan Yu, Li-Chuan Hong, Jie Feng, You-Tu Wu, Ya-Zhuo Zhang

Published in: Tumor Biology | Issue 7/2016

Login to get access

Abstract

Non-functioning pituitary adenomas (NFPAs) are usually macroadenomas and display invasion into surrounding tissues. The treatment for invasive NFPAs is still challenging. This study describes the differential patterns of gene expression between invasive and non-invasive NFPAs and identifies novel biomarkers involved in invasion of NFPAs for diagnosis and treatment. Using gene microarray technology, we examined the gene expression profile and found 1160 differentially expressed messenger RNA (mRNA) between invasive and non-invasive NFPAs. Then, we examined the protein profile by liquid chromatography tandem mass spectrometry (LC-MS/MS) and found 433 differentially expressed proteins between invasive and non-invasive NFPAs. Subsequently, we integrated the proteomics and transcriptomics datasets and identified 29 common changed molecules. Through bioinformatics analysis using Ingenuity Pathway Analysis (IPA) software, we showed that the 29 molecules were enriched in 25 canonical signaling pathways, 25 molecular and cellular functions, and 2 networks. Eight genes were identified involved in the invasion function by the molecular and cellular functions analysis, including CAT, CLU, CHGA, EZR, KRT8, LIMA1, SH3GLB2 and SLC2A1. Furthermore, we validated the decreased CHGA expression and increased CLU expression in invasive NFPAs by qRT-PCR and Western blot. Our study demonstrated that integration of proteomics and transcriptomics could prove advantageous for accelerating tumor biomarker discovery and CHGA and CLU might be important novel biomarkers and therapeutic targets for invasion of NFPAs.
Appendix
Available only for authorised users
Literature
1.
go back to reference Asa SL, Ezzat S. The cytogenesis and pathogenesis of pituitary adenomas. Endocr Rev. 1998;19:798–827.PubMed Asa SL, Ezzat S. The cytogenesis and pathogenesis of pituitary adenomas. Endocr Rev. 1998;19:798–827.PubMed
2.
go back to reference Fernandez A, Karavitaki N, Wass JA. Prevalence of pituitary adenomas: a community-based, cross-sectional study in Banbury (Oxfordshire, UK). Clin Endocrinol (Oxf). 2010;72:377–82.CrossRef Fernandez A, Karavitaki N, Wass JA. Prevalence of pituitary adenomas: a community-based, cross-sectional study in Banbury (Oxfordshire, UK). Clin Endocrinol (Oxf). 2010;72:377–82.CrossRef
3.
go back to reference Selman WR, Laws EJ, Scheithauer BW, Carpenter SM. The occurrence of dural invasion in pituitary adenomas. J Neurosurg. 1986;64:402–7.CrossRefPubMed Selman WR, Laws EJ, Scheithauer BW, Carpenter SM. The occurrence of dural invasion in pituitary adenomas. J Neurosurg. 1986;64:402–7.CrossRefPubMed
4.
go back to reference Thapar K, Kovacs K, Scheithauer BW, Stefaneanu L, Horvath E, Pernicone PJ, et al. Proliferative activity and invasiveness among pituitary adenomas and carcinomas: an analysis using the MIB-1 antibody. Neurosurgery. 1996;38:99–106. 106-107.CrossRefPubMed Thapar K, Kovacs K, Scheithauer BW, Stefaneanu L, Horvath E, Pernicone PJ, et al. Proliferative activity and invasiveness among pituitary adenomas and carcinomas: an analysis using the MIB-1 antibody. Neurosurgery. 1996;38:99–106. 106-107.CrossRefPubMed
5.
go back to reference Micko AS, Wohrer A, Wolfsberger S, Knosp E. Invasion of the cavernous sinus space in pituitary adenomas: endoscopic verification and its correlation with an MRI-based classification. J Neurosurg. 2015;122:803–11.CrossRefPubMed Micko AS, Wohrer A, Wolfsberger S, Knosp E. Invasion of the cavernous sinus space in pituitary adenomas: endoscopic verification and its correlation with an MRI-based classification. J Neurosurg. 2015;122:803–11.CrossRefPubMed
6.
go back to reference Camara GR. Non-functioning pituitary tumors: 2012 update. Endocrinol Nutr. 2014;61:160–70.CrossRef Camara GR. Non-functioning pituitary tumors: 2012 update. Endocrinol Nutr. 2014;61:160–70.CrossRef
7.
go back to reference Mete O, Ezzat S, Asa SL. Biomarkers of aggressive pituitary adenomas. J Mol Endocrinol. 2012;49:R69–78.CrossRefPubMed Mete O, Ezzat S, Asa SL. Biomarkers of aggressive pituitary adenomas. J Mol Endocrinol. 2012;49:R69–78.CrossRefPubMed
8.
go back to reference Chatzellis E, Alexandraki KI, Androulakis II, Kaltsas G. Aggressive pituitary tumors. Neuroendocrinology. 2015;101:87–104. Chatzellis E, Alexandraki KI, Androulakis II, Kaltsas G. Aggressive pituitary tumors. Neuroendocrinology. 2015;101:87–104.
9.
go back to reference Feng J, Hong L, Wu Y, Li C, Wan H, Li G, et al. Identification of a subtype-specific ENC1 gene related to invasiveness in human pituitary null cell adenoma and oncocytomas. J Neurooncol. 2014;119:307–15.CrossRefPubMedPubMedCentral Feng J, Hong L, Wu Y, Li C, Wan H, Li G, et al. Identification of a subtype-specific ENC1 gene related to invasiveness in human pituitary null cell adenoma and oncocytomas. J Neurooncol. 2014;119:307–15.CrossRefPubMedPubMedCentral
10.
go back to reference Knosp E, Steiner E, Kitz K, Matula C. Pituitary adenomas with invasion of the cavernous sinus space: a magnetic resonance imaging classification compared with surgical findings. Neurosurgery. 1993;33:610–7. 617-618.CrossRefPubMed Knosp E, Steiner E, Kitz K, Matula C. Pituitary adenomas with invasion of the cavernous sinus space: a magnetic resonance imaging classification compared with surgical findings. Neurosurgery. 1993;33:610–7. 617-618.CrossRefPubMed
11.
go back to reference Hsieh HC, Chen YT, Li JM, Chou TY, Chang MF, Huang SC, et al. Protein profilings in mouse liver regeneration after partial hepatectomy using iTRAQ technology. J Proteome Res. 2009;8:1004–13.CrossRefPubMed Hsieh HC, Chen YT, Li JM, Chou TY, Chang MF, Huang SC, et al. Protein profilings in mouse liver regeneration after partial hepatectomy using iTRAQ technology. J Proteome Res. 2009;8:1004–13.CrossRefPubMed
12.
go back to reference Geng X, Wang G, Qin Y, Zang X, Li P, Geng Z, et al. ITRAQ-based quantitative proteomic analysis of the initiation of head regeneration in planarians. PLoS One. 2015;10, e132045. Geng X, Wang G, Qin Y, Zang X, Li P, Geng Z, et al. ITRAQ-based quantitative proteomic analysis of the initiation of head regeneration in planarians. PLoS One. 2015;10, e132045.
13.
go back to reference Sandberg A, Lindell G, Kallstrom BN, Branca RM, Danielsson KG, Dahlberg M, et al. Tumor proteomics by multivariate analysis on individual pathway data for characterization of vulvar cancer phenotypes. Mol Cell Proteomics. 2012;11:M112–16998.CrossRefPubMedPubMedCentral Sandberg A, Lindell G, Kallstrom BN, Branca RM, Danielsson KG, Dahlberg M, et al. Tumor proteomics by multivariate analysis on individual pathway data for characterization of vulvar cancer phenotypes. Mol Cell Proteomics. 2012;11:M112–16998.CrossRefPubMedPubMedCentral
14.
go back to reference Nie L, Wu G, Culley DE, Scholten JCM, Zhang W. Integrative analysis of transcriptomic and proteomic data: challenges, solutions and applications. Crit Rev Biotechnol. 2007;27:63–75.CrossRefPubMed Nie L, Wu G, Culley DE, Scholten JCM, Zhang W. Integrative analysis of transcriptomic and proteomic data: challenges, solutions and applications. Crit Rev Biotechnol. 2007;27:63–75.CrossRefPubMed
15.
go back to reference Yu K, Lee CH, Tan PH, Hong GS, Wee SB, Wong CY, et al. A molecular signature of the Nottingham prognostic index in breast cancer. Cancer Res. 2004;64:2962–8.CrossRefPubMed Yu K, Lee CH, Tan PH, Hong GS, Wee SB, Wong CY, et al. A molecular signature of the Nottingham prognostic index in breast cancer. Cancer Res. 2004;64:2962–8.CrossRefPubMed
16.
go back to reference Tian Q, Stepaniants SB, Mao M, Weng L, Feetham MC, Doyle MJ, et al. Integrated genomic and proteomic analyses of gene expression in Mammalian cells. Mol Cell Proteomics. 2004;3:960–9.CrossRefPubMed Tian Q, Stepaniants SB, Mao M, Weng L, Feetham MC, Doyle MJ, et al. Integrated genomic and proteomic analyses of gene expression in Mammalian cells. Mol Cell Proteomics. 2004;3:960–9.CrossRefPubMed
17.
go back to reference Riva C, Leutner M, Capella C, Usellini L, la Rosa S, Brianza MR, et al. Different expression of chromogranin a and chromogranin B in various types of pituitary adenomas. Zentralbl Pathol. 1993;139:165–70.PubMed Riva C, Leutner M, Capella C, Usellini L, la Rosa S, Brianza MR, et al. Different expression of chromogranin a and chromogranin B in various types of pituitary adenomas. Zentralbl Pathol. 1993;139:165–70.PubMed
18.
go back to reference Portela-Gomes GM, Grimelius L, Wilander E, Stridsberg M. Granins and granin-related peptides in neuroendocrine tumours. Regul Pept. 2010;165:12–20.CrossRefPubMed Portela-Gomes GM, Grimelius L, Wilander E, Stridsberg M. Granins and granin-related peptides in neuroendocrine tumours. Regul Pept. 2010;165:12–20.CrossRefPubMed
19.
go back to reference Bottoni P, De Michele T, Scatena R. A critical approach to clinical biochemistry of chromogranin a. Adv Exp Med Biol. 2015;867:317–23.CrossRefPubMed Bottoni P, De Michele T, Scatena R. A critical approach to clinical biochemistry of chromogranin a. Adv Exp Med Biol. 2015;867:317–23.CrossRefPubMed
20.
go back to reference Weisbrod AB, Zhang L, Jain M, Barak S, Quezado MM, Altered KE, et al. ATRX, CHGA, CHGB, and TP53 expression are associated with aggressive VHL-associated pancreatic neuroendocrine tumors. Horm Cancer. 2013;4:165–75.CrossRefPubMedPubMedCentral Weisbrod AB, Zhang L, Jain M, Barak S, Quezado MM, Altered KE, et al. ATRX, CHGA, CHGB, and TP53 expression are associated with aggressive VHL-associated pancreatic neuroendocrine tumors. Horm Cancer. 2013;4:165–75.CrossRefPubMedPubMedCentral
21.
go back to reference Kimura N, Yoshida R, Shiraishi S, Pilichowska M, Ohuchi N. Chromogranin a and chromogranin B in noninvasive and invasive breast carcinoma. Endocr Pathol. 2002;13:117–22.CrossRefPubMed Kimura N, Yoshida R, Shiraishi S, Pilichowska M, Ohuchi N. Chromogranin a and chromogranin B in noninvasive and invasive breast carcinoma. Endocr Pathol. 2002;13:117–22.CrossRefPubMed
22.
go back to reference Ekici AI, Eren B, Turkmen N, Comunoglu N, Fedakar R. Clusterin expression in non-neoplastic adenohypophyses and pituitary adenomas: Cytoplasmic clusterin localization in adenohypophysis is related to aging. Endocr Pathol. 2008;19:47–53.CrossRefPubMed Ekici AI, Eren B, Turkmen N, Comunoglu N, Fedakar R. Clusterin expression in non-neoplastic adenohypophyses and pituitary adenomas: Cytoplasmic clusterin localization in adenohypophysis is related to aging. Endocr Pathol. 2008;19:47–53.CrossRefPubMed
23.
go back to reference Flanagan L, Whyte L, Chatterjee N, Tenniswood M. Effects of clusterin over-expression on metastatic progression and therapy in breast cancer. BMC Cancer. 2010;10:107.CrossRefPubMedPubMedCentral Flanagan L, Whyte L, Chatterjee N, Tenniswood M. Effects of clusterin over-expression on metastatic progression and therapy in breast cancer. BMC Cancer. 2010;10:107.CrossRefPubMedPubMedCentral
24.
go back to reference Chou TY, Chen WC, Lee AC, Hung SM, Shih NY, Chen MY. Clusterin silencing in human lung adenocarcinoma cells induces a mesenchymal-to-epithelial transition through modulating the ERK/Slug pathway. Cell Signal. 2009;21:704–11.CrossRefPubMed Chou TY, Chen WC, Lee AC, Hung SM, Shih NY, Chen MY. Clusterin silencing in human lung adenocarcinoma cells induces a mesenchymal-to-epithelial transition through modulating the ERK/Slug pathway. Cell Signal. 2009;21:704–11.CrossRefPubMed
25.
go back to reference Radziwon-Balicka A, Santos-Martinez MJ, Corbalan JJ, O'Sullivan S, Treumann A, Gilmer JF, et al. Mechanisms of platelet-stimulated colon cancer invasion: role of clusterin and thrombospondin 1 in regulation of the P38MAPK-MMP-9 pathway. Carcinogenesis. 2014;35:324–32.CrossRefPubMed Radziwon-Balicka A, Santos-Martinez MJ, Corbalan JJ, O'Sullivan S, Treumann A, Gilmer JF, et al. Mechanisms of platelet-stimulated colon cancer invasion: role of clusterin and thrombospondin 1 in regulation of the P38MAPK-MMP-9 pathway. Carcinogenesis. 2014;35:324–32.CrossRefPubMed
26.
go back to reference Chen D, Wang Y, Zhang K, Jiao X, Yan B, Liang J. Antisense oligonucleotide against clusterin regulates human hepatocellular carcinoma invasion through transcriptional regulation of matrix metalloproteinase-2 and E-cadherin. Int J Mol Sci. 2012;13:10594–607.CrossRefPubMedPubMedCentral Chen D, Wang Y, Zhang K, Jiao X, Yan B, Liang J. Antisense oligonucleotide against clusterin regulates human hepatocellular carcinoma invasion through transcriptional regulation of matrix metalloproteinase-2 and E-cadherin. Int J Mol Sci. 2012;13:10594–607.CrossRefPubMedPubMedCentral
27.
go back to reference Wang Q, Cao W, Su Q, Liu Z, Zhang L. Clusterin silencing inhibits proliferation and reduces invasion in human laryngeal squamous carcinoma cells. World J Surg Oncol. 2014;12:124.CrossRefPubMedPubMedCentral Wang Q, Cao W, Su Q, Liu Z, Zhang L. Clusterin silencing inhibits proliferation and reduces invasion in human laryngeal squamous carcinoma cells. World J Surg Oncol. 2014;12:124.CrossRefPubMedPubMedCentral
Metadata
Title
Integrative proteomics and transcriptomics identify novel invasive-related biomarkers of non-functioning pituitary adenomas
Authors
Sheng-Yuan Yu
Li-Chuan Hong
Jie Feng
You-Tu Wu
Ya-Zhuo Zhang
Publication date
01-07-2016
Publisher
Springer Netherlands
Published in
Tumor Biology / Issue 7/2016
Print ISSN: 1010-4283
Electronic ISSN: 1423-0380
DOI
https://doi.org/10.1007/s13277-015-4767-2

Other articles of this Issue 7/2016

Tumor Biology 7/2016 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