{"title":"Spatial Epidemiology of the Ischemic Heart Disease-Asthma Comorbidity: A Global Analysis of Burden Patterns, Risk Drivers, and a Composite Risk Index.","authors":"Sha Fan, Lu Wang, Shufen Zhang, Xiaojing Wu","doi":"10.2147/RMHP.S619944","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Although ischemic heart disease (IHD) and asthma are major contributors to the global disease burden, the geographical distribution patterns of their comorbidity and its macro-level drivers remain unclear. This study aims to analyze the global spatial distribution of IHD-asthma comorbidity and to identify the key risk factors driving this comorbid pattern.</p><p><strong>Methods: </strong>Based on a secondary analysis of the Global Burden of Disease Study 2021, this study categorized 204 countries and territories worldwide into three spatial patterns-namely \"concordant type\", \"IHD-dominant type\", and \"asthma-dominant type\"-using the quartile method of disability-adjusted life years (DALYs). A three-stage screening approach was employed to identify significant risk factors: random forest modeling combined with Shapley additive explanations was first used to rank and select candidate variables, followed by negative binomial regression analysis to confirm significant associations. Furthermore, population attributable fraction and a composite risk index were constructed to quantify cumulative exposure levels.</p><p><strong>Results: </strong>Approximately one-quarter of countries worldwide exhibit a \"concordant pattern\" of disease burden levels, primarily located in Asia, Africa, and Oceania. Thirteen significant risk factors were identified, with deficiency in omega-6 polyunsaturated fatty acids and iron deficiency being common risk factors for both diseases. Overall, 43.083% of IHD DALYs and 28.963% of asthma DALYs were attributable to the combined exposure to their respective risk factors.</p><p><strong>Conclusion: </strong>The global joint burden of IHD and asthma exhibits substantial spatial heterogeneity, with particularly severe challenges in socioeconomically resource-limited regions of Africa and Asia. Comprehensive strategies integrating nutritional interventions, environmental improvements, and metabolic risk control are crucial for mitigating the global burden of cardiopulmonary comorbidities.</p>","PeriodicalId":56009,"journal":{"name":"Risk Management and Healthcare Policy","volume":"19 ","pages":"619944"},"PeriodicalIF":2.6000,"publicationDate":"2026-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13310406/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Risk Management and Healthcare Policy","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.2147/RMHP.S619944","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"HEALTH CARE SCIENCES & SERVICES","Score":null,"Total":0}
引用次数: 0
Abstract
Background: Although ischemic heart disease (IHD) and asthma are major contributors to the global disease burden, the geographical distribution patterns of their comorbidity and its macro-level drivers remain unclear. This study aims to analyze the global spatial distribution of IHD-asthma comorbidity and to identify the key risk factors driving this comorbid pattern.
Methods: Based on a secondary analysis of the Global Burden of Disease Study 2021, this study categorized 204 countries and territories worldwide into three spatial patterns-namely "concordant type", "IHD-dominant type", and "asthma-dominant type"-using the quartile method of disability-adjusted life years (DALYs). A three-stage screening approach was employed to identify significant risk factors: random forest modeling combined with Shapley additive explanations was first used to rank and select candidate variables, followed by negative binomial regression analysis to confirm significant associations. Furthermore, population attributable fraction and a composite risk index were constructed to quantify cumulative exposure levels.
Results: Approximately one-quarter of countries worldwide exhibit a "concordant pattern" of disease burden levels, primarily located in Asia, Africa, and Oceania. Thirteen significant risk factors were identified, with deficiency in omega-6 polyunsaturated fatty acids and iron deficiency being common risk factors for both diseases. Overall, 43.083% of IHD DALYs and 28.963% of asthma DALYs were attributable to the combined exposure to their respective risk factors.
Conclusion: The global joint burden of IHD and asthma exhibits substantial spatial heterogeneity, with particularly severe challenges in socioeconomically resource-limited regions of Africa and Asia. Comprehensive strategies integrating nutritional interventions, environmental improvements, and metabolic risk control are crucial for mitigating the global burden of cardiopulmonary comorbidities.
期刊介绍:
Risk Management and Healthcare Policy is an international, peer-reviewed, open access journal focusing on all aspects of public health, policy and preventative measures to promote good health and improve morbidity and mortality in the population. Specific topics covered in the journal include:
Public and community health
Policy and law
Preventative and predictive healthcare
Risk and hazard management
Epidemiology, detection and screening
Lifestyle and diet modification
Vaccination and disease transmission/modification programs
Health and safety and occupational health
Healthcare services provision
Health literacy and education
Advertising and promotion of health issues
Health economic evaluations and resource management
Risk Management and Healthcare Policy focuses on human interventional and observational research. The journal welcomes submitted papers covering original research, clinical and epidemiological studies, reviews and evaluations, guidelines, expert opinion and commentary, and extended reports. Case reports will only be considered if they make a valuable and original contribution to the literature. The journal does not accept study protocols, animal-based or cell line-based studies.