Evidence map›Paper›PMID 40344339›Full record

ArticleDiabetes, obesity & metabolism2025

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

Alvaro Obeso, Gabin Drouard, Teemu Palviainen, Xiaoling Wang, Miina Ollikainen, Karri Silventoinen, Jaakko Kaprio

Abstract readTwin Study
In one paragraph

Article in Diabetes, obesity & metabolism, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors.

Alvaro ObesoDepartment of Genetics, Physical Anthropology and Animal Physiology, Faculty of Science and Technology, University of the Basque Country, Bilbao, Spain.ORCID 0009-0009-1739-0408
Gabin DrouardInstitute for Molecular Medicine Finland, HiLIFE, University of Helsinki, Helsinki, Finland.
Teemu PalviainenInstitute for Molecular Medicine Finland, HiLIFE, University of Helsinki, Helsinki, Finland.
Xiaoling WangMedical College of Georgia, Augusta University, Augusta, Georgia, USA.
Miina OllikainenInstitute for Molecular Medicine Finland, HiLIFE, University of Helsinki, Helsinki, Finland.
Karri SilventoinenHelsinki Institute for Demography and Population Health, University of Helsinki, Helsinki, Finland.
Jaakko KaprioInstitute for Molecular Medicine Finland, HiLIFE, University of Helsinki, Helsinki, Finland.

Funding

A GENOME-WIDE METHYLATION STUDY ON ESSENTIAL HYPERTENSIONR01HL104125 · NHLBI · AUGUSTA UNIVERSITY · PI WANG, XIAOLING · 2011 to 2015
$2.9M
Biotieteiden ja Ympäristön Tutkimuksen Toimikunta 297908Biotieteiden ja Ympäristön Tutkimuksen Toimikunta 312073Biotieteiden ja Ympäristön Tutkimuksen Toimikunta 336832HORIZON EUROPE European Innovation Council 101080117NHLBI NIH HHS HL104125NHLBI NIH HHS R01 HL104125
6 · The paper itself

Abstract

introductionWhile 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

methodsThe 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 (PRS

resultsA 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. PRS

conclusionThis study highlights significant associations between plasma proteins and long-term BMI changes and fluctuations, with no evidence of PRS

Indexed as

Blood ProteinsBody Mass IndexObesityWeight GainAdultAgedFemaleFinlandFollow-Up StudiesHumansMaleMiddle AgedProteomicsTwins, MonozygoticBlood Proteinscohort studydatabase researchobesity careweight control

Identifiers

PMID40344339
PMCPMC12232349

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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 OpenQuestion graph.