Evidence map›Paper›PMID 40263183›Full record

ArticleDiabetologia2025

RFX3 is essential for the generation of functional human pancreatic islets from stem cells.

Bushra Memon, Noura Aldous, Ahmed K Elsayed, Sadaf Ijaz, Sikander Hayat, Essam M Abdelalim

Abstract read
In one paragraph

Article in Diabetologia, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

  1. Predictive control of human pancreatic cell fate using a digital model ofbioRxiv : the preprint server for biology · 2026
    Article
  2. Charting Endocrine Progenitors Across Species and Organs.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  3. Article
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  5. Review
  6. 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

6 authors.

Bushra Memon *Diabetes Research Center, Qatar Biomedical Research Institute (QBRI), Hamad Bin Khalifa University (HBKU), Qatar Foundation (QF), Doha, Qatar.
Noura Aldous *Diabetes Research Center, Qatar Biomedical Research Institute (QBRI), Hamad Bin Khalifa University (HBKU), Qatar Foundation (QF), Doha, Qatar.ORCID http://orcid.org/0000-0002-1194-4264
Ahmed K Elsayed *Pluripotent Stem Cell Disease Modeling Lab, Translational Medicine Department, Research Branch, Sidra Medicine, Doha, Qatar.
Sadaf IjazDepartment of Medicine 2 (Nephrology, Rheumatology, Clinical Immunology and Hypertension), Medical Faculty, RWTH Aachen University, Aachen, Germany.
Sikander HayatDepartment of Medicine 2 (Nephrology, Rheumatology, Clinical Immunology and Hypertension), Medical Faculty, RWTH Aachen University, Aachen, Germany.
Essam M AbdelalimDiabetes Research Center, Qatar Biomedical Research Institute (QBRI), Hamad Bin Khalifa University (HBKU), Qatar Foundation (QF), Doha, Qatar. emohamed3@sidra.org.ORCID http://orcid.org/0000-0001-7764-6772

Funding

Qatar Biomedical Research Institute, Hamad Bin Khalifa University QBRI-HSCI Project 1Sidra Medicine SDR400217
6 · The paper itself

Abstract

aims/hypothesisThe role of regulatory factor X 3 (RFX3) in human pancreatic islet development has not been explored. This study aims to investigate the function of RFX3 in human pancreatic islet development using human islet organoids derived from induced pluripotent stem cells (iPSCs), hypothesising that RFX3 regulates human islet cell differentiation.

methodsWe generated RFX3 knockout (RFX3 KO) iPSC lines using CRISPR/Cas9 and differentiated them into pancreatic islet organoids. Various techniques were employed to assess gene expression, cell markers, apoptosis, proliferation and glucose-stimulated insulin secretion. Single-cell RNA-seq datasets from human embryonic stem cell-derived pancreatic islet differentiation were re-analysed to investigate RFX3 expression in specific cell populations at various developmental stages. Furthermore, bulk RNA-seq was conducted to further assess transcriptomic changes. RFX3 overexpression was implemented to reverse dysregulated gene expression.

resultsRFX3 was found to be highly expressed in pancreatic endocrine cell populations within pancreatic progenitors (PPs), endocrine progenitors (EPs) and mature islet stages derived from iPSCs. Single-cell RNA-seq further confirmed RFX3 expression across different endocrine cell clusters during differentiation. The loss of RFX3 disrupted pancreatic endocrine gene regulation, reduced the number of hormone-secreting islet cells and impaired beta cell function and insulin secretion. Despite a significant reduction in the expression levels of pancreatic islet hormones, the pan-endocrine marker chromogranin A remained unchanged at both EP and islet stages, likely due to an increase in the abundance of enterochromaffin cells (ECs). This was supported by our findings of high EC marker expression levels in RFX3 KO EPs and islets. In addition, RFX3 loss led to smaller islet organoids, elevated thioredoxin-interacting protein levels and increased apoptosis in EPs and islets. Furthermore, RFX3 overexpression rescued the expression of dysregulated genes in RFX3 KO at the PP and EP stages. CONCLUSIONS/

interpretationThese findings underscore the crucial role of RFX3 in regulating human islet cell differentiation and its role in suppressing EC specification. These insights into RFX3 function have implications for understanding islet biology and potential diabetes susceptibility. DATA AVAILABILITY: The RNA-seq datasets have been submitted to the Zenodo repository and can be accessed via the following links: DOI https://doi.org/10.5281/zenodo.13647651 (PPs); and DOI https://doi.org/10.5281/zenodo.13762055 (SC-islets).

Indexed as

Induced Pluripotent Stem CellsIslets of LangerhansRegulatory Factor X Transcription FactorsCell DifferentiationHumansRegulatory Factor X Transcription FactorsDifferentiationEndocrine pancreasEnterochromaffin cellsiPSC modelTranscription factor

Identifiers

PMID40263183
PMCPMC12176927

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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 OpenQuestion graph.