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The Architecture of Gene Regulatory Variation across Multiple Human Tissues: The MuTHER Study
While there have been studies exploring regulatory variation in one or more tissues, the complexity of tissue-specificity in multiple primary tissues is not yet well understood. We explore in depth the role of cis-regulatory variation in three human tissues: lymphoblastoid cell lines (LCL), skin, an...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Texto |
Lenguaje: | English |
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Public Library of Science
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3033383/ https://www.ncbi.nlm.nih.gov/pubmed/21304890 http://dx.doi.org/10.1371/journal.pgen.1002003 |
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author | Nica, Alexandra C. Parts, Leopold Glass, Daniel Nisbet, James Barrett, Amy Sekowska, Magdalena Travers, Mary Potter, Simon Grundberg, Elin Small, Kerrin Hedman, Åsa K. Bataille, Veronique Tzenova Bell, Jordana Surdulescu, Gabriela Dimas, Antigone S. Ingle, Catherine Nestle, Frank O. di Meglio, Paola Min, Josine L. Wilk, Alicja Hammond, Christopher J. Hassanali, Neelam Yang, Tsun-Po Montgomery, Stephen B. O'Rahilly, Steve Lindgren, Cecilia M. Zondervan, Krina T. Soranzo, Nicole Barroso, Inês Durbin, Richard Ahmadi, Kourosh Deloukas, Panos McCarthy, Mark I. Dermitzakis, Emmanouil T. Spector, Timothy D. |
author_facet | Nica, Alexandra C. Parts, Leopold Glass, Daniel Nisbet, James Barrett, Amy Sekowska, Magdalena Travers, Mary Potter, Simon Grundberg, Elin Small, Kerrin Hedman, Åsa K. Bataille, Veronique Tzenova Bell, Jordana Surdulescu, Gabriela Dimas, Antigone S. Ingle, Catherine Nestle, Frank O. di Meglio, Paola Min, Josine L. Wilk, Alicja Hammond, Christopher J. Hassanali, Neelam Yang, Tsun-Po Montgomery, Stephen B. O'Rahilly, Steve Lindgren, Cecilia M. Zondervan, Krina T. Soranzo, Nicole Barroso, Inês Durbin, Richard Ahmadi, Kourosh Deloukas, Panos McCarthy, Mark I. Dermitzakis, Emmanouil T. Spector, Timothy D. |
author_sort | Nica, Alexandra C. |
collection | PubMed |
description | While there have been studies exploring regulatory variation in one or more tissues, the complexity of tissue-specificity in multiple primary tissues is not yet well understood. We explore in depth the role of cis-regulatory variation in three human tissues: lymphoblastoid cell lines (LCL), skin, and fat. The samples (156 LCL, 160 skin, 166 fat) were derived simultaneously from a subset of well-phenotyped healthy female twins of the MuTHER resource. We discover an abundance of cis-eQTLs in each tissue similar to previous estimates (858 or 4.7% of genes). In addition, we apply factor analysis (FA) to remove effects of latent variables, thus more than doubling the number of our discoveries (1,822 eQTL genes). The unique study design (Matched Co-Twin Analysis—MCTA) permits immediate replication of eQTLs using co-twins (93%–98%) and validation of the considerable gain in eQTL discovery after FA correction. We highlight the challenges of comparing eQTLs between tissues. After verifying previous significance threshold-based estimates of tissue-specificity, we show their limitations given their dependency on statistical power. We propose that continuous estimates of the proportion of tissue-shared signals and direct comparison of the magnitude of effect on the fold change in expression are essential properties that jointly provide a biologically realistic view of tissue-specificity. Under this framework we demonstrate that 30% of eQTLs are shared among the three tissues studied, while another 29% appear exclusively tissue-specific. However, even among the shared eQTLs, a substantial proportion (10%–20%) have significant differences in the magnitude of fold change between genotypic classes across tissues. Our results underline the need to account for the complexity of eQTL tissue-specificity in an effort to assess consequences of such variants for complex traits. |
format | Text |
id | pubmed-3033383 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-30333832011-02-08 The Architecture of Gene Regulatory Variation across Multiple Human Tissues: The MuTHER Study Nica, Alexandra C. Parts, Leopold Glass, Daniel Nisbet, James Barrett, Amy Sekowska, Magdalena Travers, Mary Potter, Simon Grundberg, Elin Small, Kerrin Hedman, Åsa K. Bataille, Veronique Tzenova Bell, Jordana Surdulescu, Gabriela Dimas, Antigone S. Ingle, Catherine Nestle, Frank O. di Meglio, Paola Min, Josine L. Wilk, Alicja Hammond, Christopher J. Hassanali, Neelam Yang, Tsun-Po Montgomery, Stephen B. O'Rahilly, Steve Lindgren, Cecilia M. Zondervan, Krina T. Soranzo, Nicole Barroso, Inês Durbin, Richard Ahmadi, Kourosh Deloukas, Panos McCarthy, Mark I. Dermitzakis, Emmanouil T. Spector, Timothy D. PLoS Genet Research Article While there have been studies exploring regulatory variation in one or more tissues, the complexity of tissue-specificity in multiple primary tissues is not yet well understood. We explore in depth the role of cis-regulatory variation in three human tissues: lymphoblastoid cell lines (LCL), skin, and fat. The samples (156 LCL, 160 skin, 166 fat) were derived simultaneously from a subset of well-phenotyped healthy female twins of the MuTHER resource. We discover an abundance of cis-eQTLs in each tissue similar to previous estimates (858 or 4.7% of genes). In addition, we apply factor analysis (FA) to remove effects of latent variables, thus more than doubling the number of our discoveries (1,822 eQTL genes). The unique study design (Matched Co-Twin Analysis—MCTA) permits immediate replication of eQTLs using co-twins (93%–98%) and validation of the considerable gain in eQTL discovery after FA correction. We highlight the challenges of comparing eQTLs between tissues. After verifying previous significance threshold-based estimates of tissue-specificity, we show their limitations given their dependency on statistical power. We propose that continuous estimates of the proportion of tissue-shared signals and direct comparison of the magnitude of effect on the fold change in expression are essential properties that jointly provide a biologically realistic view of tissue-specificity. Under this framework we demonstrate that 30% of eQTLs are shared among the three tissues studied, while another 29% appear exclusively tissue-specific. However, even among the shared eQTLs, a substantial proportion (10%–20%) have significant differences in the magnitude of fold change between genotypic classes across tissues. Our results underline the need to account for the complexity of eQTL tissue-specificity in an effort to assess consequences of such variants for complex traits. Public Library of Science 2011-02-03 /pmc/articles/PMC3033383/ /pubmed/21304890 http://dx.doi.org/10.1371/journal.pgen.1002003 Text en Nica 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. |
spellingShingle | Research Article Nica, Alexandra C. Parts, Leopold Glass, Daniel Nisbet, James Barrett, Amy Sekowska, Magdalena Travers, Mary Potter, Simon Grundberg, Elin Small, Kerrin Hedman, Åsa K. Bataille, Veronique Tzenova Bell, Jordana Surdulescu, Gabriela Dimas, Antigone S. Ingle, Catherine Nestle, Frank O. di Meglio, Paola Min, Josine L. Wilk, Alicja Hammond, Christopher J. Hassanali, Neelam Yang, Tsun-Po Montgomery, Stephen B. O'Rahilly, Steve Lindgren, Cecilia M. Zondervan, Krina T. Soranzo, Nicole Barroso, Inês Durbin, Richard Ahmadi, Kourosh Deloukas, Panos McCarthy, Mark I. Dermitzakis, Emmanouil T. Spector, Timothy D. The Architecture of Gene Regulatory Variation across Multiple Human Tissues: The MuTHER Study |
title | The Architecture of Gene Regulatory Variation across Multiple Human Tissues: The MuTHER Study |
title_full | The Architecture of Gene Regulatory Variation across Multiple Human Tissues: The MuTHER Study |
title_fullStr | The Architecture of Gene Regulatory Variation across Multiple Human Tissues: The MuTHER Study |
title_full_unstemmed | The Architecture of Gene Regulatory Variation across Multiple Human Tissues: The MuTHER Study |
title_short | The Architecture of Gene Regulatory Variation across Multiple Human Tissues: The MuTHER Study |
title_sort | architecture of gene regulatory variation across multiple human tissues: the muther study |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3033383/ https://www.ncbi.nlm.nih.gov/pubmed/21304890 http://dx.doi.org/10.1371/journal.pgen.1002003 |
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