Jingxian Huang , Devendra Meena , Alexander Smith , Verena Zuber , Rui Climaco Pinto , Marie-Joe Dib , Ioanna Tzoulaki , Abbas Dehghan
{"title":"血细胞特征和心脏代谢疾病风险的遗传决定因素:孟德尔随机化和观察分析的三角测量证据","authors":"Jingxian Huang , Devendra Meena , Alexander Smith , Verena Zuber , Rui Climaco Pinto , Marie-Joe Dib , Ioanna Tzoulaki , Abbas Dehghan","doi":"10.1016/j.atherosclerosis.2025.120409","DOIUrl":null,"url":null,"abstract":"<div><h3>Background and aims</h3><div>Blood cell traits (BCTs) are linked to cardiometabolic diseases (CMDs) through mechanisms such as inflammation, thrombosis, endothelial dysfunction, and lipid metabolism. BCTs could serve as readily available, cost-effective biomarkers to enhance CVD risk prediction and, if proven causal, may also emerge as novel therapeutic targets. This study examined the genetic architecture and tested potential causal relations between 29 BCTs and 20 CMDs.</div></div><div><h3>Methods</h3><div>We employed univariable Mendelian randomization (UVMR) using inverse-variance weighting as the primary method, MR-Egger and weighted-median as sensitivity analyses, and MR-PRESSO to detect pleiotropic outliers. Multivariable MR Bayesian Model Averaging (MR-BMA) was applied to prioritize the most likely causal factors. To validate findings, we conducted observational analyses among ∼0.4 million UK Biobank participants.</div></div><div><h3>Results</h3><div>UVMR demonstrated that plateletcrit is associated with cardioembolic stroke (log odds ratio [logOR<sub>UVMR</sub>]: 2.63), a finding also prioritized by MR-BMA (marginal inclusion probability (MIP): 0.96) and supported by observational analysis (hazard ratio (HR): 1.11). We found evidence supporting a potential causal association of neutrophils and red cell distribution width with small-vessel stroke (logOR<sub>UVMR</sub>: 0.10) and coronary artery disease (logOR<sub>UVMR</sub>: 0.06), a finding that was further supported by observational data analyses (HR<sub>small-vessel stroke</sub>: 1.22; HR<sub>coronary artery disease</sub>: 1.16). Additionally, higher haemoglobin concentration was linked to lower pulse pressure (<em>θ</em><sub>UVMR</sub>: −0.64), with further support from MR-BMA (MIP: 0.97). Furthermore, reticulocyte indices were associated with both low-density lipoprotein cholesterol (<em>θ</em><sub>UVMR</sub>: 1.22) and total cholesterol (<em>θ</em><sub>UVMR</sub>: 1.06), and it was identified as a top-ranked risk factor for these outcomes in MR-BMA.</div></div><div><h3>Conclusions</h3><div>Our study provides supporting evidence for a potential causal effect of BCTs on CMDs, which might pave the way for novel biomarkers and therapeutic targets for precision medicine approaches.</div></div>","PeriodicalId":8623,"journal":{"name":"Atherosclerosis","volume":"407 ","pages":"Article 120409"},"PeriodicalIF":4.9000,"publicationDate":"2025-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Genetic determinants of blood-cell traits and the risk of cardiometabolic Diseases: Triangulating evidence from Mendelian randomization and observational analyses\",\"authors\":\"Jingxian Huang , Devendra Meena , Alexander Smith , Verena Zuber , Rui Climaco Pinto , Marie-Joe Dib , Ioanna Tzoulaki , Abbas Dehghan\",\"doi\":\"10.1016/j.atherosclerosis.2025.120409\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Background and aims</h3><div>Blood cell traits (BCTs) are linked to cardiometabolic diseases (CMDs) through mechanisms such as inflammation, thrombosis, endothelial dysfunction, and lipid metabolism. BCTs could serve as readily available, cost-effective biomarkers to enhance CVD risk prediction and, if proven causal, may also emerge as novel therapeutic targets. This study examined the genetic architecture and tested potential causal relations between 29 BCTs and 20 CMDs.</div></div><div><h3>Methods</h3><div>We employed univariable Mendelian randomization (UVMR) using inverse-variance weighting as the primary method, MR-Egger and weighted-median as sensitivity analyses, and MR-PRESSO to detect pleiotropic outliers. Multivariable MR Bayesian Model Averaging (MR-BMA) was applied to prioritize the most likely causal factors. To validate findings, we conducted observational analyses among ∼0.4 million UK Biobank participants.</div></div><div><h3>Results</h3><div>UVMR demonstrated that plateletcrit is associated with cardioembolic stroke (log odds ratio [logOR<sub>UVMR</sub>]: 2.63), a finding also prioritized by MR-BMA (marginal inclusion probability (MIP): 0.96) and supported by observational analysis (hazard ratio (HR): 1.11). We found evidence supporting a potential causal association of neutrophils and red cell distribution width with small-vessel stroke (logOR<sub>UVMR</sub>: 0.10) and coronary artery disease (logOR<sub>UVMR</sub>: 0.06), a finding that was further supported by observational data analyses (HR<sub>small-vessel stroke</sub>: 1.22; HR<sub>coronary artery disease</sub>: 1.16). Additionally, higher haemoglobin concentration was linked to lower pulse pressure (<em>θ</em><sub>UVMR</sub>: −0.64), with further support from MR-BMA (MIP: 0.97). Furthermore, reticulocyte indices were associated with both low-density lipoprotein cholesterol (<em>θ</em><sub>UVMR</sub>: 1.22) and total cholesterol (<em>θ</em><sub>UVMR</sub>: 1.06), and it was identified as a top-ranked risk factor for these outcomes in MR-BMA.</div></div><div><h3>Conclusions</h3><div>Our study provides supporting evidence for a potential causal effect of BCTs on CMDs, which might pave the way for novel biomarkers and therapeutic targets for precision medicine approaches.</div></div>\",\"PeriodicalId\":8623,\"journal\":{\"name\":\"Atherosclerosis\",\"volume\":\"407 \",\"pages\":\"Article 120409\"},\"PeriodicalIF\":4.9000,\"publicationDate\":\"2025-06-12\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Atherosclerosis\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0021915025013073\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"CARDIAC & CARDIOVASCULAR SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Atherosclerosis","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0021915025013073","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CARDIAC & CARDIOVASCULAR SYSTEMS","Score":null,"Total":0}
Genetic determinants of blood-cell traits and the risk of cardiometabolic Diseases: Triangulating evidence from Mendelian randomization and observational analyses
Background and aims
Blood cell traits (BCTs) are linked to cardiometabolic diseases (CMDs) through mechanisms such as inflammation, thrombosis, endothelial dysfunction, and lipid metabolism. BCTs could serve as readily available, cost-effective biomarkers to enhance CVD risk prediction and, if proven causal, may also emerge as novel therapeutic targets. This study examined the genetic architecture and tested potential causal relations between 29 BCTs and 20 CMDs.
Methods
We employed univariable Mendelian randomization (UVMR) using inverse-variance weighting as the primary method, MR-Egger and weighted-median as sensitivity analyses, and MR-PRESSO to detect pleiotropic outliers. Multivariable MR Bayesian Model Averaging (MR-BMA) was applied to prioritize the most likely causal factors. To validate findings, we conducted observational analyses among ∼0.4 million UK Biobank participants.
Results
UVMR demonstrated that plateletcrit is associated with cardioembolic stroke (log odds ratio [logORUVMR]: 2.63), a finding also prioritized by MR-BMA (marginal inclusion probability (MIP): 0.96) and supported by observational analysis (hazard ratio (HR): 1.11). We found evidence supporting a potential causal association of neutrophils and red cell distribution width with small-vessel stroke (logORUVMR: 0.10) and coronary artery disease (logORUVMR: 0.06), a finding that was further supported by observational data analyses (HRsmall-vessel stroke: 1.22; HRcoronary artery disease: 1.16). Additionally, higher haemoglobin concentration was linked to lower pulse pressure (θUVMR: −0.64), with further support from MR-BMA (MIP: 0.97). Furthermore, reticulocyte indices were associated with both low-density lipoprotein cholesterol (θUVMR: 1.22) and total cholesterol (θUVMR: 1.06), and it was identified as a top-ranked risk factor for these outcomes in MR-BMA.
Conclusions
Our study provides supporting evidence for a potential causal effect of BCTs on CMDs, which might pave the way for novel biomarkers and therapeutic targets for precision medicine approaches.
期刊介绍:
Atherosclerosis has an open access mirror journal Atherosclerosis: X, sharing the same aims and scope, editorial team, submission system and rigorous peer review.
Atherosclerosis brings together, from all sources, papers concerned with investigation on atherosclerosis, its risk factors and clinical manifestations. Atherosclerosis covers basic and translational, clinical and population research approaches to arterial and vascular biology and disease, as well as their risk factors including: disturbances of lipid and lipoprotein metabolism, diabetes and hypertension, thrombosis, and inflammation. The Editors are interested in original or review papers dealing with the pathogenesis, environmental, genetic and epigenetic basis, diagnosis or treatment of atherosclerosis and related diseases as well as their risk factors.