Meta-analysis of sample-level dbGaP data reveals novel shared genetic link between body height and Crohn's disease.


Journal

Human genetics
ISSN: 1432-1203
Titre abrégé: Hum Genet
Pays: Germany
ID NLM: 7613873

Informations de publication

Date de publication:
Jun 2021
Historique:
received: 02 09 2020
accepted: 19 12 2020
pubmed: 17 1 2021
medline: 13 5 2021
entrez: 16 1 2021
Statut: ppublish

Résumé

To further explore genetic links between complex traits, we developed a comprehensive framework to harmonize and integrate extensive genotype and phenotype data from the four well-characterized cohorts with the focus on cardiometabolic diseases deposited to the database of Genotypes and Phenotypes (dbGaP). We generated a series of polygenic risk scores (PRS) to investigate pleiotropic effects of loci that confer genetic risk for 19 common diseases and traits on body height, type 2 diabetes (T2D), and myocardial infarction (MI). In a meta-analysis of 20,021 subjects, we identified shared genetic determinants of Crohn's Disease (CD), a type of inflammatory bowel disease, and body height (p = 5.5 × 10

Identifiants

pubmed: 33452914
doi: 10.1007/s00439-020-02250-3
pii: 10.1007/s00439-020-02250-3
pmc: PMC8102349
mid: NIHMS1668094
doi:

Substances chimiques

Immune Checkpoint Proteins 0
Intercellular Signaling Peptides and Proteins 0

Types de publication

Journal Article Meta-Analysis

Langues

eng

Sous-ensembles de citation

IM

Pagination

865-877

Subventions

Organisme : NIDDK NIH HHS
ID : U24DK062429
Pays : United States
Organisme : NIDA NIH HHS
ID : DA047045
Pays : United States
Organisme : NHLBI NIH HHS
ID : HL125027
Pays : United States
Organisme : NIDDK NIH HHS
ID : R01DK106593
Pays : United States
Organisme : NHGRI NIH HHS
ID : R01 HG010649
Pays : United States
Organisme : Medical Research Council
ID : MC_PC_17228
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_QA137853
Pays : United Kingdom
Organisme : NIDDK NIH HHS
ID : U24 DK062429
Pays : United States
Organisme : NIEHS NIH HHS
ID : R01 ES029212
Pays : United States
Organisme : NIDDK NIH HHS
ID : R01 DK106593
Pays : United States
Organisme : NHGRI NIH HHS
ID : HG010649
Pays : United States
Organisme : NIDA NIH HHS
ID : R01 DA047045
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL125027
Pays : United States

Références

Andreassen OA, Djurovic S, Thompson WK, Schork AJ, Kendler KS, O’Donovan MC, Rujescu D, Werge T, van de Bunt M, Morris AP et al (2013) Improved detection of common variants associated with schizophrenia by leveraging pleiotropy with cardiovascular-disease risk factors. Am J Hum Genet 92:197–209
pubmed: 23375658 pmcid: 3567279
Ballinger AB, Azooz O, El-Haj T, Poole S, Farthing MJ (2000) Growth failure occurs through a decrease in insulin-like growth factor 1 which is independent of undernutrition in a rat model of colitis. Gut 46:694–700
pubmed: 10764714 pmcid: 1727919
Benjamini Y, Hochberg A (1995) Controlling the false discovery rate: a practical and powerful approach to multiple testing. J Roy Stat Soc 57:289–300
Borrelli O, Bascietto C, Viola F, Bueno de Mesquita M, Barbato M, Mancini V, Bosco S, Cucchiara S (2004) Infliximab heals intestinal inflammatory lesions and restores growth in children with Crohn’s disease. Digestive Liver Dis Off J Ital Soc Gastroenterol Ital Assoc Study Liver 36:342–347
Bulik-Sullivan BK, Loh PR, Finucane HK, Ripke S, Yang J, Patterson N, Daly MJ, Price AL, Neale BM (2015a) LD Score regression distinguishes confounding from polygenicity in genome-wide association studies. Nat Genet 47:291–295
pubmed: 25642630 pmcid: 4495769
Bulik-Sullivan B, Finucane HK, Anttila V, Gusev A, Day FR, Loh PR, ReproGen C, Psychiatric Genomics C, Duncan L, Genetic Consortium for Anorexia Nervosa of the Wellcome Trust Case Control, C. et al (2015b) An atlas of genetic correlations across human diseases and traits. Nat Genet 47:1236–1241
pubmed: 26414676 pmcid: 4797329
Calenda KA, Schornagel IL, Sadeghi-Nejad A, Grand RJ (2005) Effect of recombinant growth hormone treatment on children with Crohn’s disease and short stature: a pilot study. Inflamm Bowel Dis 11:435–441
pubmed: 15867582
Chen EY, Tan CM, Kou Y, Duan Q, Wang Z, Meirelles GV, Clark NR, Ma’ayan A (2013) Enrichr: interactive and collaborative HTML5 gene list enrichment analysis tool. BMC Bioinform 14:128
Cotsapas C, Voight BF, Rossin E, Lage K, Neale BM, Wallace C, Abecasis GR, Barrett JC, Behrens T, Cho J et al (2011) Pervasive sharing of genetic effects in autoimmune disease. PLoS Genet 7:e1002254
pubmed: 21852963 pmcid: 3154137
Dai X, Wiernek S, Evans JP, Runge MS (2016) Genetics of coronary artery disease and myocardial infarction. World J Cardiol 8:1–23
pubmed: 26839654 pmcid: 4728103
de Lange KM, Moutsianas L, Lee JC, Lamb CA, Luo Y, Kennedy NA, Jostins L, Rice DL, Gutierrez-Achury J, Ji SG et al (2017) Genome-wide association study implicates immune activation of multiple integrin genes in inflammatory bowel disease. Nat Genet 49:256–261
pubmed: 28067908 pmcid: 5289481
Deng Y, Pan W (2017) Testing genetic pleiotropy with GWAS summary statistics for marginal and conditional analyses. Genetics 207:1285–1299
pubmed: 28971959 pmcid: 5714448
Dubois PC, Trynka G, Franke L, Hunt KA, Romanos J, Curtotti A, Zhernakova A, Heap GA, Adany R, Aromaa A et al (2010) Multiple common variants for celiac disease influencing immune gene expression. Nat Genet 42:295–302
pubmed: 20190752 pmcid: 2847618
Duncan L, Shen H, Gelaye B, Meijsen J, Ressler K, Feldman M, Peterson R, Domingue B (2019) Analysis of polygenic risk score usage and performance in diverse human populations. Nat Commun 10:3328
pubmed: 31346163 pmcid: 6658471
Esmaeilzadeh A, Ganji A, Goshayeshi L, Ghafarzadegan K, Afzal Aghayee M, Mosanen Mozafari H, Saadatniya H, Hayatbakhs A, Ghavami Ghanbarabadi V (2016) Adult celiac disease: patients are shorter compared with their peers in the general population. Middle East J Dig Dis 8:303–309
pubmed: 27957294 pmcid: 5145298
Estrada K, Styrkarsdottir U, Evangelou E, Hsu YH, Duncan EL, Ntzani EE, Oei L, Albagha OM, Amin N, Kemp JP et al (2012) Genome-wide meta-analysis identifies 56 bone mineral density loci and reveals 14 loci associated with risk of fracture. Nat Genet 44:491–501
pubmed: 3338864 pmcid: 3338864
Fox CS, Coady S, Sorlie PD, D’Agostino RB Sr, Pencina MJ, Vasan RS, Meigs JB, Levy D, Savage PJ (2007) Increasing cardiovascular disease burden due to diabetes mellitus: the framingham heart study. Circulation 115:1544–1550
pubmed: 17353438
Genomes Project, C, Auton A, Brooks LD, Durbin RM, Garrison EP, Kang HM, Korbel JO, Marchini JL, McCarthy S, McVean GA et al (2015) A global reference for human genetic variation. Nature 526:68–74
Gong S, Xu C, Wang L, Liu Y, Owusu D, Bailey BA, Li Y, Wang K (2017) Genetic association analysis of polymorphisms in PSD3 gene with obesity, type 2 diabetes, and HDL cholesterol. Dia Res Clin Pract 126:105–114
Goodarzi MO (2018) Genetics of obesity: what genetic association studies have taught us about the biology of obesity and its complications. Lancet Diabetes Endocrinol 6(3):223–236
pubmed: 28919064 pmcid: 28919064
Gottesman O, Drill E, Lotay V, Bottinger E, Peter I (2012) Can genetic pleiotropy replicate common clinical constellations of cardiovascular disease and risk? PLoS ONE 7:e46419
pubmed: 23029515 pmcid: 3460880
Grasemann C, Unger N, Hovel M, Arweiler-Harbeck D, Herrmann R, Schundeln MM, Muller O, Schweiger B, Lausch E, Meissner T et al (2017) Loss of functional osteoprotegerin: more than a skeletal problem. J Clin Endocrinol Metab 102:210–219
pubmed: 27809640
Gratten J, Visscher PM (2016) Genetic pleiotropy in complex traits and diseases: implications for genomic medicine. Genome Med 8:78
pubmed: 27435222 pmcid: 4952057
Harstad EB, Weaver AL, Katusic SK, Colligan RC, Kumar S, Chan E, Voigt RG, Barbaresi WJ (2014) ADHD, stimulant treatment, and growth: a longitudinal study. Pediatrics 134:e935–e944
pubmed: 25180281 pmcid: 4179095
Helgadottir A, Gretarsdottir S, Thorleifsson G, Hjartarson E, Sigurdsson A, Magnusdottir A, Jonasdottir A, Kristjansson H, Sulem P, Oddsson A et al (2016) Variants with large effects on blood lipids and the role of cholesterol and triglycerides in coronary disease. Nat Genet 48:634
pubmed: 27135400
Howie B, Fuchsberger C, Stephens M, Marchini J, Abecasis GR (2012) Fast and accurate genotype imputation in genome-wide association studies through pre-phasing. Nat Genet 44:955–959
pubmed: 22820512 pmcid: 3696580
Huang J, Johnson AD, O’Donnell CJ (2011) PRIMe: a method for characterization and evaluation of pleiotropic regions from multiple genome-wide association studies. Bioinformatics 27:1201–1206
pubmed: 21398673 pmcid: 3109517
Hui KY, Fernandez-Hernandez H, Hu J, Schaffner A, Pankratz N, Hsu NY, Chuang LS, Carmi S, Villaverde N, Li X et al (2018) Functional variants in the LRRK2 gene confer shared effects on risk for Crohn’s disease and Parkinson’s disease. Sci Transl Med 10:eaai7795
pubmed: 29321258 pmcid: 6028002
Jelenkovic A, Bogl LH, Rose RJ, Kangas AJ, Soininen P, Ala-Korpela M, Kaprio J, Silventoinen K (2013) Association of height and pubertal timing with lipoprotein subclass profile: exploring the role of genetic and environmental effects. Am J Hum Biol Off J Hum Biol Counc 25:465–472
Jostins L, Ripke S, Weersma RK, Duerr RH, McGovern DP, Hui KY, Lee JC, Schumm LP, Sharma Y, Anderson CA et al (2012) Host-microbe interactions have shaped the genetic architecture of inflammatory bowel disease. Nature 491:119–124
pubmed: 23128233 pmcid: 3491803
Klimentidis YC, Chougule A, Arora A, Frazier-Wood AC, Hsu C-H (2015) Triglyceride-increasing alleles associated with protection against type-2 diabetes. PLoS Genet 11:e1005204
pubmed: 26020539 pmcid: 4447354
Krapohl E, Euesden J, Zabaneh D, Pingault JB, Rimfeld K, von Stumm S, Dale PS, Breen G, O’Reilly PF, Plomin R (2016) Phenome-wide analysis of genome-wide polygenic scores. Mol Psychiatry 21:1188–1193
pubmed: 26303664
Kuleshov MV, Jones MR, Rouillard AD, Fernandez NF, Duan Q, Wang Z, Koplev S, Jenkins SL, Jagodnik KM, Lachmann A et al (2016) Enrichr: a comprehensive gene set enrichment analysis web server 2016 update. Nucleic Acids Res 44:W90-97
pubmed: 27141961 pmcid: 27141961
Lee JJ, Escher JC, Shuman MJ, Forbes PW, Delemarre LC, Harr BW, Kruijer M, Moret M, Allende-Richter S, Grand RJ (2010) Final adult height of children with inflammatory bowel disease is predicted by parental height and patient minimum height Z-score. Inflamm Bowel Dis 16:1669–1677
pubmed: 20127995 pmcid: 3005189
Li C, Yang C, Gelernter J, Zhao H (2014) Improving genetic risk prediction by leveraging pleiotropy. Hum Genet 133:639–650
pubmed: 24337655
Liang H, Vallarino C, Joseph G, Manne S, Perez A, Zhang S (2014) Increased risk of subsequent myocardial infarction in patients with type 2 diabetes: a retrospective cohort study using the U.K. General practice research database. Dia care 37:1329–1337
Liberzon A, Birger C, Thorvaldsdottir H, Ghandi M, Mesirov JP, Tamayo P (2015) The molecular signatures database (MSigDB) hallmark gene set collection. Cell Syst 1:417–425
pubmed: 26771021 pmcid: 4707969
Lichtenstein P, Yip BH, Bjork C, Pawitan Y, Cannon TD, Sullivan PF, Hultman CM (2009) Common genetic determinants of schizophrenia and bipolar disorder in Swedish families: a population-based study. Lancet 373:234–239
pubmed: 19150704
Ligthart S, de Vries PS, Uitterlinden AG, Hofman A, Graoup CIW, Franco OH, Chasman DI, Dehghan A (2015) Pleiotropy among common genetic loci identified for cardiometabolic disorders and C-reactive protein. PLoS ONE 10:e0118859
pubmed: 25768928 pmcid: 4358943
Luo W, Obeidat M, Di Narzo AF, Chen R, Sin DD, Pare PD, Hao K (2016) Airway epithelial expression quantitative trait loci reveal genes underlying asthma and other airway diseases. Am J Respir Cell Mol Biol 54:177–187
pubmed: 26102239 pmcid: 4821039
MacArthur J, Bowler E, Cerezo M, Gil L, Hall P, Hastings E, Junkins H, McMahon A, Milano A, Morales J (2017) The new NHGRI-EBI Catalog of published genome-wide association studies (GWAS Catalog). Nucleic Acids Res 45:D896–D901
pubmed: 27899670
Mailman MD, Feolo M, Jin Y, Kimura M, Tryka K, Bagoutdinov R, Hao L, Kiang A, Paschall J, Phan L et al (2007) The NCBI dbGaP database of genotypes and phenotypes. Nat Genet 39:1181–1186
pubmed: 17898773 pmcid: 2031016
Malik S, Ahmed SF, Wilson ML, Shah N, Loganathan S, Naik S, Bourke B, Thomas A, Akobeng AK, Fagbemi A et al (2012) The effects of anti-TNF-alpha treatment with adalimumab on growth in children with Crohn’s disease (CD). J Crohn’s Colitis 6:337–344
Markowitz J, Grancher K, Rosa J, Aiges H, Daum F (1993) Growth failure in pediatric inflammatory bowel disease. J Pediatr Gastroenterol Nutr 16:373–380
pubmed: 8315544
Mauras N, George D, Evans J, Milov D, Abrams S, Rini A, Welch S, Haymond MW (2002) Growth hormone has anabolic effects in glucocorticosteroid-dependent children with inflammatory bowel disease: a pilot study. Metab Clin Exp 51:127–135
pubmed: 11782884
Mills MC, Rahal C (2019) A scientometric review of genome-wide association studies. Commun Biol 2:9
pubmed: 30623105 pmcid: 6323052
Moffatt MF, Gut IG, Demenais F, Strachan DP, Bouzigon E, Heath S, von Mutius E, Farrall M, Lathrop M, Cookson W et al (2010) A large-scale, consortium-based genomewide association study of asthma. N Engl J Med 363:1211–1221
pubmed: 20860503 pmcid: 4260321
Mouratidou N, Malmborg P, Sachs MC, Askling J, Ekbom A, Neovius M, Smedby KE, Savendahl L, Ludvigsson JF, Olen O (2020) Adult height in patients with childhood-onset inflammatory bowel disease: a nationwide population-based cohort study. Aliment Pharmacol Ther 51:789–800
pubmed: 32133656
Nalls MA, Saad M, Noyce AJ, Keller MF, Schrag A, Bestwick JP, Traynor BJ, Gibbs JR, Hernandez DG, Cookson MR et al (2014) Genetic comorbidities in Parkinson’s disease. Hum Mol Genet 23:831–841
pubmed: 24057672
Nelson CP, Hamby SE, Saleheen D, Hopewell JC, Zeng L, Assimes TL, Kanoni S, Willenborg C, Burgess S, Amouyel P et al (2015) Genetically determined height and coronary artery disease. N Engl J Med 372:1608–1618
pubmed: 25853659 pmcid: 4648271
Okada Y, Wu D, Trynka G, Raj T, Terao C, Ikari K, Kochi Y, Ohmura K, Suzuki A, Yoshida S et al (2014) Genetics of rheumatoid arthritis contributes to biology and drug discovery. Nature 506:376–381
pubmed: 24390342
Panagiotou OA, Travis RC, Campa D, Berndt SI, Lindstrom S, Kraft P, Schumacher FR, Siddiq A, Papatheodorou SI, Stanford JL et al (2015) A genome-wide pleiotropy scan for prostate cancer risk. Eur Urol 67:649–657
pubmed: 25277271
Parnanen A, Kaukinen K, Helakorpi S, Uutela A, Lahdeaho ML, Huhtala H, Collin P, Maki M, Kurppa K (2012) Symptom-detected and screen-detected celiac disease and adult height: a large cohort study. Eur J Gastroenterol Hepatol 24:1066–1070
pubmed: 22664941
Pickrell JK, Berisa T, Liu JZ, Segurel L, Tung JY, Hinds DA (2016) Detection and interpretation of shared genetic influences on 42 human traits. Nat Genet 48:709–717
pubmed: 27182965 pmcid: 5207801
Pierce BL, Ahsan H (2011) Genome-wide “pleiotropy scan” identifies HNF1A region as a novel pancreatic cancer susceptibility locus. Cancer Res 71:4352–4358
pubmed: 21498636 pmcid: 3129443
Price AL, Patterson NJ, Plenge RM, Weinblatt ME, Shadick NA, Reich D (2006) Principal components analysis corrects for stratification in genome-wide association studies. Nat Genet 38:904–909
Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MA, Bender D, Maller J, Sklar P, de Bakker PI, Daly MJ et al (2007) PLINK: a tool set for whole-genome association and population-based linkage analyses. Am J Hum Genet 81:559–575
pubmed: 1950838 pmcid: 1950838
Sawczenko A, Ballinger AB, Savage MO, Sanderson IR (2006) Clinical features affecting final adult height in patients with pediatric-onset Crohn’s disease. Pediatrics 118:124–129
pubmed: 16818557
Schwarzer G (2007) Meta: an R package for meta-analysis. R news 7:40–45
Shea J, Agarwala V, Philippakis AA, Maguire J, Banks E, DePristo M, Thomson B, Guiducci C, Onofrio RC, The Myocardial Infarction Genetics, C. et al (2011) Comparing strategies to fine-map the association of common SNPs at chromosome 9p21 with type 2 diabetes and myocardial infarction. Nat Genet 43:801
pubmed: 21775993 pmcid: 4096898
Silverstein MD, Yunginger JW, Reed CE, Petterson T, Zimmerman D, Li JT, O’Fallon WM (1997) Attained adult height after childhood asthma: effect of glucocorticoid therapy. J Allergy Clin Immunol 99:466–474
pubmed: 9111490
Sivakumaran S, Agakov F, Theodoratou E, Prendergast JG, Zgaga L, Manolio T, Rudan I, McKeigue P, Wilson JF, Campbell H (2011) Abundant pleiotropy in human complex diseases and traits. Am J Hum Genet 89:607–618
pubmed: 22077970 pmcid: 3213397
Socrates A, Bond T, Karhunen V, Auvinen J, Rietveld C, Veijola J, Jarvelin M-R, O’Reilly P (2017) Polygenic risk scores applied to a single cohort reveal pleiotropy among hundreds of human phenotypes. bioRxiv 1:203257
Sousa AG, Selvatici L, Krieger JE, Pereira AC (2011) Association between genetics of diabetes, coronary artery disease, and macrovascular complications: exploring a common ground hypothesis. Rev Dia Stud RDS 8:230–244
Sudlow C, Gallacher J, Allen N, Beral V, Burton P, Danesh J, Downey P, Elliott P, Green J, Landray M et al (2015) UK biobank: an open access resource for identifying the causes of a wide range of complex diseases of middle and old age. PLoS Med 12:e1001779
pubmed: 25826379 pmcid: 25826379
Takagawa T, Kitani A, Fuss I, Levine B, Brant SR, Peter I, Tajima M, Nakamura S, Strober W (2018) An increase in LRRK2 suppresses autophagy and enhances Dectin-1-induced immunity in a mouse model of colitis. Sci Transl Med 10:eaan8162
pubmed: 29875204 pmcid: 6636639
TG and HDL Working Group of the Exome Sequencing Project, National Heart, Lung, and Blood Institute (2014) Loss-of-function mutations in APOC3, triglycerides, and coronary disease. N Engl J Med 371:22–31
Torres J, Mehandru S, Colombel JF, Peyrin-Biroulet L (2017) Crohn’s disease. Lancet 389:1741–1755
pubmed: 27914655
Wang SJ, Yang YH, Lin YT, Yang CM, Chiang BL (2002) Attained adult height in juvenile rheumatoid arthritis with or without corticosteroid treatment. Clin Rheumatol 21:363–368
pubmed: 12223982
Watkins H, Farrall M (2006) Genetic susceptibility to coronary artery disease: from promise to progress. Nat Rev Genet 7:163
pubmed: 16462853
Weiss B, Skourikhin Y, Modan-Moses D, Broide E, Fradkin A, Bujanover Y (2008) Is adult height of patients with celiac disease influenced by delayed diagnosis? Am J Gastroenterol 103:1770–1774
pubmed: 18557713
Zhang J, Peng S, Cheng H, Nomura Y, Di Narzo AF, Hao K (2017) Genetic pleiotropy between nicotine dependence and respiratory outcomes. Sci Rep 7:16907
pubmed: 29203782 pmcid: 29203782

Auteurs

Antonio Di Narzo (A)

Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, 1425 Madison Ave, New York, NY, 10029, USA.
Icahn School of Medicine At Mount Sinai, Icahn Institute for Data Science and Genomic Technology, New York, NY, USA.

Itziar Frades (I)

Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, 1425 Madison Ave, New York, NY, 10029, USA.
Computational Biology and Systems Biomedicine Research Group, Biodonostia Health Research Institute, San Sebastián, Spain.

Heidi M Crane (HM)

Department of Medicine, University of Washington, Seattle, WA, USA.
Center for AIDS Research, University of Washington, Seattle, WA, USA.

Paul K Crane (PK)

Department of Medicine, University of Washington, Seattle, WA, USA.

Jean-Sebastian Hulot (JS)

Université de Paris, INSERM, PARCC, CIC1418, F-75015, Paris, France.
Cardiovascular Research Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Andrew Kasarskis (A)

Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, 1425 Madison Ave, New York, NY, 10029, USA.
Icahn School of Medicine At Mount Sinai, Icahn Institute for Data Science and Genomic Technology, New York, NY, USA.
Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Amy Hart (A)

Janssen R&D, LLC, 1400 McKean Road, Spring House, PA, USA.

Carmen Argmann (C)

Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, 1425 Madison Ave, New York, NY, 10029, USA.
Icahn School of Medicine At Mount Sinai, Icahn Institute for Data Science and Genomic Technology, New York, NY, USA.

Marla Dubinsky (M)

Department of Pediatric Gastroenterology and Nutrition, Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Inga Peter (I)

Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, 1425 Madison Ave, New York, NY, 10029, USA.
Icahn School of Medicine At Mount Sinai, Icahn Institute for Data Science and Genomic Technology, New York, NY, USA.

Ke Hao (K)

Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, 1425 Madison Ave, New York, NY, 10029, USA. ke.hao@mssm.edu.
Icahn School of Medicine At Mount Sinai, Icahn Institute for Data Science and Genomic Technology, New York, NY, USA. ke.hao@mssm.edu.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH