Evidence map›Paper›PMID 42228572›Full record

ArticleCell reports2026

Consensus Pituitary Atlas, a scalable resource for annotation, novel marker discovery, and analyses in mouse pituitary gland research.

Bence Kövér, Thea L Willis, Olivia Sherwin, James Kaufman-Cook, Yasmine Kemkem, Miriam Vazquez Segoviano, Emily J Lodge, Michel Zamojski, Natalia Mendelev, Zidong Zhang and 6 more

Abstract read
In one paragraph

Article in Cell reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

16 authors.

Bence KövérCentre for Craniofacial and Regenerative Biology, King's College London, London SE1 9RT, UK.
Thea L WillisCentre for Craniofacial and Regenerative Biology, King's College London, London SE1 9RT, UK.
Olivia SherwinCentre for Craniofacial and Regenerative Biology, King's College London, London SE1 9RT, UK.
James Kaufman-CookCentre for Craniofacial and Regenerative Biology, King's College London, London SE1 9RT, UK.
Yasmine KemkemCentre for Craniofacial and Regenerative Biology, King's College London, London SE1 9RT, UK.
Miriam Vazquez SegovianoCentre for Craniofacial and Regenerative Biology, King's College London, London SE1 9RT, UK.
Emily J LodgeCentre for Craniofacial and Regenerative Biology, King's College London, London SE1 9RT, UK.
Michel ZamojskiRegenerative Medicine Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA.
Natalia MendelevDepartment of Neurology, Center for Advanced Research on Diagnostic Assays, Icahn School of Medicine at Mount Sinai (ISMMS), New York, NY, USA.
Zidong ZhangDepartment of Neurology, Center for Advanced Research on Diagnostic Assays, Icahn School of Medicine at Mount Sinai (ISMMS), New York, NY, USA.
Gregory R SmithDepartment of Neurology, Center for Advanced Research on Diagnostic Assays, Icahn School of Medicine at Mount Sinai (ISMMS), New York, NY, USA.
Daniel J BernardDepartment of Pharmacology and Therapeutics, McGill University, Montreal, QC H3G 1Y6, Canada.
Hui-Chun LuCentre for Craniofacial and Regenerative Biology, King's College London, London SE1 9RT, UK.
Stuart C SealfonDepartment of Neurology, Center for Advanced Research on Diagnostic Assays, Icahn School of Medicine at Mount Sinai (ISMMS), New York, NY, USA.
Frederique Ruf-ZamojskiDepartment of Neurology, Center for Advanced Research on Diagnostic Assays, Icahn School of Medicine at Mount Sinai (ISMMS), New York, NY, USA; Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA; Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA.
Cynthia L AndoniadouCentre for Craniofacial and Regenerative Biology, King's College London, London SE1 9RT, UK; Department of Medicine III, Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany. Electronic address: cynthia.andoniadou@kcl.ac.uk.

Funding

MOLECULAR MECHANISM OF AGONISM AT THE GNRH RECEPTORR01DK046943 · NIDDK · MOUNT SINAI SCHOOL OF MEDICINE OF NYU · PI STUART C. SEALFON · 1993 to 2026
$11.0M
Integrated systems biology of the pituitaryR56DK046943 · NIDDK · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI SEALFON, STUART C. · 2006 to 2024
$555k
NIDDK NIH HHS R01 DK046943NIDDK NIH HHS R56 DK046943Wellcome Trust
6 · The paper itself

Abstract

Previous single-cell profiling studies of the pituitary gland have yielded minimally reproducible insights due to their low statistical power and methodological inconsistencies. To address this, we generate the uniformly pre-processed Consensus Pituitary Atlas (CPA) using all 283 existing mouse pituitary single-cell datasets (∼1.3 million high-quality cells). The CPA reveals cell typing and lineage markers, including low-expression transcripts that previous analyses could not detect. Leveraging the scale of the CPA, we develop machine learning models to automate and standardize cell type annotation and doublet identification for future studies. Utilizing the curated metadata, we identify sex-biased and age-dependent gene expression patterns at cell type resolution. To uncover drivers of cell fates, first we determine consensus cell communication patterns. Second, we use RNA sequencing and chromatin accessibility data to identify transcription factors associated with cell fates across modalities. The epitome platform provides a user-friendly interface with the CPA and allows streamlined analyses.

Indexed as

BiomarkersPituitary GlandAnimalsCell LineageFemaleMachine LearningMaleMiceSingle-Cell AnalysisSingle-Cell Gene Expression AnalysisTranscription FactorsBiomarkersTranscription Factorscell fatecell signalingCP: developmental biologyCP: stem cell researchepitomelineagemachine learningmulti-omicspituitary atlassingle-cellstem cellstranscription factor

Identifiers

PMID42228572
PMCPMC13397322

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.