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ABSTRACT Objective: Fasting insulin and the homeostasis model assessment of insulin resistance (HOMA-IR) index are relatively simple and reliable noninvasive markers of insulin resistance (IR). Given the relevance of correctly diagnosing IR, we emphasize the importance of establishing reliable reference intervals (RIs) for these markers. This study aimed to determine the RIs of fasting insulin and HOMA-IR index in adults living in Rio de Janeiro and, secondarily, to verify potential RI differences between sexes. Subjects and methods: Serum insulin levels of 146,497 individuals (ages 20-60 years) who underwent blood sampling in the state of Rio de Janeiro were obtained retrospectively through access to an extensive laboratory database. Insulin was measured using the electrochemiluminescence immunoassay method. After applying exclusion criteria, 21,684 individuals (18,576 [86%] women) were included. The RIs were estimated using a computational mining approach that integrates a selection of R packages. Results: The 95% RIs in women and men and in the overall population were, respectively, 2.54-13.30 μU/mL (15.3-80.12 pmol/L), 2.43-11.89 μU/mL (14.6-71.7 pmol/L), and 2.52-13.14 μU/mL (15.2-79.2 pmol/L) for fasting insulin levels and 0.39-2.86, 0.38-2.81, and 0.39-2.86 for HOMA-IR values. Despite significant differences in insulin levels and HOMA-IR index between men and women, the use of sex-specific RIs was not justified. Conclusion: The RIs of fasting insulin levels and HOMA-IR values found in the overall population can be applied to both sexes. Thus, for our population, we suggest the RIs of 2.52-13.14 μU/mL (15.1-78.8 pmol/L) for fasting insulin and 0.39-2.86 for the HOMA-IR index. Objective HOMAIR HOMA IR (HOMA-IR IR. . (IR) (RIs secondarily sexes methods 146497 146 497 146,49 ages 2060 20 60 20-6 years database method criteria 21684 21 684 21,68 18,576 18576 18 576 (18,57 86% 86 [86% included packages Results 95 respectively 2.5413.30 2541330 2.54 13.30 2 54 13 30 2.54-13.3 μUmL μU mL 15.380.12 1538012 15.3 80.12 15 3 80 12 (15.3-80.1 pmol/L, pmolL pmol/L , pmol L 2.4311.89 2431189 2.43 11.89 43 11 89 2.43-11.8 14.671.7 146717 14.6 71.7 14 6 71 7 (14.6-71. 2.5213.14 2521314 2.52 13.14 52 2.52-13.1 15.279.2 152792 15.2 79.2 79 (15.2-79. 0.392.86, 039286 0.39 2.86, 0 39 0.382.81, 038281 0.38 2.81, 38 81 0.38-2.81 0.392.86 2.86 0.39-2.8 sexspecific sex specific justified Conclusion Thus 15.178.8 151788 15.1 78.8 1 78 8 (15.1-78. (IR 14649 49 146,4 206 20- 2168 68 21,6 18,57 1857 57 (18,5 [86 9 5413 2.5413.3 254133 254 2.5 1330 13.3 5 2.54-13. 380 15.380.1 153801 153 15. 8012 80.1 (15.3-80. 4311 2.4311.8 243118 243 2.4 1189 11.8 4 2.43-11. 671 14.671. 14671 14. 717 71. (14.6-71 5213 2.5213.1 252131 252 1314 13.1 2.52-13. 279 15.279. 15279 152 792 79. (15.2-79 392 03928 039 0.3 286 382 0.382.81 03828 038 281 2.81 0.38-2.8 0.392.8 2.8 0.39-2. 178 15.178. 15178 151 788 78. (15.1-78 1464 146, 216 21, 18,5 185 (18, [8 541 2.5413. 25413 25 2. 133 13. 2.54-13 15.380. 15380 801 80. (15.3-80 431 2.4311. 24311 24 118 11. 2.43-11 67 14.671 1467 (14.6-7 521 2.5213. 25213 131 2.52-13 27 15.279 1527 (15.2-7 0392 03 0. 28 0.382.8 0382 0.38-2. 0.392. 0.39-2 17 15.178 1517 (15.1-7 18, (18 [ 2.5413 2541 2.54-1 15.380 1538 (15.3-8 2.4311 2431 2.43-1 14.67 (14.6- 2.5213 2521 2.52-1 15.27 (15.2- 0.382. 0.38-2 0.392 0.39- 15.17 (15.1- (1 2.541 2.54- 15.38 (15.3- 2.431 2.43- (14.6 2.521 2.52- (15.2 0.382 0.38- (15.1 ( (15.3 (14. (15. (14 (15