Evidence map›Paper›PMID 41889849›Full record

ArticlebioRxiv : the preprint server for biology2026

The impact of low-frequency genetic variants on serum protein levels.

Heida Bjarnadottir, Thorarinn Jonmundsson, Hulda K Ingvarsdottir, Elisabet A Frick, Nancy Finkel, Joseph J Loureiro, Lenore J Launer, Thor Aspelund, Yanhua Chen, Elizabeth K Speliotes and 5 more

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

15 authors.

Heida BjarnadottirFaculty of Medicine, University of Iceland, Reykjavik, Iceland.ORCID 0009-0002-8609-6789
Thorarinn JonmundssonFaculty of Medicine, University of Iceland, Reykjavik, Iceland.ORCID 0000-0001-9158-0087
Hulda K IngvarsdottirFaculty of Medicine, University of Iceland, Reykjavik, Iceland.ORCID 0009-0007-7106-1803
Elisabet A FrickFaculty of Medicine, University of Iceland, Reykjavik, Iceland.ORCID 0000-0002-9812-361X
Nancy FinkelNovartis, Cambridge, MA, USA.ORCID 0000-0002-8937-4150
Joseph J LoureiroNovartis, Cambridge, MA, USA.ORCID 0000-0001-7222-9160
Lenore J LaunerNational Institutes of Health, Baltimore, MD, USA.ORCID 0000-0002-3238-7612
Thor AspelundFaculty of Medicine, University of Iceland, Reykjavik, Iceland.ORCID 0000-0002-7998-5433
Yanhua ChenDivision of Gastroenterology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA.
Elizabeth K SpeliotesDivision of Gastroenterology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA.ORCID 0000-0002-1002-4140
Anthony P OrthNovartis Biomedical Research, San Diego, CA, USA.ORCID 0009-0005-9865-0494
Albert V SmithDepartment of Biostatistics, University of Michigan, Ann Arbor, MI, USA.ORCID 0000-0003-1942-5845
Valur EmilssonFaculty of Medicine, University of Iceland, Reykjavik, Iceland.ORCID 0000-0001-9982-0524
Vilmundur GudnasonFaculty of Medicine, University of Iceland, Reykjavik, Iceland.ORCID 0000-0001-5696-0084
Valborg GudmundsdottirFaculty of Medicine, University of Iceland, Reykjavik, Iceland.ORCID 0000-0002-7459-1603

Funding

Human population based genetic studies to elucidate the biology of NAFLDR01DK107904 · NIDDK · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI SPELIOTES, ELIZABETH K · 2016 to 2020
$3.4M
Identification and functional impact of NAFLD associated genetic variantsR01DK106621 · NIDDK · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI SPELIOTES, ELIZABETH K · 2015 to 2019
$3.3M
Integrative Polygenic Genetic Studies of Non-alcoholic Fatty Liver DiseaseR01DK131787 · NIDDK · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI SPELIOTES, ELIZABETH K · 2022 to 2025
$2.7M
Identification and Characterization of Loci Associated with Non-alcoholic Fatty Liver DiseaseR01DK128871 · NIDDK · WAKE FOREST UNIVERSITY HEALTH SCIENCES · PI ALLRED, NICHOLETTE D., SPELIOTES, ELIZABETH K · 2021 to 2024
$2.6M
Serum proteome analysis of Alzheimer´s disease in a population-based longitudinal cohort study - the AGES Reykjavik studyR01AG065596 · NIA · ICELANDIC HEART ASSOCIATION · PI Valborg Gudmundsdottir · 2021 to 2026
$2.6M
AGES STUDY-THE REYKJAVIK STUDY OF HEALTHY AGING FOR THE NEW MILLENNIUM-26012100N01AG012100 · NIA · ICELANDIC HEART ASSOCIATION · 2002 to 2004
–
NIA NIH HHS N01 AG012100NIA NIH HHS R01 AG065596NIDA NIH HHS HHSN271201200022CNIDDK NIH HHS R01 DK106621NIDDK NIH HHS R01 DK107904NIDDK NIH HHS R01 DK128871NIDDK NIH HHS R01 DK131787
6 · The paper itself

Abstract

The mapping of protein quantitative trait loci (pQTLs) can provide molecular links between genotype and phenotype. Most such studies focus on common variants, but the effects of low-frequency (LF) variants remain underexplored. Focusing on cis-pQTLs, we integrated serum measurements of 7,596 proteins with genomic data, including LF variants (minor allele frequency [MAF] 0.1-1%), in 5,291 Icelanders to identify independent cis-pQTLs for 2,166 SOMAmers. Incorporating LF variants increased the number of detected genetic signals per protein, demonstrating widespread allelic heterogeneity in cis-acting regulation of serum proteins. LF pQTLs were enriched for coding variants in the respective protein-encoding gene, but also among distal secondary signals, revealing additional regulatory layers not captured by common variants alone. Proteins affected by common variant cis-pQTLs were more often secreted and exhibited tissue-specific expression, whereas proteins exclusively affected by LF variants were primarily from more constrained and biologically essential pathways. Expanding both protein coverage and the allele-frequency spectrum reveals a more complex and heterogeneous cis-regulatory architecture of circulating proteins.

Indexed as

cis-pQTLsconditional analysisenrichmentlow-frequency variantsProteomicsSomaScan

Identifiers

PMID41889849
PMCPMC13015512

What OpenQuestion holds

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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.