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Copyright: ©Author(s) 2026. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution-NonCommercial (CC BY-NC 4.0) license. No commercial re-use. See permissions. Published by Baishideng Publishing Group Inc.
World J Exp Med. Jun 20, 2026; 16(2): 121046
Published online Jun 20, 2026. doi: 10.5493/wjem.v16.i2.121046
Genetic and biological determinants of pulmonary embolism: Insights from Mendelian randomization studies
Rupak Desai, Darsh Patel, Abhishek Prasad, Navya Mandalapu, Jai Nagarajan, Ananth Guddeti, Sourabh Khatri, Warda Shahnawaz, Abdul Aleem, Adil S Mohammed, Umera Yasmeen, Muhammad Usman Ghani
Rupak Desai, Outcomes Research, Independent Researcher, Atlanta, GA 30033, United States
Darsh Patel, Department of Medicine, Mercy Catholic Medical Center, Darby, PA 19023, United States
Abhishek Prasad, Department of Anesthesiology and Perioperative Medicine, MD Anderson Cancer Center, Houston, TX 77030, United States
Navya Mandalapu, Department of Medicine, BronxCare Health Sciences, Bronx, NY 10457, United States
Jai Nagarajan, Ananth Guddeti, Department of Internal Medicine, SUNY Upstate Medical University, Syracuse, NY 13210, United States
Sourabh Khatri, Department of Medicine, Independence Health System, Greensburg, PA 15601, United States
Warda Shahnawaz, Department of Medicine, Mobile Infirmary Medical Center, Mobile, AL 36604, United States
Abdul Aleem, Pulmonary and Critical Care Medicine, Henry Ford Health-Genesys Hospital, Grand Blanc, MI 48439, United States
Adil S Mohammed, Muhammad Usman Ghani, Department of Medicine, Central Michigan University, Saginaw, MI 48602, United States
Umera Yasmeen, Department of Medicine, Mamata Medical College, Rotary Nagar 507002, Khammam, India
Author contributions: Ghani MU conceptualized the study; Ghani MU and Desai R designed the methodology, reviewed and edited the manuscript, supervised the work; Patel D, Prasad A, Mandalapu N, Nagarajan J, and Guddeti A performed the literature review and data curation; Patel D, Prasad A, Mandalapu N, Nagarajan J, Guddeti A, Khatri S, Shahnawaz W, Aleem A, Mohammed AS, and Yasmeen U drafted the manuscript; Prasad A and Ghani MU prepared the figures and tables; all authors have read and approved the final manuscript.
Conflict-of-interest statement: All authors have no conflict of interests to declare for this manuscript.
Corresponding author: Muhammad Usman Ghani, MD, Assistant Professor, Department of Medicine, Central Michigan University, 1632 Stone Street, Saginaw, MI 48602, United States. usmanghani162@gmail.com
Received: March 16, 2026
Revised: April 13, 2026
Accepted: April 28, 2026
Published online: June 20, 2026
Processing time: 88 Days and 17.6 Hours
Abstract

Pulmonary embolism (PE) is a common and potentially fatal thromboembolic disease contributing to a major global public health burden. Its pathogenesis involves multiple hemodynamic, inflammatory, metabolic, and genetic factors. The multifactorial nature of PE makes it difficult to infer the direct effects of risk factors using conventional statistical approaches because of potential confounding and reverse causality. Mendelian randomization (MR) uses genetic variants as instrumental variables to strengthen causal inference. This narrative review synthesizes the available MR literature concerning potential causative factors of PE, with particular emphasis on genetic and biological pathways. MR evidence suggests that matrix metalloproteinases (MMP)-19 may be associated with increased PE susceptibility, whereas MMP-12 may be associated with decreased susceptibility. Impaired kidney function showed a positive association with PE risk, and reduced HLA-DR+ NK cell traits were linked to PE pathogenesis. Among gut microbiota, Clostridium innocuum was associated with increased PE risk, whereas Butyricicoccus and Actinobacteria showed protective associations. No consistent causal associations were identified for type 2 diabetes, atrial fibrillation, or epigenetic age acceleration. Larger multiethnic studies integrating multi-omics data are needed to clarify mechanisms underlying PE pathogenesis.

Keywords: Pulmonary embolism; Mendelian randomization; Matrix metalloproteinases; Immune dysregulation; Renal dysfunction; Genetic epidemiology; Thrombosis; Risk factors

Core Tip: Mendelian randomization evidence indicates that matrix metalloproteinases (MMP)-19 may be associated with increased risk of pulmonary embolism (PE), while MMP-12 may exhibit an inverse association. Reduced kidney function appears to have a potential genetic association with PE susceptibility. Immune pathways involving HLA-DR-positive natural killer cell traits and gut microbiota-related factors, such as Clostridium innocuum, Butyricicoccus, and Actinobacteria, may also contribute to PE susceptibility. In contrast, no consistent associations were observed for type 2 diabetes mellitus, atrial fibrillation, or epigenetic age acceleration. These findings underscore emerging biological pathways in PE; however, they should be interpreted cautiously, as they are hypothesis-generating and require further validation.

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