Evidence mapPaperPMID 41370097Full record

ArticleNucleic acids research2026

Expression Atlas in 2026: enabling FAIR and open expression data through community collaboration and integration.

Pedro Madrigal, Anil S Thanki, Silvie Fexova, Iris D Yu, Arsenios Chatzigeorgiou, Ida Zucchi, Jose C Marugan Calles, Liora Vilmovsky, Amnon Khen, Lingyun Zhao and 38 more

Abstract read
In one paragraph

Article in Nucleic acids research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. The SPARK complex forms the molecular basis of vertebrate fertilization.bioRxiv : the preprint server for biology · 2026
    Article
  2. Review
  3. Article
  4. 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

48 authors.

Pedro MadrigalEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0003-1959-8199
Anil S ThankiEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0002-8941-444X
Silvie FexovaEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0003-3440-1876
Iris D YuEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0003-3627-2393
Arsenios ChatzigeorgiouEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0002-0608-0553
Ida ZucchiEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0002-4900-7575
Jose C Marugan CallesEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0003-3779-8581
Liora VilmovskyEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0001-9342-749X
Amnon KhenEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0001-8792-0878
Lingyun ZhaoEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.
Karoly ErdosEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0003-3063-8745
Sandeep R KurriEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0002-2283-3164
Sandeep SelvakumarEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0001-7301-3011
Upendra KumbhamEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0001-9364-6588
Ananth PrakashEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0001-5799-9618
Shengbo WangEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0001-5034-6374
Andrew GreenEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0002-8297-0953
Carlos Eduardo RibasEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0002-9572-273X
Blake SweeneyEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0002-6497-2883
Tobi AlegbeEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0003-1622-0502
Daniel SuvegesEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0003-4133-0447
Anmol HemromEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0003-1770-0401
David E Gomez GutierrezEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.
Santiago InsuaEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0002-9247-243X
Matt JeffryesEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0001-9868-6271
Matt PearceEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0001-7037-2422
Prasad BasutkarEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0001-8616-2585
Myrsini KaforouSection of Paediatric Infectious Disease, Department of Infectious Disease, and Centre for Paediatrics and Child Health, Imperial College London, London SW7 2AZ, United Kingdom.ORCID 0000-0001-9878-4007
Aubrey CunningtonSection of Paediatric Infectious Disease, Department of Infectious Disease, and Centre for Paediatrics and Child Health, Imperial College London, London SW7 2AZ, United Kingdom.ORCID 0000-0002-1305-3529
Michael LevinSection of Paediatric Infectious Disease, Department of Infectious Disease, and Centre for Paediatrics and Child Health, Imperial College London, London SW7 2AZ, United Kingdom.ORCID 0000-0003-2767-6919
Sunita KumariCold Spring Harbor Laboratory, 1 Bungtown Road, Cold Spring Harbor, NY 11724, United States.ORCID 0000-0002-6605-6985
Doreen WareCold Spring Harbor Laboratory, 1 Bungtown Road, Cold Spring Harbor, NY 11724, United States.ORCID 0000-0002-8125-3821
Damien Goutte-GattatFlyBase-Cambridge, Department of Physiology, Development and Neuroscience, University of Cambridge, Downing Street, Cambridge CB2 3DY, United Kingdom.ORCID 0000-0002-6095-8718
Katja RöperFlyBase-Cambridge, Department of Physiology, Development and Neuroscience, University of Cambridge, Downing Street, Cambridge CB2 3DY, United Kingdom.
Nicholas H BrownFlyBase-Cambridge, Department of Physiology, Development and Neuroscience, University of Cambridge, Downing Street, Cambridge CB2 3DY, United Kingdom.ORCID 0000-0002-8958-7017
Yanhui HuDepartment of Genetics, Harvard Medical School, Boston, MA 02115, United States.ORCID 0000-0003-1494-1402
Norbert PerrimonDepartment of Genetics, Harvard Medical School, Boston, MA 02115, United States.ORCID 0000-0001-7542-472X
Irene PapatheodorouEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0001-7270-5470
Alvis BrazmaEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.
Henning HermjakobEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0001-8479-0262
Melissa HarrisonEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0003-3523-4408
David OcañaEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0003-3298-4799
David OchoaEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0003-1857-278X
Ellen M McDonaghEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0001-5806-6174
Alex BatemanEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0002-6982-4660
Thomas KeaneEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0001-7532-6898
Juan Antonio VizcaínoEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0002-3905-4335
Christina ErnstEuropean Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.ORCID 0000-0002-3569-2209

Funding

Biotechnology and Biological Sciences Research Council BB/T014008/1Biotechnology and Biological Sciences Research Council BB/T014563/1DIAeXchange BB/X001911/1European Molecular Biology LaboratoryEuropean Union's Horizon 848196GRAPPA BB/T019670/1Leona M. and Harry B. Helmsley CharitableTrust's Human Gut Cell Atlas 1903-03 783Wellcome Trust 221401Wellcome Trust 223745
6 · The paper itself

Abstract

Expression Atlas (https://www.ebi.ac.uk/gxa/home) is EMBL-EBI's comprehensive knowledgebase for gene and protein expression across tissues, cell types, conditions, and multiple species. Since our last update, Expression Atlas has expanded substantially in both content and functionality, now comprising >4500 studies from 67 species, with increased proteomics coverage and updated Genotype-Tissue Expression (GTEx) tissue profiles. The resource also includes hundreds of single-cell RNA-seq experiments spanning 21 species, among them externally analysed community datasets such as Tabula Sapiens and GTEx single-nucleus profiles, allowing exploration of curated atlases while maintaining their original analytical framework. Key methodological advances include a new marker gene analysis module for bulk baseline experiments, alongside workflow updates that improve reproducibility. Expression Atlas data are integrated into EMBL-EBI resources such as Ensembl, UniProt, and Europe PMC and disseminated through collaboration with model organism communities such as FlyBase and Gramene. The resource also supports translational research through the European Diagnostic Transcriptomic Library and integration with the Open Targets platform. Future directions include modernizing analysis pipelines, enhancing programmatic access, and delivering AI-ready data formats, strengthening Expression Atlas as a findable, accessible, interoperable, and reusable (FAIR) community-driven resource for both fundamental and translational discovery.

Indexed as

Databases, GeneticGene Expression ProfilingTranscriptomeAnimalsComputational BiologyHumansRNA-SeqSingle-Cell AnalysisSoftware

Identifiers

PMID41370097
PMCPMC12807774

What Socratic 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 Socratic graph.