Person: Daly, Mark
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Publication Distribution and Medical Impact of Loss-of-Function Variants in the Finnish Founder Population
(Public Library of Science, 2014) Lim, Elaine T.; Würtz, Peter; Havulinna, Aki S.; Palta, Priit; Tukiainen, Taru; Rehnström, Karola; Esko, Tõnu; Mägi, Reedik; Inouye, Michael; Lappalainen, Tuuli; Chan, Yingleong; Salem, Rany M.; Lek, Monkol; Flannick, Jason; Sim, Xueling; Manning, Alisa; Ladenvall, Claes; Bumpstead, Suzannah; Hämäläinen, Eija; Aalto, Kristiina; Maksimow, Mikael; Salmi, Marko; Blankenberg, Stefan; Ardissino, Diego; Shah, Svati; Horne, Benjamin; McPherson, Ruth; Hovingh, Gerald K.; Reilly, Muredach P.; Watkins, Hugh; Goel, Anuj; Farrall, Martin; Girelli, Domenico; Reiner, Alex P.; Stitziel, Nathan O.; Kathiresan, Sekar; Gabriel, Stacey; Barrett, Jeffrey C.; Lehtimäki, Terho; Laakso, Markku; Groop, Leif; Kaprio, Jaakko; Perola, Markus; McCarthy, Mark I.; Boehnke, Michael; Altshuler, David; Lindgren, Cecilia M.; Hirschhorn, Joel N.; Metspalu, Andres; Freimer, Nelson B.; Zeller, Tanja; Jalkanen, Sirpa; Koskinen, Seppo; Raitakari, Olli; Durbin, Richard; MacArthur, Daniel; Salomaa, Veikko; Ripatti, Samuli; Daly, Mark; Palotie, AarnoExome sequencing studies in complex diseases are challenged by the allelic heterogeneity, large number and modest effect sizes of associated variants on disease risk and the presence of large numbers of neutral variants, even in phenotypically relevant genes. Isolated populations with recent bottlenecks offer advantages for studying rare variants in complex diseases as they have deleterious variants that are present at higher frequencies as well as a substantial reduction in rare neutral variation. To explore the potential of the Finnish founder population for studying low-frequency (0.5–5%) variants in complex diseases, we compared exome sequence data on 3,000 Finns to the same number of non-Finnish Europeans and discovered that, despite having fewer variable sites overall, the average Finn has more low-frequency loss-of-function variants and complete gene knockouts. We then used several well-characterized Finnish population cohorts to study the phenotypic effects of 83 enriched loss-of-function variants across 60 phenotypes in 36,262 Finns. Using a deep set of quantitative traits collected on these cohorts, we show 5 associations (p<5×10−8) including splice variants in LPA that lowered plasma lipoprotein(a) levels (P = 1.5×10−117). Through accessing the national medical records of these participants, we evaluate the LPA finding via Mendelian randomization and confirm that these splice variants confer protection from cardiovascular disease (OR = 0.84, P = 3×10−4), demonstrating for the first time the correlation between very low levels of LPA in humans with potential therapeutic implications for cardiovascular diseases. More generally, this study articulates substantial advantages for studying the role of rare variation in complex phenotypes in founder populations like the Finns and by combining a unique population genetic history with data from large population cohorts and centralized research access to National Health Registers.
Publication Network Analysis of Genome-Wide Selective Constraint Reveals a Gene Network Active in Early Fetal Brain Intolerant of Mutation
(Public Library of Science, 2016) Choi, Jinmyung; Shooshtari, Parisa; Samocha, Kaitlin E.; Daly, Mark; Cotsapas, ChrisUsing robust, integrated analysis of multiple genomic datasets, we show that genes depleted for non-synonymous de novo mutations form a subnetwork of 72 members under strong selective constraint. We further show this subnetwork is preferentially expressed in the early development of the human hippocampus and is enriched for genes mutated in neurological Mendelian disorders. We thus conclude that carefully orchestrated developmental processes are under strong constraint in early brain development, and perturbations caused by mutation have adverse outcomes subject to strong purifying selection. Our findings demonstrate that selective forces can act on groups of genes involved in the same process, supporting the notion that purifying selection can act coordinately on multiple genes. Our approach provides a statistically robust, interpretable way to identify the tissues and developmental times where groups of disease genes are active.
Publication Insights into the genetic epidemiology of Crohn's and rare diseases in the Ashkenazi Jewish population
(Public Library of Science, 2018) Rivas, Manuel A.; Avila, Brandon E.; Koskela, Jukka; Huang, Hailiang; Stevens, Christine; Pirinen, Matti; Haritunians, Talin; Neale, Benjamin; Kurki, Mitja; Ganna, Andrea; Graham, Daniel; Glaser, Benjamin; Peter, Inga; Atzmon, Gil; Barzilai, Nir; Levine, Adam P.; Schiff, Elena; Pontikos, Nikolas; Weisburd, Ben; Lek, Monkol; Karczewski, Konrad; Bloom, Jonathan; Minikel, Eric; Petersen, Britt-Sabina; Beaugerie, Laurent; Seksik, Philippe; Cosnes, Jacques; Schreiber, Stefan; Bokemeyer, Bernd; Bethge, Johannes; Heap, Graham; Ahmad, Tariq; Plagnol, Vincent; Segal, Anthony W.; Targan, Stephan; Turner, Dan; Saavalainen, Paivi; Farkkila, Martti; Kontula, Kimmo; Palotie, Aarno; Brant, Steven R.; Duerr, Richard H.; Silverberg, Mark S.; Rioux, John D.; Weersma, Rinse K.; Franke, Andre; Jostins, Luke; Anderson, Carl A.; Barrett, Jeffrey C.; MacArthur, Daniel; Jalas, Chaim; Sokol, Harry; Xavier, Ramnik; Pulver, Ann; Cho, Judy H.; McGovern, Dermot P. B.; Daly, MarkAs part of a broader collaborative network of exome sequencing studies, we developed a jointly called data set of 5,685 Ashkenazi Jewish exomes. We make publicly available a resource of site and allele frequencies, which should serve as a reference for medical genetics in the Ashkenazim (hosted in part at https://ibd.broadinstitute.org, also available in gnomAD at http://gnomad.broadinstitute.org). We estimate that 34% of protein-coding alleles present in the Ashkenazi Jewish population at frequencies greater than 0.2% are significantly more frequent (mean 15-fold) than their maximum frequency observed in other reference populations. Arising via a well-described founder effect approximately 30 generations ago, this catalog of enriched alleles can contribute to differences in genetic risk and overall prevalence of diseases between populations. As validation we document 148 AJ enriched protein-altering alleles that overlap with "pathogenic" ClinVar alleles (table available at https://github.com/macarthur-lab/clinvar/blob/master/output/clinvar.tsv), including those that account for 10–100 fold differences in prevalence between AJ and non-AJ populations of some rare diseases, especially recessive conditions, including Gaucher disease (GBA, p.Asn409Ser, 8-fold enrichment); Canavan disease (ASPA, p.Glu285Ala, 12-fold enrichment); and Tay-Sachs disease (HEXA, c.1421+1G>C, 27-fold enrichment; p.Tyr427IlefsTer5, 12-fold enrichment). We next sought to use this catalog, of well-established relevance to Mendelian disease, to explore Crohn's disease, a common disease with an estimated two to four-fold excess prevalence in AJ. We specifically attempt to evaluate whether strong acting rare alleles, particularly protein-truncating or otherwise large effect-size alleles, enriched by the same founder-effect, contribute excess genetic risk to Crohn's disease in AJ, and find that ten rare genetic risk factors in NOD2 and LRRK2 are enriched in AJ (p < 0.005), including several novel contributing alleles, show evidence of association to CD. Independently, we find that genomewide common variant risk defined by GWAS shows a strong difference between AJ and non-AJ European control population samples (0.97 s.d. higher, p<10−16). Taken together, the results suggest coordinated selection in AJ population for higher CD risk alleles in general. The results and approach illustrate the value of exome sequencing data in case-control studies along with reference data sets like ExAC (sites VCF available via FTP at ftp.broadinstitute.org/pub/ExAC_release/release0.3/) to pinpoint genetic variation that contributes to variable disease predisposition across populations.
Publication Genetic variants in cellular transport do not affect mesalamine response in ulcerative colitis
(Public Library of Science, 2018) Moran, Christopher; Huang, Hailiang; Rivas, Manuel; Kaplan, Jess; Daly, Mark; Winter, HarlandBackground and aims Mesalamine is commonly used to treat ulcerative colitis (UC). Although mesalamine acts topically, in vitro data suggest that intracellular transport is required for its beneficial effect. Genetic variants in mucosal transport proteins may affect this uptake, but the clinical relevance of these variants has not been studied. The aim of this study was to determine whether variants in genes involved in cellular transport affect the response to mesalamine in UC. Methods: Subjects with UC from a 6-week clinical trial using multiple doses of mesalamine were genotyped using a genome-wide array that included common exome variants. Analysis focused on cellular transport gene variants with a minor allele frequency >5%. Mesalamine response was defined as improvement in Week 6 Physician’s Global Assessment (PGA) and non-response as a lack of improvement in Week 6 PGA. Quality control thresholds included an individual genotyping rate of >90%, SNP genotyping rate of >98%, and exclusion for subjects with cryptic relatedness. All included variants met Hardy-Weinberg equilibrium (p>0.001). Results: 457 adults with UC were included with 280 responders and 177 non-responders. There were no common variants in transporter genes that were associated with response to mesalamine. The genetic risk score of responders was similar to that of non-responders (p = 0.18). Genome-wide variants demonstrating a trend towards mesalamine response included ST8SIA5 (p = 1x10-5). Conclusions: Common transporter gene variants did not affect response to mesalamine in adult UC. The response to mesalamine may be due to rare genetic events or environmental factors such as the intestinal microbiome.