Differential expression analysis and regulatory network reconstruction for genes associated with muscle growth and adipose deposition in obese and lean pigs
During the growth and development of skeletal muscle cells and adipose cells, the regulatory mechanism of micro-effect polygenes determines porcine meat quality, carcass characteristics and other relative quantitative traits. Obese and lean type pig breeds show obvious differences in muscle growth a...
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description | During the growth and development of skeletal muscle cells and adipose cells, the regulatory mechanism of micro-effect polygenes determines porcine meat quality, carcass characteristics and other relative quantitative traits. Obese and lean type pig breeds show obvious differences in muscle growth and adipose deposition; however, the molecular mechanism underlying this phenotypic variation remains unknown. We used pathway-focused oligo microarray studies to examine the expression changes of 140 genes associated with muscle growth and adipose deposition in longissimus dorsi muscle at six growth stages (birth, 1, 2, 3, 4 and 5 months) of Landrace (a leaner, Western breed) and Taihu pigs (a fatty, indigenous, Chinese breed). Variance analysis (ANOVA) revealed that differences in the expression of 18 genes in Landrace pigs and three genes in Taihu pigs were very significant (FDR-adjusted permutation, P 〈 0.01) and differences for 22 genes in Landrace pigs and seven genes in Taihu pigs were significant (FDR-adjusted permutation, P 〈 0.05) among six growth stages. Clustering analysis revealed a high level of significance (FDR-adjusted, P 〈 0.01) for four gene expression patterns, in which genes that strongly up-regulated were mainly associated with the positive regulation of myofiber formation and fatty acid biogenesis and genes that strongly down-regulated were mainly associated with the inhibition of cell proliferation and positive regulation of fatty acid β-oxidation. Based on a dynamic Bayesian network (DBN) model, gene regulatory networks (GRNs) were reconstructed from time-series data for each pig breed. These two GRNs initially revealed the distinct differences in physiological and biochemical aspects of muscle growth and adipose deposition between the two pig breeds; from these results, some potential key genes could be identified. Quantitative real-time RT-PCR (QRT-PCR) was used to verify the microarray data for five modulated genes, and a good correlation between the two measures of expression was observed for both two pig breeds at different growth stages (r = 0.876±0.095). These results highlight some possible candidate genes for porcine meat quality and carcass traits and provide some data on which gene(s) should be further studied for elucidating the molecular mechanism of muscle growth and fat deposition. |
doi_str_mv | 10.1016/j.pnsc.2007.10.011 |
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Obese and lean type pig breeds show obvious differences in muscle growth and adipose deposition; however, the molecular mechanism underlying this phenotypic variation remains unknown. We used pathway-focused oligo microarray studies to examine the expression changes of 140 genes associated with muscle growth and adipose deposition in longissimus dorsi muscle at six growth stages (birth, 1, 2, 3, 4 and 5 months) of Landrace (a leaner, Western breed) and Taihu pigs (a fatty, indigenous, Chinese breed). Variance analysis (ANOVA) revealed that differences in the expression of 18 genes in Landrace pigs and three genes in Taihu pigs were very significant (FDR-adjusted permutation, P 〈 0.01) and differences for 22 genes in Landrace pigs and seven genes in Taihu pigs were significant (FDR-adjusted permutation, P 〈 0.05) among six growth stages. Clustering analysis revealed a high level of significance (FDR-adjusted, P 〈 0.01) for four gene expression patterns, in which genes that strongly up-regulated were mainly associated with the positive regulation of myofiber formation and fatty acid biogenesis and genes that strongly down-regulated were mainly associated with the inhibition of cell proliferation and positive regulation of fatty acid β-oxidation. Based on a dynamic Bayesian network (DBN) model, gene regulatory networks (GRNs) were reconstructed from time-series data for each pig breed. These two GRNs initially revealed the distinct differences in physiological and biochemical aspects of muscle growth and adipose deposition between the two pig breeds; from these results, some potential key genes could be identified. Quantitative real-time RT-PCR (QRT-PCR) was used to verify the microarray data for five modulated genes, and a good correlation between the two measures of expression was observed for both two pig breeds at different growth stages (r = 0.876±0.095). These results highlight some possible candidate genes for porcine meat quality and carcass traits and provide some data on which gene(s) should be further studied for elucidating the molecular mechanism of muscle growth and fat deposition.</description><identifier>ISSN: 1002-0071</identifier><identifier>DOI: 10.1016/j.pnsc.2007.10.011</identifier><language>eng</language><publisher>Elsevier Ltd</publisher><subject>Adipose deposition ; Differential gene expression ; Gene regulatory network (GRN) ; Muscle growth ; Pathway-focused microarray ; Pig ; 分析方法 ; 微分式</subject><ispartof>Progress in natural science, 2008, Vol.18 (4), p.387-399</ispartof><rights>2007 National Natural Science Foundation of China and Chinese Academy of Sciences</rights><rights>Copyright © Wanfang Data Co. Ltd. All Rights Reserved.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c405t-1db67dd3065be3eda50df6d692482e9bb7d12f01559604f380b2eb87ea1850173</citedby><cites>FETCH-LOGICAL-c405t-1db67dd3065be3eda50df6d692482e9bb7d12f01559604f380b2eb87ea1850173</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Uhttp://image.cqvip.com/vip1000/qk/85882X/85882X.jpg</thumbnail><link.rule.ids>314,776,780,4009,27902,27903,27904</link.rule.ids></links><search><creatorcontrib>Li, Mingzhou</creatorcontrib><creatorcontrib>Li, Xuewei</creatorcontrib><creatorcontrib>Zhu, Li</creatorcontrib><creatorcontrib>Teng, Xiaokun</creatorcontrib><creatorcontrib>Xiao, Huasheng</creatorcontrib><creatorcontrib>Shuai, Surong</creatorcontrib><creatorcontrib>Chen, Lei</creatorcontrib><creatorcontrib>Li, Qiang</creatorcontrib><creatorcontrib>Guo, Yujiao</creatorcontrib><title>Differential expression analysis and regulatory network reconstruction for genes associated with muscle growth and adipose deposition in obese and lean pigs</title><title>Progress in natural science</title><addtitle>Progress in Natural Science</addtitle><description>During the growth and development of skeletal muscle cells and adipose cells, the regulatory mechanism of micro-effect polygenes determines porcine meat quality, carcass characteristics and other relative quantitative traits. Obese and lean type pig breeds show obvious differences in muscle growth and adipose deposition; however, the molecular mechanism underlying this phenotypic variation remains unknown. We used pathway-focused oligo microarray studies to examine the expression changes of 140 genes associated with muscle growth and adipose deposition in longissimus dorsi muscle at six growth stages (birth, 1, 2, 3, 4 and 5 months) of Landrace (a leaner, Western breed) and Taihu pigs (a fatty, indigenous, Chinese breed). Variance analysis (ANOVA) revealed that differences in the expression of 18 genes in Landrace pigs and three genes in Taihu pigs were very significant (FDR-adjusted permutation, P 〈 0.01) and differences for 22 genes in Landrace pigs and seven genes in Taihu pigs were significant (FDR-adjusted permutation, P 〈 0.05) among six growth stages. Clustering analysis revealed a high level of significance (FDR-adjusted, P 〈 0.01) for four gene expression patterns, in which genes that strongly up-regulated were mainly associated with the positive regulation of myofiber formation and fatty acid biogenesis and genes that strongly down-regulated were mainly associated with the inhibition of cell proliferation and positive regulation of fatty acid β-oxidation. Based on a dynamic Bayesian network (DBN) model, gene regulatory networks (GRNs) were reconstructed from time-series data for each pig breed. These two GRNs initially revealed the distinct differences in physiological and biochemical aspects of muscle growth and adipose deposition between the two pig breeds; from these results, some potential key genes could be identified. Quantitative real-time RT-PCR (QRT-PCR) was used to verify the microarray data for five modulated genes, and a good correlation between the two measures of expression was observed for both two pig breeds at different growth stages (r = 0.876±0.095). These results highlight some possible candidate genes for porcine meat quality and carcass traits and provide some data on which gene(s) should be further studied for elucidating the molecular mechanism of muscle growth and fat deposition.</description><subject>Adipose deposition</subject><subject>Differential gene expression</subject><subject>Gene regulatory network (GRN)</subject><subject>Muscle growth</subject><subject>Pathway-focused microarray</subject><subject>Pig</subject><subject>分析方法</subject><subject>微分式</subject><issn>1002-0071</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2008</creationdate><recordtype>article</recordtype><recordid>eNp9kLtu3DAQRVUkQPzID6Qi0rnYzVAPSgukMZw4NmAgjV0TFDmUqZVJmcPNev0t-dhQXtepZnh575BziuILhzUHLr6N69mTXpcAbRbWwPmH4oQDlKus8E_FKdEISyvak-LvD2ctRvTJqYnhyxyRyAXPlFfTgRzlxrCIw25SKcQD85j2IW6zpIOnFHc6LXYbIhvQY_YTBe1UQsP2Lj2ypx3pCdkQwz6flmnKuDkQMoO5uLe48yz0mLXlfkLl2ewGOi8-WjURfn6vZ8XD9c_7q5vV3e9ft1eXdytdQ5NW3PSiNaYC0fRYoVENGCuM2JR1V-Km71vDSwu8aTYCalt10JfYdy0q3jXA2-qsuDjO3StvlR_kGHYx70_yNW5fxleJGWYHNUCdveXRq2MgimjlHN2TigfJQS785SgX_nLhv2iZfw59P4Ywb_HHYZSkHXqNxmWOSZrg_h__-v7mY_DDs8s_7JXeWjehLMWmBtE21T95CaDd</recordid><startdate>2008</startdate><enddate>2008</enddate><creator>Li, Mingzhou</creator><creator>Li, Xuewei</creator><creator>Zhu, Li</creator><creator>Teng, Xiaokun</creator><creator>Xiao, Huasheng</creator><creator>Shuai, Surong</creator><creator>Chen, Lei</creator><creator>Li, Qiang</creator><creator>Guo, Yujiao</creator><general>Elsevier Ltd</general><general>Laboratory of Pork Quality, College of Animal Science and Technology, Sichuan Agricultural University, Ya'an 625014, China%National Engineering Center for Biochip at Shanghai, Shanghai 201203, China</general><scope>2RA</scope><scope>92L</scope><scope>CQIGP</scope><scope>W91</scope><scope>~WA</scope><scope>6I.</scope><scope>AAFTH</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>2B.</scope><scope>4A8</scope><scope>92I</scope><scope>93N</scope><scope>PSX</scope><scope>TCJ</scope></search><sort><creationdate>2008</creationdate><title>Differential expression analysis and regulatory network reconstruction for genes associated with muscle growth and adipose deposition in obese and lean pigs</title><author>Li, Mingzhou ; Li, Xuewei ; Zhu, Li ; Teng, Xiaokun ; Xiao, Huasheng ; Shuai, Surong ; Chen, Lei ; Li, Qiang ; Guo, Yujiao</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c405t-1db67dd3065be3eda50df6d692482e9bb7d12f01559604f380b2eb87ea1850173</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2008</creationdate><topic>Adipose deposition</topic><topic>Differential gene expression</topic><topic>Gene regulatory network (GRN)</topic><topic>Muscle growth</topic><topic>Pathway-focused microarray</topic><topic>Pig</topic><topic>分析方法</topic><topic>微分式</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Li, Mingzhou</creatorcontrib><creatorcontrib>Li, Xuewei</creatorcontrib><creatorcontrib>Zhu, Li</creatorcontrib><creatorcontrib>Teng, Xiaokun</creatorcontrib><creatorcontrib>Xiao, Huasheng</creatorcontrib><creatorcontrib>Shuai, Surong</creatorcontrib><creatorcontrib>Chen, Lei</creatorcontrib><creatorcontrib>Li, Qiang</creatorcontrib><creatorcontrib>Guo, Yujiao</creatorcontrib><collection>中文科技期刊数据库</collection><collection>中文科技期刊数据库-CALIS站点</collection><collection>中文科技期刊数据库-7.0平台</collection><collection>中文科技期刊数据库-医药卫生</collection><collection>中文科技期刊数据库- 镜像站点</collection><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>CrossRef</collection><collection>Wanfang Data Journals - Hong Kong</collection><collection>WANFANG Data Centre</collection><collection>Wanfang Data Journals</collection><collection>万方数据期刊 - 香港版</collection><collection>China Online Journals (COJ)</collection><collection>China Online Journals (COJ)</collection><jtitle>Progress in natural science</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Li, Mingzhou</au><au>Li, Xuewei</au><au>Zhu, Li</au><au>Teng, Xiaokun</au><au>Xiao, Huasheng</au><au>Shuai, Surong</au><au>Chen, Lei</au><au>Li, Qiang</au><au>Guo, Yujiao</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Differential expression analysis and regulatory network reconstruction for genes associated with muscle growth and adipose deposition in obese and lean pigs</atitle><jtitle>Progress in natural science</jtitle><addtitle>Progress in Natural Science</addtitle><date>2008</date><risdate>2008</risdate><volume>18</volume><issue>4</issue><spage>387</spage><epage>399</epage><pages>387-399</pages><issn>1002-0071</issn><abstract>During the growth and development of skeletal muscle cells and adipose cells, the regulatory mechanism of micro-effect polygenes determines porcine meat quality, carcass characteristics and other relative quantitative traits. Obese and lean type pig breeds show obvious differences in muscle growth and adipose deposition; however, the molecular mechanism underlying this phenotypic variation remains unknown. We used pathway-focused oligo microarray studies to examine the expression changes of 140 genes associated with muscle growth and adipose deposition in longissimus dorsi muscle at six growth stages (birth, 1, 2, 3, 4 and 5 months) of Landrace (a leaner, Western breed) and Taihu pigs (a fatty, indigenous, Chinese breed). Variance analysis (ANOVA) revealed that differences in the expression of 18 genes in Landrace pigs and three genes in Taihu pigs were very significant (FDR-adjusted permutation, P 〈 0.01) and differences for 22 genes in Landrace pigs and seven genes in Taihu pigs were significant (FDR-adjusted permutation, P 〈 0.05) among six growth stages. Clustering analysis revealed a high level of significance (FDR-adjusted, P 〈 0.01) for four gene expression patterns, in which genes that strongly up-regulated were mainly associated with the positive regulation of myofiber formation and fatty acid biogenesis and genes that strongly down-regulated were mainly associated with the inhibition of cell proliferation and positive regulation of fatty acid β-oxidation. Based on a dynamic Bayesian network (DBN) model, gene regulatory networks (GRNs) were reconstructed from time-series data for each pig breed. These two GRNs initially revealed the distinct differences in physiological and biochemical aspects of muscle growth and adipose deposition between the two pig breeds; from these results, some potential key genes could be identified. Quantitative real-time RT-PCR (QRT-PCR) was used to verify the microarray data for five modulated genes, and a good correlation between the two measures of expression was observed for both two pig breeds at different growth stages (r = 0.876±0.095). These results highlight some possible candidate genes for porcine meat quality and carcass traits and provide some data on which gene(s) should be further studied for elucidating the molecular mechanism of muscle growth and fat deposition.</abstract><pub>Elsevier Ltd</pub><doi>10.1016/j.pnsc.2007.10.011</doi><tpages>13</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Adipose deposition Differential gene expression Gene regulatory network (GRN) Muscle growth Pathway-focused microarray Pig 分析方法 微分式 |
title | Differential expression analysis and regulatory network reconstruction for genes associated with muscle growth and adipose deposition in obese and lean pigs |
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