Pooled ChIP-Seq Links Variation in Transcription Factor Binding to Complex Disease Risk
Open accessAbstract
Cis-regulatory elements such as transcription factor (TF) binding sites can be identified genome-wide, but it remains far more challenging to pinpoint genetic variants affecting TF binding. Here, we introduce a pooling-based approach to mapping quantitative trait loci (QTLs) for molecular-level traits. Applying this to five TFs and a histone modification, we mapped thousands of cis-acting QTLs, with over 25-fold lower cost compared to standard QTL mapping. We found that single genetic variants frequently affect binding of multiple TFs, and CTCF can recruit all five TFs to its binding sites. These QTLs often affect local chromatin and transcription but can also influence long-range chromosomal contacts, demonstrating a role for natural genetic variation in chromosomal architecture. Thousands of these QTLs have been implicated in genome-wide association studies, providing candidate molecular mechanisms for many disease risk loci and suggesting that TF binding variation may underlie a large fraction of human phenotypic variation.
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Genetic variants associated with differential binding of PU.1 underpin GWAS variants associated with blood cell count and autoimmune diseases.
“For example, genetic variants associated with differential binding of PU.1 were found to underpin GWAS variants associated with blood cell count and autoimmune diseases [213–215].”
From Transcriptional enhancers and their communication with gene promoters (2021) · cites this paper as [214]
In Results, under “bQTLs provide candidate molecular mechanisms for thousands of GWAS-implicated variants” (page unavailable), the paper identifies PU.1 binding QTLs linked to Crohn’s disease, inflammatory bowel disease, atopic dermatitis, and asthma GWAS loci. Our copy does not identify a PU.1 binding variant linked to blood cell count, and presents the disease mechanisms as candidates rather than established causes. (LLM, conf=0.85)
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Cites
Integrative analysis of 111 reference human epigenomes
Roadmap Epigenomics Consortium, Kundaje, A., Meuleman, W., Ernst, J., Bilenky, M., Yen, A., Heravi-Moussavi, A., Kheradpour, P., Zhang, Z., Wang, J., et al. (2015) · Nature · doi:10.1038/nature14248 · Cited by 6,368 · see citing works
Hindorff, L. A., Sethupathy, P., Junkins, H. A., Ramos, E. M., Mehta, J. P., Collins, F. S., & Manolio, T. A. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0903103106 · Cited by 4,013 · see citing works
Sanborn, A. L., Rao, S. S. P., Huang, S.-C., Durand, N. C., Huntley, M. H., Jewett, A. I., Bochkov, I. D., Chinnappan, D., Cutkosky, A., Li, J., et al. (2015) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1518552112 · Cited by 1,730 · see citing works
CRISPR Inversion of CTCF Sites Alters Genome Topology and Enhancer/Promoter Function
Guo, Y., Xu, Q., Canzio, D., Shou, J., Li, J., Gorkin, D. U., Jung, I., Wu, H., Zhai, Y., Tang, Y., et al. (2015) · Cell · doi:10.1016/j.cell.2015.07.038 · Cited by 958 · see citing works
Partitioning Heritability of Regulatory and Cell-Type-Specific Variants across 11 Common Diseases
Gusev, A., Lee, S. H., Trynka, G., Finucane, H., Vilhjálmsson, B. J., Xu, H., Zang, C., Ripke, S., Bulik-Sullivan, B., Stahl, E., et al. (2014) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2014.10.004 · Cited by 544 · see citing works
Tewhey, R., Kotliar, D., Park, D. S., Liu, B., Winnicki, S., Reilly, S. K., Andersen, K. G., Mikkelsen, T. S., Lander, E. S., Schaffner, S. F., et al. (2016) · Cell · doi:10.1016/j.cell.2016.04.027 · Cited by 480 · see citing works
Passive and active DNA methylation and the interplay with genetic variation in gene regulation
Gutierrez-Arcelus, M., Lappalainen, T., Montgomery, S. B., Buil, A., Ongen, H., Yurovsky, A., Bryois, J., Giger, T., Romano, L., Planchon, A., et al. (2013) · eLife · doi:10.7554/elife.00523 · Cited by 440 · see citing works
Extensive Variation in Chromatin States Across Humans
Kasowski, M., Kyriazopoulou-Panagiotopoulou, S., Grubert, F., Zaugg, J. B., Kundaje, A., Liu, Y., Boyle, A. P., Zhang, Q. C., Zakharia, F., Spacek, D. V., et al. (2013) · Science · doi:10.1126/science.1242510 · Cited by 339 · see citing works
Genetic Control of Chromatin States in Humans Involves Local and Distal Chromosomal Interactions
Grubert, F., Zaugg, J. B., Kasowski, M., Ursu, O., Spacek, D. V., Martin, A. R., Greenside, P., Srivas, R., Phanstiel, D. H., Pekowska, A., et al. (2015) · Cell · doi:10.1016/j.cell.2015.07.048 · Cited by 319 · see citing works
Population-specificity of human DNA methylation
Fraser, H. B., Lam, L. L., Neumann, S. M., & Kobor, M. S. (2012) · Genome Biology · doi:10.1186/gb-2012-13-2-r8 · Cited by 313 · see citing works
Self-citationPopulation Variation and Genetic Control of Modular Chromatin Architecture in Humans
Waszak, S. M., Delaneau, O., Gschwind, A. R., Kilpinen, H., Raghav, S. K., Witwicki, R. M., Orioli, A., Wiederkehr, M., Panousis, N. I., Yurovsky, A., et al. (2015) · Cell · doi:10.1016/j.cell.2015.08.001 · Cited by 214 · see citing works
Bonhoure, N., Bounova, G., Bernasconi, D., Praz, V., Lammers, F., Canella, D., Willis, I. M., Herr, W., Hernandez, N., Delorenzi, M., et al. (2014) · Genome Research · doi:10.1101/gr.168260.113 · Cited by 155 · see citing works
Flagged first, then by citations
Research works printed but not linked: 47
- Aittomäki S Yang J Scott EW Simon MC Silvennoinen O Molecular basis of Stat1 and PU.1 cooperation in cytokine-induced Fcgamma receptor I promoter activation Int Immunol 16 265 74 2004 14734612
- Amin Al Olama A Dadaev T Hazelett DJ Li Q Leongamornlert D Multiple novel prostate cancer susceptibility signals identified by fine-mapping of known risk loci among Europeans Hum Mol Genet Advance online 2015 PMC4572072 26025378
- Ansel J Bottin H Rodriguez-Beltran C Damon C Nagarajan M Fehrmann S Francois J Yvert G Cell-to-cell stochastic variation in gene expression is a complex genetic trait PLoS Genet 4 e1000049 2008 18404214 PMC2289839
- Banovich NE Methylation QTLs are associated with coordinated changes in transcription factor binding, histone modifications, and gene expression levels PLoS Genet 10 e1004663 2014 25233095 PMC4169251
- Brest P Lapaquette P Souidi M Lebrigand K Cesaro A A synonymous variant in IRGM alters a binding site for miR-196 and causes deregulation of IRGM-dependent xenophagy in Crohn’s disease Nat Genet 43 242 5 2011 21278745
- Degner JF DNase I sensitivity QTLs are a major determinant of human expression variation Nature 482 390 4 2012 22307276 PMC3501342
- Ding Z Quantitative genetics of CTCF binding reveal local sequence effects and different modes of X-chromosome association PLoS Genet 10 e1004798 2014 25411781 PMC4238955
- Dixon AL Liang L Moffatt MF Chen W Heath S Wong KC Taylor J Burnett E Gut I Farrall M Lathrop GM Abecasis GR Cookson WO A genome-wide association study of global gene expression Nat Genet 39 1202 7 2007 17873877
- Dror I Golan T Levy C Rohs R Mandel-Gutfreund Y A widespread role of the motif environment in transcription factor binding across diverse protein families Genome Res 25 1268 2015 26160164 PMC4561487
- Edwards SL Beesley J French JD Dunning AM Beyond GWASs: illuminating the dark road from association to function Am J Hum Genet 93 779 97 2013 24210251 PMC3824120
- Enard D Messer PW Petrov DA Genome-wide signals of positive selection in human evolution Genome Res 24 885 95 2014 24619126 PMC4032853
- Farh KK Genetic and epigenetic fine mapping of causal autoimmune disease variants Nature 518 337 43 2015 25363779 PMC4336207
- ENCODE Project Consortium An integrated encyclopedia of DNA elements in the human genome Nature 489 57 74 2012 22955616 PMC3439153
- Fraser HB Xie X Common polymorphic transcript variation in human disease Genome Res 19 567 2009 19189928
- Fraser HB Schadt EE The quantitative genetics of phenotypic robustness PLoS One 5 e8635 2010 20072615 PMC2799522
- Fraser HB Gene expression drives local adaptation in humans Genome Res 23 1089 96 2013 23539138 PMC3698502
- French JD Ghoussaini M Edwards SL Meyer KB Michailidou K Functional variants at the 11q13 risk locus for breast cancer regulate cyclin D1 expression through long-range enhancers Am J Hum Genet 92 489 503 2013 23540573 PMC3617380
- GTEx Consortium The Genotype-Tissue Expression (GTEx) pilot analysis: Multitissue gene regulation in humans Science 348 648 660 2015 25954001 PMC4547484
- Guo Y Conti DV Wang K Enlight: web-based integration of GWAS results with biological annotations Bioinformatics 31 275 6 2015 25262152 PMC4287951
- Hirota T Takahashi A Kubo M Tsunoda T Tomita K Genome-wide association study identifies eight new susceptibility loci for atopic dermatitis in the Japanese population Nat Genet 44 1222 6 2012 23042114
- Hulse AM Cai JJ Genetic variants contribute to gene expression variability in humans Genetics 193 95 108 2013 23150607 PMC3527258
- Jostins L Host-microbe interactions have shaped the genetic architecture of inflammatory bowel disease Nature 491 119 24 2012 23128233 PMC3491803
- Kaplow IM MacIsaac JL Mah SM McEwen LM Kobor MS Fraser HB A pooling-based approach to mapping genetic variants associated with DNA methylation Genome Res 25 907 17 2015 25910490 PMC4448686
- Kasowski M Variation in transcription factor binding among humans Science 328 232 5 2010 20299548 PMC2938768
- Kilpinen H Coordinated effects of sequence variation on DNA binding, chromatin structure, and transcription Science 342 744 7 2013 24136355 PMC5502466
- Langmead B Salzberg S Fast gapped-read alignment with Bowtie 2 Nature Methods 9 357 359 2012 22388286 PMC3322381
- Lappalainen T Transcriptome and genome sequencing uncovers functional variation in humans Nature 501 506 11 2013 24037378 PMC3918453
- Leslie R O’Donnell CJ Johnson AD GRASP: analysis of genotype-phenotype results from 1390 genome-wide association studies and corresponding open access database Bioinformatics 30 i185 94 2014 24931982 PMC4072913
- Levo M Segal E In pursuit of design principles of regulatory sequences Nat Rev Genet 15 453 68 2014 24913666
- Levo M Zalckvar E Sharon E Dantas Machado AC Kalma Y Lotam-Pompan M Weinberger A Yakhini Z Rohs R Segal E Unraveling determinants of transcription factor binding outside the core binding site Genome Res 25 1018 29 2015 25762553 PMC4484385
- Li H The Sequence alignment/map (SAM) format and SAMtools Bioinformatics 25 2078 9 2009 19505943 PMC2723002
- Lin X Yang H Zhang H Zhou L Guo Z A novel transcription mechanism activated by ethanol: induction of Slc7a11 gene expression via inhibition of the DNA-binding activity of transcriptional repressor octamer-binding transcription factor 1 (OCT-1) J Biol Chem 288 14815 23 2013 23592778 PMC3663505
- McCarroll SA Huett A Kuballa P Chilewski SD Landry A Deletion polymorphism upstream of IRGM associated with altered IRGM expression and Crohn’s disease Nat Genet 40 1107 12 2008 19165925 PMC2731799
- McVicker G Identification of genetic variants that affect histone modifications in human cells Science 342 747 9 2013 24136359 PMC3947669
- Parkes M Barrett JC Prescott NJ Tremelling M Anderson CA Sequence variants in the autophagy gene IRGM and multiple other replicating loci contribute to Crohn’s disease susceptibility Nat Genet 39 830 2 2007 17554261 PMC2628541
- Pickrell JK Understanding mechanisms underlying human gene expression variation with RNA sequencing Nature 464 768 72 2010 20220758 PMC3089435
- Rahmani M Functional cooperation between JunD and NF-kB in rat hepatocytes Oncogene 20 5132 2001 11526502
- Rao SS Huntley MH Durand NC Stamenova EK Bochkov ID Robinson JT Sanborn AL Machol I Omer AD Lander ES Aiden EL A 3D map of the human genome at kilobase resolution reveals principles of chromatin looping Cell 159 1665 80 2014 25497547 PMC5635824
- Reddy TE Effects of sequence variation on differential allelic transcription factor occupancy and gene expression Genome Res 22 860 9 2012 22300769 PMC3337432
- Sanduja S Blanco FF Dixon DA The roles of TTP and BRF proteins in regulated mRNA decay Wiley Interdiscip Rev RNA 2 42 57 2011 21278925 PMC3030256
- Schaub MA Boyle AP Kundaje A Batzoglou S Snyder M Linking disease associations with regulatory information in the human genome Genome Res 22 1748 2012 22955986 PMC3431491
- Schödel J Bardella C Sciesielski LK Brown JM Pugh CW Buckle V Tomlinson IP Ratcliffe PJ Mole DR Common genetic variants at the 11q13.3 renal cancer susceptibility locus influence binding of HIF to an enhancer of cyclin D1 expression Nat Genet 44 420 5 2012 22406644 PMC3378637
- Sun LD Xiao FL Li Y Zhou WM Tang HY Genome-wide association study identifies two new susceptibility loci for atopic dermatitis in the Chinese Han population Nat Genet 43 690 4 2011 21666691
- van de Geijn B McVicker G Gilad Y Pritchard JK WASP: allele-specific software for robust molecular quantitative trait locus discovery Nat Methods Advance Online 2015 PMC4626402 26366987
- Weirauch MT Determination and inference of eukaryotic transcription factor sequence specificity Cell 158 1431 43 2014 25215497 PMC4163041
- White MA Myers CA Corbo JC Cohen BA Massively parallel in vivo enhancer assay reveals that highly local features determine the cis-regulatory function of ChIP-seq peaks PNAS 110 11952 7 2013 23818646 PMC3718143
- Yamada Y Association of a polymorphism of BTN2A1 with myocardial infarction in East Asian populations Atherosclerosis 215 145 52 2011 21211798
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- Authors
- Tehranchi, A. K., Myrthil, M., Martin, T., Hie, B. L., Golan, D., & Fraser, H. B.
- Affiliations
- Stanford University (US)
- University of Chicago (US)
- Corresponding author
- Fraser, Hunter B.
- Venue
- Cell
- Publisher
- Elsevier BV
- Published
- 2016-04
- Volume
- 165
- Issue
- 3
- Pages
- 730-741
- ISSN
- 0092-8674 (ISSN-L)
- PMC
- PMC4842172
- OpenAlex
- W2341698020
- Cited by
- 120
- References
- 12
- Citations by year
- 2026: 6 · 2025: 9 · 2024: 16 · 2023: 11 · 2022: 16 · 2021: 8 · 2020: 10 · 2019: 10 · 2018: 12 · 2017: 15 · 2016: 7
- FWCI
- 7.63
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Cell (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- NIH (1DP2OD008456-01, T32GM007276)
- NSF
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Chromatin Dynamics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Mapping and Diversity in Plants and Animals
- Keywords
- transcription factor binding sites, cis-regulatory elements, quantitative trait loci, genetic variation, CTCF, histone modifications, chromatin structure, phenotypic variability, disease risk loci
- MeSH terms
- Humans, Transcription Factors, Sequence Analysis, DNA, Genetic Predisposition to Disease, Polymorphism, Single Nucleotide, Quantitative Trait Loci, Histone Code, Chromatin Immunoprecipitation, High-Throughput Nucleotide Sequencing
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