Evidence map›Paper›PMID 39532837›Full record

ArticleNature communications2024

Sequence variants associated with BMI affect disease risk through BMI itself.

Gudmundur Einarsson, Gudmar Thorleifsson, Valgerdur Steinthorsdottir, Florian Zink, Hannes Helgason, Thorhildur Olafsdottir, Solvi Rognvaldsson, Vinicius Tragante, Magnus O Ulfarsson, Gardar Sveinbjornsson and 21 more

Abstract read
In one paragraph

Article in Nature communications, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed, 1 pooled it
–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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

5 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Review
  4. Article
  5. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

31 authors.

Gudmundur EinarssondeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.ORCID 0000-0002-1326-2339
Gudmar ThorleifssondeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.
Valgerdur SteinthorsdottirdeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.ORCID 0000-0003-1846-6274
Florian ZinkdeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.
Hannes HelgasondeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.
Thorhildur OlafsdottirdeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.ORCID 0000-0003-2003-9984
Solvi RognvaldssondeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.
Vinicius TragantedeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.ORCID 0000-0002-8223-8957
Magnus O UlfarssondeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.
Gardar SveinbjornssondeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.ORCID 0000-0003-2429-9468
Audunn S SnaebjarnarsondeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.ORCID 0000-0002-3496-2991
Hafsteinn EinarssondeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.ORCID 0000-0001-5072-3678
Hildur M AegisdottirdeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.
Gudrun A JonsdottirdeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.
Anna HelgadottirdeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.ORCID 0000-0002-1806-2467
Solveig GretarsdottirdeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.ORCID 0000-0002-2616-7269
Unnur StyrkarsdottirdeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.ORCID 0000-0001-8146-8278
Hannes K ArnasondeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.
Ragnar BjarnasonFaculty of Medicine, University of Iceland, Reykjavik, 102, Iceland.
Emil SigurdssonDevelopment Centre for Primary Health Care in Iceland, Reykjavík, Iceland.
David O ArnardeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.
Einar S BjornssonFaculty of Medicine, University of Iceland, Reykjavik, 102, Iceland.
Runolfur PalssonFaculty of Medicine, University of Iceland, Reykjavik, 102, Iceland.ORCID 0000-0001-6763-1702
Gyda BjornsdottirdeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.ORCID 0000-0002-8100-0306
Hreinn StefanssondeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.
Thorgeir ThorgeirssondeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.
Patrick SulemdeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.ORCID 0000-0001-7123-6123
Unnur ThorsteinsdottirdeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.
Hilma HolmdeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.ORCID 0000-0002-9517-6636
Daniel F GudbjartssondeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland.ORCID 0000-0002-5222-9857
Kari StefanssondeCODE genetics/Amgen, Inc., Reykjavik, 102, Iceland. kari.stefansson@decode.is.ORCID 0000-0003-1676-864X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Mendelian Randomization studies indicate that BMI contributes to various diseases, but it's unclear if this is entirely mediated by BMI itself. This study examines whether disease risk from BMI-associated sequence variants is mediated through BMI or other mechanisms, using data from Iceland and the UK Biobank. The associations of BMI genetic risk score with diseases like fatty liver disease, knee replacement, and glucose intolerance were fully attenuated when conditioned on BMI, and largely for type 2 diabetes, heart failure, myocardial infarction, atrial fibrillation, and hip replacement. Similar attenuation was observed for chronic kidney disease and stroke, though results varied. Findings were consistent across sexes, except for myocardial infarction. Residual effects may result from temporal BMI changes, pleiotropy, measurement error, non-linear relationships, non-collapsibility, or confounding. The attenuation extent of BMI genetic risk score on disease associations suggests the potential impact of reducing BMI on disease risk.

Indexed as

Body Mass IndexMendelian Randomization AnalysisAdultAgedDiabetes Mellitus, Type 2FemaleGenetic Predisposition to DiseaseGenome-Wide Association StudyGlucose IntoleranceHumansIcelandMaleMiddle AgedMyocardial InfarctionObesityPolymorphism, Single Nucleotide

Identifiers

PMID39532837
PMCPMC11557886

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Registered trials

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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.