Skip to main content
Top
Published in: European Journal of Medical Research 1/2023

Open Access 01-12-2023 | Obesity | Research

Comparison of insulin resistance indices in predicting albuminuria among patients with type 2 diabetes

Authors: Seyed Ali Nabipoorashrafi, Azam Adeli, Seyed Arsalan Seyedi, Soghra Rabizadeh, Razman Arabzadeh Bahri, Fatemeh Mohammadi, Amirhossein Yadegar, Manouchehr Nakhjavani, Alireza Esteghamati

Published in: European Journal of Medical Research | Issue 1/2023

Login to get access

Abstract

Purpose

Diabetes is the leading cause of kidney disease. Up to 40% of the population with diabetes experience diabetic kidney disease (DKD). The correlation of DKD with insulin resistance (IR) indices has been shown in previous studies. In this study, the objective was to evaluate surrogate IR indices, including the Triglyceride-Glucose (TyG) index, Visceral Adiposity Index (VAI), Lipid Accumulation Product (LAP), and Homeostasis Model Assessment of Insulin Resistance (HOMA-IR) to find the most valuable index for the correlation between albuminuria and IR in the type 2 diabetes (T2D) population. Albuminuria is defined as urine albumin excretion of > 30 mg/day.

Methods

In this cross-sectional study, 2934 participants were enrolled and evaluated for urinary albumin excretion, and albuminuria was detected in 526 of the entries. The logistic regression models and Receiver Operating Characteristic (ROC) curve analysis were performed to assess the relationship of TyG index, VAI, LAP, and HOMA-IR's with albuminuria in patients with T2D.

Results

The TyG index had the highest association (OR 1.67) with the presence of albuminuria in patients with T2D, followed by HOMA-IR (OR 1.127), VAI (OR 1.028), and LAP (OR 1.004). These four indices remained independent after adjustment for multiple confounders. Based on the ROC curve, TyG revealed the best area under the curve (AUC) for revealing albuminuria with sufficient accuracy (AUC: 0.62) in comparison with other measured indices. The calculated TyG index cut-off point for the presence of albuminuria was 9.39.

Conclusion

Among the indices, TyG index had the most significant correlation with albuminuria in patients with T2D.
Literature
1.
go back to reference Iqbal N. The burden of type 2 diabetes: strategies to prevent or delay onset. Vasc Health Risk Manag. 2007;3(4):511–20.PubMedPubMedCentral Iqbal N. The burden of type 2 diabetes: strategies to prevent or delay onset. Vasc Health Risk Manag. 2007;3(4):511–20.PubMedPubMedCentral
3.
go back to reference Levey AS, Becker C, Inker LA. Glomerular filtration rate and albuminuria for detection and staging of acute and chronic kidney disease in adults: a systematic review. JAMA. 2015;313(8):837–46.PubMedPubMedCentralCrossRef Levey AS, Becker C, Inker LA. Glomerular filtration rate and albuminuria for detection and staging of acute and chronic kidney disease in adults: a systematic review. JAMA. 2015;313(8):837–46.PubMedPubMedCentralCrossRef
4.
go back to reference Murton M, et al. Burden of chronic kidney disease by KDIGO categories of glomerular filtration rate and albuminuria: a systematic review. Adv Ther. 2021;38(1):180–200.PubMedCrossRef Murton M, et al. Burden of chronic kidney disease by KDIGO categories of glomerular filtration rate and albuminuria: a systematic review. Adv Ther. 2021;38(1):180–200.PubMedCrossRef
5.
go back to reference Lovre D, et al. Managing diabetes and cardiovascular risk in chronic kidney disease patients. Endocrinol Metab Clin North Am. 2018;47(1):237–57.PubMedCrossRef Lovre D, et al. Managing diabetes and cardiovascular risk in chronic kidney disease patients. Endocrinol Metab Clin North Am. 2018;47(1):237–57.PubMedCrossRef
6.
go back to reference Oshima M, et al. Trajectories of kidney function in diabetes: a clinicopathological update. Nat Rev Nephrol. 2021;17(11):740–50.PubMedCrossRef Oshima M, et al. Trajectories of kidney function in diabetes: a clinicopathological update. Nat Rev Nephrol. 2021;17(11):740–50.PubMedCrossRef
7.
go back to reference Ohta M, et al. Comparison of the prevalence of chronic kidney disease in Japanese patients with Type 1 and Type 2 diabetes. Diabet Med. 2010;27(9):1017–23.PubMedCrossRef Ohta M, et al. Comparison of the prevalence of chronic kidney disease in Japanese patients with Type 1 and Type 2 diabetes. Diabet Med. 2010;27(9):1017–23.PubMedCrossRef
8.
go back to reference Lok CE, et al. The growing volume of diabetes-related dialysis: a population based study. Nephrol Dial Transplant. 2004;19(12):3098–103.PubMedCrossRef Lok CE, et al. The growing volume of diabetes-related dialysis: a population based study. Nephrol Dial Transplant. 2004;19(12):3098–103.PubMedCrossRef
9.
go back to reference De Cosmo S, et al. Role of insulin resistance in kidney dysfunction: insights into the mechanism and epidemiological evidence. Nephrol Dial Transplant. 2013;28(1):29–36.PubMedCrossRef De Cosmo S, et al. Role of insulin resistance in kidney dysfunction: insights into the mechanism and epidemiological evidence. Nephrol Dial Transplant. 2013;28(1):29–36.PubMedCrossRef
10.
go back to reference Kaul K, Apostolopoulou M, Roden M. Insulin resistance in type 1 diabetes mellitus. Metabolism. 2015;64(12):1629–39.PubMedCrossRef Kaul K, Apostolopoulou M, Roden M. Insulin resistance in type 1 diabetes mellitus. Metabolism. 2015;64(12):1629–39.PubMedCrossRef
13.
go back to reference Matthews D, et al. Homeostasis model assessment: insulin resistance and beta-cell function from fasting plasma glucose and insulin concentrations in man. Diabetologia. 1985;28(7):412–9.PubMedCrossRef Matthews D, et al. Homeostasis model assessment: insulin resistance and beta-cell function from fasting plasma glucose and insulin concentrations in man. Diabetologia. 1985;28(7):412–9.PubMedCrossRef
14.
go back to reference Matthews DR, et al. Homeostasis model assessment: insulin resistance and β-cell function from fasting plasma glucose and insulin concentrations in man. Diabetologia. 1985;28:412–9.PubMedCrossRef Matthews DR, et al. Homeostasis model assessment: insulin resistance and β-cell function from fasting plasma glucose and insulin concentrations in man. Diabetologia. 1985;28:412–9.PubMedCrossRef
15.
go back to reference Otten J, Ahrén B, Olsson T. Surrogate measures of insulin sensitivity vs the hyperinsulinaemic–euglycaemic clamp: a meta-analysis. Diabetologia. 2014;57:1781–8.PubMedCrossRef Otten J, Ahrén B, Olsson T. Surrogate measures of insulin sensitivity vs the hyperinsulinaemic–euglycaemic clamp: a meta-analysis. Diabetologia. 2014;57:1781–8.PubMedCrossRef
16.
go back to reference Bonora E, et al. Homeostasis model assessment closely mirrors the glucose clamp technique in the assessment of insulin sensitivity: studies in subjects with various degrees of glucose tolerance and insulin sensitivity. Diabetes Care. 2000;23(1):57–63.PubMedCrossRef Bonora E, et al. Homeostasis model assessment closely mirrors the glucose clamp technique in the assessment of insulin sensitivity: studies in subjects with various degrees of glucose tolerance and insulin sensitivity. Diabetes Care. 2000;23(1):57–63.PubMedCrossRef
17.
go back to reference Abbasi F, et al. Relationship between several surrogate estimates of insulin resistance and a direct measure of insulin-mediated glucose disposal: comparison of fasting versus post-glucose load measurements. Diabetes Res Clin Pract. 2018;136:108–15.PubMedCrossRef Abbasi F, et al. Relationship between several surrogate estimates of insulin resistance and a direct measure of insulin-mediated glucose disposal: comparison of fasting versus post-glucose load measurements. Diabetes Res Clin Pract. 2018;136:108–15.PubMedCrossRef
18.
go back to reference Simental-Mendía LE, Rodríguez-Morán M, Guerrero-Romero F. The product of fasting glucose and triglycerides as surrogate for identifying insulin resistance in apparently healthy subjects. Metab Syndr Relat Disord. 2008;6(4):299–304.PubMedCrossRef Simental-Mendía LE, Rodríguez-Morán M, Guerrero-Romero F. The product of fasting glucose and triglycerides as surrogate for identifying insulin resistance in apparently healthy subjects. Metab Syndr Relat Disord. 2008;6(4):299–304.PubMedCrossRef
19.
go back to reference Amato MC, et al. Visceral adiposity index: a reliable indicator of visceral fat function associated with cardiometabolic risk. Diabetes Care. 2010;33(4):920–2.PubMedPubMedCentralCrossRef Amato MC, et al. Visceral adiposity index: a reliable indicator of visceral fat function associated with cardiometabolic risk. Diabetes Care. 2010;33(4):920–2.PubMedPubMedCentralCrossRef
20.
go back to reference Kahn HS. The lipid accumulation product is better than BMI for identifying diabetes: a population-based comparison. Diabetes Care. 2006;29(1):151–3.PubMedCrossRef Kahn HS. The lipid accumulation product is better than BMI for identifying diabetes: a population-based comparison. Diabetes Care. 2006;29(1):151–3.PubMedCrossRef
21.
go back to reference Ji B, et al. Association between the visceral adiposity index and homeostatic model assessment of insulin resistance in participants with normal waist circumference. Angiology. 2017;68(8):716–21.PubMedCrossRef Ji B, et al. Association between the visceral adiposity index and homeostatic model assessment of insulin resistance in participants with normal waist circumference. Angiology. 2017;68(8):716–21.PubMedCrossRef
22.
go back to reference Oh JY, Sung YA, Lee HJ. The visceral adiposity index as a predictor of insulin resistance in young women with polycystic ovary syndrome. Obesity. 2013;21(8):1690–4.PubMedCrossRef Oh JY, Sung YA, Lee HJ. The visceral adiposity index as a predictor of insulin resistance in young women with polycystic ovary syndrome. Obesity. 2013;21(8):1690–4.PubMedCrossRef
23.
go back to reference Mirmiran P, Bahadoran Z, Azizi F. Lipid accumulation product is associated with insulin resistance, lipid peroxidation, and systemic inflammation in type 2 diabetic patients. Endocrinol Metab. 2014;29(4):443–9.CrossRef Mirmiran P, Bahadoran Z, Azizi F. Lipid accumulation product is associated with insulin resistance, lipid peroxidation, and systemic inflammation in type 2 diabetic patients. Endocrinol Metab. 2014;29(4):443–9.CrossRef
24.
go back to reference Ebrahimi M, et al. Lipid accumulation product (LAP) index for the diagnosis of nonalcoholic fatty liver disease (NAFLD): a systematic review and meta-analysis. Lipids Health Dis. 2023;22(1):41.PubMedPubMedCentralCrossRef Ebrahimi M, et al. Lipid accumulation product (LAP) index for the diagnosis of nonalcoholic fatty liver disease (NAFLD): a systematic review and meta-analysis. Lipids Health Dis. 2023;22(1):41.PubMedPubMedCentralCrossRef
25.
go back to reference Nabipoorashrafi SA, et al. The accuracy of triglyceride-glucose (TyG) index for the screening of metabolic syndrome in adults: A systematic review and meta-analysis. Nutr Metab Cardiovasc Dis. 2022;32(12):2677–88.PubMedCrossRef Nabipoorashrafi SA, et al. The accuracy of triglyceride-glucose (TyG) index for the screening of metabolic syndrome in adults: A systematic review and meta-analysis. Nutr Metab Cardiovasc Dis. 2022;32(12):2677–88.PubMedCrossRef
26.
go back to reference American Diabetes Association Professional Practice Committee. 2.Classification and diagnosis of diabetes: standards of medical care in diabetes—2022. Diabetes Care. 2022;45(1):S17–38.CrossRef American Diabetes Association Professional Practice Committee. 2.Classification and diagnosis of diabetes: standards of medical care in diabetes—2022. Diabetes Care. 2022;45(1):S17–38.CrossRef
28.
go back to reference Friedewald WT, Levy RI, Fredrickson DS. Estimation of the concentration of low-density lipoprotein cholesterol in plasma, without use of the preparative ultracentrifuge. Clin Chem. 1972;18(6):499–502.PubMedCrossRef Friedewald WT, Levy RI, Fredrickson DS. Estimation of the concentration of low-density lipoprotein cholesterol in plasma, without use of the preparative ultracentrifuge. Clin Chem. 1972;18(6):499–502.PubMedCrossRef
29.
go back to reference Cockcroft DW, Gault H. Prediction of creatinine clearance from serum creatinine. Nephron. 1976;16(1):31–41.PubMedCrossRef Cockcroft DW, Gault H. Prediction of creatinine clearance from serum creatinine. Nephron. 1976;16(1):31–41.PubMedCrossRef
31.
go back to reference Kobayashi S, et al. Insulin resistance in patients with chronic kidney disease. Am J Kidney Dis. 2005;45(2):275–80.PubMedCrossRef Kobayashi S, et al. Insulin resistance in patients with chronic kidney disease. Am J Kidney Dis. 2005;45(2):275–80.PubMedCrossRef
32.
go back to reference Lambrinoudaki I, et al. The TyG index as a marker of subclinical atherosclerosis and arterial stiffness in lean and overweight postmenopausal women. Heart Lung Circ. 2018;27(6):716–24.PubMedCrossRef Lambrinoudaki I, et al. The TyG index as a marker of subclinical atherosclerosis and arterial stiffness in lean and overweight postmenopausal women. Heart Lung Circ. 2018;27(6):716–24.PubMedCrossRef
33.
go back to reference Raimi TH, et al. Triglyceride-glucose index and related parameters predicted metabolic syndrome in Nigerians. Metab Syndr Relat Disord. 2021;19(2):76–82.PubMedPubMedCentralCrossRef Raimi TH, et al. Triglyceride-glucose index and related parameters predicted metabolic syndrome in Nigerians. Metab Syndr Relat Disord. 2021;19(2):76–82.PubMedPubMedCentralCrossRef
34.
go back to reference Gu S, et al. Insulin resistance is associated with urinary albumin-creatinine ratio in normal weight individuals with hypertension and diabetes: The REACTION study. J Diabetes. 2020;12(5):406–16.PubMedCrossRef Gu S, et al. Insulin resistance is associated with urinary albumin-creatinine ratio in normal weight individuals with hypertension and diabetes: The REACTION study. J Diabetes. 2020;12(5):406–16.PubMedCrossRef
35.
go back to reference Gayoso-Diz P, et al. Insulin resistance index (HOMA-IR) levels in a general adult population: curves percentile by gender and age. The EPIRCE study. Diabetes Res Clin Pract. 2011;94(1):146–55.PubMedCrossRef Gayoso-Diz P, et al. Insulin resistance index (HOMA-IR) levels in a general adult population: curves percentile by gender and age. The EPIRCE study. Diabetes Res Clin Pract. 2011;94(1):146–55.PubMedCrossRef
36.
go back to reference Bemelmans RH, et al. Increased visceral adipose tissue is associated with increased resting heart rate in patients with manifest vascular disease. Obesity. 2012;20(4):834–41.PubMedCrossRef Bemelmans RH, et al. Increased visceral adipose tissue is associated with increased resting heart rate in patients with manifest vascular disease. Obesity. 2012;20(4):834–41.PubMedCrossRef
37.
go back to reference Ayundini G, et al. A systematic review on the association between lipid accumulation product index and type 2 diabetes mellitus. J ASEAN Fed Endocr Soc. 2019;34(1):16.PubMedPubMedCentralCrossRef Ayundini G, et al. A systematic review on the association between lipid accumulation product index and type 2 diabetes mellitus. J ASEAN Fed Endocr Soc. 2019;34(1):16.PubMedPubMedCentralCrossRef
38.
go back to reference Tongdee P, et al. Lipid accumulation product and index of central lipid distributions for subclinical atherosclerosis in perimenopausal/menopausal women. J Med Assoc Thai. 2016;7(7):S42–8. Tongdee P, et al. Lipid accumulation product and index of central lipid distributions for subclinical atherosclerosis in perimenopausal/menopausal women. J Med Assoc Thai. 2016;7(7):S42–8.
39.
go back to reference Chiu H, et al. Associations between triglyceride-glucose index and micro-and macro-angiopathies in type 2 diabetes mellitus. Nutrients. 2020;12(2):328.PubMedPubMedCentralCrossRef Chiu H, et al. Associations between triglyceride-glucose index and micro-and macro-angiopathies in type 2 diabetes mellitus. Nutrients. 2020;12(2):328.PubMedPubMedCentralCrossRef
40.
go back to reference Chen T, et al. Comparison of novel metabolic indices in estimation of chronic kidney diseases in a southern Chinese population. Diabetes Metab Syndr Obes. 2020;13:4919–27.PubMedPubMedCentralCrossRef Chen T, et al. Comparison of novel metabolic indices in estimation of chronic kidney diseases in a southern Chinese population. Diabetes Metab Syndr Obes. 2020;13:4919–27.PubMedPubMedCentralCrossRef
41.
go back to reference Dai D, et al. Visceral adiposity index and lipid accumulation product index: two alternate body indices to identify chronic kidney disease among the rural population in Northeast China. Int J Environ Res Public Health. 2016;13(12):1231.PubMedPubMedCentralCrossRef Dai D, et al. Visceral adiposity index and lipid accumulation product index: two alternate body indices to identify chronic kidney disease among the rural population in Northeast China. Int J Environ Res Public Health. 2016;13(12):1231.PubMedPubMedCentralCrossRef
42.
go back to reference Zhao S, et al. Association between macro-and microvascular damage and the triglyceride glucose index in community-dwelling elderly individuals: the Northern Shanghai Study. Cardiovasc Diabetol. 2019;18(1):1–8.CrossRef Zhao S, et al. Association between macro-and microvascular damage and the triglyceride glucose index in community-dwelling elderly individuals: the Northern Shanghai Study. Cardiovasc Diabetol. 2019;18(1):1–8.CrossRef
43.
go back to reference Fiorentino TV, et al. Relationships of surrogate indexes of insulin resistance with insulin sensitivity assessed by euglycemic hyperinsulinemic clamp and subclinical vascular damage. BMJ Open Diabetes Res Care. 2019;7(1): e000911.PubMedPubMedCentralCrossRef Fiorentino TV, et al. Relationships of surrogate indexes of insulin resistance with insulin sensitivity assessed by euglycemic hyperinsulinemic clamp and subclinical vascular damage. BMJ Open Diabetes Res Care. 2019;7(1): e000911.PubMedPubMedCentralCrossRef
Metadata
Title
Comparison of insulin resistance indices in predicting albuminuria among patients with type 2 diabetes
Authors
Seyed Ali Nabipoorashrafi
Azam Adeli
Seyed Arsalan Seyedi
Soghra Rabizadeh
Razman Arabzadeh Bahri
Fatemeh Mohammadi
Amirhossein Yadegar
Manouchehr Nakhjavani
Alireza Esteghamati
Publication date
01-12-2023
Publisher
BioMed Central
Published in
European Journal of Medical Research / Issue 1/2023
Electronic ISSN: 2047-783X
DOI
https://doi.org/10.1186/s40001-023-01134-2

Other articles of this Issue 1/2023

European Journal of Medical Research 1/2023 Go to the issue