Systems genetics approaches to understand complex traits
Mete Civelek,Aldons J. Lusis +1 more
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TLDR
Systems genetics studies have provided the first global view of the molecular architecture of complex traits and are useful for the identification of genes, pathways and networks that underlie common human diseases.Abstract:
Systems genetics is an approach to understand the flow of biological information that underlies complex traits. It uses a range of experimental and statistical methods to quantitate and integrate intermediate phenotypes, such as transcript, protein or metabolite levels, in populations that vary for traits of interest. Systems genetics studies have provided the first global view of the molecular architecture of complex traits and are useful for the identification of genes, pathways and networks that underlie common human diseases. Given the urgent need to understand how the thousands of loci that have been identified in genome-wide association studies contribute to disease susceptibility, systems genetics is likely to become an increasingly important approach to understanding both biology and disease.read more
Citations
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Journal ArticleDOI
Multi-omics approaches to disease.
TL;DR: This review provides an overview of omics technologies and methods for their integration across multiple omics layers and offers the opportunity to understand the flow of information that underlies disease.
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Environment Drives Selection and Function of Enhancers Controlling Tissue-Specific Macrophage Identities
David Gosselin,Verena M. Link,Casey E. Romanoski,Gregory J. Fonseca,Dawn Z Eichenfield,Nathanael J. Spann,Joshua D. Stender,Hyun B. Chun,Hannah Garner,Frederic Geissmann,Christopher K. Glass +10 more
TL;DR: It is found that distinct tissue environments drive divergent programs of gene expression by differentially activating a common enhancer repertoire and by inducing the expression of divergent secondary transcription factors that collaborate with PU.1 to establish tissue-specific enhancers.
Journal ArticleDOI
The role of regulatory variation in complex traits and disease
Frank W. Albert,Leonid Kruglyak +1 more
TL;DR: Recent insights into the molecular nature of regulatory variants are reviewed and examples of complete chains of causality that link individual polymorphisms to changes in gene expression, which in turn result in physiological changes and, ultimately, disease risk are presented.
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HaploReg v4: systematic mining of putative causal variants, cell types, regulators and target genes for human complex traits and disease.
TL;DR: A use case of HaploReg is illustrated for attention deficit hyperactivity disorder (ADHD)-associated SNPs with putative brain regulatory mechanisms, and the number of chromatin state maps to 127 reference epigenomes is greatly expanded.
References
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Book
Introduction to quantitative genetics
TL;DR: The genetic constitution of a population: Hardy-Weinberg equilibrium and changes in gene frequency: migration mutation, changes of variance, and heritability are studied.
Journal ArticleDOI
Molecular portraits of human breast tumours
Charles M. Perou,Therese Sørlie,Michael B. Eisen,Matt van de Rijn,Stefanie S. Jeffrey,Christian A. Rees,Jonathan R. Pollack,Douglas T. Ross,Hilde Johnsen,Lars A. Akslen,Øystein Fluge,Alexander Pergamenschikov,Cheryl A. Williams,Shirley Zhu,Per Eystein Lønning,Anne Lise Børresen-Dale,Patrick O. Brown,David Botstein +17 more
TL;DR: Variation in gene expression patterns in a set of 65 surgical specimens of human breast tumours from 42 different individuals were characterized using complementary DNA microarrays representing 8,102 human genes, providing a distinctive molecular portrait of each tumour.
MonographDOI
Causality: models, reasoning, and inference
TL;DR: The art and science of cause and effect have been studied in the social sciences for a long time as mentioned in this paper, see, e.g., the theory of inferred causation, causal diagrams and the identification of causal effects.
Journal ArticleDOI
The Genotype-Tissue Expression (GTEx) project
John T. Lonsdale,Jeffrey Thomas,Mike Salvatore,Rebecca Phillips,Edmund Lo,Saboor Shad,Richard Hasz,Gary Walters,Fernando U. Garcia,Nancy Young,Barbara A. Foster,Mike Moser,Ellen Karasik,Bryan Gillard,Kimberley Ramsey,Susan L. Sullivan,Jason Bridge,Harold Magazine,John Syron,Johnelle Fleming,Laura A. Siminoff,Heather M. Traino,Maghboeba Mosavel,Laura Barker,Scott D. Jewell,Daniel C. Rohrer,Dan Maxim,Dana Filkins,Philip Harbach,Eddie Cortadillo,Bree Berghuis,Lisa Turner,Eric Hudson,Kristin Feenstra,Leslie H. Sobin,James A. Robb,Phillip Branton,Greg E. Korzeniewski,Charles Shive,David Tabor,Liqun Qi,Kevin Groch,Sreenath Nampally,Steve Buia,Angela Zimmerman,Anna M. Smith,Robin Burges,Karna Robinson,Kim Valentino,Deborah Bradbury,Mark Cosentino,Norma Diaz-Mayoral,Mary Kennedy,Theresa Engel,Penelope Williams,Kenyon Erickson,Kristin G. Ardlie,Wendy Winckler,Gad Getz,Gad Getz,David S. DeLuca,MacArthur Daniel MacArthur,MacArthur Daniel MacArthur,Manolis Kellis,Alexander Thomson,Taylor Young,Ellen Gelfand,Molly Donovan,Yan Meng,George B. Grant,Deborah C. Mash,Yvonne Marcus,Margaret J. Basile,Jun Liu,Jun Zhu,Zhidong Tu,Nancy J. Cox,Dan L. Nicolae,Eric R. Gamazon,Hae Kyung Im,Anuar Konkashbaev,Jonathan K. Pritchard,Jonathan K. Pritchard,Matthew Stevens,Timothée Flutre,Xiaoquan Wen,Emmanouil T. Dermitzakis,Tuuli Lappalainen,Roderic Guigó,Jean Monlong,Michael Sammeth,Daphne Koller,Alexis Battle,Sara Mostafavi,Mark I. McCarthy,Manual Rivas,Julian Maller,Ivan Rusyn,Andrew B. Nobel,Fred A. Wright,Andrey A. Shabalin,Mike Feolo,Nataliya Sharopova,Anne Sturcke,Justin Paschal,James M. Anderson,Elizabeth L. Wilder,Leslie Derr,Eric D. Green,Jeffery P. Struewing,Gary F. Temple,Simona Volpi,Joy T. Boyer,Elizabeth J. Thomson,Mark S. Guyer,Cathy Ng,Assya Abdallah,Deborah Colantuoni,Thomas R. Insel,Susan E. Koester,Roger Little,Patrick Bender,Thomas Lehner,Yin Yao,Carolyn C. Compton,Jimmie B. Vaught,Sherilyn Sawyer,Nicole C. Lockhart,Joanne P. Demchok,Helen F. Moore +129 more
TL;DR: The Genotype-Tissue Expression (GTEx) project is described, which will establish a resource database and associated tissue bank for the scientific community to study the relationship between genetic variation and gene expression in human tissues.
Book
Genetics and Analysis of Quantitative Traits
Michael Lynch,Bruce Walsh +1 more
TL;DR: This book discusses the genetic Basis of Quantitative Variation, Properties of Distributions, Covariance, Regression, and Correlation, and Properties of Single Loci, and Sources of Genetic Variation for Multilocus Traits.
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The Genotype-Tissue Expression (GTEx) project
John T. Lonsdale,Jeffrey Thomas,Mike Salvatore,Rebecca Phillips,Edmund Lo,Saboor Shad,Richard Hasz,Gary Walters,Fernando U. Garcia,Nancy Young,Barbara A. Foster,Mike Moser,Ellen Karasik,Bryan Gillard,Kimberley Ramsey,Susan L. Sullivan,Jason Bridge,Harold Magazine,John Syron,Johnelle Fleming,Laura A. Siminoff,Heather M. Traino,Maghboeba Mosavel,Laura Barker,Scott D. Jewell,Daniel C. Rohrer,Dan Maxim,Dana Filkins,Philip Harbach,Eddie Cortadillo,Bree Berghuis,Lisa Turner,Eric Hudson,Kristin Feenstra,Leslie H. Sobin,James A. Robb,Phillip Branton,Greg E. Korzeniewski,Charles Shive,David Tabor,Liqun Qi,Kevin Groch,Sreenath Nampally,Steve Buia,Angela Zimmerman,Anna M. Smith,Robin Burges,Karna Robinson,Kim Valentino,Deborah Bradbury,Mark Cosentino,Norma Diaz-Mayoral,Mary Kennedy,Theresa Engel,Penelope Williams,Kenyon Erickson,Kristin G. Ardlie,Wendy Winckler,Gad Getz,Gad Getz,David S. DeLuca,MacArthur Daniel MacArthur,MacArthur Daniel MacArthur,Manolis Kellis,Alexander Thomson,Taylor Young,Ellen Gelfand,Molly Donovan,Yan Meng,George B. Grant,Deborah C. Mash,Yvonne Marcus,Margaret J. Basile,Jun Liu,Jun Zhu,Zhidong Tu,Nancy J. Cox,Dan L. Nicolae,Eric R. Gamazon,Hae Kyung Im,Anuar Konkashbaev,Jonathan K. Pritchard,Jonathan K. Pritchard,Matthew Stevens,Timothée Flutre,Xiaoquan Wen,Emmanouil T. Dermitzakis,Tuuli Lappalainen,Roderic Guigó,Jean Monlong,Michael Sammeth,Daphne Koller,Alexis Battle,Sara Mostafavi,Mark I. McCarthy,Manual Rivas,Julian Maller,Ivan Rusyn,Andrew B. Nobel,Fred A. Wright,Andrey A. Shabalin,Mike Feolo,Nataliya Sharopova,Anne Sturcke,Justin Paschal,James M. Anderson,Elizabeth L. Wilder,Leslie Derr,Eric D. Green,Jeffery P. Struewing,Gary F. Temple,Simona Volpi,Joy T. Boyer,Elizabeth J. Thomson,Mark S. Guyer,Cathy Ng,Assya Abdallah,Deborah Colantuoni,Thomas R. Insel,Susan E. Koester,Roger Little,Patrick Bender,Thomas Lehner,Yin Yao,Carolyn C. Compton,Jimmie B. Vaught,Sherilyn Sawyer,Nicole C. Lockhart,Joanne P. Demchok,Helen F. Moore +129 more
An integrated encyclopedia of DNA elements in the human genome
Finding the missing heritability of complex diseases
Teri A. Manolio,Francis S. Collins,Nancy J. Cox,David Goldstein,Lucia A. Hindorff,David J. Hunter,Mark I. McCarthy,Erin M. Ramos,Lon R. Cardon,Aravinda Chakravarti,Judy H. Cho,Alan E. Guttmacher,Augustine Kong,Leonid Kruglyak,Leonid Kruglyak,Elaine R. Mardis,Charles N. Rotimi,Montgomery Slatkin,David Valle,Alice S. Whittemore,Michael Boehnke,Andrew G. Clark,Evan E. Eichler,Greg Gibson,Jonathan L. Haines,Trudy F. C. Mackay,Steven A. McCarroll,Peter M. Visscher +27 more