# Artificial intelligence-based comparison of the effects of duodenojejunostomy and sleeve gastrectomy on pancreatic morphology in Zucker diabetic fatty rats

**Authors:** Luisa Schäfer, Ambrus Gabor Mályi, Jodok Fink, Gabriel Seifert, Mira Fink, Stephan Herrmann, Uwe Pohlen, Bernhard Hügel, Peter Bronsert, Goran Marjanovic, Stefan Fichtner-Feigl, Claudia Lässle

PMC · DOI: 10.3389/fsurg.2026.1755398 · Frontiers in Surgery · 2026-02-06

## TL;DR

This study compares how different bariatric surgeries affect blood sugar and pancreatic health in diabetic rats using AI analysis.

## Contribution

The novel use of AI-assisted tissue analysis to compare the effects of bariatric surgeries on pancreatic morphology in diabetic rats.

## Key findings

- DJOS and DJOS + SG improved glucose tolerance and increased fasting insulin compared to SG.
- Bypass surgeries increased β-cell mass, clustering, PCNA, and PDX-1 expression while reducing pancreatic adiposity.
- SG was associated with reduced β-cell presence and increased pancreatic adiposity.

## Abstract

This study aims to compare the effects of sleeve gastrectomy (SG), duodenojejunostomy (DJOS), and their combination (DJOS + SG) on glucose regulation and pancreatic histomorphology and function in Zucker diabetic fatty (ZDF) rats, using artificial intelligence (AI)–assisted tissue analysis to assess morphological alterations.

Forty-five male ZDF rats were randomized into three surgical groups (SG, DJOS, DJOS + SG). Oral glucose tolerance tests (OGTT) and insulin levels were assessed at 1, 3 and 6 months post-surgery. Pancreatic tissue was analyzed histologically and immunohistochemically for β-cell mass, PCNA and PDX-1 expression. QuPath software enabled AI-based quantification of acinar, adipose, and fibrotic tissue.

DJOS and DJOS + SG improved glucose tolerance and increased fasting insulin compared to SG. Both bypass groups demonstrated greater β-cell mass and clustering, elevated PCNA and PDX-1 expression, and more acinar tissue. SG was associated with reduced β-cell presence and increased pancreatic adiposity.

Malabsorptive (DJOS) or combination bariatric procedures (DJOS + SG) significantly enhance glycemic control in the rat model. These effects are accompanied by increased β-cell numbers and clustering, as well as enhanced β-cell proliferation and differentiation. Furthermore, acinar glandular tissue is increased, while pancreatic adiposity is reduced following bypass surgery.

## Linked entities

- **Proteins:** PCNA (proliferating cell nuclear antigen), PDX1 (pancreatic and duodenal homeobox 1)
- **Species:** Mus musculus (taxon 10090)

## Full-text entities

- **Genes:** INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, CDH11 (cadherin 11) [NCBI Gene 1009] {aka CAD11, CDHOB, ESWS, OB, OSF-4, TBHS2}, Pcna (proliferating cell nuclear antigen) [NCBI Gene 25737] {aka PCNAR, Pcna/cyclin}, Pdx1 (pancreatic and duodenal homeobox 1) [NCBI Gene 29535] {aka Idx1, Ipf1, Stf1}, LEPR (leptin receptor) [NCBI Gene 3953] {aka CD295, LEP-R, LEPRD, OB-R, OBR, huB219}
- **Diseases:** Weight loss (MESH:D015431), CL (MESH:D002971), hypertension (MESH:D006973), endocrine pancreatic insufficiency (MESH:D010188), tissue (MESH:D017695), adiposity (MESH:D018205), T2D (MESH:D003924), Pancreatic steatosis (MESH:D010195), ZDF (MESH:D003920), NAFLD (MESH:D065626), dyslipidemia (MESH:D050171), metabolic syndrome (MESH:D024821), fatty (MESH:D008067), metabolic disorders (MESH:D008659), overweight (MESH:D050177), Obesity (MESH:D009765)
- **Chemicals:** hematoxylin (MESH:D006416), H&amp;E (MESH:D006371), K3EDTA (-), glucose (MESH:D005947), DAB (MESH:C000469), eosin (MESH:D004801), potassium chloride (MESH:D011189), paraformaldehyde (MESH:C003043), citrate (MESH:D019343), nitrogen (MESH:D009584), paraffin (MESH:D010232), NaOH (MESH:D012972), Blood glucose (MESH:D001786), C-peptide (MESH:D002096), Water (MESH:D014867)
- **Species:** Homo sapiens (human, species) [taxon 9606], Rodentia (rodent, order) [taxon 9989], Rattus norvegicus (brown rat, species) [taxon 10116]
- **Cell lines:** ZDF — Cricetulus griseus (Chinese hamster), Spontaneously immortalized cell line (CVCL_RQ12)

## Full text

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## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12920541/full.md

## References

59 references — full list in the complete paper: https://tomesphere.com/paper/PMC12920541/full.md

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Source: https://tomesphere.com/paper/PMC12920541