A genetically supported drug repurposing pipeline for diabetes treatment using electronic health records

被引:5
作者
Shuey, Megan M. [1 ,2 ]
Lee, Kyung Min [3 ]
Keaton, Jacob [4 ,5 ]
Khankari, Nikhil K. [1 ,2 ]
Breeyear, Joseph H. [2 ,6 ]
Walker, Venexia M. [7 ,8 ,9 ]
Miller, Donald R. [10 ,11 ]
Heberer, Kent R. [12 ,13 ,14 ]
Reaven, Peter D. [15 ,16 ]
Clarke, Shoa L. [12 ,13 ,17 ]
Lee, Jennifer
Lynch, Julie A. [3 ,18 ]
Vujkovic, Marijana [19 ,20 ,21 ,22 ,24 ]
Edwards, Todd L. [23 ]
机构
[1] Vanderbilt Univ, Med Ctr, Dept Med, Div Genet Med, Nashville, TN 37204 USA
[2] Vanderbilt Univ, Med Ctr, Vanderbilt Genet Inst, Nashville, TN 37204 USA
[3] VA Salt Lake City Hlth Care Syst, VA Informat & Comp Infrastruct, Salt Lake City, UT USA
[4] NHGRI, Med Genom & Metab Genet Branch, NIH, Bethesda, MD USA
[5] Vanderbilt Univ, Med Ctr, Dept Med, Div Epidemiol, Nashville, TN 37204 USA
[6] Nashville VA Med Ctr, Nashville, TN USA
[7] Univ Bristol, MRC, Integrat Epidemiol Unit, Bristol, England
[8] Univ Bristol Sch Med, Bristol, England
[9] Univ Penn, Perelman Sch Med, Dept Surg, Philadelphia, PA USA
[10] Bedford VA Healthcare Syst, Ctr Healthcare Org & Implementat Res, Bedford, MA USA
[11] Univ Massachusetts, Ctr Populat Hlth, Dept Biomed & Nutr Sci, Lowell, MA USA
[12] VA Palo Alto Hlth Care Syst, Palo Alto, CA USA
[13] Stanford Univ, Sch Med, Dept Med, Stanford, CA USA
[14] Stanford Univ, Sch Med, Dept Endocrinol, Stanford, CA USA
[15] Phoenix VA Hlth Care Syst, Phoenix, AZ USA
[16] Univ Arizona, Coll Med, Phoenix, AZ USA
[17] Stanford Univ, Sch Med, Dept Pediat, Stanford, CA USA
[18] Univ Utah, Sch Med, Salt Lake City, UT USA
[19] Corporal Michael J Crescenz VA Med Ctr, Philadelphia, PA USA
[20] Univ Penn, Perelman Sch Med, Dept Med, Philadelphia, PA USA
[21] Univ Penn, Perelman Sch Med, Dept Biostat Epidemiol & Informat, Philadelphia, PA USA
[22] Univ Bristol, Populat Hlth Sci, Bristol, England
[23] Vanderbilt Univ, Med Ctr, Vanderbilt Genet Inst, Dept Med,Div Epidemiol, 2525 West End Ave suite 600,Off 615, Nashville, TN 37204 USA
[24] Smilow Ctr Translat Res, Div Translat Med & Human Genet, 3400 Civ Ctr Blvd,Suite 11-134, Philadelphia, PA 19104 USA
来源
EBIOMEDICINE | 2023年 / 94卷
基金
英国医学研究理事会; 美国国家卫生研究院;
关键词
Drug-repurposing; Mendelian randomization; Transcriptome-wide association study; Diabetes; Glucose; Hemoglobin A1c; GENOME-WIDE ASSOCIATION; MENDELIAN RANDOMIZATION; EUROPEAN ASSOCIATION; GLYCEMIC CONTROL; TYPE-2; MANAGEMENT; HYPERGLYCEMIA; PREVALENCE; INITIATION; DISORDERS;
D O I
10.1016/j.ebiom.2023.104674
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background The identification of new uses for existing drug therapies has the potential to identify treatments for comorbid conditions that have the added benefit of glycemic control while also providing a rapid, low-cost approach to drug (re)discovery.Methods We developed and tested a genetically-informed drug-repurposing pipeline for diabetes management. This approach mapped genetically-predicted gene expression signals from the largest genome-wide association study for type 2 diabetes mellitus to drug targets using publicly available databases to identify drug-gene pairs. These drug- gene pairs were then validated using a two-step approach: 1) a self-controlled case-series (SCCS) using electronic health records from a discovery and replication population, and 2) Mendelian randomization (MR).Findings After filtering on sample size, 20 candidate drug-gene pairs were validated and various medications demonstrated evidence of glycemic regulation including two anti-hypertensive classes: angiotensin-converting enzyme inhibitors as well as calcium channel blockers (CCBs). The CCBs demonstrated the strongest evidence of glycemic reduction in both validation approaches (SCCS HbA1c and glucose reduction: -0.11%, p = 0.01 and -0.85 mg/dL, p = 0.02, respectively; MR: OR = 0.84, 95% CI = 0.81, 0.87, p = 5.0 x 10-25). Interpretation Our results support CCBs as a strong candidate medication for blood glucose reduction in addition to cardiovascular disease reduction. Further, these results support the adaptation of this approach for usein future drug-repurposing efforts for other conditions.
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页数:16
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共 56 条
  • [1] 36 Affairs UDoV, 2020, HLTH SERV RES DEV VA
  • [2] Genome-wide mega-analysis identifies 16 loci and highlights diverse biological mechanisms in the common epilepsies
    Abou-Khalil, Bassel
    Auce, Pauls
    Avbersek, Andreja
    Bahlo, Melanie
    Balding, David J.
    Bast, Thomas
    Baum, Larry
    Becker, Albert J.
    Becker, Felicitas
    Berghuis, Bianca
    Berkovic, Samuel F.
    Boysen, Katja E.
    Bradfield, Jonathan P.
    Brody, Lawrence C.
    Buono, Russell J.
    Campbell, Ellen
    Cascino, Gregory D.
    Catarino, Claudia B.
    Cavalleri, Gianpiero L.
    Cherny, Stacey S.
    Chinthapalli, Krishna
    Coffey, Alison J.
    Compston, Alastair
    Coppola, Antonietta
    Cossette, Patrick
    Craig, John J.
    de Haan, Gerrit-Jan
    De Jonghe, Peter
    de Kovel, Carolien G. F.
    Delanty, Norman
    Depondt, Chantal
    Devinsky, Orrin
    Dlugos, Dennis J.
    Doherty, Colin P.
    Elger, Christian E.
    Eriksson, Johan G.
    Ferraro, Thomas N.
    Feucht, Martha
    Francis, Ben
    Franke, Andre
    French, Jacqueline A.
    Freytag, Saskia
    Gaus, Verena
    Geller, Eric B.
    Gieger, Christian
    Glauser, Tracy
    Glynn, Simon
    Goldstein, David B.
    Gui, Hongsheng
    Guo, Youling
    [J]. NATURE COMMUNICATIONS, 2018, 9
  • [3] Integration of ATAC-seq and RNA-seq identifies human alpha cell and beta cell signature genes
    Ackermann, Amanda M.
    Wang, Zhiping
    Schug, Jonathan
    Naji, Ali
    Kaestner, Klaus H.
    [J]. MOLECULAR METABOLISM, 2016, 5 (03): : 233 - 244
  • [4] American Diabetes Association, 2020, Clin Diabetes, V38, P10, DOI 10.2337/cd20-as01
  • [5] Phenotypic Refinement of Heart Failure in a National Biobank Facilitates Genetic Discovery
    Aragam, Krishna G.
    Chaffin, Mark
    Levinson, Rebecca T.
    McDermott, Gregory
    Choi, Seung Hoan
    Shoemaker, M. Benjamin
    Haas, Mary E.
    Weng, Lu-Chen
    Lindsay, Mark E.
    Smith, J. Gustav j
    Newton-Cheh, Christopher
    Roden, Dan M.
    London, Barry
    Wells, Quinn S.
    Ellinor, Patrick T.
    Kathiresan, Sekar
    Lubitz, Steven A.
    Bloom, Heather L.
    Dudley, Samuel C.
    Ellinor, Patrick T.
    Shalaby, Alaa A.
    Weiss, Raul
    Gutmann, Rebecca
    Saba, Samir
    [J]. CIRCULATION, 2019, 139 (04) : 489 - 501
  • [6] Drug repositioning: Identifying and developing new uses for existing drugs
    Ashburn, TT
    Thor, KB
    [J]. NATURE REVIEWS DRUG DISCOVERY, 2004, 3 (08) : 673 - 683
  • [7] Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression
    Bowden, Jack
    Smith, George Davey
    Burgess, Stephen
    [J]. INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2015, 44 (02) : 512 - 525
  • [8] Human monogenic disorders -: a source of novel drug targets
    Brinkman, RR
    Dubé, MP
    Rouleau, GA
    Orr, AC
    Samuels, ME
    [J]. NATURE REVIEWS GENETICS, 2006, 7 (04) : 249 - 260
  • [9] Biochemistry and molecular cell biology of diabetic complications
    Brownlee, M
    [J]. NATURE, 2001, 414 (6865) : 813 - 820
  • [10] Burgess S, 2015, AM J EPIDEMIOL, V181, P251, DOI 10.1093/aje/kwu283