Evidence map›Paper›PMID 42488497›Full record

ArticleFrontiers in systems biology2026

BioModels' model of the year 2024.

Rahuman S Malik Sheriff, Hiroki Asari, Liesbet Geris, Henning Hermjakob, Karthik Raman, Blerta Shtylla, Maria Zimmermann-Kogadeeva

Abstract read
In one paragraph

Article in Frontiers in systems 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

7 authors.

Rahuman S Malik SheriffEuropean Bioinformatics Institute (EMBL-EBI), European Molecular Biology Laboratory, Hinxton, Cambridge, United Kingdom.
Hiroki AsariEpigenetics and Neurobiology Unit, European Molecular Biology Laboratory (EMBL), Monterotondo, Italy.
Liesbet GerisKU Leuven, Department of Mechanical Engineering (Biomechanics Section), Leuven, Belgium; and University of Liège, GIGA In Silico Medicine, Liège, Belgium.
Henning HermjakobEuropean Bioinformatics Institute (EMBL-EBI), European Molecular Biology Laboratory, Hinxton, Cambridge, United Kingdom.
Karthik RamanDepartment of Biotechnology and Robert Bosch Centre for Data Science & AI (RBCDSAI), Indian Institute of Technology Madras, Chennai, India.
Blerta ShtyllaPharmacometrics & Systems Pharmacology, Translational Clinical Sciences, Pfizer R & D, La Jolla, San Diego, CA, United States.
Maria Zimmermann-KogadeevaGenome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Computational modelling is a widely used approach for understanding complex biological systems, enabling researchers to formalise mechanisms, analyse dynamic behaviours, and generate predictive insights across multiple biological scales. The BioModels

Indexed as

cardiac electrophysiologyintestinal crypt dynamicsMASLD signallingmodel reproducibilitypost-infarction electromechanicssystems biology modelling

Identifiers

PMID42488497
PMCPMC13389764

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.