# Blood DNA methylation markers are associated with diabetic kidney disease progression in type 1 diabetes

**Authors:** Anna Syreeni, Emma H. Dahlström, Laura J. Smyth, Claire Hill, Stefan Mutter, Valma Harjutsalo, Zhuo Chen, Rama Natarajan, Andrzej S. Krolewski, Joel N. Hirschhorn, Jose C. Florez, Alexander P. Maxwell, Per-Henrik Groop, Amy Jayne McKnight, Niina Sandholm

PMC · DOI: 10.1007/s00125-025-06661-7 · Diabetologia · 2026-01-22

## TL;DR

This study finds DNA methylation markers in blood that predict kidney disease progression in type 1 diabetes patients.

## Contribution

Identifies 11 novel methylation sites associated with diabetic kidney disease progression in type 1 diabetes.

## Key findings

- Eleven methylation sites were linked to diabetic kidney disease progression.
- Methylation at cg01730944 near CDKN1C was associated with early-stage progression.
- Survival models with methylation markers improved risk prediction for early-stage disease.

## Abstract

DNA methylation has been shown to be associated with kidney function and diabetic kidney disease (DKD), but prospective studies are scarce. Therefore, we conducted epigenome-wide association studies (EWASs) on early- and late-stage DKD progression using DNA methylation data obtained by analysing baseline blood samples from participants in the Finnish Diabetic Nephropathy Study type 1 diabetes cohort.

We included 403 individuals with normal AER (early-stage progression group) and 372 individuals with severe albuminuria (late-stage progression group), and followed up DKD progression, defined as a decrease in eGFR to <60 ml/min per 1.73 m2 in the early-stage progression group, and end-stage kidney disease (ESKD) in the late-stage group. Replication was conducted in two type 1 diabetes cohorts in addition to publicly available EWAS summary statistics from diabetes and general population cohorts. Significant loci were further characterised by integration with genetic and proteomic data.

We identified 11 methylation sites associated with DKD progression (p<9.4 × 10−8). Methylation at cg01730944 near the podocyte-specific gene CDKN1C and three other CpGs associated with early-stage DKD progression were independent of baseline eGFR, whereas late-stage progression CpGs were strongly associated with eGFR. The identified lead ESKD risk locus cg17944885 (chr19p13.2, p=2.6 × 10−17) and several novel methylation sites associated with late-stage DKD progression were supported by the results of previous studies. Proteomic analysis of cis proteins identified potential target genes for two CpGs: cg14999724 methylation was associated with PRG3 and PRG2, and cg12272104 was associated with BSG, FSTL3 and PALM. Furthermore, UK Biobank data show associations between these proteins and severe kidney endpoints. Finally, survival models that included methylation markers in addition to clinical risk factors significantly improved the identification of individuals at risk of early-stage DKD progression.

The current study detected 11 loci associated with DKD progression, identifying methylation changes predictive of early-stage DKD progression in type 1 diabetes for the first time. Future research is needed to establish prognostic DNA methylation markers for DKD progression.

The online version contains peer-reviewed but unedited supplementary material available at 10.1007/s00125-025-06661-7.

## Linked entities

- **Genes:** CDKN1C (cyclin dependent kinase inhibitor 1C) [NCBI Gene 1028], PRG3 (proteoglycan 3, pro eosinophil major basic protein 2) [NCBI Gene 10394], PRG2 (proteoglycan 2, pro eosinophil major basic protein) [NCBI Gene 5553], BSG (basigin (Ok blood group)) [NCBI Gene 682], FSTL3 (follistatin like 3) [NCBI Gene 10272], PALM (paralemmin) [NCBI Gene 5064]
- **Diseases:** diabetic kidney disease (MONDO:0005016), type 1 diabetes (MONDO:0005147), end-stage kidney disease (MONDO:0004375)

## Full-text entities

- **Genes:** PRG3 (proteoglycan 3, pro eosinophil major basic protein 2) [NCBI Gene 10394] {aka MBP2, MBPH}, CDKN1C (cyclin dependent kinase inhibitor 1C) [NCBI Gene 1028] {aka BWCR, BWS, KIP2, WBS, p57, p57Kip2}, BSG (basigin (Ok blood group)) [NCBI Gene 682] {aka 5F7, CD147, EMMPRIN, EMPRIN, HAb18G, OK}, PALM (paralemmin) [NCBI Gene 5064] {aka PALM1}, PRG2 (proteoglycan 2, pro eosinophil major basic protein) [NCBI Gene 5553] {aka BMPG, MBP, MBP1, proMBP}, FSTL3 (follistatin like 3) [NCBI Gene 10272] {aka FLRG, FSRP}
- **Diseases:** albuminuria (MESH:D000419), ESKD (MESH:D007676), type 1 diabetes (MESH:D003922), diabetes (MESH:D003920), DKD (MESH:D003928)

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC13005839/full.md

## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13005839/full.md

## References

1 references — full list in the complete paper: https://tomesphere.com/paper/PMC13005839/full.md

---
Source: https://tomesphere.com/paper/PMC13005839