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Triglyceride-glucose index levels in patients with Klinefelter syndrome and its relationship with endothelial dysfunction and insulin resistance: a cross-sectional observational study

ABSTRACT

Objectives:

This study aimed to investigate the triglyceride-glucose (TyG) index, which is a simple surrogate marker of insulin resistance that is associated with various cardiometabolic diseases, in patients with Klinefelter syndrome (KS).

Subjects and methods:

A total of 30 patients with KS (mean age: 21.53 ± 1.66 years) and 32 healthy controls (mean age: 22.07 ± 1.01 years) were included in the study.The clinical and laboratory parameters,TyG index, asymmetric dimethylarginine (ADMA) level, homeostatic model assessment of insulin resistance (HOMA-IR) score, and high-sensitivity C-reactive protein level were measured in patients with KS and healthy subjects.

Results:

Patients with KS had higher HOMA-IR score (p = 0.043), ADMA levels (p < 0.001), and TyG index (p = 0.031) and lower high-density lipoprotein cholesterol levels (p < 0.001) than healthy subjects. TyG index was positively correlated with plasma ADMA (r = 0.48, p < 0.001) and HOMA-IR (r = 0.36, p = 0.011). Multivariate analyses showed that total testosterone level (β = −0.44, p = 0.001) and TyG index (β = 0.29, p = 0.045) were independent determinants of plasma ADMA levels.

Conclusion:

Patients with KS had higher TyG indices than healthy subjects. Moreover, TyG index was independently associated with endothelial dysfunction in patients. TyG index may be a practical and useful measure to show the increased endothelial dysfunction in patients with KS.

Keywords
Klinefelter; TyG Index; ADMA; insulin resistance; hypogonadism

INTRODUCTION

Klinefelter syndrome (KS) is a sex-chromosome disorder that is characterized by hypergonadotropic hypogonadism and represents the most common genetic cause of male infertility (11 Smyth CM, Bremner WJ. Klinefelter syndrome. Arch Intern Med. 1998;158(12):1309-14.). The most commonly observed characteristics of patients with KS are eunuchoid body proportion, small hyalinized testes, azoospermia, infertility, and learning disabilities (11 Smyth CM, Bremner WJ. Klinefelter syndrome. Arch Intern Med. 1998;158(12):1309-14.). In addition, the risk of cardiometabolic disorders and obesity are increased in patients with KS (22 Nielsen J, Johansen K, Yde H. Frequency of diabetes mellitus in patients with Klinefelter's syndrome of different chromosome constitutions and the XYY syndrome. Plasma insulin and growth hormone level after a glucose load. J Clin Endocrinol Metab. 1969;29(8):1062-73., 33 Lanfranco F, Kamischke A, Zitzmann M, Nieschlag E. Klinefelter's syndrome. Lancet. 2004;364(9430):273-83.).

The rates of morbidity and mortality are significantly elevated in patients with KS (44 Bojesen A, Juul S, Birkebaek N, Gravholt CH. Increased mortality in Klinefelter syndrome. J Clin Endocrinol Metab. 2004;89(8):3830-4., 55 Swerdlow AJ, Higgins CD, Schoemaker MJ, Wright AF, Jacobs PA; United Kingdom Clinical Cytogenetics Group. Mortality in patients with Klinefelter syndrome in Britain: a cohort study. J Clin Endocrinol Metab. 2005;90(12):6516-22.). Cardiovascular diseases are among the most important causes for increased morbidity and mortality rates (66 Pasquali D, Arcopinto M, Renzullo A, Rotondi M, Accardo G, Salzano A, et al. Cardiovascular abnormalities in Klinefelter Syndrome. Int J Cardiol. 2013;168(2):754-9.). Although environmental factors, chromosomal aberrations, and especially low testosterone levels play important roles in increasing the frequency of cardiovascular mortality, the mechanism underlying this relationship remains to be elucidated. In this regard, we recently demonstrated increased insulin resistance and impaired endothelial function in patients with KS (77 Haymana C, Aydogdu A, Demirci I, Dinc M, Demir O, Torun D, et al. Increased endothelial dysfunction and insulin resistance in patients with Klinefelter syndrome. Endocr Metab Immune Disord Drug Targets. 2018;18(4):401-6.).

The triglyceride-glucose (TyG) index, which is calculated using fasting blood glucose (FBG) and triglyceride (TG) levels, is a simple surrogate marker for predicting insulin resistance (88 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.). Several studies have shown that the TyG index is also associated with increased risk of cardiovascular diseases, type 2 diabetes mellitus, and metabolic syndrome (99 Sánchez‐Íñigo L, Navarro‐González D, Fernández‐Montero A, Pastrana‐Delgado J, Martínez JA. The TyG index may predict the development of cardiovascular events. Eur J Clin Investig. 2016;46(2):189-97.1111 Park K, Ahn CW, Lee SB, Kang S, Nam JS, Lee BK, et al. Elevated TyG index predicts progression of coronary artery calcification. Diabetes Care. 2019;42(8):1569-73.).

The identification of easily accessible and reliable markers has great clinical importance in predicting cardiovascular risk among patients with KS. TyG index may be a useful measure in this regard. However, there have been no data regarding TyG index in patients with KS. The aim of this study was to investigate whether TyG indices increase in patients with KS compared with those in healthy individuals and whether the index is related to endothelial dysfunction, insulin resistance, and inflammation.

SUBJECTS AND METHODS

Study population and design

This cross-sectional study included 30 male patients with KS who visited our outpatient clinic. Data for analysis were obtained from the database on hypogonadism patients from the Department of Endocrinology and Metabolism at our tertiary center. Thirty male subjects matched for age and body mass index (BMI) from the same database were enrolled as healthy controls. We included patients with a verified KS karyotype (all subjects included were 47, XXY) and who did not previously undergo testosterone replacement. The exclusion criteria were as follows: age < 18 years, acute infection, malignancy, any visceral organ dysfunction, nutritional derangements, clinical history of cardiovascular disease, cerebrovascular disease, use of drugs such as antidiabetic or lipid- lowering medications, or individuals without complete clinical data. All patients read and signed written informed consent forms. In addition, the local ethics committee of the Kecioren Training and Research Hospital, Turkey (27.03.2013/236), approved the study protocol, as defined in our previous study (77 Haymana C, Aydogdu A, Demirci I, Dinc M, Demir O, Torun D, et al. Increased endothelial dysfunction and insulin resistance in patients with Klinefelter syndrome. Endocr Metab Immune Disord Drug Targets. 2018;18(4):401-6.). A part of these data has also been used for a previous publication on KS (77 Haymana C, Aydogdu A, Demirci I, Dinc M, Demir O, Torun D, et al. Increased endothelial dysfunction and insulin resistance in patients with Klinefelter syndrome. Endocr Metab Immune Disord Drug Targets. 2018;18(4):401-6.). This study was registered at ClinicalTrials.gov (NCT05014997).

All anthropometric measurements were performed with all patients wearing only their underwear. Waist circumference (WC) was measured at the midline between the inferior costal margin and iliac crest and recorded in centimeters. For BMI calculation (kg/m2), the weight in kilograms was divided by the square of the height in meters. All patients with KS demonstrated low or normal serum total testosterone level and high gonadotropin (follicle stimulating hormone [FSH] and luteinizing hormone [LH]) levels and had karyotypes confirming the diagnosis of KS. The pituitary functions of patients were evaluated using appropriate methods.

Sample collection and laboratory measurements

Venous blood samples were obtained between 08:00 and 09:00 am following overnight fasting, centrifugated (at 4,000 rpm for 15 min), and stored at −80 °C until assay. The FBG, total cholesterol (TC), TG, and high-density lipoprotein cholesterol (HDL-C) levels were measured by the enzymatic colorimetric method. The serum high-sensitivity C-reactive protein level was measured by immunoturbidimetric method (Olympus AU2700, Hamburg, Germany). The low-density lipoprotein cholesterol (LDL-C) level was calculated using the Friedewald equation (1212 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.). Total testosterone, FSH, LH, and serum basal insulin levels were evaluated using commercial kits, as previously reported (77 Haymana C, Aydogdu A, Demirci I, Dinc M, Demir O, Torun D, et al. Increased endothelial dysfunction and insulin resistance in patients with Klinefelter syndrome. Endocr Metab Immune Disord Drug Targets. 2018;18(4):401-6.). Homeostasis model assessment of insulin resistance (HOMA-IR) was calculated using the following equation: fasting insulin (mU/L) × fasting glucose (mg/dL)/405 (1313 Wallace TM, Matthews DR. The assessment of insulin resistance in man. Diabet Med. 2002;19(7):527-34.). TyG index was calculated using the following formula: ln (fasting TG [mg/dL] × FBG [mg/dL]/2) (88 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.). Plasma asymmetric dimethylarginine (ADMA) level was measured using validated, commercialized enzyme- linked immunoassay kits (Immundiagnostik, Germany).

Statistical analyses

Data were expressed as means ± standard deviations for continuous variables or as percentages for categorical variables. Kolmogorov-Smirnov and Levene's tests were used for assessing normality. Independent sample t-test was used for comparisons among continuous variables and Chi-square test for categorical variables. Relationships between ADMA and HOMA-IR levels and clinical and biochemical parameters were evaluated using Pearson correlation coefficients. Multivariable logistic regression analysis was performed to assess the independent predictors of ADMA and HOMA-IR. Variables with significant univariate association with outcomes and variables that could be potential predictors were included in multivariate regression. Two-sided p values of ≤0.05 were considered statistically significant. SPSS 21.0 package program (SPSS Inc., ver. 25.0) was used for all statistical analyses.

RESULTS

A total of 30 patients with KS (mean age: 21.53 ± 1.66 years) and 30 healthy controls (mean age: 22.07 ± 1.01 years) were included in the study. The baseline demographic and biochemical characteristics of patients and controls are shown in Table 1. The patient and control groups were similar in terms of age and BMI. There was no significant differences between WC, systolic blood pressure, diastolic blood pressure, FBG, TC level, LDL-C and hs-CRP level in the groups. As expected, FSH and LH levels were higher and total testosterone levels were lower (p < 0.001 for all) in patients with KS than in healthy controls. Moreover, HOMA-IR score (p = 0.043), ADMA level (p < 0.001), and TyG index (p = 0.031) were higher and HDL-C levels were lower (p < 0.001) in patients with KS.

Table 1
Demographic and laboratory parameters of patients with Klinefelter syndrome and healthy controls

In the correlation analysis, ADMA levels were positively correlated with WC (r = 0.31, p = 0.017), TG level (r = 0.44, p = 0.001), and TyG index (r = 0.48, p < 0.001) and were negatively correlated with total testosterone (r = −0.48, p < 0.001) and HDL-C (r = −0.42, p = 0.002) levels. HOMA-IR levels were positively correlated with TyG index (r = 0.36, p = 0.011) and negatively with HDL-C (r = -0.32, p = 0.022) levels (Table 2 and Figure 1).

Table 2
Correlation of ADMA level, HOMA-IR score, and clinical and biochemical parameters

Multiple regression analysis revealed that total testosterone level (β = −0.44, p = 0.001) and TyG index (β = 0.29, p = 0.045) were the independent determinants of plasma ADMA levels (Table 3 and Table 4, respectively).

Table 3
Linear regression of asymmetric dimethylarginine (ADMA) as the dependent variable
Table 4
Linear regression of homeostatic model assessment of insulin resistance (HOMA-IR) as the dependent variable
Figure 1
Scatter plot diagram of the correlation between TyG index and asymmetric dimethylarginine (ADMA), homeostatic model assessment-insulin resistance (HOMA-IR) and high sensitivity C-reactive protein (hs-CRP) levels.

DISCUSSION

The results of present study show that patients with KS have higher HOMA-IR score, ADMA level, and TyG index than healthy controls. In addition, TyG index is significantly correlated with plasma ADMA level and HOMA-IR score and can be considered as an independent predictor of plasma ADMA levels. These results imply that TyG index can be a practical and useful measure for assessing endothelial dysfunction in patients with KS. To our knowledge, this is the first study to show the relationship of TyG index with endothelial dysfunction and insulin resistance in patients with KS.

Cardiovascular morbidity and mortality are common in KS (55 Swerdlow AJ, Higgins CD, Schoemaker MJ, Wright AF, Jacobs PA; United Kingdom Clinical Cytogenetics Group. Mortality in patients with Klinefelter syndrome in Britain: a cohort study. J Clin Endocrinol Metab. 2005;90(12):6516-22., 66 Pasquali D, Arcopinto M, Renzullo A, Rotondi M, Accardo G, Salzano A, et al. Cardiovascular abnormalities in Klinefelter Syndrome. Int J Cardiol. 2013;168(2):754-9.). However, the pathophysiology of increased mortality from cardiovascular diseases is uncertain. Previous studies showed increased prevalence of several cardiovascular risk factors, such as insulin resistance, diabetes mellitus, and abdominal obesity in KS (1414 Calogero AE, Giagulli VA, Mongioì LM, Triggiani V, Radicioni AF, Jannini EA, et al.; Klinefelter ItaliaN Group (KING). Klinefelter syndrome: cardiovascular abnormalities and metabolic disorders. J Endocrinol Invest. 2017;40(7):705-12., 1515 Salzano A, D’Assante R, Heaney LM, Monaco F, Rengo G, Valente P, et al. Klinefelter syndrome, insulin resistance, metabolic syndrome, and diabetes: review of literature and clinical perspectives. Endocrine. 2018;61(2):194-203.). The classical pathways leading to atherosclerosis, such as endothelial dysfunction, insulin resistance, and chronic subclinical inflammation, may play an important role in the increased cardiometabolic risk among patients with KS. Endothelium-derived mediators such as nitric oxide (NO) play a pivotal role in the pathogenesis of atherosclerotic diseases. Decreased NO levels may lead to endothelial dysfunction and thus increase the risk of cardiometabolic diseases. ADMA inhibits NO synthase, resulting in decreased NO levels and ultimately leading to endothelial dysfunction. ADMA is a well-known surrogate marker of endothelial dysfunction, and its high levels have been reported in many cardiometabolic diseases such as hypertension, type 2 diabetes, dyslipidemia, and chronic renal disease (1616 Böger RH, Maas R, Schulze F, Schwedhelm E. Asymmetric dimethylarginine (ADMA) as a prospective marker of cardiovascular disease and mortality – an update on patient populations with a wide range of cardiovascular risk. Pharmacol Res. 2009;60(6):481-7., 1717 Chan NN, Chan JC. Asymmetric dimethylarginine (ADMA): a potential link between endothelial dysfunction and cardiovascular diseases in insulin resistance syndrome? Diabetologia. 2002;45(12):1609-16.). Similarly, insulin resistance is an important factor in the pathogenesis of atherosclerosis (1818 DeFronzo RA. Insulin resistance, lipotoxicity, type 2 diabetes and atherosclerosis: the missing links. The Claude Bernard Lecture 2009. Diabetologia. 2010;53(7):1270-87.). As in our previous study (77 Haymana C, Aydogdu A, Demirci I, Dinc M, Demir O, Torun D, et al. Increased endothelial dysfunction and insulin resistance in patients with Klinefelter syndrome. Endocr Metab Immune Disord Drug Targets. 2018;18(4):401-6.), here, we demonstrated that plasma ADMA level and HOMA-IR score were significantly higher in patients with KS than in healthy controls. However, these surrogate markers of endothelial dysfunction and insulin resistance that are generally used in scientific studies are not practical and widely available to indicate increased cardiometabolic risk among patients with KS.

TyG index, which can be calculated practically using FBG and TG levels, was considered as an alternative marker of insulin resistance by Guerrero-Romero and cols. (1919 Guerrero-Romero F, Simental-Mendía LE, González-Ortiz M, Martínez-Abundis E, Ramos-Zavala MG, Hernández- González SO, et al. The Product of triglycerides and glucose, a simple measure of insulin sensitivity. Comparison with the euglycemic-hyperinsulinemic clamp. J Clin Endocrinol Metab. 2010;95(7):3347-51.). Several studies have reported that the TyG index reflects insulin resistance better than HOMA-IR score (2020 Vasques AC, Novaes FS, de Oliveira Mda S, Souza JR, Yamanaka A, Pareja JC, et al. TyG index performs better than HOMA in a Brazilian population: a hyperglycemic clamp validated study. Diabetes Res Clin Pract. 2011;93(3):e98-e100.). Increased TyG index has been reported in various cardiometabolic diseases such as coronary artery disease, hypertension, type 2 diabetes, and obesity, all of which are also considerably increased in patients with KS (1111 Park K, Ahn CW, Lee SB, Kang S, Nam JS, Lee BK, et al. Elevated TyG index predicts progression of coronary artery calcification. Diabetes Care. 2019;42(8):1569-73., 2121 Hong S, Han K, Park CY. The triglyceride glucose index is a simple and low-cost marker associated with atherosclerotic cardiovascular disease: a population-based study. BMC Med. 2020;18(1):361.2424 Kerkadi A, Suleman D, Abu Salah L, Lotfy C, Attieh G, Bawadi H, et al. Adiposity indicators as cardio-metabolic risk predictors in adults from country with high burden of obesity. Diabetes Metab Syndr Obes. 2020;13:175-83.). In addition to these reports, we showed for the first time that TyG index increases in patients with KS than in healthy subjects. Although there are no studies in patients with KS, there are only two studies assessing TyG indices in patients with hypogonadism. In one of these studies, Zhang and cols. reported higher TyG indices in patients with hypogonadism (2525 Zhang K, ChenY, Liu L, Lu M, Cheng J, Gao F, et al.TheTriglycerides and Glucose Index rather than HOMA-IR is more associated with Hypogonadism in Chinese men. Sci Rep. 2017;7(1):15874.). However, the etiology of hypogonadism was not specified, and the study included elderly population. In the second study, we showed increased TyG indices in young and treatment-naïve patients with congenital hypogonadotropic hypogonadism (2626 Demirci I, Haymana C, Candemir B, Meric C, Yuksel B, Eser M, et al. Triglyceride-glucose index levels in patients with congenital hypogonadotropic hypogonadism and the relationship with endothelial dysfunction and insulin resistance. Endokrynol Pol. 2021;72(3):232-7.). In the present study, we also showed that TyG index was an independent predictor of plasma ADMA level and HOMA-IR score. Similarly, together with the total testosterone levels, TyG index was found to be an independent predictor of plasma ADMA levels. Although there was a correlation between HOMA-IR score and TyG index, we could not find a relationship between these parameters in the regression analyses. Despite the strong association between the TyG index and HOMA-IR scores in the literature, the most important reason this relationship was not observed in the present study may be the small number of patients and lower mean age of the study population. Increased TyG indices and their association with plasma ADMA levels imply that this index may be used as a simple and practical measure to predict endothelial dysfunction in patient with KS.

hsCRP is a low-grade inflammation marker widely used as an indicator of increased cardiovascular risk (2727 Devaraj S, Singh U, Jialal I.The evolving role of C-reactive protein in atherothrombosis. Clin Chem. 2009;55(2):229-38., 2828 Santaniemi M, Ukkola O, Malo E, Bloigu R, Kesäniemi YA. Metabolic syndrome in the prediction of cardiovascular events: the potential additive role of hsCRP and adiponectin. Eur J Prev Cardiol. 2014;21(10):1242-8.). In our study, no difference was found between the hsCRP levels of patients and the control group. This result is inconsistent with the reports of elevated hsCRP in patients with KS, published by Bojesen and cols. in the literature (44 Bojesen A, Juul S, Birkebaek N, Gravholt CH. Increased mortality in Klinefelter syndrome. J Clin Endocrinol Metab. 2004;89(8):3830-4.). We think that the reason for this discrepancy may be that our study population consists of individuals who were younger and did not have any chronic metabolic diseases.

There may be several limitations and strengths of the present study. First of all, owing the cross- sectional design of the study, it is not possible to make a mechanistic comment regarding the relationship between increased cardiometabolic risk and TyG index of patients with KS. In addition, the specific population of treatment-naïve, young patients with KS included in this study may not represent the general population with KS. Finally, low number of patients may be considered as another limitation. However, the homogeneous study population of similar age and sex and the lack of confounding factors, such as chronic metabolic diseases or medications, can be counted among the strengths of this study.

In conclusion, the present study revealed that TyG indices are higher in patients with KS than in healthy controls and are significantly correlated with endothelial dysfunction and insulin resistance markers. Furthermore, the TyG index is an independent predictor of endothelial dysfunction in patients with KS. These results imply that TyG index may be a useful and practical measure to detect endothelial dysfunction in patients with KS. However, prospective long-term studies with larger numbers are needed to evaluate the capability of the TyG index in predicting cardiometabolic risk in patients with KS.

  • Ethics approval and consent to participate: all subjects provided informed consent, and the Local Ethics Committee of Kecioren Training and Research Hospital approved the study (27.03.2012/236). A portion of the data of this study population was published previously (77 Haymana C, Aydogdu A, Demirci I, Dinc M, Demir O, Torun D, et al. Increased endothelial dysfunction and insulin resistance in patients with Klinefelter syndrome. Endocr Metab Immune Disord Drug Targets. 2018;18(4):401-6.).
  • Human and animal rights: no animals were used in this study. The research was performed in humans in accordance with the ethical standards of the committee responsible for human experimentation (institutional and national) and in accordance with the Helsinki Declaration of 1975, as revised in 2008 (http://www.wma.net/en/20activities/10ethics/10helsinki/).
  • Declaration of authorship: ID, CH, and AS conceived and designed the study; BC, BY, and ME acquired data; ID, CM, and SA performed analyses; ID, BC, and CH drafted the manuscript; NEG and AS critically revised the manuscript; all authors gave approval for the version to be submitted.

Acknowledgements

none.

REFERENCES

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    Nielsen J, Johansen K, Yde H. Frequency of diabetes mellitus in patients with Klinefelter's syndrome of different chromosome constitutions and the XYY syndrome. Plasma insulin and growth hormone level after a glucose load. J Clin Endocrinol Metab. 1969;29(8):1062-73.
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    Lanfranco F, Kamischke A, Zitzmann M, Nieschlag E. Klinefelter's syndrome. Lancet. 2004;364(9430):273-83.
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    Bojesen A, Juul S, Birkebaek N, Gravholt CH. Increased mortality in Klinefelter syndrome. J Clin Endocrinol Metab. 2004;89(8):3830-4.
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    Swerdlow AJ, Higgins CD, Schoemaker MJ, Wright AF, Jacobs PA; United Kingdom Clinical Cytogenetics Group. Mortality in patients with Klinefelter syndrome in Britain: a cohort study. J Clin Endocrinol Metab. 2005;90(12):6516-22.
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    Pasquali D, Arcopinto M, Renzullo A, Rotondi M, Accardo G, Salzano A, et al. Cardiovascular abnormalities in Klinefelter Syndrome. Int J Cardiol. 2013;168(2):754-9.
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    Haymana C, Aydogdu A, Demirci I, Dinc M, Demir O, Torun D, et al. Increased endothelial dysfunction and insulin resistance in patients with Klinefelter syndrome. Endocr Metab Immune Disord Drug Targets. 2018;18(4):401-6.
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    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.
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    Sánchez‐Íñigo L, Navarro‐González D, Fernández‐Montero A, Pastrana‐Delgado J, Martínez JA. The TyG index may predict the development of cardiovascular events. Eur J Clin Investig. 2016;46(2):189-97.
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    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.
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    Wallace TM, Matthews DR. The assessment of insulin resistance in man. Diabet Med. 2002;19(7):527-34.
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    Calogero AE, Giagulli VA, Mongioì LM, Triggiani V, Radicioni AF, Jannini EA, et al.; Klinefelter ItaliaN Group (KING). Klinefelter syndrome: cardiovascular abnormalities and metabolic disorders. J Endocrinol Invest. 2017;40(7):705-12.
  • 15
    Salzano A, D’Assante R, Heaney LM, Monaco F, Rengo G, Valente P, et al. Klinefelter syndrome, insulin resistance, metabolic syndrome, and diabetes: review of literature and clinical perspectives. Endocrine. 2018;61(2):194-203.
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    Böger RH, Maas R, Schulze F, Schwedhelm E. Asymmetric dimethylarginine (ADMA) as a prospective marker of cardiovascular disease and mortality – an update on patient populations with a wide range of cardiovascular risk. Pharmacol Res. 2009;60(6):481-7.
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    Chan NN, Chan JC. Asymmetric dimethylarginine (ADMA): a potential link between endothelial dysfunction and cardiovascular diseases in insulin resistance syndrome? Diabetologia. 2002;45(12):1609-16.
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    DeFronzo RA. Insulin resistance, lipotoxicity, type 2 diabetes and atherosclerosis: the missing links. The Claude Bernard Lecture 2009. Diabetologia. 2010;53(7):1270-87.
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    Guerrero-Romero F, Simental-Mendía LE, González-Ortiz M, Martínez-Abundis E, Ramos-Zavala MG, Hernández- González SO, et al. The Product of triglycerides and glucose, a simple measure of insulin sensitivity. Comparison with the euglycemic-hyperinsulinemic clamp. J Clin Endocrinol Metab. 2010;95(7):3347-51.
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    Vasques AC, Novaes FS, de Oliveira Mda S, Souza JR, Yamanaka A, Pareja JC, et al. TyG index performs better than HOMA in a Brazilian population: a hyperglycemic clamp validated study. Diabetes Res Clin Pract. 2011;93(3):e98-e100.
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    Hong S, Han K, Park CY. The triglyceride glucose index is a simple and low-cost marker associated with atherosclerotic cardiovascular disease: a population-based study. BMC Med. 2020;18(1):361.
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    Kerkadi A, Suleman D, Abu Salah L, Lotfy C, Attieh G, Bawadi H, et al. Adiposity indicators as cardio-metabolic risk predictors in adults from country with high burden of obesity. Diabetes Metab Syndr Obes. 2020;13:175-83.
  • 25
    Zhang K, ChenY, Liu L, Lu M, Cheng J, Gao F, et al.TheTriglycerides and Glucose Index rather than HOMA-IR is more associated with Hypogonadism in Chinese men. Sci Rep. 2017;7(1):15874.
  • 26
    Demirci I, Haymana C, Candemir B, Meric C, Yuksel B, Eser M, et al. Triglyceride-glucose index levels in patients with congenital hypogonadotropic hypogonadism and the relationship with endothelial dysfunction and insulin resistance. Endokrynol Pol. 2021;72(3):232-7.
  • 27
    Devaraj S, Singh U, Jialal I.The evolving role of C-reactive protein in atherothrombosis. Clin Chem. 2009;55(2):229-38.
  • 28
    Santaniemi M, Ukkola O, Malo E, Bloigu R, Kesäniemi YA. Metabolic syndrome in the prediction of cardiovascular events: the potential additive role of hsCRP and adiponectin. Eur J Prev Cardiol. 2014;21(10):1242-8.

Publication Dates

  • Publication in this collection
    06 Feb 2023
  • Date of issue
    May-Jun 2023

History

  • Received
    13 Oct 2021
  • Accepted
    12 Sept 2022
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