Back to Journals » International Journal of Women's Health » Volume 16
Is Insulin Resistance a High-Risk Factor for Postmenopausal Endometrial Cancer: Insights from the Triglyceride Glucose (TyG) Index and the Metabolic Score for Insulin Resistance (METS-IR)
Authors Gao S
, Wang J, Wang T
, Wang J
Received 14 October 2024
Accepted for publication 23 December 2024
Published 27 December 2024 Volume 2024:16 Pages 2355—2363
DOI https://doi.org/10.2147/IJWH.S500936
Checked for plagiarism Yes
Review by Single anonymous peer review
Peer reviewer comments 2
Editor who approved publication: Dr Vinay Kumar
Songkun Gao,1 Jinhua Wang,2 Tong Wang,1 Jiandong Wang1
1Gynecologic Oncology Department,Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing Maternal and Child Health Care Hospital, Beijing, People’s Republic of China; 2Department of Obstetrics and Gynecology, Beijing Youan Hospital, Capital Medical University, Beijing, People’s Republic of China
Correspondence: Tong Wang; Jiandong Wang, Gynecologic Oncology Department, Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing Maternal and Child Health Care Hospital, Qihelou Street, Dongcheng District, Beijing, 100006, People’s Republic of China, Email [email protected]; [email protected]
Purpose: To evaluate the insulin resistance in patients with menopause who were newly diagnosed with endometrial cancer and its association with disease development.
Methods: The study included 356 patients with menopause who underwent hysteroscopy at Beijing Obstetrics and Gynecology Hospital between September 2013 and July 2018. Data on age, height, weight, menarche and menopausal age, pregnancies, births, and family history of tumors, hypertension, and diabetes were collected. Blood tests provided fasting blood glucose, triglycerides, total cholesterol, high-density lipoprotein, and low-density lipoprotein levels. Pathological testing determined whether patients had endometrial cancer or precancerous lesions. Differences in influencing factors between patients with endometrial cancer or precancerous lesions and those with normal or benign conditions were analyzed using univariate analysis. Quartile grouping of the Metabolic Score for Insulin Resistance (METS-IR) and Triglyceride-Glucose (TyG) index were applied to examine the impact of different insulin resistance on the development of endometrial cancer or precancerous lesions.
Results: Univariate analysis revealed that the proportion of patients with hypertension and diabetes was significantly higher among those with endometrial cancer and precancerous lesions. METS-IR and TyG levels were significantly increased in patients with endometrial cancer and precancerous lesions. The quartile grouping results of METS-IR and TyG suggested that age, BMI, FBG, TG, hypertension, and diabetes prevalence rates increased with an increase in METS-IR or TyG, whereas lipid indicators were negatively correlated and unstable Logistic regression suggested that none of the above influencing factors and METS-IR or TyG were related to the pathological results of the patients.
Conclusion: Patients with endometrial or precancerous lesions showed evidence of insulin resistance compared to others, though this was not directly associated with disease presence. This study provides relevant information for preventing of endometrial cancer in the future. Larger studies are needed to evaluate the role of METS-IR and TyG in endometrial cancer prevention.
Keywords: postmenopausal, endometrial cancer, insulin resistance, METS-IR, TyG
Introduction
Endometrial cancer (EC) is one of the most common gynecological tumors and poses a significant threat to women’s health.1 Metabolic syndrome (MetS) is a group of metabolic disorders including obesity, hypertension, diabetes, hyperlipidemia, and related conditions. Numerous studies have shown that metabolic abnormalities such as obesity, diabetes, and hyperlipidemia are important risk factors for the development of endometrial cancer,2 intestinal cancer,3 and heart failure.4 Some studies have suggested that metabolic syndrome is closely related to more aggressive clinicopathological features of the endometrium. Patients with metabolic syndrome have higher rates of endometrial cancer with pathological grades,2,3 stages II–IV, lymph node metastasis, lymphatic space invasion, and deep myometrial invasion compared to those without metabolic syndrome.5 Assessing the occurrence of metabolic syndrome, including insulin resistance, is beneficial to the prognosis of patients with endometrial cancer.6 However, limited studies have examined whether metabolic syndrome could aid in screening for endometrial cancer.
The hyperinsulinemic-euglycemic clamp (HEC) method is considered the gold standard for measuring insulin resistance. However, it is rarely used in patients with endometrial cancer in clinical practice. Therefore, simple formulas that can be used to assess insulin resistance using non-insulin basal markers have been developed for clinical assessment,7 and have been widely used in clinical observational studies of other diseases.8,9 Metabolic score for insulin resistance (METS-IR) triglyceride-glucose (TyG) index and triglyceride to high-density lipoprotein cholesterol (TG/HDL-C) ratio is often used as a surrogate index to assess insulin resistance. METS-IR, introduced by Matthews et al10 in 1985, quantifies the impact of insulin resistance and beta-cell dysfunction on fasting hyperglycemia. Currently, it is widely used to characterize insulin resistance in big data. Some surrogate markers of insulin resistance are elevated in association with endometrial thickening during menopause, and may be used as markers of endometrial lesions.2
In this study, the data of patients who underwent endometrial screening using hysteroscopy in our hospital were collected, and the values of surrogate indicators of insulin resistance were calculated to evaluate their ability to predict the results of endometrial screening.
Material and Methods
Patients
We retrospectively analyzed the medical histories, blood test results, and endometrial biopsy findings of patients who underwent hysteroscopy and mobile phone-based examinations at Beijing Obstetrics and Gynecology Hospital, affiliated with Capital Medical University between September 2013 and July 2018.
Inclusion Criteria
Patients were included if they met the following criteria 1. Woman with natural menopause lasting ≥ 1 year; 2. Clinical indications for hysteroscopic examination, such as clinical symptoms of vaginal bleeding or bloody discharge, or abnormal imaging results. Transvaginal ultrasound indicating a maximum anterior-posterior diameter of the uterine longitudinal section and endometrial thickness ≥ 5 mm required re-examination at our hospital;.3 Hysteroscopy and endometrial biopsy performed at our hospital with available histological endometrial results.4 Complete blood test results retained at our hospital.
Exclusion Criteria
Patients were excluded if they1. had malignant diseases or tumors other than malignant endometrial conditions2. were receiving anticoagulant or antiplatelet therapy3. had severe cardiopulmonary dysfunction, and4. had acute or subacute lower reproductive tract infections.
The study was conducted in accordance with the ethical standards of the Declaration of Helsinki and approved by the ethics committees of Beijing Obstetrics and Gynecology Hospital, Capital Medical University (2022-KY-051-01).
Data
We collected data on age, height, weight, age at menarche and menopause, number of pregnancies, parity, and the presence of cancer in immediate family members. Self-reported histories of hypertension, diabetes or the use of antihypertensive drugs or hypoglycemic medications were recorded.
All patients chose their diet according to their habits. All blood samples were collected in the morning after the patient had fasted for at least 8 hours. Fasting blood glucose (FBG), triglycerides (TG), total cholesterol (TC), high-density lipoprotein-cholesterol (HDL-C), and low-density lipoprotein-cholesterol (LDL-C) levels were measured and standardized in units of (mg/dL).
Patients were classified as having endometrial hyperplasia or polyps, uterine fibroids, endometrium, atypical adenomatous polyps, atypical endometrial hyperplasia, or endometrial cancer, based on postoperative pathological section analysis. In the first analysis, endometrial hyperplasia or polyps, uterine fibroids, and endometrial polyps were included in the group of patients who did not require further treatment, whereas the other three categories were included in the group that required additional surgery. In the second analysis, patients with endometrial cancer were listed separately, whereas the remaining patients were grouped together.
The proxy indicators for insulin resistance were TyG, METS-IR, and TG/HDL-C ratio. The calculation formula is: METS-IR: ln [(2 x FBG (mg/dL)+serum TG level (mg/dL)] x BMI (kg/m2)/ln [serum HDL-C level (mg/dL)]; TyG:ln[TG (mg/dL) × FBG (mg/dL)/2]; TG/HDL-C ratio: TG (mg/dL)/HDL-C (mg/dL).
Statistical Analysis
All statistical analyses were performed using SPSS version 26.0, sigmastat 3.5, and Excel. We analyzed grade data through analysis of variance, measured data of patients between different groups through one-way ANOVA, and established relevant models through binary logistic regression to verify the influence of the dependent variable on the outcome. Statistical significance was set at p < 0.05.
Results
A total of 356 patients were included in this study. In the first analysis, 108 patients were classified into the cancer and precancerous lesion groups, while 248 patients were included in the normal or benign disease group. The results showed that in both groups of patients, the proportion of patients with precancerous lesions and endometrial cancer with hypertension was significantly higher than that in the normal or benign disease groups (P=0.000), and fasting blood glucose levels were also significantly elevated (P=0.009). No significant differences were observed in other variables (Table 1).
|
Table 1 General Information of Patients with Endometrial Cancer and Precancerous Lesions Compared to Normal or Benign Disease Groups |
The comparison results of insulin resistance-related indicators between the two groups were inconsistent (Table 2). METS-IR in the precancerous lesion and cancer groups was significantly higher than that in the normal or benign disease groups (P=0.017), and TyG was slightly elevated, but not significantly (P=0.071), indicating the presence of insulin resistance in patients with precancerous lesions and love. However, there was no significant difference in the TG/HDL-C ratio between the groups (P=0.646).
|
Table 2 Relevant Data on Insulin Resistance in Patients with Endometrial Cancer and Precancerous Lesions Compared to Normal or Benign Disease Groups |
The clinical characteristics of the participants were analyzed based on METS-IR quartiles (Table 3). The different quartiles were defined as follows: Q1 (18.353–29.710), Q2 (29.812–33.312), Q3 (33.316–38.018), Q4 (38.039–54.042). Compared to the low METS-IR group, age, BMI, FBG, TG, HDL, and the prevalence of hypertension and diabetes changed significantly (P<0.05). Age, BMI, FBG, TG, hypertension, and diabetes increased with an increase in METS-IR, whereas HDL negatively correlated with them. As the proportion of pathological results in Q3 and Q4 was the same, we combined Q1 and Q2 and compared them with the Q3/4 group. The results showed that the higher the level of METS-IR, the higher the incidence of endometrial cancer or precancerous lesions (P=0.021).
|
Table 3 The Baseline Data of Participants Grouped According to the Quartiles of METS-IR |
Similarly, we displayed the clinical characteristics of the participants based on the TyG quartiles (Table 4). The different quartiles were as follows: Q1 (3.723–8.336), Q2 (8.338–8.649), Q3 (8.651–9.020), Q4 (9.023–10.732). The proportion of patients with age, BMI, FBG, TG, HDL-C, LDL-C, hypertension, and diabetes was considered to be significantly different among the different TyG groups. Among them, the proportion of age, BMI, FBG, TG, HDL-C, hypertension, and patients with diabetes had the same effect on TyG as on METS-IR, but the changed trend of LDL was not stable When grouped according to quartiles, there was no significant difference in the pathological results among patients in the different TyG groups; however, there was a significant difference between the two groups (P=0.029).
|
Table 4 The Baseline Data of Participants Grouped According to the Quartiles of TyG |
Furthermore, we screened for age, BMI, hypertension, diabetes, FBG, METS-IR, and TyG with higher specificity in the two groups for binary logistic regression analysis. The results showed that only hypertension was significantly associated with the presence of precancerous lesions or cancer (P=0.031). Patients with a history of hypertension had a 1.729-fold increased risk of developing endometrial cancer or precancerous lesions. Other factors were not significantly associated with these outcomes (Table 5).
|
Table 5 Logistics Regression Results of Patients with Endometrial Cancer and Precancerous Lesions Compared to Normal or Benign Disease Groups |
Discussion
In recent years, the incidence of endometrial cancer has increased, with patients with menopause comprising the majority of new cases.11 A history of metabolic syndrome or its persistent presence is believed to increase the risk of endometrial cancer in women.12 Insulin resistance is an important metabolic indicator of various pathological and physiological disorders, including abnormal glucose and lipid metabolism, elevated blood pressure, and hyperuricemia. They can also indirectly lead to diseases related to metabolic disorders.13 The effects of glucose and lipid metabolism on the pathogenesis and prognosis of endometrial cancer have been well established. In many previous studies, diabetes has been considered as an important factor in the pathogenesis of endometrial cancer.14–16 Recently, novel non-insulin scores based on conventional clinical indicators such as FBG, TG, HDL-C, and BMI have been developed and applied in large retrospective studies or statistical analyses.17 Owing to its related indicators being considered for routine examinations before surgery or during physical examinations in clinical practice, assessing insulin resistance has become more convenient.
This study focused on patients with postmenopausal status undergoing hysteroscopic screening for endometrial cancer, exploring whether TyG and METS-IR have a predictive effect on screening patients with endometrial cancer. The TyG index is a parameter derived from fasting blood glucose and TG levels, and TyG-related indicators have been recognized for their value in the diagnosis of metabolic syndrome.18,19 Luo et al20 found in a study of the Chinese population that the area under the ROC curve (AUC) of the TyG index (0.785, 0.691–0.879) was higher than that of HOMA-IR (0.73, 0.588–0.873) in patients with type 2 diabetes with BMID < 35 kg/m2, suggesting that the ability of the TyG index to recognize insulin resistance is better than that of HOMA-IR in non-overweight Chinese patients.
In recent years, various indicators related to TyG have been used to diagnose and predict metabolic syndrome, especially hypertension and early hypertension.21,22 In our study, the incidence of hypertension significantly increased in the endometrial cancer and precancerous lesion groups, and the number of patients increased with an increase in the TyG index. However, in logistic regression analysis, only hypertension was associated with the incidence of endometrial cancer and precancerous lesions, indicating the need to separately analyze the prevalence of hypertension and TyG. In the prevalence analysis, these two influencing factors showed significant differences.
In 2018, Chavolla et al23 developed the METS-IR to evaluate insulin sensitivity and predict the incidence of visceral fat and type 2 diabetes. Studies have found that METS-IR can be used as a detection tool in primary healthcare to identify high-risk populations for diseases or as an indicator of insulin resistance occurrence.24–26 It can also discriminate subjects of normal weight.27,28 In our study, participants with higher METS-IR values were grouped according to METS-IR quartiles, indicating a higher probability of developing endometrial cancer and precancerous lesions. However, according to logistics statistics, METS-IR is not one of the influencing factors of endometrial cancer and precancerous lesions, suggesting that METS-IR can provide information for patients who already have indications for hysteroscopy but cannot be used as a criterion for hysteroscopy examination. In the comparative analysis with the TyG index, the factors that changed with the increase in the two indices were roughly the same, indicating that the two indices have roughly the same effect on patient stratification, but both have no significant impact on the outcome of endometrial cancer and precancerous lesions.
Screening and management of endometrial cancer are important, especially in patients first diagnosed after menopause.29,30 Although many database studies have shown that obesity and diabetes are factors affecting the poor prognosis of endometrial cancer31 and that weight reduction surgery can also reduce the incidence rate of endometrial cancer,32 the effects of correcting obesity and treating diabetes in endometrial patients are different. Raffone et al33 reported that diabetes did not affect the efficacy of conservative treatment in simple endometrial hyperplasia, atypical endometrial hyperplasia, and early endometrioid carcinoma. Furthermore, in a Korean big data study,34 weight loss may improve the oncological findings of women with obesity-related endometrial tumor abnormalities who received progesterone treatment, suggesting that obesity and diabetes cannot be generalized to patients with endometrial cancer. In our study, the weight and METS-IR of patients with endometriosis were significantly higher than those of patients without endometriosis; however, there was no significant difference in the rate of diabetes between the two groups, suggesting that the level of insulin resistance indicators was more important for the pathogenesis of endometriosis, even if diabetes could not be diagnosed. Further research is needed to confirm whether insulin resistance can be detected through weight loss or early physical examination and whether medication can be used to treat insulin resistance and reduce the occurrence of endometrial lesions. Similarly, it has been confirmed that insulin resistance leads to hypertension.35 Although hypertension and endometrial cancer have been identified in many observational studies, the underlying mechanisms remain unclear.36 Early intervention in a population with hyperinsulinemia or insulin resistance is helpful in identifying high-risk groups for hypertension;37 however, whether it can reduce the incidence rate of endometrial lesions also requires further research.
Currently, most studies calculate and group insulin replacement indicators in patients who have already been diagnosed with the disease. Unlike other studies, we selected patients who underwent endometrial cancer screening, meaning that patients with endometrial cancer and precancerous lesions were in the early stages of disease progression. This provided data on the role of METS-IR and TyG indices in disease identification. However, due to the small sample size, we were unable to calculate the optimal cutoff values, and further research with a larger dataset is needed.
Ethical Approval
The study was carried out in accordance with the ethical standards laid down in the Declaration of Helsinki, and was approved by the ethics committees of Beijing Obstetrics and Gynecology Hospital, Capital Medical University (2022-KY-051-01). Informed consent was waived due to the retrospective nature of this study, in line with Article 39 of the “Measures for the Ethical Review of Biomedical Research Involving Humans” issued by the National Health Commission of the People’s Republic of China (Order No. 11), which states that informed consent may be waived for “retrospective studies that do not affect the rights and interests of the subjects”. This waiver is also consistent with international guidelines, including: The Council for International Organizations of Medical Sciences (CIOMS) Guidelines, specifically Guideline 10 on modifications and waivers of informed consent. The World Health Organization (WHO) Standards and Operational Guidance for Ethics Review of Health-Related Research with Human Participants. As the type of study in this trial is a retrospective analysis of the original data, the above Ethics Committee has approved the waiver of patient consent. Each patient was recorded for data security. The ethics committee felt that this study could exempt patients from informed consent.
Acknowledgments
No contributors not mentioned in the text.
Author Contributions
All authors made a significant contribution to the work reported, whether that is in the conception, study design, execution, acquisition of data, analysis and interpretation, or in all these areas; took part in drafting, revising or critically reviewing the article; gave final approval of the version to be published; have agreed on the journal to which the article has been submitted; and agree to be accountable for all aspects of the work.
Funding
This study was funded by the Beijing Municipal Science &Technology Commission (Research and Translational Application of Clinical Diagnostic and Treatment Technologies in the Capital, No. Z211100002921014).
Disclosure
All authors have no conflicts of interests to declare.
References
1. Crosbie EJ, Kitson SJ, McAlpine JN, Mukhopadhyay A, Powell ME, Singh N. Endometrial cancer. Lancet. 2022;399(10333):1412–1428. doi:10.1016/S0140-6736(22)00323-3
2. Shi H, Guo F, Zheng K, Li R, Zhou H. Triglycer ide-glucose index (TyG index) and endometrial carcinoma risk: a retrospective cohort study. Int J Gynaecol Obstet. 2024;164(1):298–304. doi:10.1002/ijgo.15038
3. Li J, Chen J, Liu H, et al. Association of the triglyceride-glucose index with the occurrence and recurrence of colorectal adenomas: a retrospective study from China. BMC Public Health. 2024;24(1):579. doi:10.1186/s12889-024-18076-x
4. Su X, Zhao C, Zhang X. Association between METS-IR and heart failure: a cross-sectional study. Front Endocrinol (Lausanne). 2024;15:1416462. doi:10.3389/fendo.2024.1416462
5. Yang X, Li X, Dong Y, et al. Effects of metabolic syndrome and its components on the prognosis of Endometrial Cancer. Front Endocrinol. 2021;12:780769. doi:10.3389/fendo.2021.780769
6. Li X, Wang Y, Wang J, Zhou J, Wang J. Diagnostic significance and predictive efficiency of metabolic risk score for fertility-sparing treatment in patients with atypical endometrial hyperplasia and early endometrial carcinoma. J Gynecol Oncol. 2024;35(4):e42. doi:10.3802/jgo.2024.35.e42
7. Borai A, Livingstone C, Kaddam I, Ferns G. Selection of the appropriate method for the assessment of insulin resistance. BMC Med Res Method. 2011;11(1):158. doi:10.1186/1471-2288-11-158
8. Rokicka D, Hudzik B, Wróbel M, et al. The prognostic impact of insulin resistance surrogates in patients with acute myocardial infarction with and without type 2 diabetes. Cardiovasc Diabetol. 2024;23(1):147. PMID: 38685054; PMCID: PMC11059609.doi:10.1186/s12933-024-02240-z
9. Kim HR, Son M, Huh SJ, et al. Relationship between METS-IR and thyroid cancer incidence in Korea: a nationwide population-based study. Front Oncol. 2024;14:1383864. doi:10.3389/fonc.2024.1383864
10. 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(7):412–419. PMID: 3899825.doi:10.1007/BF00280883
11. Katagiri R, Iwasaki M, Abe SK, et al. Reproductive factors and endometrial cancer risk among women. JAMA Network Open. 2023;6(9):e2332296. doi:10.1001/jamanetworkopen.2023.32296
12. Tran TXM, Kim S, Park B. Changes in metabolic syndrome and the risk of breast and endometrial cancer according to menopause in Korean women. Epidemiol Health. 2023:
13. Cai X, Hu J, Zhu Q, et al. Relationship of the metabolic score for insulin resistance and the risk of stroke in patients with hypertension: a cohort study. Front Endocrinol (Lausanne). 2022;13:1049211. PMID: 36545329; PMCID: PMC9760826.doi:10.3389/fendo.2022.1049211
14. Raffone A, Travaglino A, Saccone G, et al. Diabetes Mellitus Is Associated with Occult Cancer in Endometrial Hyperplasia. Pathol Oncol Res. 2020;26(3):1377–1384. PMID: 31203571.doi:10.1007/s12253-019-00684-3
15. Friberg E, Orsini N, Mantzoros CS, et al. Diabetes mellitus and risk of endometrial cancer: a meta-analysis. Diabetologia. 2007;50(7):1365–1374. doi:10.1007/s00125-007-0681-5
16. Luo J, Beresford S, Chen C, et al. Association between diabetes, diabetes treatment and risk of developing endometrial cancer. Br J Cancer. 2014;111(7):1432–1439. doi:10.1038/bjc.2014.407
17. Mahdavi-Roshan M, Mozafarihashjin M, Shoaibinobarian N, et al. Evaluating the use of novel atherogenicity indices and insulin resistance surrogate markers in predicting the risk of coronary artery disease: a case‒control investigation with comparison to traditional biomarkers. Lipids Health Dis. 2022;21(1):126. PMID: 36435770; PMCID: PMC9701407.doi:10.1186/s12944-022-01732-9
18. Khan SH, Sobia F, Niazi NK, Manzoor SM, Fazal N, Ahmad F. Metabolic clustering of risk factors: evaluation of triglyceride-glucose index (TyG index) for evaluation of insulin resistance. Diabetol Metab Syndr. 2018;95(7):3347–3351. doi:10.1210/jc.2010-0288
19. Guerrero-Romero F, Simental-Mendía LE, González-Ortiz M, 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):3347–3351. doi:10.1210/jc.2010-0288
20. Luo P, Cao Y, Li P, et al. TyG Index performs better than HOMA-IR in Chinese type 2 diabetes mellitus with a BMI < 35 kg/m2: a hyperglycemic clamp validated study. Medicina (Kaunas). 2022;58(7):876. PMID: 35888595; PMCID: PMC9325243.doi:10.3390/medicina58070876
21. Bala C, Gheorghe-Fronea O, Pop D, et al. The association between six surrogate insulin resistance indexes and hypertension: a population-based study. Metab Syndr Relat Disord. 2019;17(6):328–333. doi:10.1089/met.2018.0122
22. Zheng R, Mao Y. Triglyceride and glucose (TyG) index as a predictor of incident hypertension: a 9-year longitudinal population-based study. Lipids Health Dis. 2017;16(1):175. doi:10.1186/s12944-017-0562-y
23. Bello-Chavolla OY, Almeda-Valdes P, Gomez-Velasco D, et al. METS-IR, a novel score to evaluate insulin sensitivity, is predictive of visceral adiposity and incident type 2 diabetes. Eur J Endocrinol. 2018;178(5):533–544. PMID: 29535168.doi:10.1530/EJE-17-0883
24. Liu G. Association between the metabolic score for insulin resistance (METS-IR) and arterial stiffness among health check-up population in Japan: a retrospective cross-sectional study. Front Endocrinol (Lausanne). 2024;14:1308719. PMID: 38229737; PMCID: PMC10789854.doi:10.3389/fendo.2023.1308719
25. Mestre Font M, Busquets-Cortés C, Ramírez-Manent JI, Tomás-Gil P, Paublini H, López-González ÁA. Influence of sociodemographic variables and healthy habits on the values of insulin resistance indicators in 386,924 Spanish workers. Nutrients. 2023;15(24):5122. PMID: 38140381; PMCID: PMC10746000.doi:10.3390/nu15245122
26. Cao S, Meng L, Lin L, Hu X, Li X. The association between the metabolic score for insulin resistance (METS-IR) index and urinary incontinence in the United States: results from the National Health and Nutrition Examination Survey (NHANES) 2001-2018. Diabetol Metab Syndr. 2023;15(1):248. PMID: 38041100; PMCID: PMC10693039.doi:10.1186/s13098-023-01226-3
27. Liu XZ, Fan J, Pan SJ. METS-IR, a novel simple insulin resistance indexes, is associated with hypertension in normal-weight Chinese adults. J Clin Hypertens (Greenwich). 2019;21(8):1075–1081. PMID: 31282098; PMCID: PMC8030630.doi:10.1111/jch.13591
28. Xu C, Song G, Hu D, Li G, Liu Q, Tang X. Association of METS-IR with incident hypertension in non-overweight adults based on a cohort study in Northeastern China. Eur J Public Health. 2022;32(6):884–890. PMID: 36162420; PMCID: PMC9713393.doi:10.1093/eurpub/ckac140
29. D’Oria O, Giannini A, Raad Besharat A, Caserta D. Management of endometrial cancer: molecular identikit and tailored therapeutic approach. Clin Exp Obstet Gynecol. 2023;50(10):210. doi:10.31083/j.ceog5010210
30. Raad Besharat A, Giannini A, Caserta D. Pathogenesis and treatments of endometrial carcinoma. Clin Exp Obstet Gynecol. 2023;50(11):229. doi:10.31083/j.ceog5011229
31. Avgerinos KI, Spyrou N, Mantzoros CS, Dalamaga M. Obesity and cancer risk: emerging biological mechanisms and perspectives. Metabolism. 2019;92:121–135. PMID: 30445141.doi:10.1016/j.metabol.2018.11.001
32. Wilson RB, Lathigara D, Kaushal D. Systematic review and meta-analysis of the impact of bariatric surgery on future cancer risk. Int J Mol Sci. 2023;24(7):6192. PMID: 37047163; PMCID: PMC10094585.doi:10.3390/ijms24076192
33. Raffone A, Travaglino A, Saccone G, et al. Diabetes mellitus and responsiveness of endometrial hyperplasia and early endometrial cancer to conservative treatment. Gynecol Endocrinol. 2019;35(11):932–937. PMID: 31165649.doi:10.1080/09513590.2019.1624716
34. Barr CE, Ryan NAJ, Derbyshire AE, et al. Weight loss during intrauterine progestin treatment for obesity-associated atypical hyperplasia and early-stage cancer of the endometrium. Cancer Prev Res (Phila). 2021;14(11):1041–1050. PMID: 34348914; PMCID: PMC9306269.doi:10.1158/1940-6207.CAPR-21-0229
35. Tagi VM, Mainieri F, Chiarelli F. Hypertension in patients with insulin resistance: etiopathogenesis and management in children. Int J Mol Sci. 2022;23(10):5814. PMID: 35628624; PMCID: PMC9144705.doi:10.3390/ijms23105814
36. Habeshian TS, Peeri NC, De Vivo I, et al. Hypertension and risk of endometrial cancer: a pooled analysis in the Epidemiology of Endometrial Cancer Consortium (E2C2). Cancer Epidemiol Biomarkers Prev. 2024;33(6):788–795. PMID: 38530242; PMCID: PMC11145161.doi:10.1158/1055-9965.EPI-23-1444
37. Wang F, Han L, Hu D. Fasting insulin, insulin resistance and risk of hypertension in the general population: a meta-analysis. Clin Chim Acta. 2017;464:57–63. PMID: 27836689.doi:10.1016/j.cca.2016.11.009
© 2024 The Author(s). This work is published and licensed by Dove Medical Press Limited. The
full terms of this license are available at https://www.dovepress.com/terms
and incorporate the Creative Commons Attribution
- Non Commercial (unported, 3.0) License.
By accessing the work you hereby accept the Terms. Non-commercial uses of the work are permitted
without any further permission from Dove Medical Press Limited, provided the work is properly
attributed. For permission for commercial use of this work, please see paragraphs 4.2 and 5 of our Terms.
Recommended articles
Relationship Between Four Non-Insulin-Based Indexes of Insulin Resistance and Serum Uric Acid in Patients with Type 2 Diabetes: A Cross-Sectional Study
Han R, Zhang Y, Jiang X
Diabetes, Metabolic Syndrome and Obesity 2022, 15:1461-1471
Published Date: 9 May 2022
Association Between Triglyceride-Glucose Index and Serum Uric Acid Levels: A Biochemical Study on Anthropometry in Non-Obese Type 2 Diabetes Mellitus Patients
Luo Y, Hao J, He X, Wang C, Zhao H, Zhang Z, Yang L, Ren L
Diabetes, Metabolic Syndrome and Obesity 2022, 15:3447-3458
Published Date: 3 November 2022
A Novel Metabolic Score for Insulin Resistance and Symptomatic Intracranial Hemorrhage in Ischemic Stroke Patients After Endovascular Thrombectomy
Chen S, E Y, Zhang X, Wei B, Wang S, Xu Z, Gong P, Xie Y, Qin C, Zhang Y
Neuropsychiatric Disease and Treatment 2023, 19:321-328
Published Date: 5 February 2023
Global Trends in Incidence and Mortality Rates of Endometrial Cancer Among Individuals Aged 55 years and Above From 1990 to 2021: An Analysis of the Global Burden of Disease
Gao S, Wang J, Li Z, Wang T, Wang J
International Journal of Women's Health 2025, 17:651-662
Published Date: 6 March 2025
Insulin Resistance in GDM A1 vs Healthy Pregnancy: A Comparative Study Using METS-IR and TyG Index
Jiang H, Shang M, Gao S
International Journal of Women's Health 2025, 17:3789-3797
Published Date: 23 October 2025
