Evidence map›Paper›PMID 40502580›Full record

ArticlemedRxiv : the preprint server for health sciences2025

Mechanistic Insights into Tumorigenesis from Serum Proteins.

Valur Emilsson, Valborg Gudmundsdottir, Sean Bankier, Elisabet A Frick, Thorarinn Jonmundsson, Kari Arnarsson, Hulda K Ingvarsdottir, Heida Bjarnadottir, Joseph Loureiro, Eva Jacobsen and 13 more

Abstract readPreprint
In one paragraph

Article in medRxiv : the preprint server for health sciences, 2025. 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

23 authors.

Valur EmilssonIcelandic Heart Association, Holtasmari 1, IS-201 Kopavogur, Iceland.ORCID 0000-0001-9982-0524
Valborg GudmundsdottirIcelandic Heart Association, Holtasmari 1, IS-201 Kopavogur, Iceland.ORCID 0000-0002-7459-1603
Sean BankierComputational Biology Unit, Department of Informatics, University of Bergen, 5020 Bergen, Norway.ORCID 0000-0001-5069-3165
Elisabet A FrickFaculty of Medicine, University of Iceland, 101 Reykjavik, Iceland.ORCID 0000-0002-9812-361X
Thorarinn JonmundssonFaculty of Medicine, University of Iceland, 101 Reykjavik, Iceland.
Kari ArnarssonFaculty of Medicine, University of Iceland, 101 Reykjavik, Iceland.
Hulda K IngvarsdottirFaculty of Medicine, University of Iceland, 101 Reykjavik, Iceland.
Heida BjarnadottirFaculty of Medicine, University of Iceland, 101 Reykjavik, Iceland.
Joseph LoureiroNovartis Biomedical Research, 22 Windsor Street, Cambridge, MA 02139, USA.ORCID 0000-0001-7222-9160
Eva JacobsenFaculty of Medicine, University of Iceland, 101 Reykjavik, Iceland.
Thor AspelundIcelandic Heart Association, Holtasmari 1, IS-201 Kopavogur, Iceland.ORCID 0000-0002-7998-5433
Eirikur BriemDepartment of Genetics and Molecular Medicine, University Hospital, Reykjavík, Iceland.
Lenore J LaunerLaboratory of Epidemiology and Population Sciences, National Institute on Aging, MD, USA.ORCID 0000-0002-3238-7612
Esther BastiaannetCancer Epidemiology, University of Zurich, Epidemiology, Biostatistics and Prevention Institute, CH-8001 Zurich, Switzerland.ORCID 0000-0001-8469-9813
Tom MichoelComputational Biology Unit, Department of Informatics, University of Bergen, 5020 Bergen, Norway.ORCID 0000-0003-4749-4725
Sigurdis HaraldsdottirFaculty of Medicine, University of Iceland, 101 Reykjavik, Iceland.ORCID 0000-0002-5050-3699
Sigridur K BodvarsdottirBiomedical Center, School of Health Sciences, University of Iceland, Reykjavík, Iceland.ORCID 0000-0001-8799-8018
Thorarinn GudjonssonBiomedical Center, School of Health Sciences, University of Iceland and Department of Hematology, University Hospital, Reykjavík, Iceland.ORCID 0000-0001-9645-9665
Nancy FinkelNovartis Biomedical Research, 22 Windsor Street, Cambridge, MA 02139, USA.ORCID 0000-0002-8937-4150
Anthony P OrthNovartis Biomedical Research, 10675 John Jay Hopkins Drive, San Diego, CA 92121, USA.ORCID 0009-0005-9865-0494
Lori L JenningsNovartis Biomedical Research, 22 Windsor Street, Cambridge, MA 02139, USA.ORCID 0000-0001-5130-8417
John R LambMonoceros Biosystems, 12636 High Bluff Drive, Suite 400, San Diego, CA. 92130, USA.
Vilmundur GudnasonIcelandic Heart Association, Holtasmari 1, IS-201 Kopavogur, Iceland.ORCID 0000-0001-5696-0084

Funding

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 HHSN271201200022C
6 · The paper itself

Abstract

Improving early cancer detection would have a transformative effect on patient survival and associated societal costs. Ideally, this would involve tests that are minimally invasive, cancer-type specific and provide mechanistic insights. To address this need, we analyzed associations between 7,523 human serum proteins and 13 cancer types in 5,376 participants from the prospective, population-based AGES Reykjavik cohort. The study included 1,235 cancer cases spanning the digestive, genitourinary, respiratory, and female reproductive systems, as well as skin cancer. The analysis was conducted both longitudinally and cross-sectionally, with adjustments made for various well-established cancer risk factors. After accounting for age, sex, clinical, and lifestyle factors, 526 serum proteins were significantly associated with either prevalent (diagnosed prior to blood draw) or incident (diagnosed after blood draw) clinical presentation of the various types of cancer. Additionally, 776 circulating proteins were influenced by known genetic risk loci for various cancers, including 114 of the 526 mentioned above. Some serum protein associations were shared across cancer types, both prevalent and incident, as well as with genetic susceptibility loci. To contextualize these findings, we integrated our results with both internal and external datasets, including known cancer genes, germline genetic risk loci, tumor- and tissue-specific expression profiles, oncogenes and tumor suppressor genes, and circulating protein networks. This integrative analysis highlights distinct functional categories of protein involvement and reveals the complex and specific etiology of cancer. These findings support the potential for population-level surveillance, early cancer detection, and molecular insights into tumorigenesis.

Identifiers

PMID40502580
PMCPMC12155102

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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.