Evidence map›Paper›PMID 41530719›Full record

ArticleBMC pregnancy and childbirth2026

Mendelian randomization reveals the associations between modifiable risk factors and intermediate phenotypes and spontaneous abortion.

Weijie Guo, Hao Yang, Bo Feng, Haohui Chen, Zhuoling Zhong, Kexin Li, Xueting Yang, Yaoyao Zhang

Abstract read
In one paragraph

Article in BMC pregnancy and childbirth, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

Who cites it

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Weijie Guo *Department of Biomedical Sciences, Faculty of Health Sciences, University of Macau, Taipa, Macao SAR, 999078, China.
Hao Yang *Sports Medicine Center, West China Hospital, Sichuan University, Chengdu, China.
Bo Feng *West China Second University Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.
Haohui ChenWest China School of Medicine, Sichuan University, Chengdu, Sichuan, 610041, China.
Zhuoling ZhongState Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Taipa, Macao SAR, China.
Kexin LiWest China School of Medicine, Sichuan University, Chengdu, Sichuan, 610041, China.
Xueting YangWest China School of Medicine, Sichuan University, Chengdu, Sichuan, 610041, China.
Yaoyao ZhangCenter for Reproductive Medicine, Department of Obstetrics and Gynecology, Key Laboratory of Birth Defects and Related of Women and Children of Ministry of Education, West China Second University Hospital, Sichuan University, Frontier Medical Center, Tianfu Jincheng Laboratory, Chengdu, Sichuan, 610041, China. 1009597757@qq.com.

Funding

National Natural Science Foundation of China No. 82001496Sichuan Medical Association Foundation, China NO. S21006Sichuan Natural Science Foundation for Youth, China NO. 2022NSFSC1281
6 · The paper itself

Abstract

backgroundSpontaneous abortion (SA) is a natural process of abortion that endangers public health, and early identification of its risk factors plays a significant role in prevention. This study employed Mendelian randomization to explore the influencing factors of SA, with the aim of informing early monitoring and intervention strategies.

methodsWe performed a two-sample Mendelian randomization (MR) to evaluate the causal effects between 42 modifiable risk factors and intermediate phenotypes and spontaneous abortion. Single nucleotide polymorphisms associated with widely recognized confounders were removed based on current research and ensured sufficient F-statistics with the remaining SNPs. The primary statistical model was inverse-variance-weighted (IVW), and we performed sensitivity analyses for pleiotropy and heterogeneity. Outliers were detected and removed using MR-PRESSO. We found no statistical evidence of directional pleiotropy (based on MR-Egger intercepts and MR-PRESSO global tests), and traits showing heterogeneity were analyzed using the IVW random-effects model. Finally, to assess the robustness of the primary MR analysis findings, we employed an additional Genome-Wide Association Study (GWAS) dataset to validate the observed statistically significant results.

resultsThe results from the IVW model were reported primarily. Our analysis revealed that HLA-DR expression on monocytes (including the proportion of HLA-DR + + monocytes in leukocytes and HLA-DR on CD14 + monocytes) and the habit of cycling were positively corelated with an increased risk of SA (both with [OR] > 1 and p-adjust < 0.05). Conversely, the absolute count of CD14 + CD16- monocytes, age at first sexual intercourse, never smoking, and education level were negatively associated with SA (all with [OR] < 1 and p-adjust < 0.05). Following a validation analysis, our research has ultimately revealed statistically significant associations between SA and the following factors: age at first sexual intercourse and never smoking. Given dense LD across the extended MHC, these associations are best interpreted as locus-level (MHC) signals rather than HLA-DR-specific effects. We therefore avoid mechanistic attribution to HLA-DR per se.

conclusionsThe preliminary two-sample MR findings suggest immune signals (e.g., monocyte-related phenotypes) and highlight lifestyle correlates as potential priorities. Genetic instruments within the extended MHC region were associated with spontaneous abortion; however, given dense linkage disequilibrium across the locus, these signals are best interpreted as MHC-region associations rather than HLA-DR-specific effects. These results also require triangulation with complementary approaches-including polygenic risk score (PRS) analyses and prospective epidemiologic studies-before any causal interpretation or prevention guidance can be established.

Indexed as

Abortion, SpontaneousMendelian Randomization AnalysisFemaleGenetic Predisposition to DiseaseGenome-Wide Association StudyHumansPhenotypePolymorphism, Single NucleotidePregnancyRisk FactorsCausal inferenceMendelian randomization studyModifiable risk factors and intermediate phenotypesSpontaneous abortion

Identifiers

PMID41530719
PMCPMC12888503

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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 Socratic graph.