Evidence map›Paper›PMID 41059747›Full record

ArticleThe Journal of endocrinology2025

Single-cell analysis of oxidative phosphorylation protein expression in pancreatic islets in type 2 diabetes.

Alana Mullins, Xuefei Yu, Anna L M Smith, George Merces, James A M Shaw, Laura C Greaves, Mark Walker, Catherine Arden

Abstract read
In one paragraph

Article in The Journal of endocrinology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. SfE BES 2026: What's new in basic science endocrinology?Journal of molecular endocrinology · 2026
    Article
  3. 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

8 authors.

Alana MullinsBiosciences Institute, Newcastle University, Newcastle Upon Tyne, UK.
Xuefei YuDepartment of Critical Care Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.
Anna L M SmithBiosciences Institute, Newcastle University, Newcastle Upon Tyne, UK.
George MercesBiosciences Institute, Innovation, Methodology and Application (IMA) Research Theme, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK.
James A M ShawTranslational & Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK.
Laura C GreavesBiosciences Institute, Newcastle University, Newcastle Upon Tyne, UK.
Mark WalkerTranslational & Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK.
Catherine ArdenBiosciences Institute, Newcastle University, Newcastle Upon Tyne, UK.ORCID https://orcid.org/0000-0002-3642-3182

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Mitochondrial dysfunction is a key feature of type 2 diabetes and is closely linked to ageing, a major risk factor for the disease. This study investigated islet cell composition and mitochondrial oxidative phosphorylation protein expression in pancreatic tissue from older donors (≥62 years) with and without type 2 diabetes, matched for age, sex, and BMI. Fixed human pancreatic tissue sections were immunolabelled for insulin, glucagon, NDUFB8 (complex I), MTCO1 (complex IV), and VDAC1 (a mitochondrial mass marker) to quantify islet composition and mitochondrial protein levels. A machine learning-based single-cell segmentation pipeline enabled high-resolution profiling of individual cell populations within islets. In type 2 diabetes, islets exhibited an increased alpha:beta cell ratio, altered spatial organisation with fewer beta-beta and more alpha-alpha interactions, and a significantly higher proportion of bi-hormonal cells co-expressing insulin and glucagon. Within beta cells, we observed significant changes in mitochondrial protein expression, including reduced complex I and elevated complex IV levels. Unsupervised clustering of mitochondrial expression patterns identified three distinct beta cell expression clusters. Donors with type 2 diabetes showed a marked shift in the distribution of beta cells across clusters, with increased proportions of beta cells exhibiting low complex I and high complex IV expression. These results highlight significant alterations in islet architecture and mitochondrial protein expression associated with type 2 diabetes, providing new insights into the mechanisms underlying type 2 diabetes.

Indexed as

Diabetes Mellitus, Type 2Islets of LangerhansMitochondrial ProteinsAgedElectron Transport Complex IVFemaleGlucagonGlucagon-Secreting CellsHumansInsulinInsulin-Secreting CellsMaleMiddle AgedMitochondriaOxidative PhosphorylationSingle-Cell AnalysisElectron Transport Complex IVGlucagonInsulinMitochondrial ProteinsVoltage-Dependent Anion Channel 1bi-hormonal cellsislet architecturemachine learningmitochondrial dysfunctionoxidative phosphorylationsingle-cell analysis and type 2 diabetes

Identifiers

PMID41059747
PMCPMC12910571

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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 OpenQuestion graph.