Geographical genomics of human leukocyte gene expression variation in southern Morocco
Open accessAbstract
Studies of the genetics of gene expression can identify expression SNPs (eSNPs) that explain variation in transcript abundance. Here we address the robustness of eSNP associations to environmental geography and population structure in a comparison of 194 Arab and Amazigh individuals from a city and two villages in southern Morocco. Gene expression differed between pairs of locations for up to a third of all transcripts, with notable enrichment of transcripts involved in ribosomal biosynthesis and oxidative phosphorylation. Robust associations were observed in the leukocyte samples: cis eSNPs (P < 10(-08)) were identified for 346 genes, and trans eSNPs (P < 10(-11)) for 10 genes. All of these associations were consistent both across the three sample locations and after controlling for ancestry and relatedness. No evidence of large-effect trans-acting mediators of the pervasive environmental influence was found; instead, genetic and environmental factors acted in a largely additive manner.
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Gibson and colleagues found that approximately 5% of genes expressed in leukocytes showed appreciable genetic regulation, whereas more than 50% showed significant differences in expression across pastoral, rural, and urban social environments.
“Gibson and colleagues found that ∼5% of genes expressed in leukocytes showed appreciable genetic regulation (e.g., via expression quantitative trait loci), whereas >50% showed significant differences in expression across pastoral, rural, and urban social environments [11].”
From Human Social Genomics (2014) · cites this paper as [11]
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Cites
Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing
Benjamini, Y., & Hochberg, Y. (1995) · Journal of the Royal Statistical Society Series B: Statistical Methodology · doi:10.1111/j.2517-6161.1995.tb02031.x · Cited by 109,482 · see citing works
PLINK: a tool set for whole-genome association and population-based linkage analyses.
Purcell, S., Neale, B., Todd-Brown, K., Thomas, L., Ferreira, M. A. R., Bender, D., Maller, J., Sklar, P., de Bakker, P. I. W., Daly, M. J., et al. (2007) · The American Journal of Human Genetics · doi:10.1086/519795 · Cited by 34,089 · see citing works
Inference of Population Structure Using Multilocus Genotype Data
Pritchard, J. K., Stephens, M., & Donnelly, P. (2000) · Genetics · doi:10.1093/genetics/155.2.945 · Cited by 33,871 · see citing works
Principal components analysis corrects for stratification in genome-wide association studies
Price, A. L., Patterson, N. J., Plenge, R. M., Weinblatt, M. E., Shadick, N. A., & Reich, D. (2006) · Nature Genetics · doi:10.1038/ng1847 · Cited by 10,248 · see citing works
PANTHER: A Library of Protein Families and Subfamilies Indexed by FunctionPreprint
Thomas, P. D., Campbell, M. J., Kejariwal, A., Mi, H., Karlak, B., Daverman, R., Diemer, K., Muruganujan, A., & Narechania, A. (2003) · Genome Research · doi:10.1101/gr.772403 · Cited by 2,912 · see citing works
The burden and costs of chronic diseases in low-income and middle-income countries.
Abegunde, D. O., Mathers, C. D., Adam, T., Ortegon, M., & Strong, K. (2007) · The Lancet · doi:10.1016/s0140-6736(07)61696-1 · Cited by 1,603 · see citing works
Genetics of gene expression and its effect on disease
Emilsson, V., Thorleifsson, G., Zhang, B., Leonardson, A. S., Zink, F., Zhu, J., Carlson, S., Helgason, A., Walters, G. B., Gunnarsdottir, S., et al. (2008) · Nature · doi:10.1038/nature06758 · Cited by 1,296 · see citing works
A Whole-Genome Association Study of Major Determinants for Host Control of HIV-1
Fellay, J., Shianna, K. V., Ge, D., Colombo, S. F., Ledergerber, B., Weale, M., Zhang, K., Gumbs, C. E., Castagna, A., Cossarizza, A., et al. (2007) · Science · doi:10.1126/science.1143767 · Cited by 1,231 · see citing works
Self-citationPopulation genomics of human gene expression
Stranger, B. E., Nica, A. C., Forrest, M. S., Dimas, A. S., Bird, C., Beazley, C., Ingle, C., Dunning, M., Flicek, P., Koller, D., et al. (2007) · Nature Genetics · doi:10.1038/ng2142 · Cited by 1,132 · see citing works
Assessing Gene Significance from cDNA Microarray Expression Data via Mixed Models
Wolfinger, R. D., Gibson, G. C., Wolfinger, E. D., Bennett, L., Hamadeh, H. K., Bushel, P. R., Afshari, C. A., & Paules, R. S. (2001) · Journal of Computational Biology · doi:10.1089/106652701753307520 · Cited by 1,117 · see citing works
Self-citationA genome-wide association study of global gene expression
Dixon, A. L., Liang, L., Moffatt, M. F., Chen, W., Heath, S. C., Wong, K., Taylor, J. C., Burnett, E. C., Gut, I. G., Farrall, M., et al. (2007) · Nature Genetics · doi:10.1038/ng2109 · Cited by 946 · see citing works
Does the ribosome translate cancer?
Ruggero, D., & Pandolfi, P. P. (2003) · Nature reviews. Cancer · doi:10.1038/nrc1015 · Cited by 924 · see citing works
Sankaran, V. G., Menne, T. F., Xu, J., Akie, T. E., Lettre, G., Van Handel, B., Mikkola, H. K. A., Hirschhorn, J. N., Cantor, A. B., & Orkin, S. H. (2008) · Science · doi:10.1126/science.1165409 · Cited by 919 · see citing works
Mapping the Genetic Architecture of Gene Expression in Human Liver
Schadt, E. E., Molony, C. M., Chudin, E., Hao, K., Yang, X., Lum, P. Y., Kasarskis, A., Zhang, B., Wang, S. S.-M., Suver, C., et al. (2008) · PLoS Biology · doi:10.1371/journal.pbio.0060107 · Cited by 909 · see citing works
Mapping complex disease traits with global gene expression
Cookson, W., Liang, L., Abecasis, G., Moffatt, M., & Lathrop, M. (2009) · Nature Reviews Genetics · doi:10.1038/nrg2537 · Cited by 849 · see citing works
Increased accuracy of artificial selection by using the realized relationship matrix
Hayes, B. J., Visscher, P. M., & Goddard, M. E. (2009) · Genetics Research · doi:10.1017/s0016672308009981 · Cited by 665 · see citing works
Self-citationVisscher, P. M., Medland, S. E., Ferreira, M. A. R., Morley, K. I., Zhu, G., Cornes, B. K., Montgomery, G. W., & Martin, N. G. (2006) · PLoS Genetics · doi:10.1371/journal.pgen.0020041 · Cited by 613 · see citing works
Self-citationMapping determinants of human gene expression by regional and genome-wide association
Cheung, V. G., Spielman, R. S., Ewens, K. G., Weber, T. M., Morley, M. P., & Burdick, J. T. (2005) · Nature · doi:10.1038/nature04244 · Cited by 588 · see citing works
A QTL influencing F cell production maps to a gene encoding a zinc-finger protein on chromosome 2p15
Menzel, S., Garner, C., Gut, I., Matsuda, F., Yamaguchi, M., Heath, S., Foglio, M., Zelenika, D., Boland, A., Rooks, H., et al. (2007) · Nature Genetics · doi:10.1038/ng2108 · Cited by 529 · see citing works
KEGG Atlas mapping for global analysis of metabolic pathways
Okuda, S., Yamada, T., Hamajima, M., Itoh, M., Katayama, T., Peer Bork, B., Goto, S., & Kanehisa, M. I. (2008) · Nucleic Acids Research · doi:10.1093/nar/gkn282 · Cited by 515 · see citing works
Discovery of expression QTLs using large-scale transcriptional profiling in human lymphocytes
Göring, H. H. H., Curran, J. E., Johnson, M. P., Dyer, T. D., Charlesworth, J., Cole, S. A., Jowett, J. B. M., Abraham, L. J., Rainwater, D. L., Comuzzie, A. G., et al. (2007) · Nature Genetics · doi:10.1038/ng2119 · Cited by 503 · see citing works
A genome-wide association study identifies protein quantitative trait loci (pQTLs)
Melzer, D., Perry, J. R. B., Hernandez, D., Corsi, A.-M., Stevens, K., Rafferty, I., Lauretani, F., Murray, A., Gibbs, J. R., Paolisso, G., et al. (2008) · PLoS Genetics · doi:10.1371/journal.pgen.1000072 · Cited by 480 · see citing works
Sizing up human height variation
Visscher, P. M. (2008) · Nature Genetics · doi:10.1038/ng0508-489 · Cited by 461 · see citing works
Self-citationDevelopmental and species-divergent globin switching are driven by BCL11A
Sankaran, V. G., Xu, J., Ragoczy, T., Ippolito, G. C., Walkley, C. R., Maika, S. D., Fujiwara, Y., Ito, M., Groudine, M., Bender, M. A., et al. (2009) · Nature · doi:10.1038/nature08243 · Cited by 379 · see citing works
A Perspective on Epistasis: Limits of Models Displaying No Main Effect
Culverhouse, R., Suarez, B. K., Lin, J., & Reich, T. (2002) · The American Journal of Human Genetics · doi:10.1086/338759 · Cited by 351 · see citing works
Paré, G., Chasman, D. I., Kellogg, M., Zee, R. Y. L., Rifai, N., Badola, S., Miletich, J. P., & Ridker, P. M. (2008) · PLoS Genetics · doi:10.1371/journal.pgen.1000118 · Cited by 341 · see citing works
Gene-Expression Variation Within and Among Human Populations
Storey, J. D., Madeoy, J. J., Strout, J. L., Wurfel, M. M., Ronald, J., & Akey, J. M. (2007) · The American Journal of Human Genetics · doi:10.1086/512017 · Cited by 310 · see citing works
Decanalization and the origin of complex disease
Gibson, G. (2009) · Nature Reviews Genetics · doi:10.1038/nrg2502 · Cited by 285 · see citing works
Self-citationOxidants in Chronic Kidney Disease
Shah, S. V., Baliga, R., Rajapurkar, M. M., & Fonseca, V. A. (2006) · Journal of the American Society of Nephrology · doi:10.1681/asn.2006050500 · Cited by 277 · see citing works
Soranzo, N., Rivadeneira, F., Chinappen-Horsley, U., Malkina, I., Richards, J. B., Hammond, N., Stolk, L., Nica, A., Inouye, M., Albert Hofman, D., et al. (2009) · PLoS Genetics · doi:10.1371/journal.pgen.1000445 · Cited by 276 · see citing works
Tissue-Specific Genetic Control of Splicing: Implications for the Study of Complex Traits
Heinzen, E. L., Ge, D., Cronin, K. D., Maia, J. M., Shianna, K. V., Gabriel, W. N., Welsh-Bohmer, K. A., Hulette, C. M., Denny, T. N., & Goldstein, D. B. (2008) · PLoS Biology · doi:10.1371/journal.pbio.1000001 · Cited by 269 · see citing works
Self-citationReverse engineering the genotype–phenotype map with natural genetic variation
Rockman, M. V. (2008) · Nature · doi:10.1038/nature07633 · Cited by 231 · see citing works
Whole blood and leukocyte RNA isolation for gene expression analyses
Feezor, R. J., Baker, H. V., Mindrinos, M. N., Hayden, D. L., Tannahill, C. L., Brownstein, B. H., Fay, A., MacMillan, S., Laramie, J. M., Xiao, W., et al. (2004) · Physiological Genomics · doi:10.1152/physiolgenomics.00020.2004 · Cited by 214 · see citing works
A Predominantly Neolithic Origin for Y-Chromosomal DNA Variation in North Africa
Arredi, B., Poloni, E. S., Paracchini, S., Zerjal, T., Fathallah, D. M., Makrelouf, M., Pascali, V. L., Novelletto, A., & Tyler‐Smith, C. (2004) · The American Journal of Human Genetics · doi:10.1086/423147 · Cited by 193 · see citing works
Non‐coding RNAs in imprinted gene clusters
Royo, H., & Cavaillé, J. (2008) · Biology of the Cell · doi:10.1042/bc20070126 · Cited by 191 · see citing works
Harnessing naturally randomized transcription to infer regulatory relationships among genes
Chen, L., Emmert‐Streib, F., & Storey, J. D. (2007) · Genome biology · doi:10.1186/gb-2007-8-10-r219 · Cited by 122 · see citing works
Complex nature of SNP genotype effects on gene expression in primary human leucocytes
Heap, G., Trynka, G., Jansen, R. C., Bruinenberg, M., Swertz, M. A., Dinesen, L. C., Hunt, K. A., Wijmenga, C., van Heel, D. A., & Franke, L. (2009) · BMC Medical Genomics · doi:10.1186/1755-8794-2-1 · Cited by 121 · see citing works
Idaghdour, Y., Storey, J. D., Jadallah, S. J., & Gibson, G. C. (2008) · PLoS Genetics · doi:10.1371/journal.pgen.1000052 · Cited by 109 · see citing works
Self-citationPopulation history of north Africa: evidence from classical genetic markers.
Bosch, E., Calafell, F., Pérez-Lezaun, A., Comas, D., Mateu, E., & Bertranpetit, J. (1997) · PubMed · Cited by 107 · see citing works
Mitochondrial DNA haplogroup H structure in North Africa
Ennafaa, H., Cabrera, V. M., Abu‐Amero, K. K., González, A. M., Amor, M. B., Bouhaha, R., Dzimiri, N., Elgaaïed, A. B., & Larruga, J. M. (2009) · BMC Genetics · doi:10.1186/1471-2156-10-8 · Cited by 79 · see citing works
Genome-wide Insights into the Patterns and Determinants of Fine-Scale Population Structure in Humans
Biswas, S., Scheinfeldt, L., & Akey, J. M. (2009) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2009.04.015 · Cited by 52 · see citing works
Population genetic data of 15 tetrameric short tandem repeats (STRs) in Berbers from Morocco
Coudray, C., Guitard, E., Keyser, C., Melhaoui, M., Cherkaoui, M., Larrouy, G., & Dugoujon, J. (2006) · Forensic Science International · doi:10.1016/j.forsciint.2006.01.003 · Cited by 37 · see citing works
Activation of RNA Polymerase I Transcription by Hepatitis C Virus Core Protein
Kao, C.-F., Chen, S.-Y., & Lee, Y. W. (2004) · Journal of Biomedical Science · doi:10.1007/bf02256551 · Cited by 29 · see citing works
Genetic and Environmental Components of Human Leukocyte Gene Expression Variation in Morocco
Idaghdour, Y. (2009) · NCSU Libraries Repository (North Carolina State University Libraries) · Cited by 1 · see citing works
Self-citation
Flagged first, then by citations
1 of the 45 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Reciprocal regulation of the neural and innate immune systems
Irwin, M. R., & Cole, S. W. (2011) · Nature Reviews Immunology · doi:10.1038/nri3042 · Cited by 910 · see citing works
“These include: environmentally dependent variations in the basal transcriptome of unstimulated immune cell”
BackgroundGenome-wide association analyses identify 18 new loci associated with serum urate concentrations
Study, L. C., Köttgen, A., Albrecht, E., Teumer, A., Vitart, V., Krumsiek, J., Hundertmark, C., Pistis, G., Ruggiero, D., O’Seaghdha, C. M., et al. (2012) · Nature Genetics · doi:10.1038/ng.2500 · Cited by 823 · see citing works
Parent-of-origin-specific allelic associations among 106 genomic loci for age at menarche
Study, A. O. C., Perry, J. R. B., The GENICA Network, kConFab, Study, T. L. C., The InterAct Consortium, Early Growth Genetics (EGG) Consortium, Day, F., Elks, C. E., Sulem, P., et al. (2014) · Nature · doi:10.1038/nature13545 · Cited by 604 · see citing works
Genetics and Beyond – The Transcriptome of Human Monocytes and Disease Susceptibility
Zeller, T., Wild, P. S., Szymczak, S., Rotival, M., Schillert, A., Castagné, R., Maouche, S., Germain, M., Lackner, K. J., Rossmann, H., et al. (2010) · PLoS ONE · doi:10.1371/journal.pone.0010693 · Cited by 584 · see citing works
The Emerging Field of Human Social Genomics
Slavich, G. M., & Cole, S. W. (2013) · Clinical Psychological Science · doi:10.1177/2167702613478594 · Cited by 523 · see citing works
Fairfax, B. P., Makino, S., Radhakrishnan, J., Plant, K., Leslie, S., Dilthey, A., Ellis, P., Langford, C., Vannberg, F. O., & Knight, J. C. (2012) · Nature Genetics · doi:10.1038/ng.2205 · Cited by 486 · see citing works
Korte, A., Vilhjálmsson, B. J., Segura, V., Platt, A., Long, Q., & Nordborg, M. (2012) · Nature Genetics · doi:10.1038/ng.2376 · Cited by 440 · see citing works
Identification of context-dependent expression quantitative trait loci in whole blood
Zhernakova, D. V., Deelen, P., Vermaat, M., van Iterson, M., van Galen, M., Arindrarto, W., van 't Hof, P., Mei, H., van Dijk, F., Westra, H.-J., et al. (2017) · Nature Genetics · doi:10.1038/ng.3737 · Cited by 441 · see citing works
Cole, S. W. (2014) · PLoS Genetics · doi:10.1371/journal.pgen.1004601 · Cited by 415 · see citing works
The Architecture of Gene Regulatory Variation across Multiple Human Tissues: The MuTHER Study
Nica, A. C., Parts, L., Glass, D., Nisbet, J. P., Barrett, A., Sekowska, M., Travers, M. E., Potter, S., Grundberg, E., Small, K. S., et al. (2011) · PLoS Genetics · doi:10.1371/journal.pgen.1002003 · Cited by 395 · see citing works
Stolk, L., Perry, J. R. B., Chasman, D. I., He, C., Mangino, M., Sulem, P., Barbalić, M., Broer, L., Byrne, E. M., Ernst, F. D., et al. (2012) · Nature Genetics · doi:10.1038/ng.1051 · Cited by 367 · see citing works
Fehrmann, R. S. N., Jansen, R. C., Veldink, J. H., Westra, H.-J., Arends, D., Bonder, M. J., Fu, J., Deelen, P., Groen, H. J. M., Smolonska, A., et al. (2011) · PLoS Genetics · doi:10.1371/journal.pgen.1002197 · Cited by 330 · see citing works
Genomic Ancestry of North Africans Supports Back-to-Africa Migrations
Henn, B. M., Botigué, L. R., Gravel, S., Wang, W., Brisbin, A., Byrnes, J. K., Fadhlaoui-Zid, K., Zalloua, P. A., Moreno-Estrada, A., Bertranpetit, J., et al. (2012) · PLoS Genetics · doi:10.1371/journal.pgen.1002397 · Cited by 331 · see citing works
Harries, L. W., Hernandez, D. G., Henley, W., Wood, A. R., Holly, A. C., Bradley-Smith, R. M., Yaghootkar, H., Dutta, A., Murray, A., Frayling, T. M., et al. (2011) · Aging Cell · doi:10.1111/j.1474-9726.2011.00726.x · Cited by 273 · see citing works
Fox, C. S., Liu, Y., White, C. C., Feitosa, M. F., Smith, A. V., Heard‐Costa, N. L., Lohman, K., Johnson, A. D., Foster, M. C., Greenawalt, D. M., et al. (2012) · PLoS Genetics · doi:10.1371/journal.pgen.1002695 · Cited by 276 · see citing works
Postmus, I., Trompet, S., Deshmukh, H., Barnes, M. R., Li, X., Warren, H. R., Chasman, D. I., Zhou, K., Arsenault, B. J., Donnelly, L. A., et al. (2014) · Nature Communications · doi:10.1038/ncomms6068 · Cited by 268 · see citing works
Perry, J. R. B., Voight, B. F., Yengo, L., Amin, N., Dupuis, J., Ganser, M. A., Grallert, H., Navarro, P., Li, M., Qi, L., et al. (2012) · PLoS Genetics · doi:10.1371/journal.pgen.1002741 · Cited by 260 · see citing works
Impact of microRNA regulation on variation in human gene expressionPreprint
Lü, J., & Clark, A. G. (2012) · Genome Research · doi:10.1101/gr.132514.111 · Cited by 254 · see citing works
The Genetic Architecture of Gene Expression in Peripheral Blood
Lloyd‐Jones, L. R., Holloway, A., McRae, A. F., Yang, J., Small, K. S., Zhao, J., Zeng, B., Bakshi, A., Metspalu, A., Dermitzakis, M., et al. (2017) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2016.12.008 · Cited by 243 · see citing works
Self-citationTanaka, T., Ngwa, J. S., van Rooij, F. J., Zillikens, M. C., Wojczynski, M. K., Frazier-Wood, A. C., Houston, D. K., Kanoni, S., Lemaitre, R. N., Luan, J., et al. (2013) · The American Journal of Clinical Nutrition · doi:10.3945/ajcn.112.052183 · Cited by 226 · see citing works
Social regulation of human gene expression: mechanisms and implications for public health
Cole, S. W. (2013) · American Journal of Public Health · doi:10.2105/ajph.2012.301183 · Cited by 225 · see citing works
van Meurs, J. B., Pare, G., Schwartz, S. M., Hazra, A., Tanaka, T., Vermeulen, S. H., Cotlarciuc, I., Yuan, X., Mälarstig, A., Bandinelli, S., et al. (2013) · The American Journal of Clinical Nutrition · doi:10.3945/ajcn.112.044545 · Cited by 198 · see citing works
Price, A. L., Helgason, A., Þorleifsson, G., McCarroll, S. A., Kong, A., & Stefánsson, K. (2011) · PLoS Genetics · doi:10.1371/journal.pgen.1001317 · Cited by 195 · see citing works
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Human immune diversity: from evolution to modernity
Liston, A., Humblet-Baron, S., Duffy, D., & Goris, A. (2021) · Nature Immunology · doi:10.1038/s41590-021-01058-1 · Cited by 187 · see citing works
Genetics of schizophrenia: new findings and challenges
Gejman, P. V., Sanders, A. R., & Kendler, K. S. (2011) · Annual Review of Genomics and Human Genetics · doi:10.1146/annurev-genom-082410-101459 · Cited by 183 · see citing works
Human Immunology through the Lens of Evolutionary Genetics
Quintana‐Murci, L. (2019) · Cell · doi:10.1016/j.cell.2019.02.033 · Cited by 174 · see citing works
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Westra, H.-J., & Franke, L. (2014) · Biochimica et Biophysica Acta (BBA) - Molecular Basis of Disease · doi:10.1016/j.bbadis.2014.04.024 · Cited by 166 · see citing works
Tragante, V., Barnes, M. R., Ganesh, S. K., Lanktree, M. B., Guo, W., Franceschini, N., Smith, E. N., Johnson, T., Holmes, M. V., Padmanabhan, S., et al. (2014) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2013.12.016 · Cited by 168 · see citing works
Auer, P. L., Johnsen, J. M., Johnson, A. D., Logsdon, B. A., Lange, L. A., Nalls, M. A., Zhang, G., Franceschini, N., Fox, K., Lange, E. M., et al. (2012) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2012.08.031 · Cited by 147 · see citing works
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Ganesh, S. K., Tragante, V., Guo, W., Guo, Y., Lanktree, M. B., Smith, E. N., Johnson, T., Castillo, B. A., Barnard, J., Baumert, J. J., et al. (2013) · Human Molecular Genetics · doi:10.1093/hmg/dds555 · Cited by 148 · see citing works
Rotival, M., Zeller, T., Wild, P. S., Maouche, S., Szymczak, S., Schillert, A., Castagné, R., Deiseroth, A., Proust, C., Brocheton, J., et al. (2011) · PLoS Genetics · doi:10.1371/journal.pgen.1002367 · Cited by 137 · see citing works
Rohlfs, R. V., Harrigan, P., & Nielsen, R. (2013) · Molecular Biology and Evolution · doi:10.1093/molbev/mst190 · Cited by 135 · see citing works
Tsai, S. Q., Hardison, N. E., James, A., Motsinger‐Reif, A. A., Bischoff, S. R., Thames, B., & Piedrahita, J. A. (2010) · Placenta · doi:10.1016/j.placenta.2010.11.014 · Cited by 120 · see citing works
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Bongen, E., Lucian, H. J., Khatri, A., Fragiadakis, G. K., Bjornson, Z. B., Nolan, G. P., Utz, P. J., & Khatri, P. (2019) · Cell Reports · doi:10.1016/j.celrep.2019.10.019 · Cited by 115 · see citing works
Phylogenetic ANOVA: The Expression Variance and Evolution Model for Quantitative Trait Evolution
Rohlfs, R. V., & Nielsen, R. (2015) · Systematic Biology · doi:10.1093/sysbio/syv042 · Cited by 113 · see citing works
Placing epidemiological results in the context of multiplicity and typical correlations of exposures
Patel, C. J., & Ioannidis, J. P. A. (2014) · Journal of Epidemiology & Community Health · doi:10.1136/jech-2014-204195 · Cited by 110 · see citing works
Joshi, A. D., Andersson, C., Buch, S., Stender, S., Noordam, R., Weng, L.-C. C., Weeke, P., Auer, P. L., Boehm, B. O., Chen, C., et al. (2016) · Gastroenterology · doi:10.1053/j.gastro.2016.04.007 · Cited by 105 · see citing works
Evidence for additive and interaction effects of host genotype and infection in malaria
Idaghdour, Y., Quinlan, J., Goulet, J.-P., Berghout, J., Gbeha, E., Bruat, V., de Malliard, T., Grenier, J., Gomez, S., Gros, P., et al. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1204945109 · Cited by 104 · see citing works
Self-citationThe Brisbane Systems Genetics Study: Genetical Genomics Meets Complex Trait Genetics
Powell, J. E., Henders, A. K., McRae, A. F., Caracella, A., Smith, S., Wright, M. J., Whitfield, J. B., Dermitzakis, E. T., Martin, N. G., Visscher, P. M., et al. (2012) · PLoS ONE · doi:10.1371/journal.pone.0035430 · Cited by 101 · see citing works
Self-citationThe genomic determinants of genotype × environment interactions in gene expression.
Grishkevich, V., & Yanai, I. (2013) · Trends in Genetics · doi:10.1016/j.tig.2013.05.006 · Cited by 107 · see citing works
Powell, J. E., Henders, A. K., McRae, A. F., Wright, M. J., Martin, N. G., Dermitzakis, E. T., Montgomery, G. W., & Visscher, P. M. (2011) · Genome Research · doi:10.1101/gr.126540.111 · Cited by 83 · see citing works
Self-citationGlobal Analysis of the Impact of Environmental Perturbation on cis-Regulation of Gene Expression
Grundberg, E., Adoue, V., Kwan, T., Ge, B., Duan, Q., Lam, K. C. L., Koka, V., Kindmark, A., Weiss, S. T., Tantisira, K. G., et al. (2011) · PLoS Genetics · doi:10.1371/journal.pgen.1001279 · Cited by 79 · see citing works
Ganesh, S. K., Chasman, D. I., Larson, M. G., Guo, X., Verwoert, G. C., Bis, J. C., Gu, X., Smith, A. V., Yang, M., Zhang, Y., et al. (2014) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2014.06.002 · Cited by 76 · see citing works
Loneliness: An Immunometabolic Syndrome
Pourriyahi, H., Yazdanpanah, N., Saghazadeh, A., & Rezaei, N. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph182212162 · Cited by 82 · see citing works
Guo, L., Tsai, S. Q., Hardison, N. E., James, A., Motsinger‐Reif, A. A., Thames, B., Stone, E. A., Deng, C., & Piedrahita, J. A. (2013) · Placenta · doi:10.1016/j.placenta.2013.04.007 · Cited by 77 · see citing works
Expression quantitative trait locus analysis for translational medicine
Gibson, G. C., Powell, J. E., & Marigorta, U. M. (2015) · Genome Medicine · doi:10.1186/s13073-015-0186-7 · Cited by 74 · see citing works
Self-citationVerma, S. S., Gudiseva, H. V., Chavali, V. R. M., Salowe, R., Bradford, Y., Guare, L. A., Lucas, A., Collins, D. W., Vrathasha, V., Nair, R. M., et al. (2024) · Cell · doi:10.1016/j.cell.2023.12.006 · Cited by 71 · see citing works
Trans-ethnic meta-analysis of white blood cell phenotypes
Keller, M. F., Reiner, A. P., Okada, Y., van Rooij, F. J. A., Johnson, A. D., Chen, M., Smith, A. V., Morris, A. P., Tanaka, T., Ferrucci, L., et al. (2014) · Human Molecular Genetics · doi:10.1093/hmg/ddu401 · Cited by 73 · see citing works
Chasman, D. I., Fuchsberger, C., Pattaro, C., Teumer, A., Böger, C. A., Endlich, K., Olden, M., Chen, M., Tin, A., Taliun, D., et al. (2012) · Human Molecular Genetics · doi:10.1093/hmg/dds369 · Cited by 67 · see citing works
Findley, A. S., Monziani, A., Richards, A. L., Rhodes, K., Ward, M. C., Kalita, C. A., Alazizi, A., Pazokitoroudi, A., Sankararaman, S., Wen, X., et al. (2021) · eLife · doi:10.7554/elife.67077 · Cited by 66 · see citing works
Blood-informative transcripts define nine common axes of peripheral blood gene expression
Preininger, M., Arafat, D., Kim, J., Nath, A. P., Idaghdour, Y., Brigham, K. L., & Gibson, G. (2013) · PLoS Genetics · doi:10.1371/journal.pgen.1003362 · Cited by 59 · see citing works
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Fox, C. S., White, C. C., Lohman, K., Heard‐Costa, N. L., Cohen, P., Zhang, Y., Johnson, A. D., Emilsson, V., Liu, C.-T., Chen, Y. I., et al. (2012) · PLoS Genetics · doi:10.1371/journal.pgen.1002705 · Cited by 58 · see citing works
Human social genomics: Concepts, mechanisms, and implications for health
Slavich, G. M., Mengelkoch, S., & Cole, S. W. (2023) · Lifestyle Medicine · doi:10.1002/lim2.75 · Cited by 61 · see citing works
Evaluating intra- and inter-individual variation in the human placental transcriptome
Hughes, D. A., Kircher, M., He, Z.-S., Guo, S., Fairbrother, G., Moreno, C., Khaitovich, P., & Stoneking, M. (2014) · bioRxiv · doi:10.1186/s13059-015-0627-z · Cited by 59 · see citing works
The ecology of immune state in a wild mammal, Mus musculus domesticus
Abolins, S., Lazarou, L., Weldon, L., Hughes, L., King, E. C., Drescher, P., Pocock, M. J. O., Hafalla, J. C. R., Riley, E. M., & Viney, M. (2018) · PLoS Biology · doi:10.1371/journal.pbio.2003538 · Cited by 58 · see citing works
Kim, J., Ghasemzadeh, N., Eapen, D. J., Chung, N. C., Storey, J. D., Quyyumi, A. A., & Gibson, G. C. (2014) · Genome Medicine · doi:10.1186/gm560 · Cited by 55 · see citing works
Self-citationZhang, X., Johnson, A. D., Hendricks, A. E., Hwang, S., Tanrıverdi, K., Ganesh, S. K., Smith, N. L., Peyser, P. A., Freedman, J. E., & O’Donnell, C. J. (2013) · Human Molecular Genetics · doi:10.1093/hmg/ddt461 · Cited by 55 · see citing works
Gene expression profiles in peripheral blood for the diagnosis of autoimmune diseases
Meskó, B., Póliska, S., & Nagy, L. (2011) · Trends in Molecular Medicine · doi:10.1016/j.molmed.2010.12.004 · Cited by 52 · see citing works
Rare allelic forms of PRDM9 associated with childhood leukemogenesisPreprint
Hussin, J., Sinnett, D., Casals, F., Idaghdour, Y., Bruat, V., Saillour, V., Healy, J., Grenier, J., de Malliard, T., Busche, S., et al. (2012) · Genome Research · doi:10.1101/gr.144188.112 · Cited by 51 · see citing works
Self-citationHorwitz, R. I., Cullen, M. R., Abell, J., & Christian, J. B. (2013) · Science · doi:10.1126/science.1234106 · Cited by 49 · see citing works
Synthesis of 53 tissue and cell line expression QTL datasets reveals master eQTLs
Zhang, X., Gierman, H. J., Levy, D. A., Plump, A. S., Dobrin, R., Göring, H. H. H., Curran, J. E., Johnson, M. P., Blangero, J., Kim, S. K., et al. (2014) · BMC Genomics · doi:10.1186/1471-2164-15-532 · Cited by 47 · see citing works
Applying an evolutionary mismatch framework to understand disease susceptibility
Lea, A. J., Clark, A. G., Dahl, A., Devinsky, O., García, A. R., Golden, C. D. W., Kamau, J., Kraft, T. S., Lim, Y. A. L., Martins, D. J., et al. (2023) · PLoS Biology · doi:10.1371/journal.pbio.3002311 · Cited by 54 · see citing works
Discovering in vivo cytokine-eQTL interactions from a lupus clinical trial
Davenport, E. E., Amariuta, T., Gutiérrez‐Arcelus, M., Slowikowski, K., Westra, H.-J., Luo, Y., Shen, C., Rao, D. A., Zhang, Y., Pearson, S., et al. (2018) · Genome biology · doi:10.1186/s13059-018-1560-8 · Cited by 43 · see citing works
Bickler, S. W., Wang, A., Amin, S., Halbach, J. L., Lizardo, R. E., Cauvi, D. M., & Maio, A. D. (2017) · World Journal of Surgery · doi:10.1007/s00268-017-4389-5 · Cited by 44 · see citing works
Seasonal Effects on Gene Expression
Goldinger, A., Shakhbazov, K., Henders, A. K., McRae, A. F., Montgomery, G. W., & Powell, J. E. (2015) · PLoS ONE · doi:10.1371/journal.pone.0126995 · Cited by 44 · see citing works
Tang, J., Malhotra, R., Song, W., Brill, I. K., Hu, L., FARMER, P. K., Mulenga, J., Allen, S. A., Hunter, E., & Kaslow, R. A. (2010) · PLoS ONE · doi:10.1371/journal.pone.0009629 · Cited by 43 · see citing works
Approaches for establishing the function of regulatory genetic variants involved in disease
Knight, J. C. (2014) · Genome Medicine · doi:10.1186/s13073-014-0092-4 · Cited by 42 · see citing works
Bimodal distribution of RNA expression levels in human skeletal muscle tissue
Mason, C. C., Hanson, R. L., Ossowski, V., Bian, L., Baier, L. J., Krakoff, J. A., & Bogardus, C. (2011) · BMC Genomics · doi:10.1186/1471-2164-12-98 · Cited by 41 · see citing works
The Potential Impact of Social Genomics on Wound Healing
Fayne, R. A., Borda, L. J., Egger, A. N., & Tomic‐Canic, M. (2019) · Advances in Wound Care · doi:10.1089/wound.2019.1095 · Cited by 42 · see citing works
Probabilistic Computational Causal Discovery for Systems Biology
Lagani, V., Triantafillou, S., Ball, G., Tegner, J. N., & Tsamardinos, I. (2015) · Studies in mechanobiology, tissue engineering and biomaterials · doi:10.1007/978-3-319-21296-8_3 · Cited by 39 · see citing works
Analysis of the transcriptome in molecular epidemiology studies
McHale, C. M., Zhang, L., Thomas, R., & Smith, M. T. (2013) · Environmental and Molecular Mutagenesis · doi:10.1002/em.21798 · Cited by 38 · see citing works
Global variation in gene expression and the value of diverse sampling
Kelly, D. E., Hansen, M. E. B., & Tishkoff, S. A. (2017) · Current Opinion in Systems Biology · doi:10.1016/j.coisb.2016.12.018 · Cited by 38 · see citing works
Personalized medicine in thrombosis: back to the future
Nagalla, S., & Bray, P. F. (2016) · Blood · doi:10.1182/blood-2015-11-634832 · Cited by 38 · see citing works
Microenvironmental Gene Expression Plasticity Among IndividualDrosophila melanogaster
Lin, Y., Chen, Z., Oliver, B., & Harbison, S. T. (2016) · G3 Genes Genomes Genetics · doi:10.1534/g3.116.035444 · Cited by 37 · see citing works
Mason, E. A., Tronc, G., Nones, K., Matigian, N., Kim, J., Aronow, B. J., Wolfinger, R. D., Wells, C. A., & Gibson, G. C. (2010) · PLoS ONE · doi:10.1371/journal.pone.0014479 · Cited by 36 · see citing works
Self-citationSallari, R. C., Cole, M. D., Karagas, M. R., Lupien, M., & Moore, J. H. (2010) · WIREs Systems Biology and Medicine · doi:10.1002/wsbm.132 · Cited by 36 · see citing works
Exploiting Gene Expression Variation to Capture Gene-Environment Interactions for Disease
Idaghdour, Y., & Awadalla, P. (2013) · Frontiers in Genetics · doi:10.3389/fgene.2012.00228 · Cited by 29 · see citing works
Self-citationGuo, J., Liu, R., Huang, L., Zheng, X.-M., Liu, P.-L., Du, Y.-S., Cai, Z., Zhou, L., Wei, X.-H., Zhang, F.-M., et al. (2016) · Molecular biology and evolution · doi:10.1093/molbev/msv196 · Cited by 30 · see citing works
A systematic eQTL study of cis–trans epistasis in 210 HapMap individuals
Becker, J., Wendland, J. R., Haenisch, B., Nöthen, M. M., & Schumacher, J. H. (2011) · European Journal of Human Genetics · doi:10.1038/ejhg.2011.156 · Cited by 29 · see citing works
Biology, Social Environment, and Personalized Medicine
Horwitz, R. I., Conroy, A. H., & Singer, B. H. (2016) · Psychotherapy and Psychosomatics · doi:10.1159/000452134 · Cited by 29 · see citing works
Comprehensive Multiple eQTL Detection and Its Application to GWAS Interpretation
Zeng, B., Lloyd‐Jones, L. R., Montgomery, G. W., Metspalu, A., Esko, T., Franke, L., Võsa, U., Claringbould, A., Brigham, K. L., Quyyumi, A. A., et al. (2019) · Genetics · doi:10.1534/genetics.119.302091 · Cited by 28 · see citing works
Self-citationConstraints on eQTL Fine Mapping in the Presence of Multisite Local Regulation of Gene Expression
Zeng, B., Lloyd‐Jones, L. R., Holloway, A., Marigorta, U. M., Metspalu, A., Montgomery, G. W., Esko, T., Brigham, K. L., Quyyumi, A. A., Idaghdour, Y., et al. (2017) · G3 Genes Genomes Genetics · doi:10.1534/g3.117.043752 · Cited by 25 · see citing works
Self-citationNath, A. P., Arafat, D., & Gibson, G. C. (2012) · Frontiers in Genetics · doi:10.3389/fgene.2012.00243 · Cited by 26 · see citing works
Self-citationPerspectives on studying molecular adaptations of amphibians in the genomic era
Sun, Y., 650091,中国, 云. 昆., Zhang, Y., Wang, K., 650223,中国, 中. 昆., & 诺曼73072,美国, 俄. (2020) · 动物学研究 · doi:10.24272/j.issn.2095-8137.2020.046 · Cited by 25 · see citing works
Homuth, G., Teumer, A., Völker, U., & Nauck, M. A. (2012) · Journal of Endocrinology · doi:10.1530/joe-12-0144 · Cited by 25 · see citing works
Functional SNPs in the Human Autoimmunity-Associated Locus 17q12-21
Ustiugova, A. S., Korneev, K. V., Kuprash, D. V., & Afanasyeva, M. A. (2019) · Genes · doi:10.3390/genes10020077 · Cited by 22 · see citing works
Genome-wide expression quantitative trait loci analysis in asthma
Bossé, Y. (2013) · Current Opinion in Allergy and Clinical Immunology · doi:10.1097/aci.0b013e328364e951 · Cited by 22 · see citing works
Evaluating the Impact of LTA4H Genotype and Immune Status on Survival From Tuberculous Meningitis
Fava, V. M., & Schurr, E. (2017) · The Journal of Infectious Diseases · doi:10.1093/infdis/jix052 · Cited by 21 · see citing works
Sociogenomic Approach to Wound Care: A New Patient-Centered Paradigm
Sen, C. K., & Roy, S. (2019) · Advances in Wound Care · doi:10.1089/wound.2019.1101 · Cited by 21 · see citing works
Ganesan, A., Moore, A. R., Zheng, H., Toh, J., Freedman, M., Magis, A. T., Heath, J. R., & Khatri, P. (2025) · Immunity · doi:10.1016/j.immuni.2025.05.020 · Cited by 19 · see citing works
Evolutionary history of regulatory variation in human populations
Lappalainen, T., & Dermitzakis, E. T. (2010) · Human Molecular Genetics · doi:10.1093/hmg/ddq406 · Cited by 17 · see citing works
Zhang, Y., Li, Y., Wu, M., Cao, P., Liu, X., Ren, Q., Zhai, Y., Xie, B., Hu, Y., Hu, Z., et al. (2017) · Scientific Reports · doi:10.1038/srep46490 · Cited by 17 · see citing works
Increasing diversity of functional genetics studies to advance biological discovery and human health
George, S. H. L., Medina-Rivera, A., Idaghdour, Y., Lappalainen, T., & Romero, I. G. (2023) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2023.10.012 · Cited by 16 · see citing works
Self-citationImplication of Spiritual Network Support System in Epigenomic Modulation and Health Trajectory
Holmes, L., Chinaka, C., Elmi, H., Deepika, K., Pelaez, L., Enwere, M., Akinola, O., & DABNEY, K. W. (2019) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph16214123 · Cited by 18 · see citing works
Impact of Epigenetics, Diet, and Nutrition-Related Pathologies on Wound Healing
Hajj, J. P., Sizemore, B., & Singh, K. (2024) · International Journal of Molecular Sciences · doi:10.3390/ijms251910474 · Cited by 19 · see citing works
Lucas-Sánchez, M., Fadhlaoui‐Zid, K., & Comas, D. (2022) · Human Genetics · doi:10.1007/s00439-022-02503-3 · Cited by 14 · see citing works
Tovar, A., Crouse, W. L., Smith, G. J., Thomas, J. M., Keith, B. P., McFadden, K. M., Moran, T. P., Furey, T. S., & Kelada, S. N. P. (2021) · American Journal of Physiology-Lung Cellular and Molecular Physiology · doi:10.1152/ajplung.00237.2021 · Cited by 13 · see citing works
Recombination affects allele-specific expression of deleterious variants in human populations
Harwood, M. P., Alves, I., Edgington, H. A., Agbessi, M. D. T., Bruat, V., Soave, D. M., Lamaze, F. C., Favé, M.-J., & Awadalla, P. (2022) · Science Advances · doi:10.1126/sciadv.abl3819 · Cited by 13 · see citing works
- Authors
- Idaghdour, Y., Czika, W., Shianna, K. V., Lee, S. H., Visscher, P. M., Martin, H. C., Miclaus, K., Jadallah, S. J., Goldstein, D. B., Wolfinger, R. D., & Gibson, G.
- Affiliations
- North Carolina State University (US)
- SAS Institute (United States) (US)
- Duke University (US)
- QIMR Berghofer Medical Research Institute (AU)
- The University of Queensland (AU)
- Corresponding author
- Gibson, Greg
- ORCID
- Venue
- Nature Genetics
- Published
- 2009-12-06
- Volume
- 42
- Issue
- 1
- Pages
- 62-67
- ISSN
- 1061-4036 (ISSN-L)
- 1546-1718
- PMC
- PMC2798927
- OpenAlex
- W2015751862
- Cited by
- 151
- References
- 45
- Citations by year
- 2026: 1 · 2025: 4 · 2024: 8 · 2023: 7 · 2022: 3 · 2021: 8 · 2020: 2 · 2019: 9 · 2018: 3 · 2017: 7 · 2016: 7 · 2015: 8 · 2014: 14 · 2013: 20 · 2012: 23
- FWCI
- 9.75
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Nature Genetics (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Adelaide Research & Scholarship (AR&S) (University of Adelaide) (submittedVersion)
- Funders
- University of Queensland
- National Institute of General Medical Sciences (R01GM061600)
- 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 › Genetic diversity and population structure
- Keywords
- gene expression variation, leukocytes, environmental geography, ethnicity, southern Morocco, population structure, oxidative phosphorylation, gene-environment interaction
- MeSH terms
- Genetics, Population, Geography, Humans, Leukocytes, Morocco, Genetic Variation, Arabs, Genetic Predisposition to Disease, Polymorphism, Single Nucleotide, Gene Expression Profiling, Genomics, Principal Component Analysis, Genome-Wide Association Study
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