Type 1 diabetes

Interactive online calculator for estimation of muscle and hepatic insulin sensitivity in adults with Type 1 diabetes using clinical and research biomarkers

Diabetes Obes MetabPublished Diagnostic accuracy study

Authors' conclusion

We demonstrate that clinical and research biomarkers can be used to estimate tissue specific insulin sensitivity in adults with Type 1 diabetes.

Study context

Population
Adults with T1D participating in the INTIMET trial, characterised with 33 baseline biomarkers
Participants
40 adults
Comparison
GIR formula vs EGP formula
Outcome
Prediction of unfavourable muscle (GIR) and hepatic (EGP) insulin sensitivity
Methodological detailstwo-step euglycaemic clamps with stable-isotope glucose, exhaustive search analyses, Free online tool converts these variables into dichotomised EGP and GIR estimates
  • Two-step euglycaemic clamps with stable-isotope glucose
  • Exhaustive search analyses
  • Free online tool converts these variables into dichotomised EGP and GIR estimates

Performance

As reported in the abstract

Test or modelAUROCPR2 (Nagelkerke)Accuracy
GIR formula0.97p < 0.00010.8392.5%
EGP formula0.86p = 0.0010.5080%

AUROC

GIR formula0.97
EGP formula0.86

P

GIR formulap < 0.0001
EGP formulap = 0.001

R2 (Nagelkerke)

GIR formula0.83
EGP formula0.50

Accuracy

GIR formula92.5%
EGP formula80%

Original publication

Interactive online calculator for estimation of muscle and hepatic insulin sensitivity in adults with Type 1 diabetes using clinical and research biomarkers. Diabetes Obes Metab. Published 2 February 2026. doi:10.1111/dom.70517

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