Evidence map›Paper›PMID 42623411›Full record

ArticlePLoS computational biology2026

Ten quick tips for causal analysis of biomedical omics data.

Gleb Svinin, Rebecca Ting Jiin Loo, Nikhilesh Vasantha Kumar, Varsha Venkatesha Murthy, Dilara Uzuner Odongo, Ramón Díaz-Uriarte, Ana Conesa, Gianluca Bontempi, Susana Vinga, Ilaria Granata and 9 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in PLoS computational 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

19 authors.

Gleb SvininBiomedical Data Science Group, Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Esch-sur-Alzette, Luxembourg.
Rebecca Ting Jiin LooBiomedical Data Science Group, Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Esch-sur-Alzette, Luxembourg.
Nikhilesh Vasantha KumarBiomedical Data Science Group, Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Esch-sur-Alzette, Luxembourg.
Varsha Venkatesha MurthyBiomedical Data Science Group, Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Esch-sur-Alzette, Luxembourg.
Dilara Uzuner OdongoBiomedical Data Science Group, Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Esch-sur-Alzette, Luxembourg.
Ramón Díaz-UriarteInstituto de Investigaciones Biomédicas Sols-Morreale (IIBM), UAM-CSIC, Madrid, Spain.ORCID https://orcid.org/0000-0002-6637-9039
Ana ConesaInstitute for Integrative Systems Biology, Spanish National Research Council, Valencia, Spain.
Gianluca BontempiMachine Learning Group, Université Libre de Bruxelles, Bruxelles, Belgique and WEL Research Institute, Wavre, Belgique.
Susana VingaINESC-ID, Instituto Superior Técnico, Universidade de Lisboa, Lisbon, Portugal.
Ilaria GranataInstitute for High Performance Computing and Networking, National Research Council, Naples, Italy.
Daniel Domingo-FernándezFraunhofer Institute for Algorithms and Scientific Computing, Sankt Augustin, Germany.
Paola LeccaFaculty of Engineering, Free University of Bozen-Bolzano, Bolzano, Italy.ORCID https://orcid.org/0000-0002-7224-136X
Marieke L KuijjerFaculty of Medicine, University of Helsinki, Helsinki, Finland; Norwegian Centre for Molecular Biosciences and Medicine (NCMBM), University of Oslo, Oslo, Norway.ORCID https://orcid.org/0000-0001-6280-3130
Jesse H KrijthePattern Recognition & Bioinformatics, Delft University of Technology, Delft, The Netherlands.ORCID https://orcid.org/0000-0003-3435-6358
Ina KochInstitute of Computer Science, Goethe University Frankfurt, Frankfurt, Germany.
Laurence CalzoneInstitut Curie, Inserm U1331, PSL, Mines ParisTech, Paris, France.
Simona Ester RomboDepartment of Mathematics and Computer Science, University of Palermo, Palermo, Italy.
Fátima Sánchez-CaboCentro Nacional de Investigaciones Cardiovasculares (CNIC), Madrid, Spain.
Enrico GlaabBiomedical Data Science Group, Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Esch-sur-Alzette, Luxembourg.ORCID https://orcid.org/0000-0003-3977-7469

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID42623411
PMCPMC13492794

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.