Repeatability Characteristics of Simple Indices of Insulin Resistance: Implications for Research Applications
Abstract
The objectives of this study were to evaluate test characteristics, such as normality of distribution, variation, and repeatability, of simple fasting measures of insulin sensitivity and to use the results to choose among these measures. Duplicate fasting samples of insulin and glucose were collected before 4 h of euglycemic hyperinsulinemic clamping using insulin infusion rates ranging from 40-600 mU/m2 x min. Currently recommended estimates of insulin sensitivity, including the fasting insulin, 40/insulin, the homeostasis model assessment, the logarithmic transformation of the homeostasis model assessment, and the Quantitative Insulin Sensitivity Check Index, were evaluated. The normality of distribution and the variability of the tests (coefficient of variation and discriminant ratio) were compared between the measures and against the "gold standard" hyperinsulinemic clamp. Data from 253 clamp studies in 152 subjects were examined, including 79 repeated studies for repeatability analysis. In subjects ranging from lean to diabetic, the log transformed fasting measures combining insulin and glucose had normal distributions and test characteristics superior to the other simple indices (logarithmic transformation of the homeostasis model assessment coefficient of variation, 0.55; discriminant ratio, 13; Quantitative Insulin Sensitivity Check Index coefficient of variation, 0.05; discriminant ratio, 10) and statistically comparable to euglycemic hyperinsulinemic clamps (coefficient of variation, 0.10; discriminant ratio, 6.4). These favorable characteristics helped explain the superior correlations of these measures with the hyperinsulinemic clamps among insulin-resistant subjects. Furthermore, therapeutic changes in insulin sensitivity were as readily demonstrated with these simple measures as with the hyperinsulinemic clamp. The test characteristics of the logarithmic transformation of the homeostasis model assessment and the Quantitative Insulin Sensitivity Check Index are superior to other simple indices of insulin sensitivity. This helps explain their excellent correlations with formal measures both at baseline and with changes in insulin sensitivity and supports their broader application in clinical research.
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Insulin resistance was assessed by the previously validated homeostasis model assessment (HOMA).
“Insulin resistance was assessed by the previously validated 16,17 homeostasis model assessment (HOMA)”
From Sympathetic Neural Activation in Nondiabetic Metabolic Syndrome and Its Further Augmentation by Hypertension (2004) · cites this paper as [17]
Cites
Matthews, D. R., Hosker, J. P., Rudenski, A. S., Naylor, B. A., Treacher, D. F., & Turner, R. C. (1985) · Diabetologia · doi:10.1007/bf00280883 · Cited by 31,502 · see citing works
Role of Insulin Resistance in Human Disease
Reaven, G. M. (1988) · Diabetes · doi:10.2337/diab.37.12.1595 · Cited by 12,154 · see citing works
Glucose clamp technique: a method for quantifying insulin secretion and resistance.
DeFronzo, R. A., Tobin, J. D., & Andres, R. (1979) · American Journal of Physiology-Endocrinology and Metabolism · doi:10.1152/ajpendo.1979.237.3.e214 · Cited by 7,425 · see citing works
Non-invasive detection of endothelial dysfunction in children and adults at risk of atherosclerosis
Celermajer, D. S., Sorensen, K. E., Gooch, V. M., Spiegelhalter, D. J., Miller, O. I., Sullivan, I. D., Lloyd, J. K., & Deanfield, J. E. (1992) · The Lancet · doi:10.1016/0140-6736(92)93147-f · Cited by 4,742 · see citing works
Katz, A., Nambi, S. S., Mather, K., Baron, A. D., Follmann, D. A., Sullivan, G., & Quon, M. J. (2000) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem.85.7.6661 · Cited by 3,831 · cited 3× · see citing works
“The most recently proposed derivation using simple fasting measures is the QUICKI ( 15 ), which incorporates both inversion and logarithmic transformations.”
BackgroundMethodInfluentialSelf-citationBonora, E., Targher, G., Alberiche, M., Bonadonna, R. C., Saggiani, F., Zenere, M. B., Monauni, T., & Muggeo, M. (2000) · Diabetes Care · doi:10.2337/diacare.23.1.57 · Cited by 2,456 · see citing works
Martin, B. C., Warram, J. H., Krolewski, A. S., Soeldner, J. S., Kahn, C. R., Martin, B. C., & Bergman, R. N. (1992) · The Lancet · doi:10.1016/0140-6736(92)92814-v · Cited by 1,158 · see citing works
Assessment of Insulin Sensitivityin Vivo*
Bergman, R. N., Finegood, D. T., & Ader, M. (1985) · Endocrine Reviews · doi:10.1210/edrv-6-1-45 · Cited by 1,062 · see citing works
Prevalence of insulin resistance in metabolic disorders: the Bruneck Study.
Bonora, E., Kiechl, S. J., Willeit, J., Oberhollenzer, F., Egger, G., Targher, G., Alberiche, M., Bonadonna, R. C., & Muggeo, M. (1998) · Diabetes · doi:10.2337/diabetes.47.10.1643 · Cited by 833 · see citing works
The homeostasis model in the San Antonio Heart Study.
Haffner, S. M., Miettinen, H., & Stern, M. P. (1997) · Diabetes Care · doi:10.2337/diacare.20.7.1087 · Cited by 788 · see citing works
A Prospective Analysis of the HOMA Model: The Mexico City Diabetes Study
Haffner, S. M., González, C. R., Miettinen, H., Kennedy, E., & D, M. P. S. M. (1996) · Diabetes Care · doi:10.2337/diacare.19.10.1138 · Cited by 553 · see citing works
Bonora, E., Moghetti, P., Zancanaro, C., CIGOLINI, M., Querena, M., Cacciatori, V., Corgnati, A., & Muggeo, M. (1989) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem-68-2-374 · Cited by 525 · see citing works
Hanson, R. L., Pratley, R. E., Bogardus, C., Narayan, K. M. V., Roumain, J. M. L., Imperatore, G., Fagot-Campagna, A., Pettitt, D. J., Bennett, P. H., & Knowler, W. C. (2000) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a010187 · Cited by 463 · see citing works
Emoto, M., Nishizawa, Y., Maekawa, K., Hiura, Y., Kanda, H., Kawagishi, T., Shoji, T., Okuno, Y., & Morii, H. (1999) · Diabetes Care · doi:10.2337/diacare.22.5.818 · Cited by 457 · see citing works
Yeni-Komshian, H., Carantoni, M., Abbasi, F., & Reaven, G. M. (2000) · Diabetes Care · doi:10.2337/diacare.23.2.171 · Cited by 414 · see citing works
Kiechl, S. J., Willeit, J., Poewe, W. H., Egger, G., Oberhollenzer, F., Muggeo, M., & Bonora, E. (1996) · BMJ · doi:10.1136/bmj.313.7064.1040 · Cited by 343 · see citing works
Comparison of insulin sensitivity tests across a range of glucose tolerance from normal to diabetes
Hermans, M. P., Lévy, J., Morris, R. J., & Turner, R. C. (1999) · Diabetologia · doi:10.1007/s001250051215 · Cited by 260 · see citing works
Prager, R., Wallace, P., & Olefsky, J. M. (1986) · Journal of Clinical Investigation · doi:10.1172/jci112599 · Cited by 204 · see citing works
Hermans, M. P., Lévy, J., Morris, R. J., & Turner, R. C. (1999) · Diabetes · doi:10.2337/diabetes.48.9.1779 · Cited by 185 · see citing works
Control of pulsatile insulin secretion in man
Matthews, D. R., Lang, D. A., Burnett, M. A., & Turner, R. C. (1983) · Diabetologia · doi:10.1007/bf00282705 · Cited by 175 · see citing works
Rudenski, A. S., Matthews, D. R., Lévy, J., & Turner, R. C. (1991) · Metabolism · doi:10.1016/0026-0495(91)90065-5 · Cited by 117 · see citing works
Revised concept for the estimation of insulin sensitivity from a single sample.
de Mauverger, É. R., Pérez‐Martin, A., Brun, J. ‐., Benhaddad, A. A., & Mercier, J. G. (1999) · Diabetes Care · doi:10.2337/diacare.22.6.1003 · Cited by 71 · see citing works
Lévy, J., Morris, R., Hammersley, M., & Turner, R. C. (1999) · American Journal of Physiology-Endocrinology and Metabolism · doi:10.1152/ajpendo.1999.276.2.e365 · Cited by 50 · see citing works
Multi-centre Study (1988) · Diabetic Medicine · doi:10.1111/j.1464-5491.1988.tb01025.x · Cited by 37 · see citing works
FIRI: a fair insulin resistance index?
Cleland, S. J., Petrie, J. R., Morris, A. D., et al. (1996) · The Lancet · doi:10.1016/s0140-6736(96)90126-9 · Cited by 26 · see citing works
Is quantitative insulin sensitivity check index, a fair insulin sensitivity index in humans?
Bastard, J., Robert, J., Jardel, C., et al. (2001) · PubMed · Cited by 21 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Neuschwander‐Tetri, B. A. (2010) · Hepatology · doi:10.1002/hep.23719 · Cited by 1,077 · see citing works
Surrogate markers of insulin resistance: A review
Singh, B. (2010) · World Journal of Diabetes · doi:10.4239/wjd.v1.i2.36 · Cited by 622 · see citing works
Rutter, M. K., Parise, H., Benjamin, E. J., Levy, D., Larson, M. G., Meigs, J. B., Nesto, R. W., Wilson, P. W. F., & Vasan, R. S. (2003) · Circulation · doi:10.1161/01.cir.0000045671.62860.98 · Cited by 511 · see citing works
Detecting Insulin Resistance in Polycystic Ovary Syndrome: Purposes and Pitfalls
Legro, R. S., Castracane, V. D., & Kauffman, R. P. (2004) · Obstetrical & Gynecological Survey · doi:10.1097/01.ogx.0000109523.25076.e2 · Cited by 453 · see citing works
Association between adiponectin and mediators of inflammation in obese women
Engeli, S., Feldpausch, M., Gorzelniak, K., Hartwig, F., Heintze, U., Janke, J., Möhlig, M., Pfeiffer, A. F. H., Luft, F. C., & Sharma, A. M. (2003) · Diabetes · doi:10.2337/diabetes.52.4.942 · Cited by 422 · see citing works
Metformin in the treatment of non-alcoholic steatohepatitis: a pilot open label trial
Nair, S., Diehl, A. M., Wiseman, M., Farr, G. H., & Perrillo, R. P. (2004) · Alimentary Pharmacology & Therapeutics · doi:10.1111/j.1365-2036.2004.02025.x · Cited by 369 · see citing works
Impact of Type 2 Diabetes Mellitus on Sympathetic Neural Mechanisms in Hypertension
Huggett, R. J., Scott, E. M., Gilbey, S. G., Stoker, J. B., Mackintosh, A. F., & Mary, D. A. S. G. (2003) · Circulation · doi:10.1161/01.cir.0000103123.66264.fe · Cited by 305 · see citing works
Limitations in the Use of Indices Using Glucose and Insulin Levels to Predict Insulin Sensitivity
Pisprasert, V., Ingram, K. H., Lopez-Davila, M. F., Munoz, A. J., & Garvey, W. T. (2013) · Diabetes Care · doi:10.2337/dc12-0840 · Cited by 302 · see citing works
Normal Pregnancy- A State of Insulin Resistance
Sonagra, A. D. (2014) · JOURNAL OF CLINICAL AND DIAGNOSTIC RESEARCH · doi:10.7860/jcdr/2014/10068.5081 · Cited by 268 · see citing works
Evaluation of insulin sensitivity in clinical practice and in research settings
Monzillo, L. U., & Hamdy, O. (2003) · Nutrition Reviews · doi:10.1301/nr.2003.dec.397-412 · Cited by 259 · see citing works
Is polycystic ovary syndrome associated with high sympathetic nerve activity and size at birth?
Sverrisdóttir, Y. B., Mogren, T., Kataoka, J., Janson, P. O., & Stener-Victorin, E. (2008) · American Journal of Physiology-Endocrinology and Metabolism · doi:10.1152/ajpendo.00725.2007 · Cited by 216 · see citing works
Gambineri, A., Pelusi, C., Genghini, S., Morselli‐Labate, A. M., Cacciari, M., Pagotto, U., & Pasquali, R. (2004) · Clinical Endocrinology · doi:10.1111/j.1365-2265.2004.01973.x · Cited by 216 · see citing works
Huggett, R. J., Burns, J., Mackintosh, A. F., & Mary, D. A. S. G. (2004) · Hypertension · doi:10.1161/01.hyp.0000147893.08533.d8 · Cited by 211 · see citing works
Glycemic Status and Development of Kidney Disease
Fox, C. S., Larson, M. G., Leip, E. P., Meigs, J. B., Wilson, P. W. F., & Levy, D. (2005) · Diabetes Care · doi:10.2337/diacare.28.10.2436 · Cited by 197 · see citing works
Stener-Victorin, E., Jedel, E., Janson, P. O., & Sverrisdottir, Y. B. (2009) · American Journal of Physiology-Regulatory, Integrative and Comparative Physiology · doi:10.1152/ajpregu.00197.2009 · Cited by 194 · see citing works
Testosterone Replacement Therapy Restores Normal Ghrelin in Hypogonadal Men
Pagotto, U., Gambineri, A., Pelusi, C., Genghini, S., Cacciari, M., Otto, B., Castañeda, T., Tschöp, M., & Pasquali, R. (2003) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2003-030554 · Cited by 120 · see citing works
Beysel, S., Caliskan, M., Kizilgul, M., Apaydin, M., Kan, S., Ozbek, M., & Cakal, E. (2019) · BMC Cardiovascular Disorders · doi:10.1186/s12872-019-1093-4 · Cited by 95 · see citing works
Zhang, H. Y., Guo, C. X., Zhu, F. F., Qu, P. P., Lin, W. J., & Xiong, J. (2013) · Archives of Gynecology and Obstetrics · doi:10.1007/s00404-012-2568-z · Cited by 94 · see citing works
Gambineri, A., Vicennati, V., Genghini, S., Tomassoni, F., Pagotto, U., Pasquali, R., & Walker, B. R. (2006) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2005-2222 · Cited by 75 · see citing works
Hyperinsulinemia: A unifying theory of chronic disease?
Crofts, C. A. P. (2015) · Diabesity · doi:10.15562/diabesity.2015.19 · Cited by 75 · see citing works
Teede, H. J., Meyer, C., Hutchison, S. K., Zoungas, S., McGrath, B. P., & Moran, L. J. (2010) · Fertility and Sterility · doi:10.1016/j.fertnstert.2008.09.034 · Cited by 68 · see citing works
Sanz, C. M., Ruidavets, J.-B., Bongard, V., Marquié, J.-C., Hanaire, H., Ferrières, J., & Andrieu, S. (2013) · Diabetes Care · doi:10.2337/dc12-1017 · Cited by 60 · see citing works
Moran, L. J., Hutchison, S. K., Meyer, C., Zoungas, S., & Teede, H. J. (2009) · Clinical Science · doi:10.1042/cs20080218 · Cited by 59 · see citing works
Oh, P. C., Koh, K. K., Sakuma, I., Lim, S., Lee, Y., Lee, S., Lee, K., Han, S. H., & Shin, E. K. (2014) · International Journal of Cardiology · doi:10.1016/j.ijcard.2014.07.075 · Cited by 54 · see citing works
Du, Q., Wang, Y.-J., Yang, S., Wu, B., Han, P., & Zhao, Y.-Y. (2012) · Current Medical Research and Opinion · doi:10.1185/03007995.2012.681636 · Cited by 53 · see citing works
Short, K. R., Pratt, L. V., & Teague, A. M. (2012) · Journal of Nutrition and Metabolism · doi:10.1155/2012/278678 · Cited by 37 · see citing works
Ovarian steroids modulate neuroendocrine dysfunction in polycystic ovary syndrome
Doi, S. A. R., Al-Zaid, M., Towers, P. A., Scott, C. J., & Al-Shoumer, K. A. S. (2005) · Journal of Endocrinological Investigation · doi:10.1007/bf03345319 · Cited by 26 · see citing works
Validation of a simple index (SIisOGTT) of insulin sensitivity in a population of sedentary men
Pigeon, E., Riou, M. E., St-Onge, J., Couillard, E., Tremblay, A., Marette, A., Weisnagel, S. J., & Joanisse, D. R. (2009) · Diabetes & Metabolism · doi:10.1016/j.diabet.2009.04.007 · Cited by 16 · see citing works
Koh, K. K., Oh, P. C., Sakuma, I., Lee, Y., Han, S. H., & Shin, E. K. (2016) · International Journal of Cardiology · doi:10.1016/j.ijcard.2016.07.038 · Cited by 11 · see citing works
HNF1A gene p.I27L is associated with co-existing preeclampsia in gestational diabetes mellitus
Beysel, S., Pinarli, F. A., Eyerci, N., Kizilgul, M., Hepsen, S., Alhan, A., Kan, S., Caliskan, M., Bozkurt, E., & Cakal, E. (2020) · Gynecological Endocrinology · doi:10.1080/09513590.2019.1698023 · Cited by 12 · see citing works
- Authors
- Mather, K. J., Hunt, A. E., Steinberg, H. O., Paradisi, G., Hook, G., Katz, A., Quon, M. J., & Baron, A. D.
- Affiliations
- Indiana University School of Medicine (US)
- Indiana University School of Medicine (K.J.M., A.E.H., H.O.S., G.P., G.H., A.D.B.), Division of Endocrinology and Metabolism, Indianapolis, Indiana 46250
- National Institutes of Health (US)
- Corresponding author
- Mather, Kieren J.
- Venue
- The Journal of Clinical Endocrinology & Metabolism
- Publisher
- The Endocrine Society
- Published
- 2001-11-01
- Volume
- 86
- Issue
- 11
- Pages
- 5457-5464
- ISSN
- 0021-972X (ISSN-L)
- 1945-7197
- OpenAlex
- W2169689389
- Semantic Scholar
- e15c1b2bf6d19dfddd7c20ebdec97fe3cf681e69
- Cited by
- 363
- References
- 26
- Citations by year
- 2026: 3 · 2025: 5 · 2024: 6 · 2023: 7 · 2022: 7 · 2021: 7 · 2020: 2 · 2019: 11 · 2018: 8 · 2017: 17 · 2016: 7 · 2015: 9 · 2014: 15 · 2013: 9 · 2012: 13
- FWCI
- 13.77
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- The Journal of Clinical Endocrinology & Metabolism (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institute of Diabetes and Digestive and Kidney Diseases (DK 20452, DK42469)
- National Center for Research Resources (MO1-RR75019)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes, Cardiovascular Risks, and Lipoproteins
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Health Sciences › Medicine › Surgery › Pancreatic function and diabetes
- Keywords
- insulin resistance, insulin sensitivity index, HOMA, QUICKI, fasting insulin, fasting blood glucose, hyperinsulinemic-euglycemic clamp, repeatability, coefficient of variation
- MeSH terms
- Adult, Algorithms, Blood Glucose, Diabetes Mellitus, Type 2, Female, Humans, Hyperinsulinism, Insulin, Insulin Resistance, Male, Obesity, Reference Values, Reproducibility of Results, Glucose Clamp Technique, Biomarkers, Databases, Factual
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