# COVID-19 associated CKM syndrome progression in diabetic patients is linked to pancreatic beta cell dysfunction, rather than RASi use: a retrospective cohort study

**Authors:** Yongcheng Zhang, Ziqi Wang, Yizhe Wang, Ran Bao, Liping Gu, Na Li, Yuhang Ma, Xiaoying Ding

PMC · DOI: 10.3389/fendo.2026.1790281 · Frontiers in Endocrinology · 2026-03-09

## TL;DR

This study finds that RASi use does not worsen CKM syndrome in diabetic patients with COVID-19, but pancreatic beta cell dysfunction does.

## Contribution

The study clarifies that RASi use is not a risk factor for CKM progression, but beta cell dysfunction is.

## Key findings

- RASi use lost statistical significance as a risk factor after Propensity Score Matching.
- CKM progression was linked to low C-peptide and HOMA-IR, indicating beta cell dysfunction.
- HDL-C remained a protective factor against CKM progression.

## Abstract

SARS-CoV-2 primarily has tissue tropism for the respiratory epithelium; however, it may cause multiple organ dysfunction due to the widespread expression of its entry receptor, ACE2. Specifically, SARS-CoV-2 may enter pancreatic β-cells by exploiting ACE2, disrupting cellular and hormonal activity, and thereby worsening Cardiovascular-Kidney-Metabolic (CKM) syndrome prognosis in diabetic patients. Furthermore, treatment with renin-angiotensin system inhibitors (RASi) may arguably increase ACE2 expression and facilitate viral entry, making its independent impact highly debated. Accordingly, we sought to elucidate the genuine impact of RASi usage on CKM progression via Propensity Score Matching (PSM) and concurrently investigate the specific contribution of pancreatic β-cell secretory dysfunction.

We conducted a retrospective investigation involving 682 diabetic patients across CKM stages 2 to 4 with confirmed SARS-CoV-2 infection utilizing multivariate logistic regression coupled with 1:1 PSM to rectify selection bias concerning RASi administration and identifying predictors.

Post-infection CKM progression was observed in 25.2% of the cohort and while initial multivariate models implicated RASi (OR = 1.56, 95% CI: 1.06–2.28; p=0.02) as a risk factor this association lost statistical significance after rigorously balancing baseline characteristics through PSM (OR = 1.56, 95% CI: 0.91–2.67; p = 0.156). A paradoxical finding emerged wherein the progression group exhibited low HOMA-IR scores accompanied by reduced fasting C-peptide and elevated glucose thereby indicating severe viral-induced β-cell secretory dysfunction rather than enhanced insulin sensitivity while High-Density Lipoprotein Cholesterol (HDL-C) persisted as a protective factor.

COVID-19 exacerbates CKM progression in diabetic patients, but this is not driven by RASi therapy itself. RASi use should be interpreted as a “marker of severity” for baseline comorbidities, rather than a pathogenic factor. Mechanistically, viral infection may cause the failure of compensatory mechanisms in pancreatic β-cell function (manifested as low C-peptide and spurious low HOMA-IR).

## Linked entities

- **Diseases:** diabetes (MONDO:0005015)

## Full-text entities

- **Genes:** INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, ACE2 (angiotensin converting enzyme 2) [NCBI Gene 59272] {aka ACEH}, REN (renin) [NCBI Gene 5972] {aka ADTKD4, HNFJ2, RTD}
- **Diseases:** organ dysfunction (MESH:D009102), viral infection (MESH:D014777), COVID-19 (MESH:D000086382), beta (MESH:D017086), infection (MESH:D007239), CKM syndrome (MESH:D007674), diabetic (MESH:D003920)
- **Chemicals:** C-peptide (MESH:D002096), glucose (MESH:D005947)
- **Species:** Severe acute respiratory syndrome coronavirus 2 (no rank) [taxon 2697049], Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

2 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13007547/full.md

## References

51 references — full list in the complete paper: https://tomesphere.com/paper/PMC13007547/full.md

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Source: https://tomesphere.com/paper/PMC13007547