Article(id=1320442418957234443, tenantId=1146029695717560320, journalId=1319373162502258839, issueId=1320442360509616480, articleNumber=null, orderNo=null, doi=10.16016/j.2097-0927.202601125, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1769616000000, receivedDateStr=2026-01-29, revisedDate=1772726400000, revisedDateStr=2026-03-06, acceptedDate=null, acceptedDateStr=null, onlineDate=1792747605312, onlineDateStr=2026-10-23, pubDate=1778774400000, pubDateStr=2026-05-15, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1792747605312, onlineIssueDateStr=2026-10-23, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1792747605312, creator=13701087609, updateTime=1792747605312, updator=13701087609, issue=Issue{id=1320442360509616480, tenantId=1146029695717560320, journalId=1319373162502258839, year='2026', volume='48', issue='9', pageStart='1129', pageEnd='1288', issueExtLink='null', onlineDate='null', pubDate='1778774400000', pubDateStr='2026-05-15', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=1, specialIssue=null, createTime=1792747591378, creator='13701087609', updateTime=1792749835358, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1320451772548760069, tenantId=1146029695717560320, journalId=1319373162502258839, issueId=1320442360509616480, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1320451772548760070, tenantId=1146029695717560320, journalId=1319373162502258839, issueId=1320442360509616480, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=1262, endPage=1272, ext={EN=ArticleExt(id=1320442419171143948, articleId=1320442418957234443, tenantId=1146029695717560320, journalId=1319373162502258839, language=EN, title=Early origins of neurological disorders: Mendelian randomization evidence for a causal relationship between low birth weight and multiple sclerosis, columnId=1320435198676816706, journalTitle=Journal of Army Medical University, columnName=Intelligent Medicine and Prediction Model, runingTitle=null, highlight=null, articleAbstract=
Objective With the deepening of global aging and neurological disorders having become the second leading cause of death and primary cause of disability worldwide, the prevention of neurological disorders has emerged as an increasingly critical issue. This study employed a two-sample Mendelian randomization (MR) analysis to evaluate the causal associations between birth weight and risk of 6 common neurological disorders, thereby providing genetic epidemiological evidence for the early origins hypothesis of neurological disorders.
Methods This study utilized publicly available genome-wide association study summary statistics. Genetic variants significantly associated with birth weight were selected as instrumental variables to construct two instrumental variable sets comprising 7-single nucleotide polymorphism (SNP) and 60-SNP, respectively. The two-sample MR outcomes included Alzheimer’s disease (AD), Parkinson’s disease (PD), multiple sclerosis, epilepsy, migraine, and cerebrovascular disease, with all relevant data obtained from publicly available datasets on the OpenGWAS platform. Inverse variance weighting was used as the primary analysis, with robustness validation by MR-Egger, weighted median, simple mode, and weighted mode methods. Heterogeneity and horizontal pleiotropy were assessed using Cochran’s Q test, horizontal pleiotropy test, leave-one-out analysis, and funnel plots.
Results In the 7-SNP analysis, genetically predicted low birth weight was associated with an increased risk of multiple sclerosis, with an OR of 1.323 (95%CI: 1.011 to 1.732, P=0.041) obtained using inverse variance weighting. No significant causal relationships were observed for the remaining 5 neurological disorders (AD, PD, migraine, cerebrovascular disease, and epilepsy). In the 60-SNP analysis, the findings for multiple sclerosis were consistent in direction with the aforementioned association and remained statistically significant, yielding an OR value of 1.319 (95%CI: 1.006 to 1.731, P=0.045) by inverse variance weighting. Although PD showed negative association effects in the weighted median and weighted mode methods, the results of inverse variance weighting did not reach significance (OR=0.811, 95%CI: 0.608 to 1.081, P=0.154). There were no significant causal relationships for the remaining 4 neurological disorders (AD, cerebrovascular disease, epilepsy, and migraine). Sensitivity analyses for multiple sclerosis did not indicate significant systematic pleiotropy in either the 7-SNP and 60-SNP models; heterogeneity increased after expanding from 7-SNP to 60-SNP, but leave-one-out analysis demonstrated that the pooled effect was not driven by any single SNP.
Conclusion Genetic evidence supports a potential causal relationship between low birth weight and an increased risk of multiple sclerosis, whereas no clear causal relationships are identified with AD, epilepsy, migraine, PD, or cerebrovascular disease.
, authors=Hongyao LÜ, Xiaoyu FANG, Zheng CHEN, Chengying LI, Jiang XU, Wang GUO, Yabin CUI, Xiangyu MA, authorsList=Hongyao LÜ, Xiaoyu FANG, Zheng CHEN, Chengying LI, Jiang XU, Wang GUO, Yabin CUI, Xiangyu MA, authorCompany=null, correspAuthors=Xiangyu MA, authorNote=null, correspAuthorsNote=null, copyrightStatement=© 2026 Journal of Army Medical University, copyrightOwner=Editorial Office of Journal of Army Medical University, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1320442422333649179, articleId=1320442418957234443, tenantId=1146029695717560320, journalId=1319373162502258839, language=CN, title=神经系统疾病的早期起源:低出生体质量与多发性硬化因果关系的孟德尔随机化研究证据, columnId=1320435199041721156, journalTitle=陆军军医大学学报, columnName=智能医学与预测模型, runingTitle=null, highlight=null, articleAbstract=
目的 随着全球老龄化趋势不断加深以及神经系统疾病已经成为全球第二大死因和致残的首要原因,预防神经系统疾病已经成为一个日益重要的问题。采用两样本孟德尔随机化方法,旨在评估出生体质量与6种常见神经系统疾病风险之间的因果关联,为神经系统疾病的早期起源学说提供遗传流行病学证据。
方法 使用基于公开发表的全基因组关联研究汇总统计数据,选择与出生体质量显著相关的遗传变异作为工具变量,分别构建7-SNP与60-SNP 2套工具变量集。两样本孟德尔随机化结局变量包括阿尔茨海默病、帕金森病、多发性硬化、癫痫、偏头痛与脑血管病,相关数据均来源于OpenGWAS平台公开数据集。以逆方差加权法为主要分析,并采用MR Egger、加权中位数法、简单众数法和加权众数法等方法进行稳健性验证;通过Cochran’Q检验、水平多效性检验、Leave-one-out分析与漏斗图评估异质性与水平多效性。
结果 7-SNP分析结果:遗传预测的低出生体质量与多发性硬化风险升高相关,逆方差加权法所得OR值为1.323(95%CI:1.011~1.732,P=0.041);其余5种神经系统疾病未观察到显著因果关联(阿尔茨海默病、帕金森病、偏头痛、脑血管病、癫痫)。60-SNP分析结果:多发性硬化研究结果与上述关联方向一致且具有统计学显著性,逆方差加权法所得OR值为1.319(95%CI:1.006~1.731,P=0.045)。而帕金森病虽然在加权中位数法和加权众数法中出现负向关联效应,但是逆方差加权法结果未达显著[OR=0.811(95%CI:0.608~1.081),P=0.154];其余4种神经系统疾病也未观察到显著因果关系(阿尔茨海默病、脑血管病、癫痫、偏头痛)。多发性硬化的敏感性分析在7-SNP和60-SNP模型中均未提示显著的系统多效性;从7-SNP扩展至60-SNP后异质性有所增加,但Leave-one-out分析结果显示合并效应不受单一SNP驱动。
结论 遗传证据支持低出生体质量与多发性硬化风险升高存在潜在因果关联,而与阿尔茨海默病、癫痫、偏头痛、帕金森病及脑血管病未见明确因果关系。
, authors=吕宏尧, 房晓瑜, 陈峥, 李成英, 许江, 郭旺, 崔雅斌, 马翔宇, authorsList=吕宏尧, 房晓瑜, 陈峥, 李成英, 许江, 郭旺, 崔雅斌, 马翔宇, authorCompany=null, correspAuthors=马翔宇, authorNote=null, correspAuthorsNote=
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1陆军军医大学(第三军医大学)军事预防医学系军队流行病学教研室,重庆)])], figs=[ArticleFig(id=1320442428776100177, tenantId=1146029695717560320, journalId=1319373162502258839, articleId=1320442418957234443, language=EN, label=Figure 1, caption=
Three core assumptions of Mendelian randomization, figureFileSmall=CIppVBiDlxXSVuec3IcHEw==, figureFileBig=Q5m0ubIUV6Itfab3Ozb42w==, tableContent=null), ArticleFig(id=1320442428839014738, tenantId=1146029695717560320, journalId=1319373162502258839, articleId=1320442418957234443, language=CN, label=图1, caption=
孟德尔随机化的三项必要前提假设, figureFileSmall=CIppVBiDlxXSVuec3IcHEw==, figureFileBig=Q5m0ubIUV6Itfab3Ozb42w==, tableContent=null), ArticleFig(id=1320442429048729939, tenantId=1146029695717560320, journalId=1319373162502258839, articleId=1320442418957234443, language=EN, label=Figure 2, caption=
Results of 7-SNP Mendelian randomization analysis for birth weight and neurological disorders, figureFileSmall=mnZZN9sDbI/hodjgLuPX/A==, figureFileBig=7lYxbYYz1vplRRjAqHc6nQ==, tableContent=null), ArticleFig(id=1320442429115838804, tenantId=1146029695717560320, journalId=1319373162502258839, articleId=1320442418957234443, language=CN, label=图2, caption=
7-SNP组出生体质量与神经系统疾病的MR分析结果A: Multiple sclerosis; B: Parkinson’s disease; C: Alzheimer’s disease; D: Cerebrovascular disease; E: Epilepsy; F: Migraine
, figureFileSmall=mnZZN9sDbI/hodjgLuPX/A==, figureFileBig=7lYxbYYz1vplRRjAqHc6nQ==, tableContent=null), ArticleFig(id=1320442429187141973, tenantId=1146029695717560320, journalId=1319373162502258839, articleId=1320442418957234443, language=EN, label=Figure 3, caption=
Results of 60-SNP Mendelian randomization analysis for birth weight and neurological disorders, figureFileSmall=6Mox4D3XG92YRm8LnLUv1Q==, figureFileBig=o/7gWKL1azseJnSzsl+2cw==, tableContent=null), ArticleFig(id=1320442429254250838, tenantId=1146029695717560320, journalId=1319373162502258839, articleId=1320442418957234443, language=CN, label=图3, caption=
60-SNP组出生体质量与神经系统疾病的MR分析结果A: Multiple sclerosis; B: Parkinson’s disease; C: Alzheimer’s disease; D: Cerebrovascular disease; E: Epilepsy; F: Migraine
, figureFileSmall=6Mox4D3XG92YRm8LnLUv1Q==, figureFileBig=o/7gWKL1azseJnSzsl+2cw==, tableContent=null), ArticleFig(id=1320442429312971095, tenantId=1146029695717560320, journalId=1319373162502258839, articleId=1320442418957234443, language=EN, label=Figure 4, caption=
Funnel plot of causal association between birth weight and multiple sclerosis, figureFileSmall=PB3hNKWFclq7IBs1UW5krA==, figureFileBig=wKAii/Ib4/qVRlr/spwAhg==, tableContent=null), ArticleFig(id=1320442429371691352, tenantId=1146029695717560320, journalId=1319373162502258839, articleId=1320442418957234443, language=CN, label=图4, caption=
出生体质量与多发性硬化因果关联的漏斗图A: 7-SNP; B: 60-SNP
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Scatter plot of causal association between birth weight and multiple sclerosis, figureFileSmall=vJIJLbyRAoan9TWtFdYHVA==, figureFileBig=Xv9MGjFRWphWS4DiNdsUTw==, tableContent=null), ArticleFig(id=1320442429505909082, tenantId=1146029695717560320, journalId=1319373162502258839, articleId=1320442418957234443, language=CN, label=图5, caption=
出生体质量与多发性硬化因果关联的散点图A: 7-SNP; B: 60-SNP
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Heterogeneity analysis of causal association between birth weight and multiple sclerosis, figureFileSmall=y/NWf/bQXsmyunewOoH0xA==, figureFileBig=vYCiGo5Ey3UNXf1z/MpIZA==, tableContent=null), ArticleFig(id=1320442429635932508, tenantId=1146029695717560320, journalId=1319373162502258839, articleId=1320442418957234443, language=CN, label=图6, caption=
出生体质量与多发性硬化因果关联的异质性分析A: 7-SNP; B: 60-SNP
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Leave-one-out analysis of causal association between birth weight and multiple sclerosis, figureFileSmall=1zwq5dMJvpnKRp+2Tvj5Bw==, figureFileBig=k3YDNoD3TlzATA0Dtfix7Q==, tableContent=null), ArticleFig(id=1320442429757567326, tenantId=1146029695717560320, journalId=1319373162502258839, articleId=1320442418957234443, language=CN, label=图7, caption=
出生体质量与多发性硬化因果关联的Leave-one-out分析图A: 7-SNP; B: 60-SNP
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Summary of GWAS data for neurological disorders
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| Neurological disorders | OpenGWAS ID | Cases | Controls |
|---|
| Alzheimer’s disease | ieu-b-5067 | 954 | 487 331 |
| Parkinson’s disease | ieu-b-7 | 33 674 | 449 056 |
| Multiple sclerosis | ieu-b-18 | 47 429 | 68 374 |
| Epilepsy | ukb-b-1600 | 2 326 | 460 684 |
| Migraine | ukb-d-G43 | 1 072 | 360 122 |
| Cerebrovascular disease | finn-b-I9_CEREBVASC | 15 724 | 303 068 |
), ArticleFig(id=1320442429895979360, tenantId=1146029695717560320, journalId=1319373162502258839, articleId=1320442418957234443, language=CN, label=表1, caption=
神经系统疾病的GWAS数据汇总
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| Neurological disorders | OpenGWAS ID | Cases | Controls |
|---|
| Alzheimer’s disease | ieu-b-5067 | 954 | 487 331 |
| Parkinson’s disease | ieu-b-7 | 33 674 | 449 056 |
| Multiple sclerosis | ieu-b-18 | 47 429 | 68 374 |
| Epilepsy | ukb-b-1600 | 2 326 | 460 684 |
| Migraine | ukb-d-G43 | 1 072 | 360 122 |
| Cerebrovascular disease | finn-b-I9_CEREBVASC | 15 724 | 303 068 |
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