Submitted:
13 August 2024
Posted:
14 August 2024
You are already at the latest version
Abstract
Keywords:
Introduction
Materials and Methods
Study Population
Exclusion Criteria
Clinical and Biochemical Parameters
Statistical Analyses
Results
| Insulin Resistance Status | |||||
|---|---|---|---|---|---|
| No Insulin Resistance (n:114; 54.3%) |
Insulin Resistance (n:96; 45.7%) |
||||
| n | % | n | % | p value | |
| Vitamin D | |||||
| Normal Vitamin D | 70 | 61.4% | 0 | 0% | |
| Vitamin D (21-29) | 30 | 26.3% | 40 | 41.7% | <0.001* |
| Vitamin D <21 | 14 | 12.3% | 56 | 58.3% | |
| Vitamin D | |||||
| Normal Vitamin D | 70 | 61.4% | 0 | 0% | <0.001* |
| Vitamin D <29 | 44 | 38.6% | 96 | 100% | |
| No Insulin Resistance | Insulin Resistance | ||
|---|---|---|---|
| mean±std or Median (25p-75p) |
mean±std or Median (25p-75p) |
p value | |
| Body Mass Index (BMI) (kg/m2) | 24.33(23.14-26.02) | 26.1(23.71-28.28) | 0.002¥ |
| Waist circumference (cm) | 69.9±8.89 | 79.22±7.17 | <0.001† |
| Vitamin D | 31.1(24-34.8) | 18.7(12.55-24) | <0.001¥ |
| Systolic Blood Pressure (mmHg) | 108(103-115) | 115(108-127.5) | <0.001¥ |
| Diastolic Blood Pressure (mmHg) | 65(63-70) | 67(63-71) | 0.188¥ |
| White blood cell (103/µL) | 7.54(6.5-8.78) | 8.34(7.12-9.75) | 0.009¥ |
| Platelet (106/µL) | 304.01±41.92 | 310.84±40.07 | 0.231† |
| Lymphocytes (103/µL) | 2.91±0.66 | 2.6±0.76 | 0.002† |
| Lymphocytes % | 36.99±8.02 | 33.84±10.23 | 0.013† |
| Neutrophil (103/µL) | 3.42(2.71-4.41) | 4.26(3.36-5.3) | <0.001¥ |
| Neutrophil % | 52.1(47.1-58.9) | 54(47.55-59.65) | 0.182¥ |
| Monocyte (103/µL) | 5.5(4.9-6.4) | 7.3(5.85-8.3) | <0.001¥ |
| Neutrophil lymphocyte ratio (NLR) | 1.18(0.99-1.59) | 1.6(1.23-2.03) | <0.001¥ |
| Platelet lymphocyte ratio (PLR) | 108.4(87.83-120.78) | 121.1(96.5-150.85) | 0.001¥ |
| Systemic immune-inflammation index (SII) | 366.61(296.27-485.16) | 510.76(387.23-643.42) | <0.001¥ |
| Monocyte / HDL cholesterol | 11.66(9.57-14.22) | 18.62(16.02-22.99) | <0.001¥ |
| CRP (mg/L) | 0.85(0.5-1.54) | 1.96(0.91-2.77) | <0.001¥ |
| Total cholesterol | 154.5(147-165) | 163(149-180) | 0.022¥ |
| HDL cholesterol | 48.6(42.4-51.2) | 38.5(33.4-43.9) | <0.001¥ |
| LDL cholesterol | 89(81-99) | 106(95-121.5) | <0.001¥ |
| VLDL cholesterol | 17.2(14-18.8) | 18.5(16.6-19.8) | <0.001¥ |
| Triglyceride | 86(70-94) | 92.5(83-99) | <0.001¥ |
| Glucose (mg/dL) | 90.68±8.17 | 94.22±9.97 | 0.005† |
| Glucose (mMol/L) | 5.03±0.45 | 5.23±0.55 | 0.005† |
| Fasting insulin ((µIU/ml)) | 7.25(5.49-9.3) | 19.25(16.7-23.2) | <0.001¥ |
| Atherogenic index | 0.23±0.12 | 0.38±0.12 | <0.001† |
| HOMA-IR | 1.65(1.26-2.08) | 4.56(3.83-5.46) | <0.001¥ |
| FGIR | 12.68(9.08-16.92) | 5.08(4.04-5.73) | <0.001¥ |
| HOMA-B | 95.59(74.63-125) | 233.09(189.01-309.18) | <0.001¥ |
| QUICKI | 0.36±0.02 | 0.31±0.01 | <0.001† |
| Vitamin D | ||||
|---|---|---|---|---|
| Normal Vitamin D | Vitamin D (21-29) | Vitamin D (<21) | ||
| mean±std or Median(25p-75p) |
mean±std or Median(25p-75p) |
mean±std or Median(25p-75p) |
p value | |
| Body Mass Index (BMI) (kg/m2) | 23.73(22.64-24.46)a | 27.11(25.62-28.25) b | 25.36(22.66-29.04) c | <0.001¥ |
| Waist circumference (cm) | 65.01±6.21 a | 75.09±5.29 b | 82.39±6.71 c | <0.001† |
| Systolic Blood Pressure (mmHg) | 105(102-108) a | 120(110-125) b | 110(108-130) b | <0.001¥ |
| Diastolic Blood Pressure | 65(63-70) | 65(60-75) | 67(65-70) | 0.146¥ |
| (mmHg) | ||||
| White blood cell (103/µL) | 7.49(6.63-8.63) a | 8.02(6.29-9.1) a,b | 8.39(7.25-11.11) b | 0.016¥ |
| Platelet (106/µL) | 309.3±42.84 | 300.9±52.26 | 311.2±22.27 | 0.290† |
| Lymphocytes (103/µL) | 3.03±0.56 a | 2.71±0.67 b | 2.57±0.84 b | <0.001† |
| Lymphocytes % | 38.62±6.98 a | 34.54±7.39 b | 33.46±11.79 b | 0.002† |
| Neutrophil (103/µL) | 3.15(2.53-3.71) a | 4.27(3.06-5.2) b | 4.26(3.44-5.27) b | <0.001¥ |
| Neutrophil % | 51.2(46-56.4) | 53.95(48.9-60.8) | 53.6(47.5-58.9) | 0.158¥ |
| Monocyte (103/µL) | 5.1(4.6-6.1) a | 7.35(6.3-8.5) b | 6.3(5.3-7.5) c | <0.001¥ |
| Monocyte (%) | 510(460-610) a | 735(630-850) b | 630(530-750) c | <0.001¥ |
| Neutrophil lymphocyte ratio (NLR) | 1.06(0.87-1.29) a | 1.59(1.23-2.06) b | 1.57(1.21-2.22) b | <0.001¥ |
| Platelet lymphocyte ratio (PLR) | 107.91(86.3-117.86) a | 112.01(90.78-131.73) a,b | 121.1(102.85-145.24) b | 0.002¥ |
| Systemic immune-inflammation index (SII) | 328.44(264-404.76) a | 486(355.01-630.97) b | 498.72(381.33-648.41) b | <0.001¥ |
| Monocyte / HDL cholesterol | 10.41(8.94-12.2) a | 18.4(14.69-22.7) b | 17.06(14.01-19.79) b | <0.001¥ |
| CRP (mg/L) | 0.7(0.4-1.1) a | 1.55(0.95-2.35) b | 1.99(0.88-2.89) b | <0.001¥ |
| Total cholesterol | 150(145-157.5) a | 165(152-181) b | 166.5(149-186) b | <0.001¥ |
| HDL cholesterol | 49.8(46.6-52.6) a | 41.1(35.4-48.4) b | 39.5(33.2-43.2) b | <0.001¥ |
| LDL cholesterol | 84.5(78-90) a | 102.5(95-121) b | 109.5(97-124) b | <0.001¥ |
| VLDL cholesterol | 17(14-18.4) a | 16.6(14-19) a | 19(17.8-19.8) b | <0.001¥ |
| Triglyceride | 85(70-92) a | 83(70-95) a | 95(89-99) b | <0.001¥ |
| Glucose (mg/dL) | 88.67±6.4 a | 93.44±9.66 b | 94.79±10.03 b | <0.001† |
| Glucose (mMol/L) | 4.92±0.36 a | 5.19±0.54 b | 5.26±0.56 b | <0.001† |
| Fasting insulin ((µIU/ml)) | 5.75(5.05-7.3) a | 14.2(9.7-19.8) b | 18.15(15.3-22.2) c | <0.001¥ |
| Atherogenic index | 0.2±0.11 a | 0.3±0.14 b | 0.41±0.1 c | <0.001† |
| HOMA-IR | 1.28(1.13-1.63) a | 3.39(2.13-4.83) b | 4.08(3.54-5.23) b | <0.001¥ |
| FGIR | 14.83(12.68-18.02) a | 6.58(5.12-8.84) b | 5.19(4.14-6.35) c | <0.001¥ |
| HOMA-β (%) | 84.63(65.15-105.6) a | 170.44(122.78-234.98) b | 206.44(153.81-276.46) b | <0.001¥ |
| QUICKI | 0.37±0.01 a | 0.32±0.02 b | 0.31±0.02 b | <0.001† |
| HOMA-IR | FGIR | HOMA-B | QUICKI | Monocyte / HDL-C | NLR | PLR | SII | ||
|---|---|---|---|---|---|---|---|---|---|
| Atherogenic index | r | 0.682 | -0.641 | 0.518 | -0.639 | 0.574 | 0.256 | 0.174 | 0.269 |
| p | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | 0.012 | <0.001 | |
| HOMA-IR | r | -0.952 | 0.781 | -1.000 | 0.739 | 0.447 | 0.231 | 0.434 | |
| p | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | 0.001 | <0.001 | ||
| FGIR | r | -0.926 | 0.952 | -0.709 | -0.438 | -0.212 | -0.421 | ||
| p | <0.001 | <0.001 | <0.001 | <0.001 | 0.002 | <0.001 | |||
| HOMA-β: | r | -0.781 | 0.591 | 0.358 | 0.139 | 0.333 | |||
| p | <0.001 | <0.001 | <0.001 | 0.044 | <0.001 | ||||
| QUICKI | r | -0.739 | -0.447 | -0.231 | -0.434 | ||||
| p | <0.001 | <0.001 | 0.001 | <0.001 | |||||
| Monocyte / HDL-C | r | 0.351 | 0.222 | 0.341 | |||||
| p | <0.001 | 0.001 | <0.001 | ||||||
| NLR | r | 0.402 | 0.946 | ||||||
| p | <0.001 | <0.001 | |||||||
| PLR | r | 0.529 | |||||||
| p | <0.001 |
Discussion
Limitations of the Study
Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- NCD Risk Factor Collaboration (NCD-RisC). Worldwide trends in body-mass index, underweight, overweight, and obesity from 1975 to 2016: A pooled analysis of 2416 population-based measurement studies in 128·9 million children, adolescents, and adults. Lancet. 2017, 390, 2627–2642. [Google Scholar] [CrossRef] [PubMed]
- Ashwell, M.; Gunn, P.; Gibson, S. Waist-to-height ratio is a better screening tool than waist circumference and BMI for adult cardiometabolic risk factors: Systematic review and meta-analysis. Obesity reviews. 2012, 13, 275–286. [Google Scholar] [CrossRef]
- You, S.; Zhong, C.; Zheng, D.; Xu, J.; Zhang, X.; Liu, H.; et al. Monocyte to HDL cholesterol ratio is associated with discharge and 3-month outcome in patients with acute intracerebral hemorrhage. J Neurol Sci 2017, 372, 157–161. [Google Scholar] [CrossRef]
- Karataş, M.B.; Çanga, Y.; Özcan, K.S.; Ipek, G.; Güngör, B.; Onuk, T.; et al. Monocyte to high-density lipoprotein ratio as a new prognostic marker in patients with STEMI undergoing primary percutaneous coronary intervention. Am J Emerg Med 2016, 34, 240–244. [Google Scholar] [CrossRef]
- Canpolat, U.; Çetin, E.H.; Cetin, S.; Aydin, S.; Akboga, M.K.; Yayla, C.; et al. Association of Monocyte-to-HDL Cholesterol Ratio with Slow Coronary Flow is Linked to Systemic Inflammation. Clin Appl Thromb Hemost 2016, 22, 476–482. [Google Scholar] [CrossRef]
- Sivgin, H.; Çetin, S. Effect of empagliflozin use on monocyte high-density lipoprotein ratio and plasma atherogenic index in obese and non-obese type 2 diabetic patients. Eur Rev Med Pharmacol Sci. 2023, 27, 8090–8100. [Google Scholar]
- Chen, T.; Chen, H.; Xiao, H.; Tang, H.; Xiang, Z.; Wang, X.; et al. Comparison of the value of neutrophil to high-density lipoprotein cholesterol ratio and lymphocyte to high-density lipoprotein cholesterol ratio for predicting metabolic syndrome among a population in the southern coast of China. Diabetes Metab Syndr Obes 2020, 13, 597–605. [Google Scholar] [CrossRef]
- De Cosmi, V.; Mazzocchi, A.; D’Oria, V.; et al. Effect of Vitamin D and Docosahexaenoic Acid Co-Supplementation on Vitamin D Status, Body Composition, and Metabolic Markers in Obese Children: A Randomized, Double Blind, Controlled Study. Nutrients 2022, 14, 1397. [Google Scholar] [CrossRef]
- Tang, L.; Zeng, H.; Yang, B.; et al. Vitamin D is inversely associated with Monocyte to HDL-C ratio among medical staff in Chengdu, China. BMC Endocr Disord. 2023, 23, 149. [Google Scholar] [CrossRef]
- Altieri, B.; Grant, W.B.; Della Casa, S.; Orio, F.; Pontecorvi, A.; Colao, A.; et al. Vitamin D and pancreas: The role of sunshine vitamin in the pathogenesis of diabetes mellitus and pancreatic cancer. Crit Rev Food Sci Nutr. 2017, 57, 3472–3488. [Google Scholar] [CrossRef] [PubMed]
- Al-Shoumer, K.A.; Al-Essa, T.M. Is there a relationship between vitamin D with insulin resistance and diabetes mellitus? World J Diabetes. 2015, 6, 1057–1064. [Google Scholar] [CrossRef] [PubMed]
- Szymczak-Pajor, I.; Śliwińska, A. Analysis of association between vitamin D deficiency and insulin resistance. Nutrients 2019, 11, 794. [Google Scholar] [CrossRef] [PubMed]
- Saglam, D.; Samur, G.; Turan, S. Assessment of vitamin D status in Turkish adolescents: Its relation to obesity, cardiometabolic risk factors and nutritional status. Prog Nutr. 2019, 21, 762–768. [Google Scholar]
- Torun, E.; Gönüllü, E.; Ozgen, I.T.; Cindemir, E.; Oktem, F. Vitamin D deficiency and insufficiency in obese children and adolescents and its relationship with insulin resistance. Int J Endocrinol. 2013, 2013, 631845. [Google Scholar] [CrossRef]
- Wang, L.; Wang, H.; Wen, H.; Tao, H.; Zhao, X. Relationship between HOMA-IR and serum vitamin D in Chinese children and adolescents. J Pediatr Endocrinol Metab. 2016, 29, 777–781. [Google Scholar] [CrossRef] [PubMed]
- American Diabetes Association. 2. Classification and diagnosis of diabetes: Standards of medical care in diabetes-2021. Diabetes Care. 2021, 44, 15–33. [Google Scholar] [CrossRef] [PubMed]
- Valerio, G.; Licenziati, M.R.; Iannuzzi, A.; Franzese, A.; Siani, P.; Riccardi, G.; et al. Insulin resistance and impaired glucose tolerance in obese children and adolescents from Southern Italy. Nutr Metab Cardiovasc Dis 2006, 16, 279–284. [Google Scholar] [CrossRef] [PubMed]
- Keskin, M.; Kurtoglu, S.; Kendirci, M.; Atabek, M.E.; Yazici, C. Homeostasis model assessment is more reliable than the fasting glucose/insulin ratio and quantitative insulin sensitivity check index for assessing insulin resistance among obese children and adolescents. Pediatrics. 2005, 115, e500–e503. [Google Scholar] [CrossRef]
- Katz, A.; Nambi, S.S.; Mather, K.; Baron, A.D.; Follmann, D.A.; Sullivan, G.; Quon, M.J. Quantitative insulin sensitivity check index:a simple, accurate method for assessing insulin sensitivity in humans. J Clin Endocrinol Metab 2000, 85, 2402–2410. [Google Scholar] [CrossRef]
- Hollis, B.W.; Wagner, C.L. Normal serum vitamin D levels. N Engl J Med. 2005, 352, 515–516. [Google Scholar]
- Wang, H.; Chen, W.; Li, D.; Yin, X.; Zhang, X.; Olsen, N.; Zheng, S.G. Vitamin D and Chronic Diseases. Aging Dis. 2017, 8, 346–353. [Google Scholar] [CrossRef]
- Szymczak-Pajor, I.; Śliwińska, A. Analysis of Association between Vitamin D Deficiency and Insulin Resistance. Nutrients. 2019, 11, 794. [Google Scholar] [CrossRef] [PubMed]
- Tao, S.; Yuan, Q.; Mao, L.; Chen, F.-L.; Ji, F.; Cui, Z.-H. Vitamin D deficiency causes insulin resistance by provoking oxidative stress in hepatocytes. Oncotarget 2017, 8, 67605–67613. [Google Scholar] [CrossRef]
- Sharifi, F.; Mousavinasab, N.; Mellati, A.A. Defining a cutoff point for vitamin D deficiency based on insulin resistance in children. Diabetes Metab Syndr. 2013, 7, 210–213. [Google Scholar] [CrossRef]
- Moschonis, G.; Androutsos, O.; Hulshof, T.; Dracopoulou, M.; Chrousos, G.P.; Manios, Y. Vitamin D insufficiency is associated with insulin resistance independently of obesity in primary school children. The healthy growth study. Pediatr Diabetes 2018, 19, 866–873. [Google Scholar] [CrossRef] [PubMed]
- Abbas, M.A. Physiological functions of Vitamin D in adipose tissue. J. Steroid Biochem. Mol. Biol. 2017, 165, 369–381. [Google Scholar] [CrossRef]
- Peterson, C.A.; Heffernan, M.E. Serum tumor necrosis factor alpha concentrations are negatively correlated with serum 25(OH) D concentrations in healthy women. J Inflamm 2008, 5, 10. [Google Scholar] [CrossRef]
- Hewison, M.; Zehnder, D.; Chakraverty, R.; Adams, J.S. Vitamin D and barrier function: A novel role for extra-renal 1 alpha-hydroxylase. Mol Cell Endocrinol 2004, 215, 31–38. [Google Scholar] [CrossRef]
- Jeng, L.; Yamshchikov, A.V.; Judd, S.E.; Blumberg, H.M.; Martin, G.S.; Ziegler, T.R.; et al. Alterations in vitamin D status and anti-microbial peptide levels in patients in the intensive care unit with sepsis. J Transl Med 2009, 7, 28. [Google Scholar] [CrossRef]
- Reyman, M.; Verrijn Stuart, A.A.; van Summeren, M.; et al. Vitamin D deficiency in childhood obesity is associated with high levels of circulating inflammatory mediators, and low insulin sensitivity. Int J Obes (Lond). 2014, 38, 46–52. [Google Scholar] [CrossRef] [PubMed]
- Ghigliotti, G.; Barisione, C.; Garibaldi, S.; et al. Adipose tissue immune response: Novel triggers and consequences for chronic inflammatory conditions. Inflammation. 2014, 37, 1337–1353. [Google Scholar] [CrossRef] [PubMed]
- Vieira-Potter, V.J. Inflammation and macrophage modulation in adipose tissues. Cellular microbiology. 2014, 16, 1484–1492. [Google Scholar] [CrossRef]
- Mraz, M.; Haluzik, M. The role of adipose tissue immune cells in obesity and low-grade inflammation. Journal of Endocrinology. 2014, 222, R113–R27. [Google Scholar] [CrossRef]
- Johnsen, S.H.; Fosse, E.; Joakimsen, O.; et al. Monocyte count is a predictor of novel plaque formation: A 7-year follow-up study of 2610 persons without carotid plaque at baseline the Tromsø Study. Stroke. 2005, 36, 715–719. [Google Scholar] [CrossRef]
- Murphy, A.; Chin-Dusting, J.; Sviridov, D.; Woollard, K.J.; et al. The anti inflammatory effects of high density lipoproteins. Current Medicinal Chemistry. 2009, 16, 667–675. [Google Scholar] [CrossRef] [PubMed]
- Usta, A.; Avci, E.; Bulbul, C.B.; et al. The monocyte counts to HDL cholesterol ratio in obese and lean patients with polycystic ovary syndrome. Reproductive Biology and Endocrinology. 2018, 16, 34. [Google Scholar] [CrossRef] [PubMed]
- Akboga, M.K.; Balci, K.G.; Maden, O.; et al. Usefulness of monocyte to HDL-cholesterol ratio to predict high SYNTAX score in patients with stable coronary artery disease. Biomarkers in Medicine. 2016, 10, 375–383. [Google Scholar] [CrossRef]
- Onat, A.; Can, G.; Kaya, H.; et al. “Atherogenic index of plasma”(log10 triglyceride/high-density lipoprotein− cholesterol) predicts high blood pressure, diabetes, and vascular events. Journal of Clinical Lipidology. 2010, 4, 89–98. [Google Scholar] [CrossRef] [PubMed]
- Jorde, R.; Grimnes, G. Vitamin D and metabolic health with special reference to the effect of vitamin D on serum lipids. Prog Lipid Res 2011, 50, 303–312. [Google Scholar] [CrossRef] [PubMed]
- Zhu, X.; Yu, L.; Zhou, H.; et al. Atherogenic index of plasma is a novel and better biomarker associated with obesity: A population-based cross-sectional study in China. Lipids in Health and Disease. 2018, 17, 1–6. [Google Scholar] [CrossRef]
- King-Morris, K.R.; Deger, S.M.; Hung, A.M.; et al. Measurement and Correlation of Indices of Insulin Resistance in Patients on Peritoneal Dialysis. Perit Dial Int. 2016, 36, 433–444. [Google Scholar] [CrossRef] [PubMed]
- So, A.; Sakaguchi, K.; Okada, Y.; et al. Relation between HOMA-IR and insulin sensitivity index determined by hyperinsulinemic-euglycemic clamp analysis during treatment with a sodium-glucose cotransporter 2 inhibitor. Endocr, J. 2020, 67, 501–507. [Google Scholar] [CrossRef] [PubMed]
- Anoop, S.S.; Dasgupta, R.; Rebekah, G.; et al. Lipid accumulation product (LAP) as a potential index to predict risk of insulin resistance in young, non-obese Asian Indian males from Southern India: Observations from hyperinsulinemic-euglycemic clamp studies. BMJ Open Diabetes Res Care. 2021, 9, e002414. [Google Scholar] [CrossRef] [PubMed]
- Roth, C.L.; Elfers, C.; Kratz, M.; Hoofnagle, A.N. Vitamin d deficiency in obese children and its relationship to insulin resistance and adipokines. J Obes. 2011, 2011, 495101. [Google Scholar] [CrossRef]
- Erol, M.; Bostan Gayret, Ö.; Hamilçıkan, Ş.; et al. Vitamin D deficiency and insulin resistance as risk factors for dyslipidemia in obese children. Arch Argent Pediatr 2017, 115, 133–139. [Google Scholar]
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