Evidence map›Paper›PMID 41076452›Full record

ArticleDiabetologia2026

Generation of a pseudo-timeline describing progressive human exocrine and endocrine pancreatic pathology in cystic fibrosis through novel semi-quantitative scoring and AI-driven quantitative image analysis.

Yara Al-Selwi, Dina Tiniakos, Sarah J Richardson, Christine S Flaxman, Lydia Russell, Rowan Coulthard, Rashmi Maheshwari, Nicola Dyson, Minna Honkanen-Scott, Günter Klöppel and 2 more

Abstract read
In one paragraph

Article in Diabetologia, 2026. 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. Review
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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

12 authors.

Yara Al-SelwiTranslational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK.
Dina TiniakosTranslational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK.
Sarah J RichardsonIslet Biology Group (IBEx), Exeter Centre of Excellence for Diabetes Research (EXCEED), University of Exeter College of Medicine and Health, Exeter, UK.ORCID 0000-0002-1160-6062
Christine S FlaxmanIslet Biology Group (IBEx), Exeter Centre of Excellence for Diabetes Research (EXCEED), University of Exeter College of Medicine and Health, Exeter, UK.
Lydia RussellIslet Biology Group (IBEx), Exeter Centre of Excellence for Diabetes Research (EXCEED), University of Exeter College of Medicine and Health, Exeter, UK.
Rowan CoulthardDepartment of Cellular Pathology, Royal Victoria Infirmary, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK.
Rashmi MaheshwariTranslational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK.
Nicola DysonTranslational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK.ORCID 0000-0002-4173-1913
Minna Honkanen-ScottTranslational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK.ORCID 0000-0002-6761-2998
Günter KlöppelDepartment of Pathology, TUM School of Medicine and Health, Technical University Munich, Munich, Germany.ORCID 0000-0002-6688-086X
James A M ShawTranslational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK. jim.shaw@ncl.ac.uk.ORCID 0000-0002-2893-3211
Nicole KattnerTranslational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK.ORCID 0000-0002-2930-5719

Funding

Cystic Fibrosis Trust SRC019Medical Research Council MR/R014132/1
6 · The paper itself

Abstract

aims/hypothesisCystic fibrosis (CF) is associated with pancreatic exocrine insufficiency (PEI) early in life and diabetes in at least 50% of adults. Underlying CF-related changes within the pancreas remain incompletely understood due to scarcity of available human tissue, protracted disease course and absence of robust and reproducible analytical approaches. This study aimed to develop and apply a systematic analysis cross-sectionally to CF pancreatic tissue samples to construct a timeline of exocrine and endocrine changes with progressive disease.

methodsThrough a pathologist-led iterative approach, a light-microscopy semi-quantitative scoring system and artificial-intelligence-driven quantitative image analysis for individual pancreatic variables were developed. These were applied to human pancreatic tissue from 29 CF and 58 control donors without pancreatic disease.

resultsRapid loss of acinar tissue with virtually complete absence and replacement by adipocytes by the age of 7 years was confirmed. Ductal blockage by thickened secretions was associated with increasing ductal dilatation accompanied by periductal fibrosis, followed by ductal loss with involution of associated fibrosis in parallel with increasing adipocyte proportional area. Remaining ducts were relatively small, surrounded by residual fibrosis. Islets became increasingly clustered, initially surrounded by pancreatic stellate cells and fibrosis, then disorganised by interposing fibrotic tissue between endocrine cell regions and surrounded by residual collagen stranding in a 'lipotic' pancreas. Overall islet mass was not reduced but proportional beta cell area was reduced from birth without further loss over the course of progressive disease. CONCLUSIONS/

interpretationThe natural history of pancreatic CF progresses rapidly from duct blockage and dilatation associated with periductal fibrosis to global fat replacement in keeping with early onset of PEI in the majority of affected individuals. Beta cell proportional area is reduced at birth before clinical evidence of pancreatic endocrine dysfunction without significant further loss of islet/beta cell mass with age. Increasing islet disorganisation and intra-islet collagen deposition in older donors temporo-spatially implicates fibrosis in and around the islet as being aetiologically important in the development of CF-related diabetes.

Indexed as

Cystic FibrosisIslets of LangerhansPancreasPancreas, ExocrineAdolescentAdultChildChild, PreschoolCross-Sectional StudiesDisease ProgressionExocrine Pancreatic InsufficiencyFemaleFibrosisHumansImage Processing, Computer-AssistedMaleArtificial intelligence augmented analysisCystic fibrosisHistological scoringHistopathologyIsletsPancreas

Identifiers

PMID41076452
PMCPMC12686001

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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.