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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Veröffentlicht in:PLoS genetics 2013, Vol.9 (7), p.e1003607-e1003607
Hauptverfasser: 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
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container_issue 7
container_start_page e1003607
container_title PLoS genetics
container_volume 9
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.
doi_str_mv 10.1371/journal.pgen.1003607
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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 - 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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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