Journal of Shandong University (Health Sciences) ›› 2026, Vol. 64 ›› Issue (9): 50-59.doi: 10.6040/j.issn.1671-7554.0.2025.1060

• Clinical Medicine • Previous Articles    

Causal effects of aspirin on phenome-wide diseases: a drug target Mendelian randomization study

ZHANG Xiumei, CHEN Changhai, YUAN Zhongshang, WANG Shukang   

  1. 1. Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, Shandong, China;
    2. National Institute of Health and Medical Big Data, Jinan 250003, Shandong, China
  • Published:2026-09-09

Abstract: Objective To systematically investigate the causal effects of genetically proxied aspirin exposure on a broad range of phenotypes using drug-target Mendelian randomization(MR)and polygenic score analysis. Methods Exposure data were obtained from the eQTLGen consortium(31,684 healthy European individuals). Cis-expression quantitative trait loci(cis-eQTL)significantly associated with aspirin target genes were selected as instrumental variables(IVs). Outcome data were derived from the FinnGen study R12 release(500,348 Finnish participants, 2,502 disease endpoints), with 1,265 diseases(case count ≥1,000)included for analysis. The inverse variance weighted(IVW)method was used as the primary MR analysis, complemented by weighted median, MR-Egger regression, simple mode, and weighted mode methods for verification. Heterogeneity and pleiotropy were assessed using Cochrans Q test, MR-Egger intercept test, and leave-one-out analysis. A polygenic score was constructed based on nine aspirin-related genes and tested for associations with disease outcomes in the UK Biobank cohort(402,700 participants). Results A total of 27 SNPs were selected as instrumental variables. After multiple testing correction, the IVW analysis showed that genetically proxied aspirin exposure was significantly causally associated with 34 diseases, among which 13 associations were supported by at least three complementary MR methods(replication evidence). Specifically, reduced risks were observed for fetal growth restriction(OR=0.471, 95%CI: 0.348-0.636, P<0.001), other embolism and thrombosis(OR=0.665, 95%CI: 0.495-0.894, P=0.007), unspecified rheumatic disease(OR=0.651, 95% CI: 0.489-0.867, P=0.003), benign neoplasm of the small intestine(OR=0.449, 95%CI: 0.251-0.802, P=0.003), and senile cataract(OR=0.840, 95%CI: 0.760-0.929, P=0.001).In contrast, increased risks were observed for chronic ulcerative ileocolitis(OR=2.427, 95%CI: 1.363-4.320, P=0.003)and Crohns disease of the large intestine(OR=1.843, 95%CI: 1.156-2.938, P=0.003). Polygenic risk score analysis further indicated a negative association between aspirin use and the risk of senile cataract(OR=0.985, 95% CI: 0.974-0.996, P=0.007). Conclusion Aspirin exhibits pleiotropic effects across multiple disease systems, with protective effects against thromboembolism, fetal growth restriction, rheumatic diseases, and benign small intestinal tumors, but potential risks for inflammatory bowel diseases. This study provides genetic evidence to inform clinical application and drug repurposing of aspirin.

Key words: Aspirin, Phenome-wide Diseases, Drug target Mendelian randomization, Causal association

CLC Number: 

  • R969.4
[1] Awtry E H, Loscalzo J. Aspirin[J]. Circulation, 2000, 101(10): 1206-1218.
[2] Vane J R, Botting R M. The mechanism of action of aspirin[J]. Thromb Res, 2003, 110(5/6): 255-258.
[3] Patrono C. Low-dose aspirin for the prevention of atherosclerotic cardiovascular disease[J]. Eur Heart J, 2024, 45(27): 2362-2376.
[4] Gaziano J M, Brotons C, Coppolecchia R, et al. Use of aspirin to reduce risk of initial vascular events in patients at moderate risk of cardiovascular disease(ARRIVE): a randomised, double-blind, placebo-controlled trial[J]. Lancet, 2018, 392(10152): 1036-1046.
[5] Rolnik D L, Nicolaides K H, Poon L C. Prevention of preeclampsia with aspirin[J]. Am J ObstetGynecol, 2022, 226(2S): 1108-1119.
[6] Guo C G, Ma W J, Drew D A, et al. Aspirin use and risk of colorectal cancer among older adults[J]. JAMA Oncol, 2021, 7(3): 428-435.
[7] Drew D A, Cao Y, Chan A T. Aspirin and colorectal cancer: the promise of precision chemoprevention[J]. Nat Rev Cancer, 2016, 16(3): 173-186.
[8] Jiang Y, Su Z X, Li C C, et al. Association between the use of aspirin and risk of lung cancer: results from pooled cohorts and Mendelian randomization analyses[J]. J Cancer Res Clin Oncol, 2021, 147(1): 139-151.
[9] Huang E S, Strate L L, Ho W W, et al. Long-term use of aspirin and the risk of gastrointestinal bleeding[J]. Am J Med, 2011, 124(5): 426-433.
[10] Lu J L, Shrestha P, Streja E, et al. Association of long-term aspirin use with kidney disease progression[J]. Front Med, 2023, 10: 1283385. DOI:10.3389/fmed.2023.1283385
[11] Schmidt A F, Finan C, Gordillo-Marañón M, et al. Genetic drug target validation using Mendelian randomisation[J]. Nat Commun, 2020, 11(1): 3255. DOI:10.1038/s41467-020-16969-0
[12] Võsa U, Claringbould A, Westra H J, et al. Large-scale cis- and trans-eQTL analyses identify thousands of genetic loci and polygenic scores that regulate blood gene expression[J]. Nat Genet, 2021, 53(9): 1300-1310.
[13] Kurki M I, Karjalainen J, Palta P, et al. FinnGen provides genetic insights from a well-phenotyped isolated population[J]. Nature, 2023, 613(7944): 508-518.
[14] Ma R N, Zhang D, Li Z Z, et al. Pharmacogenetics polygenic response score predicts outcomes in aspirin-treated stroke patients[J]. Front Pharmacol, 2025, 16: 1519383. DOI:10.3389/fphar.2025.1519383
[15] Wang L J, Mesa-Eguiagaray I, Campbell H, et al. A phenome-wide association and factorial Mendelian randomization study on the repurposing of uric acid-lowering drugs for cardiovascular outcomes[J]. Eur J Epidemiol, 2024, 39(8): 869-880.
[16] Bowden J, Del Greco M F, Minelli C, et al. Improving the accuracy of two-sample summary-data Mendelian randomization: moving beyond the NOME assumption[J]. Int J Epidemiol, 2019, 48(3): 728-742.
[17] Verbanck M, Chen C Y, Neale B, et al. Detection of widespread horizontal pleiotropy in causal relationships inferred from Mendelian randomization between complex traits and diseases[J]. Nat Genet, 2018, 50(5): 693-698.
[18] Wilson L M, Anderson T S. Trends in preventive aspirin use by atherosclerotic cardiovascular risk[J]. JAMA, 2025, 333(10): 904-907.
[19] Shah D, Di Re A, Toh J W T. Aspirin chemoprevention in colorectal cancer: network meta-analysis of low, moderate, and high doses[J]. Br J Surg, 2023, 110(12): 1691-1702.
[20] 常鑫, 刘世佳, 韩璐. 服用阿司匹林与子宫内膜癌发病风险的孟德尔随机化关系[J]. 山东大学学报(医学版), 2023, 61(10): 58-62. Chang Xin, Liu Shijia, Han Lu. A Mendelian randomization study of aspirin use and the risk of endometrial cancer[J]. Journal of Shandong University(Health Science), 2023, 61(10): 58-62.
[21] Barker A L, Soh S E, Sanders K M, et al. Aspirin and fracture risk: a systematic review and exploratory meta-analysis of observational studies[J]. BMJ Open, 2020, 10(2): e026876. DOI:10.1136/bmjopen-2018-026876
[22] Bonten T N, de Mutsert R, Rosendaal F R, et al. Chronic use of low-dose aspirin is not associated with lower bone mineral density in the general population[J]. Int J Cardiol, 2017, 244: 298-302. DOI:10.1016/j.ijcard.2017.06.089
[23] Carron M, Tamburini E, Pettenuzzo T, et al. Aspirin for the extended prevention of venous thromboembolism: a meta-analysis and trial sequential analysis[J]. Sci Rep, 2025, 15(1): 17213. DOI:10.1038/s41598-025-02171-z
[24] Weitz J I, Lensing A W A, Prins M H, et al. Rivaroxaban or aspirin for extended treatment of venous thromboembolism[J]. N Engl J Med, 2017, 376(13): 1211-1222.
[25] Johnson S T, Puca K E. Evaluating patients with autoimmune hemolytic Anemia in the transfusion service and immunohematology reference laboratory: pretransfusion testing challenges and best transfusion-management strategies[J]. Hematology Am Soc Hematol Educ Program, 2022, 2022(1): 96-104.
[26] Schafer A I. Effects of nonsteroidal antiinflammatory drugs on platelet function and systemic hemostasis[J]. J Clin Pharmacol, 1995, 35(3): 209-219.
[27] Weyrich A S, Lindemann S, Zimmerman G A. The evolving role of platelets in inflammation[J]. J Thromb Haemost, 2003, 1(9): 1897-1905.
[28] Bjarnason I, Scarpignato C, Holmgren E, et al. Mechanisms of damage to the gastrointestinal tract from nonsteroidal anti-inflammatory drugs[J]. Gastroenterology, 2018, 154(3): 500-514.
[29] Vakil N. Peptic ulcer disease: a review[J]. JAMA, 2024, 332(21): 1832-1842.
[30] Davidson K W, Barry M J, Mangione C M, et al. Aspirin use to prevent preeclampsia and related morbidity and mortality: us preventive services task force recommendation statement[J]. JAMA, 2021, 326(12): 1186-1191.
[31] Hoffman M K, Goudar S S, Kodkany B S, et al. Low-dose aspirin for the prevention of preterm delivery in nulliparous women with a singleton pregnancy(ASPIRIN): a randomised, double-blind, placebo-controlled trial[J]. Lancet, 2020, 395(10220): 285-293.
[32] Wang Y X, Guo X J, Obore N, et al. Aspirin for the prevention of preeclampsia: a systematic review and meta-analysis of randomized controlled studies[J]. Front Cardiovasc Med, 2022, 9: 936560. DOI:10.3389/fcvm.2022.936560
[33] Shadick N A, Karlson E W, Cook N R, et al. Low-dose aspirin in the primary prevention of rheumatoid arthritis: the Womens Health Study[J]. Arthritis Care Res, 2010, 62(4): 545-550.
[34] Kyle M E, Wang J C, Shin J J. Ubiquitous aspirin: a systematic review of its impact on sensorineural hearing loss[J]. Otolaryngol Head Neck Surg, 2015, 152(1): 23-41.
[35] Bisht A, Sharma M, Sharma S, et al. Carrier-free self-built aspirin nanorods as anti-aggregation agents towards alpha-crystallin-derived peptide aggregates: potential implications in non-invasive cataract therapy[J]. J Mater Chem B, 2019, 7(44): 6945-6954.
[36] Di Bella S, Luzzati R, Principe L, et al. Aspirin and infection: a narrative review[J]. Biomedicines, 2022, 10(2): 263. DOI:10.3390/biomedicines10020263
[1] PENG Qiang, ZHANG Xueqin, WEN Jun, WANG Kai, ZHANG Xiaojuan, LIU Shiping. Causal effects of plasma and urinary metabolites on Alzheimers disease: a metabolome-wide Mendelian randomization study [J]. Journal of Shandong University (Health Sciences), 2026, 64(9): 26-35.
[2] CHEN Changhai, ZHANG Xiumei, YUAN Zhongshang, WANG Shukang. Causal associations of antihypertensive and lipid-lowering drugs with ocular diseases: a cross-ancestry drug target Mendelian randomization study [J]. Journal of Shandong University (Health Sciences), 2026, 64(7): 69-80.
[3] HUANG Xin, WANG Mengxue, FU Shufan, ZHANG Qiyue, XU Li. Causal association of metabolic syndrome and its components with digestive system malignancies: a two-sample Mendelian randomized study [J]. Journal of Shandong University (Health Sciences), 2025, 63(5): 86-94.
[4] CHANG Xin, LIU Shijia, HAN Lu. A Mendelian randomization study of aspirin use and the risk of endometrial cancer [J]. Journal of Shandong University (Health Sciences), 2023, 61(10): 58-62.
[5] WU Xinying, FENG Yiping, CHANG Kaifeng, JIA Xianjie, XUE Fuzhong. Causal association between green space and cancer incidence [J]. Journal of Shandong University (Health Sciences), 2022, 60(8): 115-119.
[6] WANG Jianli1, ZHANG Yong2, ZHU Yuanyuan3, LI Bin2, GUAN Yichao1, GENG Ting4. A correlation study between aspirin resistance and  platelet miR126 in acute cerebral infarction patients [J]. JOURNAL OF SHANDONG UNIVERSITY (HEALTH SCIENCES), 2014, 52(5): 77-81.
[7] ZHANG Xiao-yue1,2, ZHANG Wei-dong1, WANG Zhao-peng1, WANG Zhao-xia1, ZHANG Yue-ying1, JIA Qing1. Effects of aspirin on the growth of murine sarcoma S180 and tumor angiogenesis and lymphangiogenesis in vivo [J]. JOURNAL OF SHANDONG UNIVERSITY (HEALTH SCIENCES), 2013, 51(1): 1-.
[8] CHEN Li-jun1, SHANG Hui5, LUO Xia1, WANG Qian2, ZHANG Jian-ping3, WANG Li-xiang4 . Effect of aspirin on the pre-eclamptic mouse model [J]. JOURNAL OF SHANDONG UNIVERSITY (HEALTH SCIENCES), 2011, 49(11): 53-.
[9] ZHOU Hui1, YU Zongqin2, LI Jun3, LI Gang1, JI Hongsheng1. Effects of three kinds of sedative hypnotics on activity of aspirin esterase [J]. JOURNAL OF SHANDONG UNIVERSITY (HEALTH SCIENCES), 2010, 48(4): 151-.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!