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Exploring off-targets and off-systems for adverse drug reactions via chemical-protein interactome--clozapine-induced agranulocytosis as a case study
In the era of personalized medical practice, understanding the genetic basis of patient-specific adverse drug reaction (ADR) is a major challenge. Clozapine provides effective treatments for schizophrenia but its usage is limited because of life-threatening agranulocytosis. A recent high impact stud...
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Published in: | PLoS computational biology 2011-03, Vol.7 (3), p.e1002016 |
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description | In the era of personalized medical practice, understanding the genetic basis of patient-specific adverse drug reaction (ADR) is a major challenge. Clozapine provides effective treatments for schizophrenia but its usage is limited because of life-threatening agranulocytosis. A recent high impact study showed the necessity of moving clozapine to a first line drug, thus identifying the biomarkers for drug-induced agranulocytosis has become important. Here we report a methodology termed as antithesis chemical-protein interactome (CPI), which utilizes the docking method to mimic the differences in the drug-protein interactions across a panel of human proteins. Using this method, we identified HSPA1A, a known susceptibility gene for CIA, to be the off-target of clozapine. Furthermore, the mRNA expression of HSPA1A-related genes (off-target associated systems) was also found to be differentially expressed in clozapine treated leukemia cell line. Apart from identifying the CIA causal genes we identified several novel candidate genes which could be responsible for agranulocytosis. Proteins related to reactive oxygen clearance system, such as oxidoreductases and glutathione metabolite enzymes, were significantly enriched in the antithesis CPI. This methodology conducted a multi-dimensional analysis of drugs' perturbation to the biological system, investigating both the off-targets and the associated off-systems to explore the molecular basis of an adverse event or the new uses for old drugs. |
doi_str_mv | 10.1371/journal.pcbi.1002016 |
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Clozapine provides effective treatments for schizophrenia but its usage is limited because of life-threatening agranulocytosis. A recent high impact study showed the necessity of moving clozapine to a first line drug, thus identifying the biomarkers for drug-induced agranulocytosis has become important. Here we report a methodology termed as antithesis chemical-protein interactome (CPI), which utilizes the docking method to mimic the differences in the drug-protein interactions across a panel of human proteins. Using this method, we identified HSPA1A, a known susceptibility gene for CIA, to be the off-target of clozapine. Furthermore, the mRNA expression of HSPA1A-related genes (off-target associated systems) was also found to be differentially expressed in clozapine treated leukemia cell line. Apart from identifying the CIA causal genes we identified several novel candidate genes which could be responsible for agranulocytosis. Proteins related to reactive oxygen clearance system, such as oxidoreductases and glutathione metabolite enzymes, were significantly enriched in the antithesis CPI. This methodology conducted a multi-dimensional analysis of drugs' perturbation to the biological system, investigating both the off-targets and the associated off-systems to explore the molecular basis of an adverse event or the new uses for old drugs.</description><identifier>ISSN: 1553-7358</identifier><identifier>ISSN: 1553-734X</identifier><identifier>EISSN: 1553-7358</identifier><identifier>DOI: 10.1371/journal.pcbi.1002016</identifier><identifier>PMID: 21483481</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Adverse and side effects ; Agranulocytosis ; Agranulocytosis - chemically induced ; Benzodiazepines - pharmacology ; Biology ; Biomarkers ; Biomarkers - metabolism ; Case studies ; Cell Line, Tumor ; Chemistry ; Clozapine ; Clozapine - adverse effects ; Complications and side effects ; Computational Biology - methods ; Dimensional analysis ; Dosage and administration ; Drug therapy ; Drug-Related Side Effects and Adverse Reactions - chemically induced ; Drugs ; GABA Antagonists - adverse effects ; Gene expression ; Granulocytopenia ; HSP70 Heat-Shock Proteins - genetics ; Humans ; Medicine ; Protein Interaction Mapping - methods ; Proteins ; Proteomics - methods ; Reactive Oxygen Species ; Retrospective Studies ; Risk Factors ; Schizophrenia ; Studies</subject><ispartof>PLoS computational biology, 2011-03, Vol.7 (3), p.e1002016</ispartof><rights>COPYRIGHT 2011 Public Library of Science</rights><rights>Yang et al. 2011</rights><rights>2011 Yang et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited: Yang L, Wang K, Chen J, Jegga AG, Luo H, et al. (2011) Exploring Off-Targets and Off-Systems for Adverse Drug Reactions via Chemical-Protein Interactome -- Clozapine-Induced Agranulocytosis as a Case Study. PLoS Comput Biol 7(3): e1002016. doi:10.1371/journal.pcbi.1002016</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c632t-d743999f8614c1b08024b88ed6d56abe09ed9aae1993958ba65749a958a66a1b3</citedby><cites>FETCH-LOGICAL-c632t-d743999f8614c1b08024b88ed6d56abe09ed9aae1993958ba65749a958a66a1b3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC3068927/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC3068927/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,27924,27925,53791,53793</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/21483481$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Altman, Russ B.</contributor><creatorcontrib>Yang, Lun</creatorcontrib><creatorcontrib>Wang, Kejian</creatorcontrib><creatorcontrib>Chen, Jian</creatorcontrib><creatorcontrib>Jegga, Anil G</creatorcontrib><creatorcontrib>Luo, Heng</creatorcontrib><creatorcontrib>Shi, Leming</creatorcontrib><creatorcontrib>Wan, Chunling</creatorcontrib><creatorcontrib>Guo, Xizhi</creatorcontrib><creatorcontrib>Qin, Shengying</creatorcontrib><creatorcontrib>He, Guang</creatorcontrib><creatorcontrib>Feng, Guoyin</creatorcontrib><creatorcontrib>He, Lin</creatorcontrib><title>Exploring off-targets and off-systems for adverse drug reactions via chemical-protein interactome--clozapine-induced agranulocytosis as a case study</title><title>PLoS computational biology</title><addtitle>PLoS Comput Biol</addtitle><description>In the era of personalized medical practice, understanding the genetic basis of patient-specific adverse drug reaction (ADR) is a major challenge. Clozapine provides effective treatments for schizophrenia but its usage is limited because of life-threatening agranulocytosis. A recent high impact study showed the necessity of moving clozapine to a first line drug, thus identifying the biomarkers for drug-induced agranulocytosis has become important. Here we report a methodology termed as antithesis chemical-protein interactome (CPI), which utilizes the docking method to mimic the differences in the drug-protein interactions across a panel of human proteins. Using this method, we identified HSPA1A, a known susceptibility gene for CIA, to be the off-target of clozapine. Furthermore, the mRNA expression of HSPA1A-related genes (off-target associated systems) was also found to be differentially expressed in clozapine treated leukemia cell line. Apart from identifying the CIA causal genes we identified several novel candidate genes which could be responsible for agranulocytosis. Proteins related to reactive oxygen clearance system, such as oxidoreductases and glutathione metabolite enzymes, were significantly enriched in the antithesis CPI. This methodology conducted a multi-dimensional analysis of drugs' perturbation to the biological system, investigating both the off-targets and the associated off-systems to explore the molecular basis of an adverse event or the new uses for old drugs.</description><subject>Adverse and side effects</subject><subject>Agranulocytosis</subject><subject>Agranulocytosis - chemically induced</subject><subject>Benzodiazepines - pharmacology</subject><subject>Biology</subject><subject>Biomarkers</subject><subject>Biomarkers - metabolism</subject><subject>Case studies</subject><subject>Cell Line, Tumor</subject><subject>Chemistry</subject><subject>Clozapine</subject><subject>Clozapine - adverse effects</subject><subject>Complications and side effects</subject><subject>Computational Biology - methods</subject><subject>Dimensional analysis</subject><subject>Dosage and administration</subject><subject>Drug therapy</subject><subject>Drug-Related Side Effects and Adverse Reactions - chemically induced</subject><subject>Drugs</subject><subject>GABA Antagonists - adverse effects</subject><subject>Gene expression</subject><subject>Granulocytopenia</subject><subject>HSP70 Heat-Shock Proteins - genetics</subject><subject>Humans</subject><subject>Medicine</subject><subject>Protein Interaction Mapping - methods</subject><subject>Proteins</subject><subject>Proteomics - methods</subject><subject>Reactive Oxygen Species</subject><subject>Retrospective Studies</subject><subject>Risk Factors</subject><subject>Schizophrenia</subject><subject>Studies</subject><issn>1553-7358</issn><issn>1553-734X</issn><issn>1553-7358</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2011</creationdate><recordtype>article</recordtype><sourceid>DOA</sourceid><recordid>eNqVkttq3DAQhk1paQ7tG5TW0KteeKuDLVk3hRDSdCG00MO1GEuyo8WWFklesn2OPnC12U3IQm-KBBqNvvkHzUxRvMFogSnHH1d-Dg7GxVp1doERIgizZ8Upbhpacdq0z5_YJ8VZjCuEsinYy-KE4LqldYtPiz9Xd-vRB-uG0vd9lSAMJsUSnL6_x21MZopl70MJemNCNKUO81AGAypZ72K5sVCqWzNZBWO1Dj4Z60rrkgmZ8JOpKjX637C2zlTW6VkZXcIQwM2jV9vko83p8i4VZPGYZr19VbzoYYzm9eE8L359vvp5-aW6-Xa9vLy4qRSjJFWa11QI0bcM1wp3qEWk7trWaKYbBp1BwmgBYLAQVDRtB6zhtYBsAmOAO3pevNvr5hJEeSholJjm1daCoEws94T2sJLrYCcIW-nBynuHD4OEkKwajaSE5xagjmPS1x3nwGtCG96D4A1Cvcpanw7Z5m4yWhmXAoxHoscvzt7KwW8kRawVhGeB93uBAXI-63qfMTXZqOQFaSgjXDQkU4t_UHnpXY-8M73N_qOAD0cBmUnmLg0wxyiXP77_B_v1mK33rAo-xmD6x69iJHcj_FBxuRtheRjhHPb2aZkegx5mlv4FMYXv5w</recordid><startdate>20110301</startdate><enddate>20110301</enddate><creator>Yang, Lun</creator><creator>Wang, Kejian</creator><creator>Chen, Jian</creator><creator>Jegga, Anil G</creator><creator>Luo, Heng</creator><creator>Shi, Leming</creator><creator>Wan, Chunling</creator><creator>Guo, Xizhi</creator><creator>Qin, Shengying</creator><creator>He, Guang</creator><creator>Feng, Guoyin</creator><creator>He, Lin</creator><general>Public Library of Science</general><general>Public Library of Science (PLoS)</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>ISN</scope><scope>ISR</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20110301</creationdate><title>Exploring off-targets and off-systems for adverse drug reactions via chemical-protein interactome--clozapine-induced agranulocytosis as a case study</title><author>Yang, Lun ; Wang, Kejian ; Chen, Jian ; Jegga, Anil G ; Luo, Heng ; Shi, Leming ; Wan, Chunling ; Guo, Xizhi ; Qin, Shengying ; He, Guang ; Feng, Guoyin ; He, Lin</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c632t-d743999f8614c1b08024b88ed6d56abe09ed9aae1993958ba65749a958a66a1b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2011</creationdate><topic>Adverse and side effects</topic><topic>Agranulocytosis</topic><topic>Agranulocytosis - chemically induced</topic><topic>Benzodiazepines - pharmacology</topic><topic>Biology</topic><topic>Biomarkers</topic><topic>Biomarkers - metabolism</topic><topic>Case studies</topic><topic>Cell Line, Tumor</topic><topic>Chemistry</topic><topic>Clozapine</topic><topic>Clozapine - adverse effects</topic><topic>Complications and side effects</topic><topic>Computational Biology - methods</topic><topic>Dimensional analysis</topic><topic>Dosage and administration</topic><topic>Drug therapy</topic><topic>Drug-Related Side Effects and Adverse Reactions - chemically induced</topic><topic>Drugs</topic><topic>GABA Antagonists - adverse effects</topic><topic>Gene expression</topic><topic>Granulocytopenia</topic><topic>HSP70 Heat-Shock Proteins - genetics</topic><topic>Humans</topic><topic>Medicine</topic><topic>Protein Interaction Mapping - methods</topic><topic>Proteins</topic><topic>Proteomics - methods</topic><topic>Reactive Oxygen Species</topic><topic>Retrospective Studies</topic><topic>Risk Factors</topic><topic>Schizophrenia</topic><topic>Studies</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Yang, Lun</creatorcontrib><creatorcontrib>Wang, Kejian</creatorcontrib><creatorcontrib>Chen, Jian</creatorcontrib><creatorcontrib>Jegga, Anil G</creatorcontrib><creatorcontrib>Luo, Heng</creatorcontrib><creatorcontrib>Shi, Leming</creatorcontrib><creatorcontrib>Wan, Chunling</creatorcontrib><creatorcontrib>Guo, Xizhi</creatorcontrib><creatorcontrib>Qin, Shengying</creatorcontrib><creatorcontrib>He, Guang</creatorcontrib><creatorcontrib>Feng, Guoyin</creatorcontrib><creatorcontrib>He, Lin</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Gale In Context: Canada</collection><collection>Science in Context</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>PLoS computational biology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Yang, Lun</au><au>Wang, Kejian</au><au>Chen, Jian</au><au>Jegga, Anil G</au><au>Luo, Heng</au><au>Shi, Leming</au><au>Wan, Chunling</au><au>Guo, Xizhi</au><au>Qin, Shengying</au><au>He, Guang</au><au>Feng, Guoyin</au><au>He, Lin</au><au>Altman, Russ B.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Exploring off-targets and off-systems for adverse drug reactions via chemical-protein interactome--clozapine-induced agranulocytosis as a case study</atitle><jtitle>PLoS computational biology</jtitle><addtitle>PLoS Comput Biol</addtitle><date>2011-03-01</date><risdate>2011</risdate><volume>7</volume><issue>3</issue><spage>e1002016</spage><pages>e1002016-</pages><issn>1553-7358</issn><issn>1553-734X</issn><eissn>1553-7358</eissn><abstract>In the era of personalized medical practice, understanding the genetic basis of patient-specific adverse drug reaction (ADR) is a major challenge. Clozapine provides effective treatments for schizophrenia but its usage is limited because of life-threatening agranulocytosis. A recent high impact study showed the necessity of moving clozapine to a first line drug, thus identifying the biomarkers for drug-induced agranulocytosis has become important. Here we report a methodology termed as antithesis chemical-protein interactome (CPI), which utilizes the docking method to mimic the differences in the drug-protein interactions across a panel of human proteins. Using this method, we identified HSPA1A, a known susceptibility gene for CIA, to be the off-target of clozapine. Furthermore, the mRNA expression of HSPA1A-related genes (off-target associated systems) was also found to be differentially expressed in clozapine treated leukemia cell line. Apart from identifying the CIA causal genes we identified several novel candidate genes which could be responsible for agranulocytosis. Proteins related to reactive oxygen clearance system, such as oxidoreductases and glutathione metabolite enzymes, were significantly enriched in the antithesis CPI. This methodology conducted a multi-dimensional analysis of drugs' perturbation to the biological system, investigating both the off-targets and the associated off-systems to explore the molecular basis of an adverse event or the new uses for old drugs.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>21483481</pmid><doi>10.1371/journal.pcbi.1002016</doi><oa>free_for_read</oa></addata></record> |
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subjects | Adverse and side effects Agranulocytosis Agranulocytosis - chemically induced Benzodiazepines - pharmacology Biology Biomarkers Biomarkers - metabolism Case studies Cell Line, Tumor Chemistry Clozapine Clozapine - adverse effects Complications and side effects Computational Biology - methods Dimensional analysis Dosage and administration Drug therapy Drug-Related Side Effects and Adverse Reactions - chemically induced Drugs GABA Antagonists - adverse effects Gene expression Granulocytopenia HSP70 Heat-Shock Proteins - genetics Humans Medicine Protein Interaction Mapping - methods Proteins Proteomics - methods Reactive Oxygen Species Retrospective Studies Risk Factors Schizophrenia Studies |
title | Exploring off-targets and off-systems for adverse drug reactions via chemical-protein interactome--clozapine-induced agranulocytosis as a case study |
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