Evidence map›Paper›PMID 41591677›Full record

ArticleCardiovascular toxicology2026

Large-Scale Disease-Wide Association Study Identified Predisposition Links Between Influenza and Cardiovascular Diseases.

Ming Zheng

Abstract read
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Article in Cardiovascular toxicology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

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5 · Who and what money

Authors and funding

1 author.

Ming ZhengBeijing Institute of Basic Medical Sciences, 27 Taiping Road, Beijing, 100850, China. mmzheng@fmmu.edu.cn.ORCID 0000-0002-3651-7701

Funding

National Natural Science Foundation of China 32100739
6 · The paper itself

Abstract

backgroundInfluenza remains a major global health threat and, akin to "long COVID," has been linked to prolonged multi-organ comorbidities ("long flu"). Cardiovascular diseases (CVDs) are increasingly recognized in the pathogenesis of influenza, yet most prior work emphasizes acute or short-term outcomes and rarely contrasts multiple endpoints over extended horizons.

methodsThis study conducted a disease-wide association study (DWAS), assembling individuals with clinically coded influenza without pneumonia (n = 5136) and population comparators (n = 314,673). Using age- and sex-adjusted Cox models, this analysis screened 106 comorbid endpoints classified by ICD-10/ICD-O-3 and FinnGen disease taxonomy. Associations were evaluated bidirectionally-before influenza (predisposition) and after influenza (subsequent risk)-within prespecified 1-, 5-, and 15-year time windows.

resultsInfluenza showed broad associations spanning circulatory, nervous, endocrine-metabolic, respiratory, musculoskeletal, and other organ systems. CVD endpoints demonstrated the most persistent and directionally consistent DWAS signals. In pre-influenza analyses, greater baseline cardiovascular burden-including heart failure, coronary atherosclerosis, hypertension, major coronary heart disease, atrial fibrillation/flutter, myocardial infarction, stroke, pulmonary embolism, and venous thromboembolism-was associated with higher susceptibility to subsequent influenza. In post-influenza analyses, elevated risks remained for key CVD outcomes-atrial fibrillation/flutter, heart failure, myocardial infarction, and stroke. Non-cardiovascular endpoints (e.g., migraine, sleep apnoea, spinal stenosis, osteoporosis, chronic obstructive pulmonary disease, diabetic nephropathy, and chronic kidney disease) also showed bidirectional associations with influenza, thereby situating CVD within a broader comorbidity and frailty context of influenza.

conclusionsIn this population-scale DWAS, CVDs emerged as the most significant comorbidities of influenza. Conceptualizing influenza as a "cardiovascular stress test" supports targeted prevention (e.g., vaccination prioritization) and intensified cardiovascular risk management around influenza seasons. While the biological mechanism remains unclear, this study will motivate future studies integrating biomarkers, cardiovascular imaging, and virologic-immunologic profiling to disentangle causal mechanisms.

Indexed as

Cardiovascular DiseasesInfluenza, HumanAdultAgedComorbidityFemaleHeart Disease Risk FactorsHumansMaleMiddle AgedPrognosisRisk AssessmentRisk FactorsTime FactorsAtrial fibrillation and flutterCardiovascular diseaseDisease-wide association studyHeart failureInfluenzaMyocardial infarctionStroke

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.