# Baseline β-Cell Secretory Reserve and Its Association with Glycaemic Control and Long-Term Outcomes Across Diabetes Phenotypes

**Authors:** Rafał Maciulewski, Angelika Buczyńska-Backiel, Anna Zielińska-Maciulewska, Katarzyna Siewko, Adam Krętowski, Małgorzata Szelachowska

PMC · DOI: 10.3390/ijms27042035 · International Journal of Molecular Sciences · 2026-02-21

## TL;DR

The study shows that measuring β-cell function at diabetes diagnosis helps predict long-term outcomes and differentiate between diabetes types.

## Contribution

The study introduces glucagon stimulation testing as a tool to refine diabetes phenotyping and prognosis at diagnosis.

## Key findings

- Baseline C-peptide levels differ significantly between T1DM, LADA, and T2DM.
- Higher baseline C-peptide is linked to better glycaemic control and lower insulin resistance over time.
- T1DM patients show a sharp decline in β-cell function, while T2DM patients maintain or improve stimulated responses.

## Abstract

Residual β-cell secretory function plays a central role in diabetes pathophysiology; however, long-term comparative data describing β-cell trajectories from diagnosis across diabetes phenotypes remain limited. In this prospective observational study, 393 adults with newly diagnosed diabetes underwent assessment of fasting and glucagon-stimulated C-peptide at diagnosis. The cohort included individuals with type 1 diabetes mellitus (T1DM), encompassing both classical adult-onset autoimmune diabetes and latent autoimmune diabetes in adults (LADA), as well as individuals with type 2 diabetes mellitus (T2DM). A subgroup of 89 participants underwent follow-up visit after a mean of seven years. Glucagon stimulation testing was not repeated at follow-up in patients with T1DM and LADA for clinical and safety reasons; therefore, longitudinal analyses in these groups are based on fasting C-peptide measurements. At diagnosis, fasting and glucagon-stimulated C-peptide concentrations differed markedly between phenotypes (median fasting C-peptide: 0.87 ng/mL in T1DM, 1.53 ng/mL in LADA, and 2.64 ng/mL in T2DM; stimulated C-peptide: 1.35, 1.86, and 4.60 ng/mL, respectively; all p < 0.001). During follow-up, patients with T1DM exhibited a pronounced decline in fasting C-peptide (from 0.95 to 0.10 ng/mL), whereas individuals with T2DM showed preserved or increased stimulated responses (from 4.37 to 5.46 ng/mL). Participants with LADA displayed intermediate baseline values and a gradual decline in fasting C-peptide (from 1.41 to 0.31 ng/mL). Higher baseline C-peptide concentrations were associated with more favourable long-term metabolic profiles, including lower insulin resistance and better glycaemic control. These findings demonstrate that the early dynamic assessment of β-cell reserve using the glucagon stimulation test complements fasting C-peptide by revealing biologically meaningful heterogeneity in disease trajectories, thereby refining phenotypic classification and prognostic stratification at the time of diabetes diagnosis.

## Linked entities

- **Diseases:** type 1 diabetes mellitus (MONDO:0005147), type 2 diabetes mellitus (MONDO:0005148), latent autoimmune diabetes in adults (MONDO:0850306)

## Full-text entities

- **Genes:** GCG (glucagon) [NCBI Gene 2641] {aka GLP-1, GLP1, GLP2, GRPP}, ALB (albumin) [NCBI Gene 213] {aka FDAHT, HSA, PRO0883, PRO0903, PRO1341}, GAD1 (glutamate decarboxylase 1) [NCBI Gene 2571] {aka CPSQ1, DEE89, GAD, GAD-67, SCP}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, SLC30A8 (solute carrier family 30 member 8) [NCBI Gene 169026] {aka ZNT8, ZnT-8}, CTLA4 (cytotoxic T-lymphocyte associated protein 4) [NCBI Gene 1493] {aka ALPS5, CD, CD152, CELIAC3, CTLA-4, GRD4}, SLC17A5 (solute carrier family 17 member 5) [NCBI Gene 26503] {aka AST, ISSD, NSD, SD, SIALIN, SIASD}, CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}, INSM2 (INSM transcriptional repressor 2) [NCBI Gene 84684] {aka IA-6, IA6, mlt1}, MTNR1B (melatonin receptor 1B) [NCBI Gene 4544] {aka FGQTL2, MEL-1B-R, MT2}, PTPN22 (protein tyrosine phosphatase non-receptor type 22) [NCBI Gene 26191] {aka LYP, LYP1, LYP2, PEP, PTPN22.5, PTPN22.6}, HLA-A (major histocompatibility complex, class I, A) [NCBI Gene 3105] {aka HLAA}, IL2RA (interleukin 2 receptor subunit alpha) [NCBI Gene 3559] {aka CD25, IDDM10, IL2R, IMD41, TCGFR, p55}, TCF7L2 (transcription factor 7 like 2) [NCBI Gene 6934] {aka TCF-4, TCF4}, GPT (glutamic--pyruvic transaminase) [NCBI Gene 2875] {aka AAT1, ALT, ALT1, GPT1, SGPT}, GAD2 (glutamate decarboxylase 2) [NCBI Gene 2572] {aka GAD65}, PTPRN (protein tyrosine phosphatase receptor type N) [NCBI Gene 5798] {aka IA-2, IA-2/PTP, IA2, ICA512, R-PTP-N}
- **Diseases:** liver cirrhosis (MESH:D008103), impaired insulin secretion (MESH:D007333), acute or chronic pancreatitis (MESH:D010195), microvascular complications (OMIM:603933), autoimmune beta-cell failure (MESH:D051437), malignancies (MESH:D009369), end-stage renal disease (MESH:D007676), Diabetes (MESH:D003920), died (MESH:D003643), impaired insulin action (MESH:D009207), pancreatic cancer (MESH:D010190), inflammatory disorders (MESH:D007249), complications (MESH:D008107), injury to (MESH:D014947), hyperglycemia (MESH:D006943), maturity-onset diabetes of the young (MESH:C562772), metabolic disorders (MESH:D008659), Cushing's syndrome (MESH:D003480), vascular complications (MESH:D003925), beta-cell dysfunction (MESH:D007340), LADA (MESH:D000071698), retinopathy (MESH:D058437), Autoimmune diabetes (MESH:D003922), T2DM (MESH:D003924), nephropathy (MESH:D007674), adiposity (MESH:D018205), autoimmune (MESH:D001327), heart failure (MESH:D006333)
- **Chemicals:** TG (MESH:D014280), thyroxine (MESH:D013974), C-peptide6 (-), cholesterol (MESH:D002784), creatinine (MESH:D003404), glucose (MESH:D005947), C-peptide (MESH:D002096), blood glucose (MESH:D001786), teplizumab (MESH:C502540), triiodothyronine (MESH:D014284), alcohol (MESH:D000438)
- **Species:** Homo sapiens (human, species) [taxon 9606], Nicotiana tabacum (American tobacco, species) [taxon 4097]

## Full text

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## References

38 references — full list in the complete paper: https://tomesphere.com/paper/PMC12940418/full.md

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Source: https://tomesphere.com/paper/PMC12940418