Homeostatic model assessment

The homeostatic model assessment (HOMA) is a method used to quantify insulin resistance and beta-cell function. It was first described under the name HOMA by Matthews et al. in 1985.

Derivation

The HOMA authors used data from physiological studies to develop mathematical equations describing glucose regulation as a feedback loop. [1] They published computer software that solves the equations, so that insulin resistance and β-cell function can be estimated from fasting glucose and insulin levels. They also published an equation (see below) that gave approximately the same answers as an early version of the computer software. [2]

The computer model has since been improved to a HOMA2 model[3] to better reflect human physiology and recalibrated to modern insulin assays. In this updated version it is possible to determine insulin sensitivity and β-cell function from paired fasting plasma glucose and radioimmunoassay insulin, specific insulin, or C-peptide concentrations. The authors recommend the computer software be used wherever possible. [4] [5]

Notes

The HOMA model was originally designed as a special case of a more general model called HOMA-CIGMA.[6]

The approximating equation for insulin resistance, in the early model, used a fasting plasma sample, and was derived by use of the insulin-glucose product, divided by a constant: (assuming normal-weight, normal subjects < 35 years, having 100% β-cell function an insulin resistance of 1)

\text{HOMA-IR} = \frac{\text{Glucose} \times \text{Insulin}}{22.5} \text{HOMA-IR} = \frac{\text{Glucose} \times \text{Insulin}}{405}
\text{HOMA-}\beta = \frac{20 \times \text{Insulin}}{\text{Glucose}-3.5} \% \text{HOMA-}\beta = \frac{360 \times \text{Insulin}}{\text{Glucose}-63} \%
Glucose in Molar Units mmol/L Glucose in mass units mg/dL

IR is insulin resistance and %β is the β-cell function. Insulin is given in mU/L. Glucose and insulin are both during fasting.[2]

This model correlated well with estimates using the euglycemic clamp method (r = 0.88).[2]

The authors have tested HOMA and HOMA2 extensively against other measures of insulin resistance (or its reciprocal, insulin sensitivity) and β-cell function.[4] [7] [8]

The approximation formulae above relate to HOMA and are crude estimates of the model near normal levels of glucose and insulin in man. The actual calculated HOMA2 compartmental model is published [9] and is available as the interactive Homeostatic Model Assessment 2 (iHOMA2).

References

  1. ↑ Turner RC, Holman RR, Matthews D, Hockaday TD, Peto J (1979). "Insulin deficiency and insulin resistance interaction in diabetes: estimation of their relative contribution by feedback analysis from basal plasma insulin and glucose concentrations.". Metabolism 28 (11): 1086–96. doi:10.1016/0026-0495(79)90146-X. PMID 386029.
  2. 1 2 3 Matthews DR, Hosker JP, Rudenski AS, Naylor BA, Treacher DF, Turner RC (1985). "Homeostasis model assessment: insulin resistance and beta-cell function from fasting plasma glucose and insulin concentrations in man.". Diabetologia 28 (7): 412–9. doi:10.1007/BF00280883. PMID 3899825.
  3. ↑ A. S. Rudenski and D. R. Matthews and J. C. Levy and R. C. Turner (September 1991). "Understanding insulin resistance: Both glucose resistance and insulin resistance are required to model human diabetes". Metabolism 40 (9): 908–917. doi:10.1016/0026-0495(91)90065-5. ISSN 0026-0495. PMID 1895955.
  4. 1 2 Wallace TM, Levy JC, Matthews DR (2004). "Use and abuse of HOMA modeling.". Diabetes Care 27 (6): 1487–95. doi:10.2337/diacare.27.6.1487. PMID 15161807.
  5. ↑ Levy JC, Matthews DR, Hermans MP (1998). "Correct homeostasis model assessment (HOMA) evaluation uses the computer program.". Diabetes Care 21 (12): 2191–2. doi:10.2337/diacare.21.12.2191. PMID 9839117.
  6. ↑ Turner et al. (1993) Measurement of insulin resistance and β-cell function: the HOMA and CIGMA approach. Current topics in diabetes research (eds) F. Belfiore, R. Bergman and G. Molinatti Front Diabetes. Basel, Karger 12: 66-75
  7. ↑ Hermans MP, Levy JC, Morris RJ, Turner RC (1999). "Comparison of tests of beta-cell function across a range of glucose tolerance from normal to diabetes.". Diabetes 48 (9): 1779–86. doi:10.2337/diabetes.48.9.1779. PMID 10480608.
  8. ↑ Hermans MP, Levy JC, Morris RJ, Turner RC (1999). "Comparison of insulin sensitivity tests across a range of glucose tolerance from normal to diabetes.". Diabetologia 42 (6): 678–87. doi:10.1007/s001250051215. PMID 10382587.
  9. ↑ Hill NR, Levy JC, Matthews DR (2013). "Expansion of the homeostasis model assessment of β-cell function and insulin resistance to enable clinical trial outcome modeling through the interactive adjustment of physiology and treatment effects: iHOMA2.". Diabetes Care 36 (8): 2324–30. doi:10.2337/dc12-0607. PMID 23564921.

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