Identification of molecular candidates and interaction networks via integrative toxicogenomic analysis in a human cell line following low-dose exposure to the carcinogenic metals cadmium and nickel
Cadmium and nickel have been classified as carcinogenic to humans by the World Health Organization's International Agency for Research on Cancer. Given their prevalence in the environment, the fact that cadmium and nickel may cause diseases including cancer even at low doses is a cause for conc...
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Veröffentlicht in: | Oncology reports 2013-09, Vol.30 (3), p.1185-1194 |
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description | Cadmium and nickel have been classified as carcinogenic to humans by the World Health Organization's International Agency for Research on Cancer. Given their prevalence in the environment, the fact that cadmium and nickel may cause diseases including cancer even at low doses is a cause for concern. However, the exact mechanisms underlying the toxicological effects induced by low-dose exposure to cadmium and nickel remain to be elucidated. Furthermore, it has recently been recognized that integrative analysis of DNA, mRNA and proteins is required to discover biomarkers and signaling networks relevant to human toxicant exposure. In the present study, we examined the deleterious effects of chronic low-dose exposure of either cadmium or nickel on global profiling of DNA copy number variation, mRNA and proteins. Array comparative genomic hybridization, gene expression microarray and functional proteomics were conducted, and a bioinformatics tool, which predicted signaling pathways, was applied to integrate data for each heavy metal separately and together. We found distinctive signaling networks associated with subchronic low-dose exposure to cadmium and nickel, and identified pathways common to both. ACTB, HSP90AA1, HSPA5 and HSPA8, which are key mediators of pathways related to apoptosis, proliferation and neoplastic processes, were key mediators of the same pathways in low-dose nickel and cadmium exposure in particular. CASP-associated signaling pathways involving CASP3, CASP7 and CASP9 were observed in cadmium-exposed cells. We found that HSP90AA1, one of the main modulators, interacted with HIF1A, AR and BCL2 in nickel-exposed cells. Interestingly, we found that HSP90AA1 was involved in the BCL2-associated apoptotic pathway in the nickel-only data, whereas this gene interacted with several genes functioning in CASP-associated apoptotic signaling in the cadmium-only data. Additionally, JUN and FASN were main modulators in nickel-responsive signaling pathways. Our results provide valuable biomarkers and distinctive signaling networks that responded to subchronic low-dose exposure to cadmium and nickel. |
doi_str_mv | 10.3892/or.2013.2587 |
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Given their prevalence in the environment, the fact that cadmium and nickel may cause diseases including cancer even at low doses is a cause for concern. However, the exact mechanisms underlying the toxicological effects induced by low-dose exposure to cadmium and nickel remain to be elucidated. Furthermore, it has recently been recognized that integrative analysis of DNA, mRNA and proteins is required to discover biomarkers and signaling networks relevant to human toxicant exposure. In the present study, we examined the deleterious effects of chronic low-dose exposure of either cadmium or nickel on global profiling of DNA copy number variation, mRNA and proteins. Array comparative genomic hybridization, gene expression microarray and functional proteomics were conducted, and a bioinformatics tool, which predicted signaling pathways, was applied to integrate data for each heavy metal separately and together. We found distinctive signaling networks associated with subchronic low-dose exposure to cadmium and nickel, and identified pathways common to both. ACTB, HSP90AA1, HSPA5 and HSPA8, which are key mediators of pathways related to apoptosis, proliferation and neoplastic processes, were key mediators of the same pathways in low-dose nickel and cadmium exposure in particular. CASP-associated signaling pathways involving CASP3, CASP7 and CASP9 were observed in cadmium-exposed cells. We found that HSP90AA1, one of the main modulators, interacted with HIF1A, AR and BCL2 in nickel-exposed cells. Interestingly, we found that HSP90AA1 was involved in the BCL2-associated apoptotic pathway in the nickel-only data, whereas this gene interacted with several genes functioning in CASP-associated apoptotic signaling in the cadmium-only data. Additionally, JUN and FASN were main modulators in nickel-responsive signaling pathways. Our results provide valuable biomarkers and distinctive signaling networks that responded to subchronic low-dose exposure to cadmium and nickel.</description><identifier>ISSN: 1021-335X</identifier><identifier>EISSN: 1791-2431</identifier><identifier>DOI: 10.3892/or.2013.2587</identifier><identifier>PMID: 23828170</identifier><language>eng</language><publisher>Greece: D.A. Spandidos</publisher><subject>Apoptosis ; Biomarkers, Tumor - genetics ; Biomarkers, Tumor - metabolism ; Cadmium ; Cadmium - adverse effects ; Cancer ; carcinogenesis ; Carcinogens - pharmacology ; Cell culture ; Cell cycle ; Cell Transformation, Neoplastic ; Colonic Neoplasms - chemically induced ; Colonic Neoplasms - genetics ; Colonic Neoplasms - metabolism ; Comparative Genomic Hybridization ; Dehydrogenases ; Deoxyribonucleic acid ; DNA ; Dose-Response Relationship, Drug ; Epigenetics ; Food contamination & poisoning ; Gene expression ; Gene Expression Profiling ; Heat shock proteins ; heavy metal ; Humans ; Hybridization ; Insects ; Keratin ; Kinases ; Manufacturers ; Medical equipment ; Metals ; nickel ; Nickel - adverse effects ; Oligonucleotide Array Sequence Analysis ; Oxidative stress ; pathway analysis ; Phosphatase ; Polypeptides ; Protein Interaction Maps - drug effects ; Proteomics - methods ; Signal transduction ; Signal Transduction - drug effects ; Studies ; Toxicity ; Toxicogenetics - methods ; toxicogenomics ; Trace Elements - adverse effects ; Tumor Cells, Cultured</subject><ispartof>Oncology reports, 2013-09, Vol.30 (3), p.1185-1194</ispartof><rights>Copyright © 2013, Spandidos Publications</rights><rights>Copyright Spandidos Publications UK Ltd. 2013</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c454t-a9b14fec29a88cba434deb10fed9d6c81bf3e0753e4149b9255b0893601ca223</citedby><cites>FETCH-LOGICAL-c454t-a9b14fec29a88cba434deb10fed9d6c81bf3e0753e4149b9255b0893601ca223</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27903,27904</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/23828170$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>KWON, JEE YOUNG</creatorcontrib><creatorcontrib>WEON, JONG-IL</creatorcontrib><creatorcontrib>KOEDRITH, PREEYAPORN</creatorcontrib><creatorcontrib>PARK, KANG-SIK</creatorcontrib><creatorcontrib>KIM, IM SOON</creatorcontrib><creatorcontrib>SEO, YOUNG ROK</creatorcontrib><title>Identification of molecular candidates and interaction networks via integrative toxicogenomic analysis in a human cell line following low-dose exposure to the carcinogenic metals cadmium and nickel</title><title>Oncology reports</title><addtitle>Oncol Rep</addtitle><description>Cadmium and nickel have been classified as carcinogenic to humans by the World Health Organization's International Agency for Research on Cancer. Given their prevalence in the environment, the fact that cadmium and nickel may cause diseases including cancer even at low doses is a cause for concern. However, the exact mechanisms underlying the toxicological effects induced by low-dose exposure to cadmium and nickel remain to be elucidated. Furthermore, it has recently been recognized that integrative analysis of DNA, mRNA and proteins is required to discover biomarkers and signaling networks relevant to human toxicant exposure. In the present study, we examined the deleterious effects of chronic low-dose exposure of either cadmium or nickel on global profiling of DNA copy number variation, mRNA and proteins. Array comparative genomic hybridization, gene expression microarray and functional proteomics were conducted, and a bioinformatics tool, which predicted signaling pathways, was applied to integrate data for each heavy metal separately and together. We found distinctive signaling networks associated with subchronic low-dose exposure to cadmium and nickel, and identified pathways common to both. ACTB, HSP90AA1, HSPA5 and HSPA8, which are key mediators of pathways related to apoptosis, proliferation and neoplastic processes, were key mediators of the same pathways in low-dose nickel and cadmium exposure in particular. CASP-associated signaling pathways involving CASP3, CASP7 and CASP9 were observed in cadmium-exposed cells. We found that HSP90AA1, one of the main modulators, interacted with HIF1A, AR and BCL2 in nickel-exposed cells. Interestingly, we found that HSP90AA1 was involved in the BCL2-associated apoptotic pathway in the nickel-only data, whereas this gene interacted with several genes functioning in CASP-associated apoptotic signaling in the cadmium-only data. Additionally, JUN and FASN were main modulators in nickel-responsive signaling pathways. Our results provide valuable biomarkers and distinctive signaling networks that responded to subchronic low-dose exposure to cadmium and nickel.</description><subject>Apoptosis</subject><subject>Biomarkers, Tumor - genetics</subject><subject>Biomarkers, Tumor - metabolism</subject><subject>Cadmium</subject><subject>Cadmium - adverse effects</subject><subject>Cancer</subject><subject>carcinogenesis</subject><subject>Carcinogens - pharmacology</subject><subject>Cell culture</subject><subject>Cell cycle</subject><subject>Cell Transformation, Neoplastic</subject><subject>Colonic Neoplasms - chemically induced</subject><subject>Colonic Neoplasms - genetics</subject><subject>Colonic Neoplasms - metabolism</subject><subject>Comparative Genomic Hybridization</subject><subject>Dehydrogenases</subject><subject>Deoxyribonucleic acid</subject><subject>DNA</subject><subject>Dose-Response Relationship, Drug</subject><subject>Epigenetics</subject><subject>Food contamination & poisoning</subject><subject>Gene expression</subject><subject>Gene Expression Profiling</subject><subject>Heat shock proteins</subject><subject>heavy metal</subject><subject>Humans</subject><subject>Hybridization</subject><subject>Insects</subject><subject>Keratin</subject><subject>Kinases</subject><subject>Manufacturers</subject><subject>Medical equipment</subject><subject>Metals</subject><subject>nickel</subject><subject>Nickel - adverse effects</subject><subject>Oligonucleotide Array Sequence Analysis</subject><subject>Oxidative stress</subject><subject>pathway analysis</subject><subject>Phosphatase</subject><subject>Polypeptides</subject><subject>Protein Interaction Maps - drug effects</subject><subject>Proteomics - methods</subject><subject>Signal transduction</subject><subject>Signal Transduction - drug effects</subject><subject>Studies</subject><subject>Toxicity</subject><subject>Toxicogenetics - methods</subject><subject>toxicogenomics</subject><subject>Trace Elements - adverse effects</subject><subject>Tumor Cells, Cultured</subject><issn>1021-335X</issn><issn>1791-2431</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2013</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><recordid>eNpdkUtv1TAQRiMEog_YsUaWkFAX5OJXEnuJKh6VKrHpgl3kOJNbt47nYjt9_ED-F869pQtWHs0cH439VdU7RjdCaf4Z44ZTJja8Ud2L6ph1mtVcCvay1JSzWojm11F1ktINpbyjrX5dHXGhuGIdPa7-XIwQspucNdlhIDiRGT3YxZtIrAmjG02GREpFXMgQjd1zAfI9xttE7pzZD7axCO6AZHxwFrcQcHa2XDP-MblUEGLI9TKbQCx4T7wLQCb0Hu9d2JJy1CMmIPCww7TE1UPyNZQVonVh9RXbDNn4VHrj7JZ5v1Np34J_U72aygTePp2n1dW3r1fnP-rLn98vzr9c1lY2MtdGD0xOYLk2StnBSCFHGBidYNRjaxUbJgG0awRIJvWgedMMVGnRUmYN5-K0OjtodxF_L5ByP7u0PscEwCX1TMpGM96KFf3wH3qDSyy_USgteNsx1qhCfTpQNmJKEaZ-F91s4mPPaL-m22Ps13T7Nd2Cv3-SLsMM4zP8L84CfDwAabePDtMzg7EWtKaiZkw14i_hgLHr</recordid><startdate>20130901</startdate><enddate>20130901</enddate><creator>KWON, JEE YOUNG</creator><creator>WEON, JONG-IL</creator><creator>KOEDRITH, PREEYAPORN</creator><creator>PARK, KANG-SIK</creator><creator>KIM, IM SOON</creator><creator>SEO, YOUNG ROK</creator><general>D.A. Spandidos</general><general>Spandidos Publications UK Ltd</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AN0</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>K9.</scope><scope>M0S</scope><scope>M1P</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>7X8</scope></search><sort><creationdate>20130901</creationdate><title>Identification of molecular candidates and interaction networks via integrative toxicogenomic analysis in a human cell line following low-dose exposure to the carcinogenic metals cadmium and nickel</title><author>KWON, JEE YOUNG ; WEON, JONG-IL ; KOEDRITH, PREEYAPORN ; PARK, KANG-SIK ; KIM, IM SOON ; SEO, YOUNG ROK</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c454t-a9b14fec29a88cba434deb10fed9d6c81bf3e0753e4149b9255b0893601ca223</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2013</creationdate><topic>Apoptosis</topic><topic>Biomarkers, Tumor - genetics</topic><topic>Biomarkers, Tumor - metabolism</topic><topic>Cadmium</topic><topic>Cadmium - adverse effects</topic><topic>Cancer</topic><topic>carcinogenesis</topic><topic>Carcinogens - pharmacology</topic><topic>Cell culture</topic><topic>Cell cycle</topic><topic>Cell Transformation, Neoplastic</topic><topic>Colonic Neoplasms - chemically induced</topic><topic>Colonic Neoplasms - genetics</topic><topic>Colonic Neoplasms - metabolism</topic><topic>Comparative Genomic Hybridization</topic><topic>Dehydrogenases</topic><topic>Deoxyribonucleic acid</topic><topic>DNA</topic><topic>Dose-Response Relationship, Drug</topic><topic>Epigenetics</topic><topic>Food contamination & poisoning</topic><topic>Gene expression</topic><topic>Gene Expression Profiling</topic><topic>Heat shock proteins</topic><topic>heavy metal</topic><topic>Humans</topic><topic>Hybridization</topic><topic>Insects</topic><topic>Keratin</topic><topic>Kinases</topic><topic>Manufacturers</topic><topic>Medical equipment</topic><topic>Metals</topic><topic>nickel</topic><topic>Nickel - adverse effects</topic><topic>Oligonucleotide Array Sequence Analysis</topic><topic>Oxidative stress</topic><topic>pathway analysis</topic><topic>Phosphatase</topic><topic>Polypeptides</topic><topic>Protein Interaction Maps - drug effects</topic><topic>Proteomics - methods</topic><topic>Signal transduction</topic><topic>Signal Transduction - drug effects</topic><topic>Studies</topic><topic>Toxicity</topic><topic>Toxicogenetics - methods</topic><topic>toxicogenomics</topic><topic>Trace Elements - adverse effects</topic><topic>Tumor Cells, Cultured</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>KWON, JEE YOUNG</creatorcontrib><creatorcontrib>WEON, JONG-IL</creatorcontrib><creatorcontrib>KOEDRITH, PREEYAPORN</creatorcontrib><creatorcontrib>PARK, KANG-SIK</creatorcontrib><creatorcontrib>KIM, IM SOON</creatorcontrib><creatorcontrib>SEO, YOUNG ROK</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>British Nursing Database</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>MEDLINE - Academic</collection><jtitle>Oncology reports</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>KWON, JEE YOUNG</au><au>WEON, JONG-IL</au><au>KOEDRITH, PREEYAPORN</au><au>PARK, KANG-SIK</au><au>KIM, IM SOON</au><au>SEO, YOUNG ROK</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Identification of molecular candidates and interaction networks via integrative toxicogenomic analysis in a human cell line following low-dose exposure to the carcinogenic metals cadmium and nickel</atitle><jtitle>Oncology reports</jtitle><addtitle>Oncol Rep</addtitle><date>2013-09-01</date><risdate>2013</risdate><volume>30</volume><issue>3</issue><spage>1185</spage><epage>1194</epage><pages>1185-1194</pages><issn>1021-335X</issn><eissn>1791-2431</eissn><abstract>Cadmium and nickel have been classified as carcinogenic to humans by the World Health Organization's International Agency for Research on Cancer. Given their prevalence in the environment, the fact that cadmium and nickel may cause diseases including cancer even at low doses is a cause for concern. However, the exact mechanisms underlying the toxicological effects induced by low-dose exposure to cadmium and nickel remain to be elucidated. Furthermore, it has recently been recognized that integrative analysis of DNA, mRNA and proteins is required to discover biomarkers and signaling networks relevant to human toxicant exposure. In the present study, we examined the deleterious effects of chronic low-dose exposure of either cadmium or nickel on global profiling of DNA copy number variation, mRNA and proteins. Array comparative genomic hybridization, gene expression microarray and functional proteomics were conducted, and a bioinformatics tool, which predicted signaling pathways, was applied to integrate data for each heavy metal separately and together. We found distinctive signaling networks associated with subchronic low-dose exposure to cadmium and nickel, and identified pathways common to both. ACTB, HSP90AA1, HSPA5 and HSPA8, which are key mediators of pathways related to apoptosis, proliferation and neoplastic processes, were key mediators of the same pathways in low-dose nickel and cadmium exposure in particular. CASP-associated signaling pathways involving CASP3, CASP7 and CASP9 were observed in cadmium-exposed cells. We found that HSP90AA1, one of the main modulators, interacted with HIF1A, AR and BCL2 in nickel-exposed cells. Interestingly, we found that HSP90AA1 was involved in the BCL2-associated apoptotic pathway in the nickel-only data, whereas this gene interacted with several genes functioning in CASP-associated apoptotic signaling in the cadmium-only data. Additionally, JUN and FASN were main modulators in nickel-responsive signaling pathways. Our results provide valuable biomarkers and distinctive signaling networks that responded to subchronic low-dose exposure to cadmium and nickel.</abstract><cop>Greece</cop><pub>D.A. Spandidos</pub><pmid>23828170</pmid><doi>10.3892/or.2013.2587</doi><tpages>10</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Apoptosis Biomarkers, Tumor - genetics Biomarkers, Tumor - metabolism Cadmium Cadmium - adverse effects Cancer carcinogenesis Carcinogens - pharmacology Cell culture Cell cycle Cell Transformation, Neoplastic Colonic Neoplasms - chemically induced Colonic Neoplasms - genetics Colonic Neoplasms - metabolism Comparative Genomic Hybridization Dehydrogenases Deoxyribonucleic acid DNA Dose-Response Relationship, Drug Epigenetics Food contamination & poisoning Gene expression Gene Expression Profiling Heat shock proteins heavy metal Humans Hybridization Insects Keratin Kinases Manufacturers Medical equipment Metals nickel Nickel - adverse effects Oligonucleotide Array Sequence Analysis Oxidative stress pathway analysis Phosphatase Polypeptides Protein Interaction Maps - drug effects Proteomics - methods Signal transduction Signal Transduction - drug effects Studies Toxicity Toxicogenetics - methods toxicogenomics Trace Elements - adverse effects Tumor Cells, Cultured |
title | Identification of molecular candidates and interaction networks via integrative toxicogenomic analysis in a human cell line following low-dose exposure to the carcinogenic metals cadmium and nickel |
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