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Proteomic associations with fluctuation and long-term changes in BMI: A 40-year follow-up study

  • Alvaro Obeso(corresponding author)
    ,
  • Gabin Drouard(corresponding author)
    ,
  • Teemu Palviainen
    ,
  • ,
  • Miina Ollikainen
    ,
  • Karri Silventoinen
*Corresponding author for this work
Scholary Output:
Contribution to journal
Article
Peer-review

Open access

Sustainable Development Goals

  • SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well

Abstract

Introduction: While some studies have explored associations between weight change and blood proteins, most have been intervention-based, offering limited insight into proteomic associations with long-term weight gain. It remains unclear whether plasma proteins are related to BMI fluctuation over time. This study investigates associations of long-term BMI changes and fluctuations with over 1000 plasma proteins involved in cardiometabolic and inflammation functions. Data and Methods: The study included 304 Finnish adult twins (117 men) born before 1958 from the Older Finnish Twin Cohort, with BMI data spanning five time points (1975, 1981, 1990, 2011 and 2012–2014). Proteomic data were derived from blood samples collected at the last BMI measurement. Linear mixed-effects models analysed individual BMI trajectories, producing intercepts (baseline BMI) and slopes (BMI change rates). BMI fluctuation was calculated as the average squared deviation from expected BMI across time points. Associations between BMI changes/fluctuation and (i) 1231 plasma proteins related to cardiometabolic and inflammatory functions and (ii) polygenic risk scores for BMI (PRSBMI), as well as interaction effects between PRSBMI and baseline BMI on protein-BMI relationships were studied. Within-pair analyses using monozygotic twins were conducted to account for shared confounding factors. Results: A total of 135 proteins were associated with changes in BMI over 40 years, while 17 proteins were linked to fluctuation in BMI: 12 associations (10 with BMI changes and 2 with fluctuation) remained significant in within-twin pair analyses. PRSBMI was associated with BMI changes but not with fluctuation. PRSBMI-protein interactions explaining BMI changes or fluctuation were found, though a single interaction between the antigen CD72 protein and baseline BMI was observed. Conclusion: This study highlights significant associations between plasma proteins and long-term BMI changes and fluctuations, with no evidence of PRSBMI-protein interactions influencing BMI trends. These findings underscore the substantial role of environmental factors in shaping proteome-BMI associations over adulthood.

Publication Information

Output type

Scholary Output:
Contribution to journal
Article
Peer-review

Original language

English (US)

Pages from-to (Number of pages)

Pages 4192-4202 (11 pages)

Journal (Volume, Issue Number)

Diabetes, Obesity and Metabolism (Volume 27, Issue 8)

Publication milestones

  • Published - 08/2025

Publication status

Published - 08/2025

ISSN

1462-8902

Publication IDs

  • Scopus: 105009879650
  • PubMed: 40344339

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Funding Details

AO, KS and JK have been supported by the European Union's Horizon Europe Research and Innovation programme under Grant Agreement number 101080117 (BETTER4U). Views and opinions expressed are, however, those of the author(s) only and do not necessarily reflect those of the European Union. Neither the European Union nor the granting authority can be held responsible for them. The FTC has been supported by the Academy of Finland (grants 312073 & 336832 to Jaakko Kaprio and 297908 to Miina Ollikainen) and the Sigrid Juselius Foundation (to Miina Ollikainen). The Essential Hypertension Epigenetics study was supported by NIH/NHLBI grant HL104125 to Xiaoling Wang.
FundersFunding numbers
NIH
-
Sigrid Juséliuksen Säätiö
-
European Union's Horizon Europe Research and Innovation programme
101080117
AKA
312073, 336832, 297908
NHLBI
HL104125