Unraveling the directional link between adiposity and inflammation: A bidirectional Mendelian randomization approach
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Context: Associations between adiposity and circulating inflammation markers are assumed to be causal, although the direction of the relationship has not been proven. Objective: The aim of the study was to explore the causal direction of the relationship between adiposity and inflammation using a bidirectional Mendelian randomization approach. Methods: In the PROSPER study of 5804 elderly patients, we related C-reactive protein (CRP) single nucleotide polymorphisms (SNPs) (rs1800947 and rs1205) and adiposity SNPs (FTO and MC4R) to body mass index (BMI) as well as circulating levels of CRP and leptin. We gave each individual two allele scores ranging from zero to 4, counting each pair of alleles related to CRP levels or BMI. Results: With increasing CRP allele score, there was a stepwise decrease in CRP levels (P for trend < 0.0001) and a 1.98 mg/liter difference between extremes of the allele score distribution, but there was no associated change in BMI or leptin levels (P ≥ 0.89). By contrast, adiposity allele score was associated with 1) an increase in BMI (1.2 kg/m2 difference between extremes; P for trend 0.002); 2) an increase in circulating leptin (5.77 ng/ml difference between extremes; P for trend 0.0027); and 3) increased CRP levels (1.24 mg/liter difference between extremes; P for trend 0.002). Conclusions: Greater adiposity conferred by FTO and MC4R SNPs led to higher CRP levels, with no evidence for any reverse pathway. Future studies should extend our findings to other circulating inflammatory parameters. This study illustrates the potential power of Mendelian randomization to dissect directions of causality between intercorrelated metabolic factors.
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Obesity is a chronic, complex, multifactorial disease characterized by low-grade inflammation and excessive fat accumulation, which compromises quality of life and predisposes individuals to chronic non-communicable diseases including type 2 diabetes, cardiovascular diseases, cancer, and stroke.
“Obesity is a chronic, complex, and multifactorial disease, characterized by low-grade inflammation [7] and excessive fat accumulation [2,8], which compromises quality of life and predisposes individuals to chronic non-communicable diseases (NCDs), including type 2 diabetes mellitus (T2DM), cardiovascular diseases, cancer, and stroke [6,9,10]”
From Nutritional Approaches to Enhance GLP-1 Analogue Therapy in Obesity: A Narrative Review (2025) · cites this paper as [7]
Previous research has shown that genetic variants associated with BMI are associated with CRP levels and uric acid concentrations, but the reverse was not found for genetic variants which are plausible instrumental variables for CRP and uric acid.
“Previous research has shown that genetic variants associated with BMI are associated with CRP levels30,39 and associated with uric acid concentrations,40 although in both cases the reverse was not found for genetic variants which are plausible IVs for CRP and for uric acid.”
From Network Mendelian randomization: using genetic variants as instrumental variables to investigate mediation in causal pathways. (2015) · cites this paper as [39]
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References 41 · Cited by 140
- Authors
- Welsh, P., Polisecki, E., Robertson, M., Jahn, S., Buckley, B. M., de Craen, A. J. M., Ford, I., Jukema, J. W., Macfarlane, P. W., Packard, C. J., Stott, D. J., Westendorp, R. G. J., Shepherd, J., Hingorani, A. D., Smith, G. D., Schaefer, E., & Sattar, N.
- Affiliations
- University of Glasgow (GB)
- Tufts University (US)
- University College Cork (IE)
- Departments of Gerontology and Geriatrics (A.J.M.d.C., R.G.J.W.), Leiden University Medical Centre, 2300 RA Leiden, The Netherlands
- Leiden University Medical Center (NL)
- University College London (GB)
- University of Bristol (GB)
- Corresponding author
- Sattar, Naveed
- ORCID
- Venue
- The Journal of Clinical Endocrinology & Metabolism
- Publisher
- The Endocrine Society
- Published
- 2010-01-01
- Volume
- 95
- Issue
- 1
- Pages
- 93-99
- ISSN
- 0021-972X (ISSN-L)
- 1945-7197
- PMC
- PMC2805500
- OpenAlex
- W2106379479
- Cited by
- 140
- References
- 41
- Citations by year
- 2026: 5 · 2025: 7 · 2024: 4 · 2023: 18 · 2022: 11 · 2021: 9 · 2020: 10 · 2019: 9 · 2018: 7 · 2017: 6 · 2016: 10 · 2015: 11 · 2014: 7 · 2013: 2 · 2012: 13
- FWCI
- 5.37
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- The Journal of Clinical Endocrinology & Metabolism (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam) (acceptedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- Leiden Repository (Leiden University) (submittedVersion)
- UCL Discovery (University College London) (submittedVersion)
- Funders
- U.S. Department of Agriculture
- British Heart Foundation
- Stroke Association
- University of Glasgow
- National Institutes of Health
- Agricultural Research Service
- National Heart, Lung, and Blood Institute (R01HL074753, R01 HL-74753)
- Topics
- Health Sciences › Medicine › Epidemiology › Adipokines, Inflammation, and Metabolic Diseases
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiovascular Disease and Adiposity
- Keywords
- adiposity, inflammation, C-reactive protein, bidirectional Mendelian randomization, causal direction, body mass index, leptin, FTO, MC4R gene, single nucleotide polymorphisms, older adults
- MeSH terms
- Alpha-Ketoglutarate-Dependent Dioxygenase FTO, Aged, Aged, 80 and over, C-Reactive Protein, Female, Genetic Markers, Genotype, Humans, Inflammation, Genetic Linkage, Male, Proteins, Biomarkers, Polymorphism, Single Nucleotide, Receptor, Melanocortin, Type 4, Adiposity, Mendelian Randomization Analysis
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