Evidence map›Paper›PMID 41807373›Full record

ArticleCell death & disease2026

RNA-seq at different stages of human pancreatic β cell differentiation reveals proliferation dynamics and SMAD9 in directing β cell fate.

Euodia Xi Hui Lim, Gabriel Jing Xiang Ong, Daniel Aron Ang, Adrian Kee Keong Teo

Abstract read
In one paragraph

Article in Cell death & disease, 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

4 authors.

Euodia Xi Hui LimStem Cells and Diabetes Laboratory, Institute of Molecular and Cell Biology (IMCB), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.ORCID http://orcid.org/0009-0008-6747-9593
Gabriel Jing Xiang OngStem Cells and Diabetes Laboratory, Institute of Molecular and Cell Biology (IMCB), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
Daniel Aron AngStem Cells and Diabetes Laboratory, Institute of Molecular and Cell Biology (IMCB), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.ORCID http://orcid.org/0000-0002-5868-5458
Adrian Kee Keong TeoStem Cells and Diabetes Laboratory, Institute of Molecular and Cell Biology (IMCB), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore. Adrian_Teo@a-star.edu.sg.ORCID http://orcid.org/0000-0001-5901-7075

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Human pluripotent stem cells (hPSCs), such as human embryonic stem cells (hESCs) and human induced pluripotent stem cells (hiPSCs), have been successfully differentiated into pancreatic β-like cells for disease modeling and intended cell replacement therapy. These differentiating human pancreatic cells provide important insights into human pancreas development, given the difficulty in accessing human fetal pancreatic tissue. Although in-depth transcriptomic analyses, such as RNA-sequencing (RNA-Seq), have been conducted, insights into pancreatic developmental dynamics and the discovery of new pancreatic gene functions remain limited. Here, we analyzed the developmental dynamics of differentiating β-like cells and identified transcription factor signatures involved in the transition from pancreatic progenitors to endocrine progenitors, and then to β-like cells. We identified and demonstrated multiple cell cycle genes to be downregulated during late-state pancreatic β cell differentiation, accounting for their decreased proliferation during maturation. We further identified and characterized the role of yet-unreported SMAD9 in contributing toward human β cell identity and insulin secretion function. Overall, we report a rich resource of transcription factor signatures uniquely up- or downregulated during human pancreatic β cell differentiation that can be further tapped into for pancreatic biology and gene discovery.

Indexed as

Cell DifferentiationInsulin-Secreting CellsRNA-SeqCell ProliferationHumansInduced Pluripotent Stem CellsTranscription FactorsTranscription Factors

Identifiers

PMID41807373
PMCPMC13039864

What Socratic holds

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LicenceCC BY
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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 Socratic graph.