Gene × physical activity interactions in obesity: combined analysis of 111,421 individuals of European ancestry
Numerous obesity loci have been identified using genome-wide association studies. A UK study indicated that physical activity may attenuate the cumulative effect of 12 of these loci, but replication studies are lacking. Therefore, we tested whether the aggregate effect of these loci is diminished in...
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creator | Ahmad, Shafqat Rukh, Gull Varga, Tibor V Ali, Ashfaq Kurbasic, Azra Shungin, Dmitry Ericson, Ulrika Koivula, Robert W Chu, Audrey Y Rose, Lynda M Ganna, Andrea Qi, Qibin Stančáková, Alena Sandholt, Camilla H Elks, Cathy E Curhan, Gary Jensen, Majken K Tamimi, Rulla M Allin, Kristine H Jørgensen, Torben Brage, Soren Langenberg, Claudia Aadahl, Mette Grarup, Niels Linneberg, Allan Paré, Guillaume Magnusson, Patrik K E Pedersen, Nancy L Boehnke, Michael Hamsten, Anders Mohlke, Karen L Pasquale, Louis T Pedersen, Oluf Scott, Robert A Ridker, Paul M Ingelsson, Erik Laakso, Markku Hansen, Torben Qi, Lu Wareham, Nicholas J Chasman, Daniel I Hallmans, Göran Hu, Frank B Renström, Frida Orho-Melander, Marju Franks, Paul W |
description | Numerous obesity loci have been identified using genome-wide association studies. A UK study indicated that physical activity may attenuate the cumulative effect of 12 of these loci, but replication studies are lacking. Therefore, we tested whether the aggregate effect of these loci is diminished in adults of European ancestry reporting high levels of physical activity. Twelve obesity-susceptibility loci were genotyped or imputed in 111,421 participants. A genetic risk score (GRS) was calculated by summing the BMI-associated alleles of each genetic variant. Physical activity was assessed using self-administered questionnaires. Multiplicative interactions between the GRS and physical activity on BMI were tested in linear and logistic regression models in each cohort, with adjustment for age, age(2), sex, study center (for multicenter studies), and the marginal terms for physical activity and the GRS. These results were combined using meta-analysis weighted by cohort sample size. The meta-analysis yielded a statistically significant GRS × physical activity interaction effect estimate (Pinteraction = 0.015). However, a statistically significant interaction effect was only apparent in North American cohorts (n = 39,810, Pinteraction = 0.014 vs. n = 71,611, Pinteraction = 0.275 for Europeans). In secondary analyses, both the FTO rs1121980 (Pinteraction = 0.003) and the SEC16B rs10913469 (Pinteraction = 0.025) variants showed evidence of SNP × physical activity interactions. This meta-analysis of 111,421 individuals provides further support for an interaction between physical activity and a GRS in obesity disposition, although these findings hinge on the inclusion of cohorts from North America, indicating that these results are either population-specific or non-causal. |
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A UK study indicated that physical activity may attenuate the cumulative effect of 12 of these loci, but replication studies are lacking. Therefore, we tested whether the aggregate effect of these loci is diminished in adults of European ancestry reporting high levels of physical activity. Twelve obesity-susceptibility loci were genotyped or imputed in 111,421 participants. A genetic risk score (GRS) was calculated by summing the BMI-associated alleles of each genetic variant. Physical activity was assessed using self-administered questionnaires. Multiplicative interactions between the GRS and physical activity on BMI were tested in linear and logistic regression models in each cohort, with adjustment for age, age(2), sex, study center (for multicenter studies), and the marginal terms for physical activity and the GRS. These results were combined using meta-analysis weighted by cohort sample size. The meta-analysis yielded a statistically significant GRS × physical activity interaction effect estimate (Pinteraction = 0.015). However, a statistically significant interaction effect was only apparent in North American cohorts (n = 39,810, Pinteraction = 0.014 vs. n = 71,611, Pinteraction = 0.275 for Europeans). In secondary analyses, both the FTO rs1121980 (Pinteraction = 0.003) and the SEC16B rs10913469 (Pinteraction = 0.025) variants showed evidence of SNP × physical activity interactions. This meta-analysis of 111,421 individuals provides further support for an interaction between physical activity and a GRS in obesity disposition, although these findings hinge on the inclusion of cohorts from North America, indicating that these results are either population-specific or non-causal.</description><identifier>ISSN: 1553-7404</identifier><identifier>ISSN: 1553-7390</identifier><identifier>EISSN: 1553-7404</identifier><identifier>DOI: 10.1371/journal.pgen.1003607</identifier><identifier>PMID: 23935507</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Adult ; Alleles ; Biology ; Body Mass Index ; Councils ; Diabetes ; Epidemiology ; Female ; Genealogy ; Genetic Association Studies ; Genetic Predisposition to Disease ; Glaciers ; Grants ; Health risk assessment ; Humans ; Logistic Models ; Male ; Medicine ; Motor Activity - genetics ; Obesity ; Obesity - epidemiology ; Obesity - genetics ; Polymorphism, Single Nucleotide ; Risk Factors ; Studies ; Surveys and Questionnaires ; Whites - genetics</subject><ispartof>PLoS genetics, 2013, Vol.9 (7), p.e1003607-e1003607</ispartof><rights>2013 Ahmad et al 2013 Ahmad et al</rights><rights>2013 Ahmad 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: Ahmad S, Rukh G, Varga TV, Ali A, Kurbasic A, et al. (2013) Gene × Physical Activity Interactions in Obesity: Combined Analysis of 111,421 Individuals of European Ancestry. 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A UK study indicated that physical activity may attenuate the cumulative effect of 12 of these loci, but replication studies are lacking. Therefore, we tested whether the aggregate effect of these loci is diminished in adults of European ancestry reporting high levels of physical activity. Twelve obesity-susceptibility loci were genotyped or imputed in 111,421 participants. A genetic risk score (GRS) was calculated by summing the BMI-associated alleles of each genetic variant. Physical activity was assessed using self-administered questionnaires. Multiplicative interactions between the GRS and physical activity on BMI were tested in linear and logistic regression models in each cohort, with adjustment for age, age(2), sex, study center (for multicenter studies), and the marginal terms for physical activity and the GRS. These results were combined using meta-analysis weighted by cohort sample size. The meta-analysis yielded a statistically significant GRS × physical activity interaction effect estimate (Pinteraction = 0.015). However, a statistically significant interaction effect was only apparent in North American cohorts (n = 39,810, Pinteraction = 0.014 vs. n = 71,611, Pinteraction = 0.275 for Europeans). In secondary analyses, both the FTO rs1121980 (Pinteraction = 0.003) and the SEC16B rs10913469 (Pinteraction = 0.025) variants showed evidence of SNP × physical activity interactions. This meta-analysis of 111,421 individuals provides further support for an interaction between physical activity and a GRS in obesity disposition, although these findings hinge on the inclusion of cohorts from North America, indicating that these results are either population-specific or non-causal.</description><subject>Adult</subject><subject>Alleles</subject><subject>Biology</subject><subject>Body Mass Index</subject><subject>Councils</subject><subject>Diabetes</subject><subject>Epidemiology</subject><subject>Female</subject><subject>Genealogy</subject><subject>Genetic Association Studies</subject><subject>Genetic Predisposition to Disease</subject><subject>Glaciers</subject><subject>Grants</subject><subject>Health risk assessment</subject><subject>Humans</subject><subject>Logistic Models</subject><subject>Male</subject><subject>Medicine</subject><subject>Motor Activity - genetics</subject><subject>Obesity</subject><subject>Obesity - epidemiology</subject><subject>Obesity - genetics</subject><subject>Polymorphism, Single Nucleotide</subject><subject>Risk Factors</subject><subject>Studies</subject><subject>Surveys and Questionnaires</subject><subject>Whites - genetics</subject><issn>1553-7404</issn><issn>1553-7390</issn><issn>1553-7404</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2013</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>D8T</sourceid><sourceid>DOA</sourceid><recordid>eNqFksFu1DAQhiMEoqXwBghyRKK72LEd2xyQqlJKpUpcgKvl2JNdr7J2sJOifRIeiBfD2U2r7omT7fH3_zMeT1G8xmiJCccfNmGMXnfLfgV-iREiNeJPilPMGFlwiujTR_uT4kVKm8wwIfnz4qQikjCG-GnRX4OH8u-fsl_vkjO6K7UZ3J0bdqXzA8TpFHzKhzI0kHL8Y2nCtnEebKlz_qxKZWhLjPE5rXAGbZbbUXf78NUYQw_aZ9ZAGuLuZfGszXfwal7Pih9frr5ffl3cfru-uby4XRjGKr5g0lpKUIuolBJqCaw1DTAAQbgRGBrbguGaIl4LWxHNOdhaU9E2uEUtteSseHvw7buQ1NyspHA25YIIJDNxcyBs0BvVR7fVcaeCdmofCHGldByc6UAx1IDkuKaAEMW8EtqK2jZVTkukQXX2Oj94pd_Qj82R22f382LvNo6KCkkpy_j7_-NprfIfSZLpT_NTxmYL1oAfou6ORMc33q3VKtwpwitCxVTdu9kghl9j_ga1dclA12kPYZyaUiFcI7l_CD2gJoaUIrQPaTBS09zdt1JNc6fmucuyN49LfBDdDxr5Bx3j2LM</recordid><startdate>2013</startdate><enddate>2013</enddate><creator>Ahmad, Shafqat</creator><creator>Rukh, Gull</creator><creator>Varga, Tibor V</creator><creator>Ali, Ashfaq</creator><creator>Kurbasic, Azra</creator><creator>Shungin, Dmitry</creator><creator>Ericson, Ulrika</creator><creator>Koivula, Robert W</creator><creator>Chu, Audrey Y</creator><creator>Rose, Lynda M</creator><creator>Ganna, Andrea</creator><creator>Qi, Qibin</creator><creator>Stančáková, Alena</creator><creator>Sandholt, Camilla H</creator><creator>Elks, Cathy E</creator><creator>Curhan, Gary</creator><creator>Jensen, Majken K</creator><creator>Tamimi, Rulla M</creator><creator>Allin, Kristine H</creator><creator>Jørgensen, Torben</creator><creator>Brage, Soren</creator><creator>Langenberg, Claudia</creator><creator>Aadahl, Mette</creator><creator>Grarup, Niels</creator><creator>Linneberg, Allan</creator><creator>Paré, Guillaume</creator><creator>Magnusson, Patrik K E</creator><creator>Pedersen, Nancy L</creator><creator>Boehnke, Michael</creator><creator>Hamsten, Anders</creator><creator>Mohlke, Karen L</creator><creator>Pasquale, Louis T</creator><creator>Pedersen, Oluf</creator><creator>Scott, Robert A</creator><creator>Ridker, Paul M</creator><creator>Ingelsson, Erik</creator><creator>Laakso, Markku</creator><creator>Hansen, Torben</creator><creator>Qi, Lu</creator><creator>Wareham, Nicholas J</creator><creator>Chasman, Daniel I</creator><creator>Hallmans, Göran</creator><creator>Hu, Frank B</creator><creator>Renström, Frida</creator><creator>Orho-Melander, Marju</creator><creator>Franks, Paul W</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>7X8</scope><scope>5PM</scope><scope>ADTPV</scope><scope>ANHQQ</scope><scope>AOWAS</scope><scope>D8T</scope><scope>DF8</scope><scope>ZZAVC</scope><scope>DF2</scope><scope>DOA</scope></search><sort><creationdate>2013</creationdate><title>Gene × physical activity interactions in obesity: combined analysis of 111,421 individuals of European ancestry</title><author>Ahmad, Shafqat ; Rukh, Gull ; Varga, Tibor V ; Ali, Ashfaq ; Kurbasic, Azra ; Shungin, Dmitry ; Ericson, Ulrika ; Koivula, Robert W ; Chu, Audrey Y ; Rose, Lynda M ; Ganna, Andrea ; Qi, Qibin ; Stančáková, Alena ; Sandholt, Camilla H ; Elks, Cathy E ; Curhan, Gary ; Jensen, Majken K ; Tamimi, Rulla M ; Allin, Kristine H ; Jørgensen, Torben ; Brage, Soren ; Langenberg, Claudia ; Aadahl, Mette ; Grarup, Niels ; Linneberg, Allan ; Paré, Guillaume ; Magnusson, Patrik K E ; Pedersen, Nancy L ; Boehnke, Michael ; Hamsten, Anders ; Mohlke, Karen L ; Pasquale, Louis T ; Pedersen, Oluf ; Scott, Robert A ; Ridker, Paul M ; Ingelsson, Erik ; Laakso, Markku ; Hansen, Torben ; Qi, Lu ; Wareham, Nicholas J ; Chasman, Daniel I ; Hallmans, Göran ; Hu, Frank B ; Renström, Frida ; Orho-Melander, Marju ; Franks, Paul W</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c5527-59dd430f04999e69e5fcbe5ee837c81ebdfec7a40768d23a77ed6a48fb1f0f4d3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2013</creationdate><topic>Adult</topic><topic>Alleles</topic><topic>Biology</topic><topic>Body Mass Index</topic><topic>Councils</topic><topic>Diabetes</topic><topic>Epidemiology</topic><topic>Female</topic><topic>Genealogy</topic><topic>Genetic Association Studies</topic><topic>Genetic Predisposition to Disease</topic><topic>Glaciers</topic><topic>Grants</topic><topic>Health risk assessment</topic><topic>Humans</topic><topic>Logistic Models</topic><topic>Male</topic><topic>Medicine</topic><topic>Motor Activity - genetics</topic><topic>Obesity</topic><topic>Obesity - epidemiology</topic><topic>Obesity - genetics</topic><topic>Polymorphism, Single Nucleotide</topic><topic>Risk Factors</topic><topic>Studies</topic><topic>Surveys and Questionnaires</topic><topic>Whites - genetics</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ahmad, Shafqat</creatorcontrib><creatorcontrib>Rukh, Gull</creatorcontrib><creatorcontrib>Varga, Tibor V</creatorcontrib><creatorcontrib>Ali, Ashfaq</creatorcontrib><creatorcontrib>Kurbasic, Azra</creatorcontrib><creatorcontrib>Shungin, Dmitry</creatorcontrib><creatorcontrib>Ericson, Ulrika</creatorcontrib><creatorcontrib>Koivula, Robert W</creatorcontrib><creatorcontrib>Chu, Audrey Y</creatorcontrib><creatorcontrib>Rose, Lynda M</creatorcontrib><creatorcontrib>Ganna, Andrea</creatorcontrib><creatorcontrib>Qi, Qibin</creatorcontrib><creatorcontrib>Stančáková, Alena</creatorcontrib><creatorcontrib>Sandholt, Camilla H</creatorcontrib><creatorcontrib>Elks, Cathy E</creatorcontrib><creatorcontrib>Curhan, Gary</creatorcontrib><creatorcontrib>Jensen, Majken K</creatorcontrib><creatorcontrib>Tamimi, Rulla M</creatorcontrib><creatorcontrib>Allin, Kristine H</creatorcontrib><creatorcontrib>Jørgensen, Torben</creatorcontrib><creatorcontrib>Brage, Soren</creatorcontrib><creatorcontrib>Langenberg, Claudia</creatorcontrib><creatorcontrib>Aadahl, Mette</creatorcontrib><creatorcontrib>Grarup, Niels</creatorcontrib><creatorcontrib>Linneberg, Allan</creatorcontrib><creatorcontrib>Paré, Guillaume</creatorcontrib><creatorcontrib>Magnusson, Patrik K E</creatorcontrib><creatorcontrib>Pedersen, Nancy L</creatorcontrib><creatorcontrib>Boehnke, Michael</creatorcontrib><creatorcontrib>Hamsten, Anders</creatorcontrib><creatorcontrib>Mohlke, Karen L</creatorcontrib><creatorcontrib>Pasquale, Louis T</creatorcontrib><creatorcontrib>Pedersen, Oluf</creatorcontrib><creatorcontrib>Scott, Robert A</creatorcontrib><creatorcontrib>Ridker, Paul M</creatorcontrib><creatorcontrib>Ingelsson, Erik</creatorcontrib><creatorcontrib>Laakso, Markku</creatorcontrib><creatorcontrib>Hansen, Torben</creatorcontrib><creatorcontrib>Qi, Lu</creatorcontrib><creatorcontrib>Wareham, Nicholas J</creatorcontrib><creatorcontrib>Chasman, Daniel I</creatorcontrib><creatorcontrib>Hallmans, Göran</creatorcontrib><creatorcontrib>Hu, Frank B</creatorcontrib><creatorcontrib>Renström, Frida</creatorcontrib><creatorcontrib>Orho-Melander, Marju</creatorcontrib><creatorcontrib>Franks, Paul W</creatorcontrib><creatorcontrib>DIRECT Consortium</creatorcontrib><creatorcontrib>InterAct Consortium</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>SwePub</collection><collection>SWEPUB Södertörns högskola- SwePub full text</collection><collection>SwePub Articles</collection><collection>SWEPUB Freely available online</collection><collection>SWEPUB Södertörns högskola- SwePub</collection><collection>SwePub Articles full text</collection><collection>SWEPUB Uppsala universitet</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>PLoS genetics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Ahmad, Shafqat</au><au>Rukh, Gull</au><au>Varga, Tibor V</au><au>Ali, Ashfaq</au><au>Kurbasic, Azra</au><au>Shungin, Dmitry</au><au>Ericson, Ulrika</au><au>Koivula, Robert W</au><au>Chu, Audrey Y</au><au>Rose, Lynda M</au><au>Ganna, Andrea</au><au>Qi, Qibin</au><au>Stančáková, Alena</au><au>Sandholt, Camilla H</au><au>Elks, Cathy E</au><au>Curhan, Gary</au><au>Jensen, Majken K</au><au>Tamimi, Rulla M</au><au>Allin, Kristine H</au><au>Jørgensen, Torben</au><au>Brage, Soren</au><au>Langenberg, Claudia</au><au>Aadahl, Mette</au><au>Grarup, Niels</au><au>Linneberg, Allan</au><au>Paré, Guillaume</au><au>Magnusson, Patrik K E</au><au>Pedersen, Nancy L</au><au>Boehnke, Michael</au><au>Hamsten, Anders</au><au>Mohlke, Karen L</au><au>Pasquale, Louis T</au><au>Pedersen, Oluf</au><au>Scott, Robert A</au><au>Ridker, Paul M</au><au>Ingelsson, Erik</au><au>Laakso, Markku</au><au>Hansen, Torben</au><au>Qi, Lu</au><au>Wareham, Nicholas J</au><au>Chasman, Daniel I</au><au>Hallmans, Göran</au><au>Hu, Frank B</au><au>Renström, Frida</au><au>Orho-Melander, Marju</au><au>Franks, Paul W</au><aucorp>DIRECT Consortium</aucorp><aucorp>InterAct Consortium</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Gene × physical activity interactions in obesity: combined analysis of 111,421 individuals of European ancestry</atitle><jtitle>PLoS genetics</jtitle><addtitle>PLoS Genet</addtitle><date>2013</date><risdate>2013</risdate><volume>9</volume><issue>7</issue><spage>e1003607</spage><epage>e1003607</epage><pages>e1003607-e1003607</pages><issn>1553-7404</issn><issn>1553-7390</issn><eissn>1553-7404</eissn><abstract>Numerous obesity loci have been identified using genome-wide association studies. A UK study indicated that physical activity may attenuate the cumulative effect of 12 of these loci, but replication studies are lacking. Therefore, we tested whether the aggregate effect of these loci is diminished in adults of European ancestry reporting high levels of physical activity. Twelve obesity-susceptibility loci were genotyped or imputed in 111,421 participants. A genetic risk score (GRS) was calculated by summing the BMI-associated alleles of each genetic variant. Physical activity was assessed using self-administered questionnaires. Multiplicative interactions between the GRS and physical activity on BMI were tested in linear and logistic regression models in each cohort, with adjustment for age, age(2), sex, study center (for multicenter studies), and the marginal terms for physical activity and the GRS. These results were combined using meta-analysis weighted by cohort sample size. The meta-analysis yielded a statistically significant GRS × physical activity interaction effect estimate (Pinteraction = 0.015). However, a statistically significant interaction effect was only apparent in North American cohorts (n = 39,810, Pinteraction = 0.014 vs. n = 71,611, Pinteraction = 0.275 for Europeans). In secondary analyses, both the FTO rs1121980 (Pinteraction = 0.003) and the SEC16B rs10913469 (Pinteraction = 0.025) variants showed evidence of SNP × physical activity interactions. This meta-analysis of 111,421 individuals provides further support for an interaction between physical activity and a GRS in obesity disposition, although these findings hinge on the inclusion of cohorts from North America, indicating that these results are either population-specific or non-causal.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>23935507</pmid><doi>10.1371/journal.pgen.1003607</doi><oa>free_for_read</oa></addata></record> |
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subjects | Adult Alleles Biology Body Mass Index Councils Diabetes Epidemiology Female Genealogy Genetic Association Studies Genetic Predisposition to Disease Glaciers Grants Health risk assessment Humans Logistic Models Male Medicine Motor Activity - genetics Obesity Obesity - epidemiology Obesity - genetics Polymorphism, Single Nucleotide Risk Factors Studies Surveys and Questionnaires Whites - genetics |
title | Gene × physical activity interactions in obesity: combined analysis of 111,421 individuals of European ancestry |
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