Patterns of Cis Regulatory Variation in Diverse Human Populations
Open accessAbstract
The genetic basis of gene expression variation has long been studied with the aim to understand the landscape of regulatory variants, but also more recently to assist in the interpretation and elucidation of disease signals. To date, many studies have looked in specific tissues and population-based samples, but there has been limited assessment of the degree of inter-population variability in regulatory variation. We analyzed genome-wide gene expression in lymphoblastoid cell lines from a total of 726 individuals from 8 global populations from the HapMap3 project and correlated gene expression levels with HapMap3 SNPs located in cis to the genes. We describe the influence of ancestry on gene expression levels within and between these diverse human populations and uncover a non-negligible impact on global patterns of gene expression. We further dissect the specific functional pathways differentiated between populations. We also identify 5,691 expression quantitative trait loci (eQTLs) after controlling for both non-genetic factors and population admixture and observe that half of the cis-eQTLs are replicated in one or more of the populations. We highlight patterns of eQTL-sharing between populations, which are partially determined by population genetic relatedness, and discover significant sharing of eQTL effects between Asians, European-admixed, and African subpopulations. Specifically, we observe that both the effect size and the direction of effect for eQTLs are highly conserved across populations. We observe an increasing proximity of eQTLs toward the transcription start site as sharing of eQTLs among populations increases, highlighting that variants close to TSS have stronger effects and therefore are more likely to be detected across a wider panel of populations. Together these results offer a unique picture and resource of the degree of differentiation among human populations in functional regulatory variation and provide an estimate for the transferability of complex trait variants across populations.
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The overall genetic architecture of the CSF pQTLs was similar to findings reported for plasma pQTLs, gene expression QTLs, and a recent study on CSF pQTLs.
“The overall genetic architecture of the CSF pQTLs was similar to findings reported for plasma pQTLs (Sun et al, 2018), gene expression QTLs (Stranger et al, 2012), and a recent study on CSF pQTLs (Yang et al, 2021).”
From The genetic regulation of protein expression in cerebrospinal fluid (2023) · cites this paper as Stranger et al, 2012
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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
A survey of genetic human cortical gene expression
Myers, A. J., Gibbs, J. R., Webster, J. A., Rohrer, K., Zhao, A., Marlowe, L., Kaleem, M., Leung, D., Bryden, L., Nath, P., et al. (2007) · Nature Genetics · doi:10.1038/ng.2007.16 · Cited by 479 · see citing works
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Research works printed but not linked: 34
- [1]Bustamante CD Fledel-Alon A Williamson S Nielsen R Hubisz MT 2005 Natural selection on protein-coding genes in the human genome. Nature 437 1153 1157 16237444
- [2]Boyko AR Williamson SH Indap AR Degenhardt JD Hernandez RD 2008 Assessing the evolutionary impact of amino acid mutations in the human genome. PLoS Genet 4 e1000083 doi: 10.1371/journal.pgen.1000083 18516229 PMC2377339 · DOI · Paper page
- [3]Kudaravalli S Veyrieras JB Stranger BE Dermitzakis ET Pritchard JK 2009 Gene expression levels are a target of recent natural selection in the human genome. Mol Biol Evol 26 649 658 19091723 PMC2767089
- [4]Torgerson DG Boyko AR Hernandez RD Indap A Hu X 2009 Evolutionary processes acting on candidate cis-regulatory regions in humans inferred from patterns of polymorphism and divergence. PLoS Genet 5 e1000592 doi: 10.1371/journal.pgen.1000592 19662163 PMC2714078 · DOI
- [5]Nica AC Montgomery SB Dimas AS Stranger BE Beazley C 2010 Candidate causal regulatory effects by integration of expression QTLs with complex trait genetic associations. PLoS Genet 6 e1000895 doi: 10.1371/journal.pgen.1000895 20369022 PMC2848550 · DOI
- [6]Nicolae DL Gamazon E Zhang W Duan S Dolan ME 2010 Trait-associated SNPs are more likely to be eQTLs: annotation to enhance discovery from GWAS. PLoS Genet 6 e1000888 doi: 10.1371/journal.pgen.1000888 20369019 PMC2848547 · DOI · Paper page
- [7]Gamazon ER Nicolae DL Cox NJ 2011 A study of CNVs as trait-associated polymorphisms and as expression quantitative trait loci. PLoS Genet 7 e1001292 doi: 10.1371/journal.pgen.1001292 21304891 PMC3033384 · DOI
- [8]King MC Wilson AC 1975 Evolution at two levels in humans and chimpanzees. Science 188 107 116 1090005
- [9]Blekhman R Marioni JC Zumbo P Stephens M Gilad Y 2010 Sex-specific and lineage-specific alternative splicing in primates. Genome Res 20 180 189 20009012 PMC2813474
- [10]Blekhman R Oshlack A Gilad Y 2009 Segmental duplications contribute to gene expression differences between humans and chimpanzees. Genetics 182 627 630 19332884 PMC2691770
- [11]Cheung VG Spielman RS Ewens KG Weber TM Morley M 2005 Mapping determinants of human gene expression by regional and genome-wide association. Nature 437 1365 1369 16251966 PMC3005311
- [12]Morley M Molony CM Weber TM Devlin JL Ewens KG 2004 Genetic analysis of genome-wide variation in human gene expression. Nature 430 743 747 15269782 PMC2966974
- [13]Stranger BE Forrest MS Clark AG Minichiello MJ Deutsch S 2005 Genome-wide associations of gene expression variation in humans. PLoS Genet 1 e78 doi: 10.1371/journal.pgen.0010078 16362079 PMC1315281 · DOI
- [14]Stranger BE Forrest MS Dunning M Ingle CE Beazley C 2007 Relative impact of nucleotide and copy number variation on gene expression phenotypes. Science 315 848 853 17289997 PMC2665772
- [15]Stranger BE Nica AC Forrest MS Dimas A Bird CP 2007 Population genomics of human gene expression. Nat Genet 39 1217 1224 17873874 PMC2683249
- [16]Emilsson V Thorleifsson G Zhang B Leonardson AS Zink F 2008 Genetics of gene expression and its effect on disease. Nature 452 423 428 18344981
- [17]Grundberg E Kwan T Ge B Lam KC Koka V 2009 Population genomics in a disease targeted primary cell model. Genome Res 19 1942 1952 19654370 PMC2775606
- [19]Dimas AS Deutsch S Stranger BE Montgomery SB Borel C 2009 Common regulatory variation impacts gene expression in a cell type-dependent manner. Science 325 1246 1250 19644074 PMC2867218
- [20]Kwan T Grundberg E Koka V Ge B Lam KC 2009 Tissue effect on genetic control of transcript isoform variation. PLoS Genet 5 e1000608 doi: 10.1371/journal.pgen.1000608 19680542 PMC2719916 · DOI
- [21]Spielman RS Bastone LA Burdick JT Morley M Ewens WJ 2007 Common genetic variants account for differences in gene expression among ethnic groups. Nat Genet 39 226 231 17206142 PMC3005333
- [22]Kuhn K Baker SC Chudin E Lieu MH Oeser S 2004 A novel, high-performance random array platform for quantitative gene expression profiling. Genome Res 14 2347 2356 15520296 PMC525694
- [23]Bolstad BM Irizarry RA Astrand M Speed TP 2003 A comparison of normalization methods for high density oligonucleotide array data based on variance and bias. Bioinformatics 19 185 193 12538238
- [24]Price AL Patterson NJ Plenge RM Weinblatt ME Shadick NA 2006 Principal components analysis corrects for stratification in genome-wide association studies. Nat Genet 38 904 909 16862161
- [25]Pemberton TJ Wang C Li JZ Rosenberg NA 2010 Inference of unexpected genetic relatedness among individuals in HapMap Phase III. Am J Hum Genet 87 457 464 20869033 PMC2948801
- [26]Stegle O Kannan A Durbin R Winn J 2008 Accounting for Non-genetic Factors Improves the Power of eQTL Studies. Vingron M Wong L 411 422 Research in Computational Molecular Biology: Springer Berlin / Heidelberg
- [27]Stegle O Parts L Durbin R Winn J 2010 A Bayesian framework to account for complex non-genetic factors in gene expression levels greatly increases power in eQTL studies. PLoS Comput Biol 6 e1000770 doi: 10.1371/journal.pcbi.1000770 20463871 PMC2865505 · DOI · Paper page
- [28]Redon R Ishikawa S Fitch KR Feuk L Perry GH 2006 Global variation in copy number in the human genome. Nature 444 444 454 17122850 PMC2669898
- [29]Montgomery SB Sammeth M Gutierrez-Arcelus M Lach RP Ingle C 2010 Transcriptome genetics using second generation sequencing in a Caucasian population. Nature 464 773 777 20220756 PMC3836232
- [30]Churchill GA Doerge RW 1994 Empirical threshold values for quantitative trait mapping. Genetics 138 963 971 7851788 PMC1206241
- [31]Spitz F Gonzalez F Peichel C Vogt TF Duboule D 2001 Large scale transgenic and cluster deletion analysis of the HoxD complex separate an ancestral regulatory module from evolutionary innovations. Genes Dev 15 2209 2214 11544178 PMC312772
- [32]Mackay TF Stone EA Ayroles JF 2009 The genetics of quantitative traits: challenges and prospects. Nat Rev Genet 10 565 577 19584810
- [33]Stranger BE Dermitzakis ET 2006 From DNA to RNA to disease and back: the ‘central dogma’ of regulatory disease variation. Hum Genomics 2 383 390 16848976 PMC3525162
- [34]Musunuru K Strong A Frank-Kamenetsky M Lee NE Ahfeldt T 2010 From noncoding variant to phenotype via SORT1 at the 1p13 cholesterol locus. Nature 466 714 719 20686566 PMC3062476
- [37]Yang TP Beazley C Montgomery SB Dimas AS Gutierrez-Arcelus M 2010 Genevar: a database and Java application for the analysis and visualization of SNP-gene associations in eQTL studies. Bioinformatics 26 2474 2476 20702402 PMC2944204
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Fritsche, L. G., Igl, W., Bailey, J. N. C., Grassmann, F., Sengupta, S., Bragg-Gresham, J. L., Burdon, K. P., Hebbring, S. J., Wen, C., Gorski, M., et al. (2016) · Nature Genetics · doi:10.1038/ng.3448 · Cited by 1,544 · see citing works
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Kukurba, K. R., & Montgomery, S. B. (2015) · Cold Spring Harbor Protocols · doi:10.1101/pdb.top084970 · Cited by 924 · see citing works
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Gasperini, M., Hill, A. J., McFaline-Figueroa, J. L., Martin, B., Kim, S., Zhang, M. D., Jackson, D., Leith, A., Schreiber, J., Noble, W. S., et al. (2019) · Cell · doi:10.1016/j.cell.2018.11.029 · Cited by 613 · see citing works
Chen, M.-H., Raffield, L. M., Mousas, A., Sakaue, S., Huffman, J. E., Moscati, A., Trivedi, B., Jiang, T., Akbari, P., Vuckovic, D., et al. (2020) · Cell · doi:10.1016/j.cell.2020.06.045 · Cited by 661 · see citing works
Battle, A., Mostafavi, S., Zhu, X., Potash, J. B., Weissman, M. M., McCormick, C., Haudenschild, C. D., Beckman, K. B., Shi, J., Mei, R., et al. (2014) · Genome Research · doi:10.1101/gr.155192.113 · Cited by 547 · see citing works
Self-citationMostafavi, S., Gaiteri, C., Sullivan, S. E., White, C. C., Tasaki, S., Xu, J., Taga, M., Klein, H.-U., Patrick, E., Komashko, V., et al. (2018) · Nature Neuroscience · doi:10.1038/s41593-018-0154-9 · Cited by 509 · see citing works
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Wright, F. A., Sullivan, P. F., Brooks, A. I., Zou, F., Sun, W., Xia, K., Madar, V., Jansen, R., Chung, W., Zhou, Y.-H., et al. (2014) · Nature Genetics · doi:10.1038/ng.2951 · Cited by 362 · see citing works
Tsaprouni, L. G., Yang, T.-P., Bell, J., Dick, K. J., Kanoni, S., Nisbet, J., Viñuela, A., Grundberg, E., Nelson, C. P., Meduri, E., et al. (2014) · Epigenetics · doi:10.4161/15592294.2014.969637 · Cited by 319 · see citing works
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Ye, C. J., Feng, T., Kwon, H.-K., Raj, T., Wilson, M. T., Asinovski, N., McCabe, C., Lee, M. H., Frohlich, I., Paik, H.-I., et al. (2014) · Science · doi:10.1126/science.1254665 · Cited by 236 · see citing works
Self-citationSmith, A. K., Kilaru, V., Kocak, M., Almli, L. M., Mercer, K. B., Ressler, K. J., Tylavsky, F. A., & Conneely, K. N. (2014) · BMC Genomics · doi:10.1186/1471-2164-15-145 · Cited by 239 · see citing works
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Gaiteri, C., Chen, M., Szymanski, B., Kuzmin, K., Xie, J., Lee, C., Blanche, T., Chaibub Neto, E., Huang, S.-C., Grabowski, T., et al. (2015) · Scientific Reports · doi:10.1038/srep16361 · Cited by 76 · see citing works
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Barbeira, A. N., Dickinson, S. P., Bonazzola, R., Zheng, J., Wheeler, H. E., Torres, J. M., Torstenson, E. S., Shah, K. P., Garcia, T., Edwards, T. L., et al. (2018) · Nature Communications · doi:10.1038/s41467-018-03621-1 · Cited by 69 · see citing works
Self-citationHu, X., Kim, H., Raj, T., Brennan, P. J., Trynka, G., Teslovich, N., Slowikowski, K., Chen, W.-M., Onengut, S., Baecher-Allan, C., et al. (2014) · PLoS Genetics · doi:10.1371/journal.pgen.1004404 · Cited by 52 · see citing works
Self-citationWingo, T. S., Duong, D. M., Zhou, M., Dammer, E. B., Wu, H., Cutler, D. J., Lah, J. J., Levey, A. I., & Seyfried, N. T. (2017) · Journal of Proteome Research · doi:10.1021/acs.jproteome.7b00324 · Cited by 51 · see citing works
McGrath, L. M., Cornelis, M. C., Lee, P. H., Robinson, E. B., Duncan, L. E., Barnett, J. H., Huang, J., Gerber, G., Sklar, P., Sullivan, P., et al. (2013) · American Journal of Medical Genetics Part B Neuropsychiatric Genetics · doi:10.1002/ajmg.b.32190 · Cited by 48 · see citing works
Natri, H. M., Hudjashov, G., Jacobs, G., Kusuma, P., Saag, L., Darusallam, C. C., Metspalu, M., Sudoyo, H., Cox, M. P., Gallego Romero, I., et al. (2022) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2021.11.017 · Cited by 33 · see citing works
- Authors
- Stranger, B. E., Montgomery, S. B., Dimas, A. S., Parts, L., Stegle, O., Ingle, C. E., Sekowska, M., Smith, G. D., Evans, D., Gutierrez-Arcelus, M., Price, A., Raj, T., Nisbett, J., Nica, A. C., Beazley, C., Durbin, R., Deloukas, P., & Dermitzakis, E. T.
- Affiliations
- Broad Institute (US)
- University of Geneva (CH)
- Wellcome Sanger Institute (GB)
- Max Planck Institute for Developmental Biology (DE)
- University of Bristol (GB)
- Corresponding author
- Dermitzakis, Emmanouil T.
- ORCID
- Venue
- PLoS Genetics
- Publisher
- Public Library of Science (PLoS)
- Published
- 2012-04-19
- Volume
- 8
- Issue
- 4
- Pages
- e1002639
- ISSN
- 1553-7390 (ISSN-L)
- 1553-7404
- PMC
- PMC3330104
- OpenAlex
- W2085459418
- Cited by
- 470
- References
- 2
- Citations by year
- 2026: 13 · 2025: 7 · 2024: 16 · 2023: 14 · 2022: 14 · 2021: 21 · 2020: 28 · 2019: 22 · 2018: 21 · 2017: 36 · 2016: 51 · 2015: 60 · 2014: 85 · 2013: 67 · 2012: 13
- FWCI
- 40.34
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- PLoS Genetics (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Explore Bristol Research (publishedVersion)
- Archive ouverte UNIGE (University of Geneva) (publishedVersion, other-oa)
- Digital Access to Scholarship at Harvard (DASH) (Harvard University) (submittedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Figshare (submittedVersion, cc-by)
- MPG.PuRe (Max Planck Society) (submittedVersion)
- Archive ouverte UNIGE (University of Geneva) (submittedVersion, cc-by)
- Funders
- National Science Foundation
- Brigham and Women's Hospital
- Wellcome Trust
- Louis-Jeantet Foundation
- Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung
- National Institutes of Health
- National Institute of Mental Health
- Topics
- 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
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Forensic and Genetic Research
- Keywords
- cis-regulatory variation, expression quantitative trait loci, genetic differentiation, ancestry, lymphoblastoid cell lines, gene expression variation, functional pathways
- MeSH terms
- Cell Line, Gene Expression Regulation, Genetics, Population, Humans, Regulatory Sequences, Nucleic Acid, Genome, Human, Polymorphism, Single Nucleotide, Transcription Initiation Site, Quantitative Trait Loci, Black People, White People, Asian People, HapMap Project
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