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ASSOCIATION BETWEEN NONALCOHOLIC FATTY PANCREATIC DISEASE AND TRIGLYCERIDE/GLUCOSE INDEX

Associação entre a doença pancreática gordurosa não alcoólica e o índice triglicérides/glicose

ABSTRACT

Background:

Nonalcoholic fatty pancreatic disease (NAFPD) is an increase of fat in the pancreas, and has an important association with insulin resistance (IR) and type 2 diabetes mellitus. Research has confirmed that the triglyceridemia/glycemia (TyG) index determines IR as much as does the hyperinsulinemic-euglycemic clamp assessment as the homeostasis model testing of IR (HOMA-IR).

Objective:

To eva­luate the association between degree of NAFPD and TyG index.

Methods:

In 72 patients undergoing ultrasound of abdomen with a diagnosis of NAFPD, insulin, glucose, and triglycerides levels were evaluated. The HOMA-IR and TyG indexes were used as a reference for IR. The degrees of NAFPD and the TyG index were presented through the receiver operating characteristics (ROC) curves in order to evaluate the association between different degrees of NAFPD, and the correlation of NAFPD with HOMA-IR was also evaluated.

Results:

There was a statistically significant correlation between the degree of NAFPD and the TyG index. The AUROC curve for the TyG index for predicting the degree of NADPD was 0.855 (0.840-0.865). The intensity-adjusted probabilities of the degree of NAFPD were more strongly associated with TyG values when compared with HOMA-IR.

Conclusion:

In this study the TyG index correlated positively with the degree of NAFPD, performing better than HOMA-IR.

Keywords:
Triglyceride-glucose index; insulin resistance; pancreatic steatosis

RESUMO

Contexto:

A doença pancreática gordurosa não alcoólica (DPGNA) é um aumento de gordura pancreática, e tem uma importante associação com a resistência à insulina (RI) e com diabetes mellitus tipo 2. Pesquisas confirmaram que o índice triglicérides/glicemia (TyG) determina a RI tanto quanto a avaliação da clamp hiperinsulinêmico-euglicêmico como o teste do modelo de homeostasia da RI (HOMA-IR).

Objetivo:

Avaliar a associação entre o grau de DPGNA e o índice TyG.

Métodos:

Em 72 pacientes submetidos a ultrassonografia do abdome com diagnóstico de DPGNA, foram avaliados os níveis de insulina, glicose e triglicérides. Os índices HOMA-IR e TyG foram usados como referência para RI. Os graus de DGPNA e o índice TyG foram apresentados através da curva ROC com o objetivo de avaliar a associação entre diferentes graus de DPGNA, e a correlação do DGPNA com o HOMA-IR também foi avaliada.

Resultados:

Houve uma correlação estatisticamente significativa entre o grau de DPGNA e o índice TyG. A curva AUROC para o índice TyG para prever o grau do NADPD foi 0,855 (0,840-0,865). As probabilidades ajustadas de intensidade do grau de NAFPD foram mais fortemente associadas aos valores de TyG quando comparadas com o HOMA-IR.

Conclusão:

Neste estudo, o índice TyG correlacionou-se positivamente com o grau de DPGNA, tendo um desempenho melhor que o índice HOMA-IR.

Palavras-chave:
Índice triglicérides-glicose; resistência insulínica; esteatose pancreática

HIGLIGHTS

•Non-alcoholic fatty pancreatic disease is associated with insulin resistance.

•The triglyceride-glucose index has been used as a reliable marker for the diagnosis of insulin resistance.

•The triglyceride-glucose index correlates positively with the degree of non-alcoholic fatty pancreatic disease.

INTRODUCTION

Pancreatic fat accumulation has been evaluated in research centers, and multiple terminologies and various concepts has been employed for this disease, particularly pancreatic fatty infiltration, pancreatic steatosis, lipomatous pseudohypertrophy, fatty pancreas, pancreatic lipomatosis, fatty replacement, nonalcoholic fatty pancreatic disease (NAFPD) and nonalcoholic fatty steatopancreatitis11. Van Geenen EJ, Smits MM, Schreuder TC, van der Peet DL, Bloemena E, Mulder CJ. Nonalcoholic fatty liver disease is related to nonalcoholic fatty pancreas disease. Pancreas. 2010;39:1185-90.. Currently, NAFPD has been the term used to describe the accumulation of fat in the pancreas22. Koyuncu Sokmen B, Sahin T, Oral A, Kocak E, Inan N. The comparison of pancreatic and hepatic steatosis in healthy liver donor candidates. Sci Rep. 2021;11:4507..

The pathophysiology of NAFPD begins with obesity. Thus, caloric excess will result in both hyperplasia and hypertrophy of adipocytes, with extravasation of triglycerides (Tg) into the peripancreatic tissue, leading to modifications in the ectopic fat microenvironment. The response to homeostatic changes results in the release of interleukins, tumor necrosis factor and macrophages, leading to receptor downregulation and inhibition in adipocyte differentiation33. Ramkissoon R, Gardner TB. Pancreatic Steatosis: An Emerging Clinical Entity. Am J Gastroenterol. 2019;114:1726-34..

The triglyceridemia/glycemia (TyG) index has been used with a reliable marker for the diagnosis of insulin resistance (IR) as much as the hyperinsulinemic-euglycemic clamp test44. DeFronzo RA, Tobin JD, Andres R. Glucose clamp technique: a method for quantifying insulin secretion and resistance. Am J Physiol. 1979;237:E214-23., and when equated with the homeostasis model testing of IR (HOMA-IR)55. Mohd NNS, Lee S, Bacha F, Tfayli H, Arslanian S. Triglyceride glucose index as a surrogate measure of insulin sensitivity in obese adolescents with normoglycemia, prediabetes, and type 2 diabetes mellitus: comparison with the hyperinsulinemic-euglycemic clamp. Pediatr Diabetes. 2016;17:458-65.,66. Du T, Yuan G, Zhang M, Zhou X, Sun X, Yu X. Clinical usefulness of lipid ratios, visceral adiposity indicators, and the triglycerides and glucose index as risk markers of insulin resistance. Cardiovasc Diabetol. 2014;13:146.. In 2010 Guerrero-Romero F, et al. published the manuscript “The product of triglycerides and glucose, a simple measure of insulin sensitivity. Comparison with hyperhyperinsulinemic euglycemic clamp”. In this study the TyG index was confirmed as a marker of IR through parity with the hyperhyperinsulinemic clamp and similarly to HOMA-IR77. 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;95:3347-51.. However, the TyG index was proposed in 2008 by Simental-Mendia, et al.88. Simental-Mendia LE, Rodriguez-Moran 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;6:299-304., when they evaluated a population of healthy individuals in a cross-sectional study.

TyG index has been applied to healthy individuals as a marker of IR, as well as a marker of atherosclerosis and hepatic fatty infiltration99. Ding X, Wang X, Wu J, Zhang M, Cui M. Triglyceride-glucose index and the incidence of atherosclerotic cardiovascular diseases: a meta-analysis of cohort studies. Cardiovasc Diabetol . 2021;20:76.,1010. Guo W, Lu J, Qin P, Li X, Zhu W, Wu J, et al. The triglyceride-glucose index is associated with the severity of hepatic steatosis and the presence of liver fibrosis in non-alcoholic fatty liver disease: a cross-sectional study in Chinese adults. Lipids Health Dis. 2020;19:218.. However, there are no reports in the literature of the use of this index as a predictor of NAFPD. There are no relevant biochemical tests to assess pancreatic fatty infiltration. Thus, the aim of this study was to evaluate the association between the degree of NAFPD assessed by ultrasonography and the TyG index.

METHODS

Subjects and study design

The cross-sectional study included 72 individuals with NALPD diagnosed and graded using ultrasonography. The variables analyzed were age, gender, height, body mass index (BMI), neck circumference, abdominal waist, laboratory data (triglycerides, glucose, TyG index, insulin, HOMA-IR), and whole abdomen ultrasound.

The project was approved by the Conep (registry number: 2.464.513), carried out according to the provisions of the Declaration of Helsinki, and participants signed an informed consent.

Biochemical tests

Laboratory evaluation included determination of plasma insulin, triglycerides, and fasting glucose.

The fasting plasma insulin, triglyceride and glycemia determinations were performed through a VITROS® XT 7600 Integrated System automated system. The reference values were based on the Brazilian Guidelines of the Brazilian Diabetes Society 20221111. Cobas R, Rodacki M, Giacaglia L, Calliari L, Noronha R, Valerio C, et al. Diagnóstico do diabetes e rastreamento do diabetes tipo 2. Diretriz Oficial da Sociedade Brasileira de Diabetes (2022)..

Estimation of biochemical parameters

The HOMA-IR was calculated using the fasting glucose level (mmol/L) multiplied by fasting insulin level (lU/mL) and then divided by 22.51212. Matthews DR, Hosker JP, Rudenski AS, Naylor BA, Treacher DF, Turner RC. Homeostasis model assessment: insulin resistance and beta-cell function from fasting plasma glucose and insulin concentrations in man. Diabetologia. 1985;28:412-9..

The TyG index has its calculation based on the lipid profile, using the serum Tg value, and on fasting glycemia, and its formula is TyG = Ln [Tg (mg/dL) x glycemia (mg/dL)/2], in which Ln is the neperian logarithm88. Simental-Mendia LE, Rodriguez-Moran 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;6:299-304..

Pancreatic ultrasound examination

Ultrasonographic evaluation of the pancreas was performed the same expert radiologist, who were blinded to biochemical and clinical results, and evaluated the findings of pancreatic ultrasound examination using the FIGLABS FT412® equipment, with a 3.5 MHz frequency convex transducer, through direct contact. Pancreatic steatosis was classified into four grades, according to the echogenicity of the pancreas in relation to the renal echogenicity and the echogenicity of the retroperitoneal fat1313. Marks WM, Filly RA, Callen PW. Ultrasonic evaluation of normal pancreatic echogenicity and its relationship to fat deposition. Radiology. 1980;137:475-9..

Statistical analysis

Data were analyzed using the public domain statistical program R 3.1.1. To consider a variable having normal distribution the following parameters were used: mean, median, standard deviation, symmetry and flattening of the curve, histogram, Q-Q plots and Kolmogorv-Smirnov test for normality. We performed uni and multivariate logistic regression analyses to define the impact of various TyG levels on NAFPD risk. The potential of the TyG index in predicting NAFPD was examined by receiver operating characteristic (ROC) curve analysis and area under the curve (AUC) values.

Values of P<0.05 (5 %) were adopted as significance level.

RESULTS

Demographic characteristics

Data from 72 patients were included, 51.40% male and 48.60% female. The subjects had a mean age of 45.31±13.72 years, weight 88.52±18.27 kilos, BMI 32.25±5.73 kg/m2, and waist circumference (WC) of 99.68±14.52 cm. The data are presented in Table 1.

TABLE 1
Demographic characteristics of the study population.

The prevalence ratio between normal BMI, overweight (OW), grade I obesity (OG1), grade II obesity (OG2), grade III obesity (OG3) and NAFPD was 14.30%, 50.00%, 75.00%, 57.10 and 66.70% respectively. The estimated risk (OR) in the sample of the subject with normal BMI, OW, OG1, OG2 and OG3 develop NAFPD was 0.098 (0.011-0.860), 0.625 (0.221-1.767), 3.286 (1.161-9.296), 0.941 (0.289-3.064) and 1.450 (0.125 to 16.786) respectively (Table 2).

TABLE 2
Association between Weight and NAFLD.

TyG index and NAFPD

The fasting glucose (mg/dL), triglycerides (mg/dL), TyG index, and HOMA-IR associated with NAFPD were 120.71±66.66, 227.5±175, 4.95±0.37, and 2.88±2.10 respectively (Table 3).

TABLE 3
Association between fasting glucose, triglycerides, TyG and NAFLD.

A higher TyG index, TyG-BMI, TyG-WC were correlated with a higher degree of NAFPD. Estimated Risk for NAFPD increased in all indices, particularly in TyG-BMI. The area under the receiver operator characteristic curve (AUROC) was 0.855 (0.840-0.865) for TyG-NAFPD (Figure 1).

FIGURE 1
Curve for the prediction of nonalcoholic fatty pancreatic disease by the: triglyceridemia/glycemia index.

The adjusted probabilities of NAFPD grade intensity were more strongly associated with TyG values when compared with HOMA-IR, as described further below.

HOMA-IR and NAFPD

The probability of NAFPD was the highest when HOMA-IR was above 3.1 and triglyceride above 206 mg/L. This combined model resulted in a higher AUROC curve (0.80), than HOMA-IR individually.

DISCUSSION

We evaluated the association between the TyG index and NAFPD which showed a high association. We did not find any studies evaluating the association between TyG and NAFPD in the literature between them.

Studies suggest that serum triglyceride assessment should be incorporated as a clinical and laboratory indicator of NAFPD1414. Sam S, Haffner S, Davidson MH, D’Agostino RB Sr, Feinstein S, Kondos G, et al. Hypertriglyceridemic waist phenotype predicts increased visceral fat in subjects with type 2 diabetes. Diabetes Care. 2009;32:1916-20.. The TyG index has been associated with metabolic syndrome, hepatic steatosis, and cardiovascular disease1515. Yu X, Wang D, Xiao W, Shi X, She Q, Sun H, et al. Relationship between fatty pancreas and hypertriglyceridemic waist phenotype: a cross-sectional study. Sci Rep. 2020;10:21937.. However, it is unclear whether the TyG index is associated with NAFPD, however as this index is associated with IR consequently it is deduced that the TyG index is related to NAFDP.

In addition to the TyG index and HOMA-IR for IR assessment, the Matsuda index and the Raynoud index have been described1616. Pendharkar SA, Singh RG, Cervantes A, Desouza SV, Bharmal SH, Petrov MS. Gut hormone responses to mixed meal test in new-onset prediabetes/diabetes after acute pancreatitis. Horm Metab Res. 2019;51:191-99.,1717. Pendharkar SA, Singh RG, Bharmal SH, Drury M, Petrov MS. Pancreatic hormone responses to mixed meal test in new-onset prediabetes/diabetes after non-necrotizing acute pancreatitis. J Clin Gastroenterol. 2020;54:e11-e20.. However, the gold standard for IR assessment is the hyperinsulinemic-euglycemic clamp test44. DeFronzo RA, Tobin JD, Andres R. Glucose clamp technique: a method for quantifying insulin secretion and resistance. Am J Physiol. 1979;237:E214-23.. We evaluated the association between the TyG index and NAFPD, also comparing it with HOMA-IR.

Pancreatic fatty infiltration is an expression to describe adipocyte infiltration inside of pancreatic parenchyma, instead replacement by fatty tissue, and is linked to obesity and metabolic syndrome1818. Ramkissoon R, Gardner TB. Pancreatic steatosis: an update. Curr Opin Gastroenterol. 2019;35:440-7.. Thus, NAFPD is a significant complication of obesity, may be an important factor for pancreatic complications resulting from obesity. Our study demonstrated a significant association between the degrees of obesity with the degree of NAFPD, with an estimated risk three times higher than in individuals with normal BMI.

Non esterified fatty acid stimulates insulin secretion leading to hyperinsulinemia and consequently IR1919. Yazıcı D, Sezer H. Insulin Resistance, Obesity and Lipotoxicity. Adv Exp Med Biol. 2017;960:277-304.. Recent study and experimental data showed that pancreatic fat cells lead to degeneration of pancreatic beta cell function only in a typical environment characterizing IR2020. Gerst F, Wagner R, Kaiser G, Panse M, Heni M, Machann J, et al. Metabolic crosstalk between fatty pancreas and fatty liver: effects on local inflammation and insulin secretion. Diabetologia. 2017;60:2240-51.. Thus, NAFPD presents an important correlation with the beta cell dysfunction, IR and reduced insulin secretion. Our results showed correlation between NAFPD and IR assessed by HOMA-IR; however, TyG index showed a better correlation with NAFPD when compared with HOMA-IR.

NAFPD is an important challenge in medicine and should be taken into consideration as an important risk factor for IR and its consequences, although it is questionable whether NAFPD is really the cause of IR or part of it. Thus, it is important to correlate NAFPD with markers of IR, especially the TyG index, which in our study showed a significant correlation.

CONCLUSION

In this study the TyG index correlated positively with the degree of NAFPD, performing better than HOMA-IR. However, new studies to evaluate this correlation, as well as multicenter trials should be conducted in this area, using the TyG index because it is an easy-to-perform, less expensive, and clinically validated method.

REFERENCES

  • 1
    Van Geenen EJ, Smits MM, Schreuder TC, van der Peet DL, Bloemena E, Mulder CJ. Nonalcoholic fatty liver disease is related to nonalcoholic fatty pancreas disease. Pancreas. 2010;39:1185-90.
  • 2
    Koyuncu Sokmen B, Sahin T, Oral A, Kocak E, Inan N. The comparison of pancreatic and hepatic steatosis in healthy liver donor candidates. Sci Rep. 2021;11:4507.
  • 3
    Ramkissoon R, Gardner TB. Pancreatic Steatosis: An Emerging Clinical Entity. Am J Gastroenterol. 2019;114:1726-34.
  • 4
    DeFronzo RA, Tobin JD, Andres R. Glucose clamp technique: a method for quantifying insulin secretion and resistance. Am J Physiol. 1979;237:E214-23.
  • 5
    Mohd NNS, Lee S, Bacha F, Tfayli H, Arslanian S. Triglyceride glucose index as a surrogate measure of insulin sensitivity in obese adolescents with normoglycemia, prediabetes, and type 2 diabetes mellitus: comparison with the hyperinsulinemic-euglycemic clamp. Pediatr Diabetes. 2016;17:458-65.
  • 6
    Du T, Yuan G, Zhang M, Zhou X, Sun X, Yu X. Clinical usefulness of lipid ratios, visceral adiposity indicators, and the triglycerides and glucose index as risk markers of insulin resistance. Cardiovasc Diabetol. 2014;13:146.
  • 7
    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;95:3347-51.
  • 8
    Simental-Mendia LE, Rodriguez-Moran 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;6:299-304.
  • 9
    Ding X, Wang X, Wu J, Zhang M, Cui M. Triglyceride-glucose index and the incidence of atherosclerotic cardiovascular diseases: a meta-analysis of cohort studies. Cardiovasc Diabetol . 2021;20:76.
  • 10
    Guo W, Lu J, Qin P, Li X, Zhu W, Wu J, et al. The triglyceride-glucose index is associated with the severity of hepatic steatosis and the presence of liver fibrosis in non-alcoholic fatty liver disease: a cross-sectional study in Chinese adults. Lipids Health Dis. 2020;19:218.
  • 11
    Cobas R, Rodacki M, Giacaglia L, Calliari L, Noronha R, Valerio C, et al. Diagnóstico do diabetes e rastreamento do diabetes tipo 2. Diretriz Oficial da Sociedade Brasileira de Diabetes (2022).
  • 12
    Matthews DR, Hosker JP, Rudenski AS, Naylor BA, Treacher DF, Turner RC. Homeostasis model assessment: insulin resistance and beta-cell function from fasting plasma glucose and insulin concentrations in man. Diabetologia. 1985;28:412-9.
  • 13
    Marks WM, Filly RA, Callen PW. Ultrasonic evaluation of normal pancreatic echogenicity and its relationship to fat deposition. Radiology. 1980;137:475-9.
  • 14
    Sam S, Haffner S, Davidson MH, D’Agostino RB Sr, Feinstein S, Kondos G, et al. Hypertriglyceridemic waist phenotype predicts increased visceral fat in subjects with type 2 diabetes. Diabetes Care. 2009;32:1916-20.
  • 15
    Yu X, Wang D, Xiao W, Shi X, She Q, Sun H, et al. Relationship between fatty pancreas and hypertriglyceridemic waist phenotype: a cross-sectional study. Sci Rep. 2020;10:21937.
  • 16
    Pendharkar SA, Singh RG, Cervantes A, Desouza SV, Bharmal SH, Petrov MS. Gut hormone responses to mixed meal test in new-onset prediabetes/diabetes after acute pancreatitis. Horm Metab Res. 2019;51:191-99.
  • 17
    Pendharkar SA, Singh RG, Bharmal SH, Drury M, Petrov MS. Pancreatic hormone responses to mixed meal test in new-onset prediabetes/diabetes after non-necrotizing acute pancreatitis. J Clin Gastroenterol. 2020;54:e11-e20.
  • 18
    Ramkissoon R, Gardner TB. Pancreatic steatosis: an update. Curr Opin Gastroenterol. 2019;35:440-7.
  • 19
    Yazıcı D, Sezer H. Insulin Resistance, Obesity and Lipotoxicity. Adv Exp Med Biol. 2017;960:277-304.
  • 20
    Gerst F, Wagner R, Kaiser G, Panse M, Heni M, Machann J, et al. Metabolic crosstalk between fatty pancreas and fatty liver: effects on local inflammation and insulin secretion. Diabetologia. 2017;60:2240-51.
  • Disclosure of funding: no funding received

Publication Dates

  • Publication in this collection
    25 Sept 2023
  • Date of issue
    Jul-Sep 2023

History

  • Received
    21 Mar 2023
  • Accepted
    21 May 2023
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