Peripheral blood signatures of lead exposure
Current evidence indicates that even low-level lead (Pb) exposure can have detrimental effects, especially in children. We tested the hypothesis that Pb exposure alters gene expression patterns in peripheral blood cells and that these changes reflect dose-specific alterations in the activity of part...
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description | Current evidence indicates that even low-level lead (Pb) exposure can have detrimental effects, especially in children. We tested the hypothesis that Pb exposure alters gene expression patterns in peripheral blood cells and that these changes reflect dose-specific alterations in the activity of particular pathways.
Using Affymetrix Mouse Genome 430 2.0 arrays, we examined gene expression changes in the peripheral blood of female Balb/c mice following exposure to per os lead acetate trihydrate or plain drinking water for two weeks and after a two-week recovery period. Data sets were RMA-normalized and dose-specific signatures were generated using established methods of supervised classification and binary regression. Pathway activity was analyzed using the ScoreSignatures module from GenePattern.
The low-level Pb signature was 93% sensitive and 100% specific in classifying samples a leave-one-out crossvalidation. The high-level Pb signature demonstrated 100% sensitivity and specificity in the leave-one-out crossvalidation. These two signatures exhibited dose-specificity in their ability to predict Pb exposure and had little overlap in terms of constituent genes. The signatures also seemed to reflect current levels of Pb exposure rather than past exposure. Finally, the two doses showed differential activation of cellular pathways. Low-level Pb exposure increased activity of the interferon-gamma pathway, whereas high-level Pb exposure increased activity of the E2F1 pathway. |
doi_str_mv | 10.1371/journal.pone.0023043 |
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Using Affymetrix Mouse Genome 430 2.0 arrays, we examined gene expression changes in the peripheral blood of female Balb/c mice following exposure to per os lead acetate trihydrate or plain drinking water for two weeks and after a two-week recovery period. Data sets were RMA-normalized and dose-specific signatures were generated using established methods of supervised classification and binary regression. Pathway activity was analyzed using the ScoreSignatures module from GenePattern.
The low-level Pb signature was 93% sensitive and 100% specific in classifying samples a leave-one-out crossvalidation. The high-level Pb signature demonstrated 100% sensitivity and specificity in the leave-one-out crossvalidation. These two signatures exhibited dose-specificity in their ability to predict Pb exposure and had little overlap in terms of constituent genes. The signatures also seemed to reflect current levels of Pb exposure rather than past exposure. Finally, the two doses showed differential activation of cellular pathways. Low-level Pb exposure increased activity of the interferon-gamma pathway, whereas high-level Pb exposure increased activity of the E2F1 pathway.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0023043</identifier><identifier>PMID: 21829687</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Analysis ; Animal genetics ; Animals ; Biology ; Biomarkers ; Blood ; Blood cells ; Breast cancer ; Cell division ; Cell growth ; Children ; Chromosomes ; Data recovery ; Deoxyribonucleic acid ; DNA ; Drinking water ; Exposure ; Female ; Gene expression ; Gene Expression Regulation - drug effects ; Genes ; Genomes ; Genomics ; Interferon ; Kinases ; Lead ; Lead - toxicity ; Lead content ; Levels ; Medicine ; Metabolism ; Mice ; Mice, Inbred BALB C ; Peripheral blood ; Proteins ; Regression analysis ; Rodents ; Signatures ; Studies ; Toxicology ; γ-Interferon</subject><ispartof>PloS one, 2011-08, Vol.6 (8), p.e23043</ispartof><rights>COPYRIGHT 2011 Public Library of Science</rights><rights>2011 LaBreche et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License: https://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>LaBreche et al. 2011</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c691t-9d6b2092099caf79fcc2439d33c84bbc9eced98f35c0c714b2f8cccbf858a8803</citedby><cites>FETCH-LOGICAL-c691t-9d6b2092099caf79fcc2439d33c84bbc9eced98f35c0c714b2f8cccbf858a8803</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/PMC3148235/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC3148235/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,864,885,2102,2928,23866,27924,27925,53791,53793</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/21829687$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Pan, Xiaoping</contributor><creatorcontrib>LaBreche, Heather G</creatorcontrib><creatorcontrib>Meadows, Sarah K</creatorcontrib><creatorcontrib>Nevins, Joseph R</creatorcontrib><creatorcontrib>Chute, John P</creatorcontrib><title>Peripheral blood signatures of lead exposure</title><title>PloS one</title><addtitle>PLoS One</addtitle><description>Current evidence indicates that even low-level lead (Pb) exposure can have detrimental effects, especially in children. We tested the hypothesis that Pb exposure alters gene expression patterns in peripheral blood cells and that these changes reflect dose-specific alterations in the activity of particular pathways.
Using Affymetrix Mouse Genome 430 2.0 arrays, we examined gene expression changes in the peripheral blood of female Balb/c mice following exposure to per os lead acetate trihydrate or plain drinking water for two weeks and after a two-week recovery period. Data sets were RMA-normalized and dose-specific signatures were generated using established methods of supervised classification and binary regression. Pathway activity was analyzed using the ScoreSignatures module from GenePattern.
The low-level Pb signature was 93% sensitive and 100% specific in classifying samples a leave-one-out crossvalidation. The high-level Pb signature demonstrated 100% sensitivity and specificity in the leave-one-out crossvalidation. These two signatures exhibited dose-specificity in their ability to predict Pb exposure and had little overlap in terms of constituent genes. The signatures also seemed to reflect current levels of Pb exposure rather than past exposure. Finally, the two doses showed differential activation of cellular pathways. Low-level Pb exposure increased activity of the interferon-gamma pathway, whereas high-level Pb exposure increased activity of the E2F1 pathway.</description><subject>Analysis</subject><subject>Animal genetics</subject><subject>Animals</subject><subject>Biology</subject><subject>Biomarkers</subject><subject>Blood</subject><subject>Blood cells</subject><subject>Breast cancer</subject><subject>Cell division</subject><subject>Cell growth</subject><subject>Children</subject><subject>Chromosomes</subject><subject>Data recovery</subject><subject>Deoxyribonucleic acid</subject><subject>DNA</subject><subject>Drinking water</subject><subject>Exposure</subject><subject>Female</subject><subject>Gene expression</subject><subject>Gene Expression Regulation - drug effects</subject><subject>Genes</subject><subject>Genomes</subject><subject>Genomics</subject><subject>Interferon</subject><subject>Kinases</subject><subject>Lead</subject><subject>Lead - toxicity</subject><subject>Lead content</subject><subject>Levels</subject><subject>Medicine</subject><subject>Metabolism</subject><subject>Mice</subject><subject>Mice, Inbred BALB C</subject><subject>Peripheral blood</subject><subject>Proteins</subject><subject>Regression 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One</addtitle><date>2011-08-01</date><risdate>2011</risdate><volume>6</volume><issue>8</issue><spage>e23043</spage><pages>e23043-</pages><issn>1932-6203</issn><eissn>1932-6203</eissn><abstract>Current evidence indicates that even low-level lead (Pb) exposure can have detrimental effects, especially in children. We tested the hypothesis that Pb exposure alters gene expression patterns in peripheral blood cells and that these changes reflect dose-specific alterations in the activity of particular pathways.
Using Affymetrix Mouse Genome 430 2.0 arrays, we examined gene expression changes in the peripheral blood of female Balb/c mice following exposure to per os lead acetate trihydrate or plain drinking water for two weeks and after a two-week recovery period. Data sets were RMA-normalized and dose-specific signatures were generated using established methods of supervised classification and binary regression. Pathway activity was analyzed using the ScoreSignatures module from GenePattern.
The low-level Pb signature was 93% sensitive and 100% specific in classifying samples a leave-one-out crossvalidation. The high-level Pb signature demonstrated 100% sensitivity and specificity in the leave-one-out crossvalidation. These two signatures exhibited dose-specificity in their ability to predict Pb exposure and had little overlap in terms of constituent genes. The signatures also seemed to reflect current levels of Pb exposure rather than past exposure. Finally, the two doses showed differential activation of cellular pathways. Low-level Pb exposure increased activity of the interferon-gamma pathway, whereas high-level Pb exposure increased activity of the E2F1 pathway.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>21829687</pmid><doi>10.1371/journal.pone.0023043</doi><tpages>e23043</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Analysis Animal genetics Animals Biology Biomarkers Blood Blood cells Breast cancer Cell division Cell growth Children Chromosomes Data recovery Deoxyribonucleic acid DNA Drinking water Exposure Female Gene expression Gene Expression Regulation - drug effects Genes Genomes Genomics Interferon Kinases Lead Lead - toxicity Lead content Levels Medicine Metabolism Mice Mice, Inbred BALB C Peripheral blood Proteins Regression analysis Rodents Signatures Studies Toxicology γ-Interferon |
title | Peripheral blood signatures of lead exposure |
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