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Cardiorenal Medicine
Article . 2025 . Peer-reviewed
License: CC BY NC
Data sources: Crossref
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Cardiorenal Medicine
Article . 2025
Data sources: DOAJ
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Health Implications Associated with Fat-Free Mass: A Phenome-Wide Mendelian Randomization Study

Authors: Yuchen Ying; Chunxia Zhang; Shanshan Wu; Shudan Wang; Jiangfang Lian; Yupin Lin; Haiwang Guan; +1 Authors

Health Implications Associated with Fat-Free Mass: A Phenome-Wide Mendelian Randomization Study

Abstract

Introduction: Fat-free mass (FFM) is a critical component of the human body, with implications for various diseases. Methods: We conducted a comprehensive analysis integrating a phenome-wide association study (PheWAS), a two-sample Mendelian randomization (MR) analysis, and a systematic review to investigate the associations between FFM and health outcomes. Results: PheWAS identified 183 phenotypes enriched for FFM associations, including diseases, body composition, and lifestyle factors. A two-sample MR analysis using the FinnGen and UK Biobank dataset revealed significant associations between genetically determined FFM and 36 disease outcomes, including cardiovascular diseases, metabolic disorders, and musculoskeletal conditions. The mediation MR analysis indicates that FFM indirectly influences the levels of five biomarkers in visceral adipose tissue. A systematic review identified consistent associations between FFM and several diseases, including type 2 diabetes and cervical disc disorders. Moreover, new associations such as low back pain and ovarian cancer were discovered. Conclusion: These findings challenge the conventional notion of FFM as a protective factor in health, suggesting that higher FFM levels may be linked to an increased risk of various diseases. Further clinical studies are warranted to validate these findings and elucidate the underlying mechanisms.

Related Organizations
Keywords

Phenotype, RC581-951, Cardiovascular Diseases, Body Composition, Specialties of internal medicine, Humans, Mendelian Randomization Analysis, Phenomics, Genome-Wide Association Study

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average
gold
Related to Research communities
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