Abstract.
Type 1 diabetes mellitus (T1DM) adversely affects gonadal function. This study aimed to define the characteristics and factors associated with menstrual cycle abnormalities and polycystic ovary syndrome (PCOS) in Japanese patients with T1DM. Our study enrolled 157 patients, including 55 with oligomenorrhea (prolonged menstrual cycle) and 102 without oligomenorrhea. LH/FSH ratio (p = 0.04) and total testosterone levels (p = 0.03) were significantly higher in the oligomenorrhea group than in the non-oligomenorrhea group. No significant differences were found between the two groups regarding age at menarche, age at T1DM diagnosis, treatment, glycated hemoglobin, or total daily insulin dose. Of the 55 patients in the oligomenorrhea group, 27 were diagnosed with PCOS based on the Rotterdam criteria. We concluded that female patients with T1DM, as well as abnormal menstrual cycles and hyperandrogenism, may suffer from undiagnosed PCOS and should be referred to a gynecologist for full assessment, diagnosis, and treatment.
Keywords: type 1 diabetes mellitus, menstrual cycle, testosterone
Highlights
● This is the first large-case analysis of oligomenorrhea in Japanese with T1DM.
● Patients with T1DM are at higher risk of oligomenorrhea than the general population.
● Female patients with T1DM are more likely to have high serum testosterone levels.
Introduction
Type 1 diabetes mellitus (T1DM) can occur at various ages, with a predilection for childhood and adolescence (1). T1DM is associated with a number of complications (2), including ovarian function in women and delayed menarche (3, 4). The mechanisms of gonadal dysfunction in female patients with T1DM remain unclear. Nestler et al. (5) reported that insulin increases testosterone production in the ovarian capsular cells. Elevated testosterone levels have been shown to delay menarche and increase the risk of menstrual cycle abnormalities in female patients with T1DM (6, 7). Menarche is delayed in females with T1DM compared with the general population (3). However, we previously reported improvement in menarche age in Japanese women with T1DM in recent years (8). Another related complication of T1DM is the negative impact of poor glycemic control on fertility, whereas good glycemic control is reported to reduce the risk of infertility (9, 10).
The incidence of T1DM in Japan (approximately 1.5–2.5 per 100,000 person-years) is lower than that in Europe and the US (11). Unlike in Western countries, only a few studies have examined the effects of T1DM on gonadal function in Japanese women with T1DM. Polycystic ovary syndrome (PCOS) is a frequent and important cause of gonadal dysfunction in reproductive-age women, and since its pathogenesis differs by race (12), it needs to be investigated in Japanese patients. In the study of 21 Japanese women with T1DM by Miyoshi et al. (13), they found a high frequency of polycystic ovary morphology and PCOS. To our knowledge, apart from the above studies, the menstrual cycle patterns have not been examined in a large number of Japanese women with T1DM. Thus, we aimed to investigate the effects of T1DM on the menstrual cycle and assess the current status of PCOS in a relatively large number of Japanese patients with T1DM.
Patients and Methods
This retrospective study analyzed the medical records of patients who had been admitted to Osaka City University Graduate School of Medicine, including female patients diagnosed with T1DM who visited the Department of Pediatrics, Osaka City University Hospital, between April 2020 and March 2022. The exclusion criteria were as follows: 1) Patients aged > 40 yr who might have reduced ovarian function due to aging, based on the definition of premature ovarian failure (i.e., menopausal women aged < 40 yr) (14); 2) Patients with menarche for <2 yr, because their menstrual cycle might not yet be fully established (15, 16); 3) Patients within 6 mo of the onset of diabetes, because they might not have recovered from acute metabolic failure at onset; 4) Patients with amenorrhea associated with chemotherapy and radiotherapy; 5) Patients who were seen within the observation period but became pregnant. No other patients seen during the period were amenorrheic.
Using the above criteria, the present study included 157 patients. The study Participants were divided into two groups based on their menstrual cycle patterns; patients with a regular cycle of ≤ 38 d were included in the “non-oligomenorrhea group,” and those with oligomenorrhea (menstrual cycle of ≥ 39 d) in the “oligomenorrhea group”. Next, we estimated the prevalence of PCOS based on meeting two of the three Rotterdam criteria: ovulatory dysfunction, hyperandrogenemia, and polycystic ovaries. Rotterdam criteria were used in this study for two reasons. First, these criteria are widely used globally (17). Second, only a few cases had undergone imaging studies; they had participated in a retrospective study. Accordingly, we did not adopt the Japanese diagnostic criteria for the diagnosis of PCOS, which include imaging findings (18).
Each participant completed a questionnaire on menstruation. Information on two or more menstrual cycles was obtained from the patients, and the calculated average value was used as the menstrual cycle. Patients were also assessed regarding masculinizing signs. Other clinical information, such as age at menarche, childbearing, smoking status, age at onset of T1DM, total daily dose of insulin (TDD), and treatment modality (multiple daily injections [MDI] or continuous subcutaneous insulin infusion [CSII]/sensor-augmented pump [SAP]), was obtained from the medical records.
Standing height (measured using a stadiometer) and body weight were recorded at the study entry. Non-fasting blood samples were obtained regardless of the phase of the menstrual cycle. Endocrine assays, including LH, FSH, PRL, total testosterone, E2, and C-peptide immunoreactivity (CPR), were conducted using the LSI Medience measurement system (CLIA method).
The study research protocol was approved by the Ethics Review Committee for Medical Research at Osaka City University (#2020-285). All patients or their guardians were informed of the significance and protocol of the present study and provided informed consent.
Statistical analysis
Data on age, body mass index (BMI), age at T1DM diagnosis, TDD/kg, LH/FSH, PRL, total testosterone, E2, and CPR were presented as median values (25th–75th quartiles). Data from the non-oligomenorrhea and oligomenorrhea groups were compared using the Mann-Whitney U test. BMI was compared between the non-PCOS and PCOS groups using the Mann-Whitney U test. We used Fisher’s test to investigate the correlation between menstrual cycle abnormalities and the following two factors related to diabetes mellitus: whether differences in treatment (MDI or CSII/SAP) affected the menstrual cycle and if the menstrual cycle differed between the groups with T1DM before and after menarche. The relationship between testosterone and each variable was examined using Spearman’s rank correlation coefficient. Two-tailed p < 0.05 was considered statistically significant. All statistical analyses were performed using R version 4.0.3 (programmed by Y. Kanda) for Windows.
Results
Table 1 summarizes the basic characteristics of the 157 study participants. The non-oligomenorrhea group comprised 102 (65%) participants, while the oligomenorrhea group included 55 (35%) patients. The age of the entire group ranged from 14.0 to 39.9 yr, with a median age of 24.3 yr. Current age, age at diagnosis of T1DM, age at menarche, time since T1DM onset, insulin dose, glycated hemoglobin (HbA1c), CPR, BMI, PRL, and E2 were not significantly different between the non-oligomenorrhea and oligomenorrhea groups. Treatment (MDI or CSII/SAP) and appearance of menarche before or after the onset of T1DM did not correlate with abnormal menstrual cycle (Table 2). Contrastingly, endocrine assays showed a significantly higher total testosterone level in the oligomenorrhea group than in the non-oligomenorrhea group (Table 1, p = 0.03). Furthermore, the LH/FSH ratio was significantly higher in the oligomenorrhea group than in the non-oligomenorrhea group (p = 0.04). These results suggest the potential role of high total testosterone and LH/FSH ratio in oligomenorrhea in female patients with T1DM. As reported previously, total testosterone levels are higher in patients with T1DM than in the general population (19). In this study, our analysis also showed that total testosterone levels in 24.4% of patients were above the +2SD of previous reports (20).
Table 1. Participant characteristics.
Table 2. Method of insulin administration and the relationship between the timing of menarche and the onset of type 1 diabetes.
Further analysis of T1DM-associated factors affecting total testosterone levels demonstrated a negative correlation between total testosterone and HbA1c (Fig. 1a, correlation coefficient r = –0.247, p = 0.005). Notably, the above correlation disappeared when patients with poor glycemic control (HbA1c ≥ 10%) were excluded from the analysis (Fig. 1b). Furthermore, testosterone levels were lower in patients with HbA1c ≥ 10% than in those with HbA1c < 10% (0.31 ng/mL [0.24–0.33] vs. 0.44 ng/mL [0.25–0.58], p < 0.01). Interestingly, total testosterone levels did not correlate with BMI, HbA1c, or TDD/kg. These findings indicate that no simple factors related to high testosterone are among those analyzed in this study.
Fig 1.
Relationship between testosterone and glycated hemoglobin (HbA1c). 1a shows a negative correlation between total testosterone and HbA1c based on the data of 128 patients, as analyzed by Spearman’s rank correlation coefficient (r = –0.247, p = 0.005). When Spearman’s analysis was performed following the exclusion of patients with HbA1c ≥ 10%, in 1b, the correlation between testosterone and HbA1c disappeared (r = –0.119, p = 0.2).
We also investigated the prevalence of PCOS. Of 157 patients, 27 (17.2%) were diagnosed with PCOS based on the Rotterdam criteria (Table 3). Further analysis showed that 27 (49.1%) of the 55 patients in the oligomenorrhea group met the PCOS diagnostic criteria. The frequency of signs of masculinization did not correlate with PCOS. Furthermore, BMI did not differ significantly between the non-PCOS and PCOS groups (p = 0.44). These results suggest a very high incidence of PCOS in patients with T1DM and oligomenorrhea; however, these patients lacked the characteristic features of PCOS, such as masculinization and obesity.
Table 3. Comparison of masculinizing signs and BMI in PCOS vs non-PCOS.
Discussion
In the present study, we investigated the frequency of oligomenorrhea and PCOS and their clinical and endocrinological characteristics in female Japanese with T1DM. Compared to the reported frequency of abnormal menstrual cycle of 19.6% in the general female Japanese population (21), 35.0% of the female patients with T1DM in this study had oligomenorrhea, indicating a relatively high frequency of abnormal menstrual cycle in female Japanese patients with T1DM. Our analysis also showed significantly high total testosterone levels in the oligomenorrhea group. Similarly, the results demonstrated a relatively high frequency of PCOS (17.2%) in our patients with T1DM. In particular, approximately 50% of the patients with oligomenorrhea had PCOS. Prolonged anovulation due to PCOS has been reported to increase the risk of uterine cancer (22). Our study showed that clinical features of PCOS, such as obesity and masculinization, were absent in these patients. This clinical finding suggests the potential underdiagnosis of PCOS and the need for vigorous investigation of PCOS in females with T1DM.
Total testosterone levels are known to be high in T1DM (19). In this study, total testosterone was higher than +2SD of age-specific normal participants in approximately 25% of our patients with T1DM. A previous study also reported high total testosterone levels in patients with T1DM and that its origin was ovarian, not adrenal (23). Hyperinsulinemia in individuals with obesity and type 2 diabetes is considered to be associated with increased testosterone production through two mechanisms: direct action of insulin on insulin receptors in the ovaries, which produces androgens, and gonadotrophic action of insulin that stimulates androgen production and LH by theca cells in the ovaries (24). Physiologically, insulin is secreted from the pancreas, and 50–70% enters the portal circulation (25). Blood glucose levels are reduced by insulin after it traverses the portal vein. In patients with T1DM, subcutaneously administered exogenous insulin reaches the portal vein at much lower concentrations than those from physiological pancreatic secretion. To maintain blood glucose levels within the appropriate range, patients have to inject large doses of insulin that exceed the physiological doses (25, 26). Consequently, insulin concentrations in the systemic circulation are high in such patients, thus exposing the ovaries to high concentrations of insulin. Thus, the ovaries produce excess androgens by the two mechanisms described above. Contrary to our expectations, total testosterone levels measured in this study did not correlate with TDD/kg. Since the source of high total testosterone is hyperinsulinemia, it seems that more TDD/kg would result in higher total testosterone. Unfortunately, we could not measure insulin serum concentrations in our patients in this study. Nevertheless, we propose two reasons for the lack of correlation between total testosterone and TDD/kg. One is inaccurate TDD/kg data since some of the data was self-reported by the participating patients; another is suppression of testosterone secretion in the presence of metabolic abnormalities in those patients with poor glycemic control. In the present study, total testosterone level was lower in patients with poor glycemic control. This result is in agreement with a previous study that found poor glycemic control to be associated with hypogonadotropic hypogonadism (27).
Previous studies reported a higher prevalence of PCOS in T1DM than in the general population. The reported prevalence of PCOS in patients with T1DM was estimated at 24% (19), whereas the prevalence of PCOS among Spanish non-T1DM patients ranged from 6–15% (28). In Japan, only a few studies have examined the relationship between T1DM and PCOS (13, 29). Miyoshi et al. (13) examined the frequency of PCOS in a small number (n = 21) of Japanese women with T1DM. They found three (14.3%) patients who met all the Japanese PCOS diagnostic criteria, which included irregular menstruation, polycystic ovaries findings, and hyperandrogenemia or an elevated LH/FSH ratio. In the present study, 27 (17.2%) of the 157 patients were diagnosed with PCOS using the Rotterdam criteria. In Japan, the incidence of PCOS is reported to be 5–8% in the general population, which is lower than that in Western countries (18, 29, 30). Considered together, the above studies and our findings suggest a high incidence of PCOS in female Japanese with T1DM.
PCOS is reported to be associated with low rates of masculinizing signs in Japanese patients (18). Masculinization in PCOS is attributed to the elevated androgen levels. The etiology of androgen hypersecretion includes hyperinsulinemia associated with insulin resistance and high levels of LH caused by pulsed hypersecretion of gonadotropin-releasing hormone. High LH can cause abnormal menstrual cycle and polycystic ovarian folliculin, independent of testosterone levels (31). Japanese patients with PCOS are reported to have higher LH with normal testosterone levels more often than Western patients (18). This may explain the fewer signs of masculinization observed in our patients. Genetic and epigenetic factors, including lower insulin secretion capacity compared to Western countries, may explain why LH elevation is the major cause of PCOS in Japanese patients (31, 32). In this regard, it has been reported that PCOS in patients with T1DM is less likely to show signs of masculinization than in T2DM, even in the Caucasian population (19). Based on the lack of clinical manifestations of masculinization, it is often clinically challenging to diagnose hyperandrogenism in people with diabetes. Patients with T1DM do not exhibit the clinical signs of hyperandrogenism despite the presence of high total testosterone levels because, in contrast to T2DM, the levels of sex hormone-binding globulin (SHBG) are not low in such patients (19). SHBG suppresses the effects of testosterone by binding to free testosterone (33). In T2DM, a decrease in SHBG increases free testosterone, which causes the clinical or biochemical signs of hyperandrogenism (34). High insulin levels suppress the production of SHBG in the liver; therefore, increased insulin resistance in patients with T2DM leads to higher concentrations of whole-body insulin, including those in the portal vein, and lower concentrations of SHBG (35). In contrast, it is speculated that patients with T1DM do not have high insulin levels in the portal vein, and thus, SHBG concentrations remain unchanged. Thus, masculinization is not apparent in female patients with T1DM since free testosterone is not elevated in these patients. Future studies should investigate the levels and roles of SHBG in T1DM.
The present study has several limitations. Due to the retrospective nature of the study, the timing of blood sampling was not aligned with the menstrual cycle. The menstrual cycle is associated with fluctuations in LH levels but only mild changes, if any, in testosterone concentrations (20). In addition, insulin sensitivity decreases during the luteal phase (36). These limitations could influence the correlation between hyperinsulinemia and hyperandrogenemia. Another limitation is that the criteria applied in the present study for the diagnosis of PCOS were inconsistent with those of other studies. We did not use the Japanese PCOS diagnostic criteria (which require imaging studies), and, in fact, only a few of our patients underwent imaging studies. In this regard, Lizneva et al. (37) found that imaging studies were normal in only approximately 15% of patients with PCOS, as well as abnormal menstrual cycles and hyperandrogenism. Therefore, we believe that the use of the Rotterdam criteria in this study was not associated with PCOS overdiagnosis.
Conclusion
The results of the present study demonstrated a higher incidence of oligomenorrhea in patients with T1DM than in the general population. The results also showed the presence of higher levels of total testosterone in these patients relative to the general population. In the same patients, the LH/FSH ratio and total testosterone levels were significantly higher in those with oligomenorrhea than in those with normal menstrual cycles. Japanese females with T1DM may have hyperandrogenemia; however, the absence of visible signs makes diagnosis difficult. Abnormal menstrual cycle in Japanese females with T1DM is most likely related to high testosterone levels. We conclude that female patients with T1DM who present with a history of menstrual cycle abnormalities and hyperandrogenism may suffer from undiagnosed PCOS and that such patients should be referred to a gynecologist for a full assessment, diagnosis, and treatment.
Conflict of interests
All authors declare no conflicts of interest associated with this research.
Acknowledgments
We are grateful to all the patients and their families, and also to all the medical staff for their participation in this study.
References
- 1.Atkinson MA, Eisenbarth GS, Michels AW. Type 1 diabetes. Lancet 2014;383: 69–82. doi: 10.1016/S0140-6736(13)60591-7 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Orzan A, Novac C, Mihu M, Tirgoviste CI, Balgradean M. Type 1 diabetes and thyroid autoimmunity in children. Maedica (Buchar) 2016;11: 308–12. [PMC free article] [PubMed] [Google Scholar]
- 3.Codner E, Soto N, Merino PM. Contraception, and pregnancy in adolescents with type 1 diabetes: a review. Pediatr Diabetes 2012;13: 108–23. doi: 10.1111/j.1399-5448.2011.00825.x [DOI] [PubMed] [Google Scholar]
- 4.Schweiger BM, Snell-Bergeon JK, Roman R, McFann K, Klingensmith GJ. Menarche delay and menstrual irregularities persist in adolescents with type 1 diabetes. Reprod Biol Endocrinol 2011;9: 61–8. doi: 10.1186/1477-7827-9-61 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Nestler JE, Jakubowicz DJ, de Vargas AF, Brik C, Quintero N, Medina F. Insulin stimulates testosterone biosynthesis by human thecal cells from women with polycystic ovary syndrome by activating its own receptor and using inositolglycan mediators as the signal transduction system. J Clin Endocrinol Metab 1998;83: 2001–5. [DOI] [PubMed] [Google Scholar]
- 6.Zarzycki W, Zieniewicz M. Reproductive disturbances in type 1 diabetic women. Neuroendocrinol Lett 2005;26: 733–8. [PubMed] [Google Scholar]
- 7.Gaete X, Vivanco M, Eyzaguirre FC, López P, Rhumie HK, Unanue N, et al. Menstrual cycle irregularities and their relationship with HbA1c and insulin dose in adolescents with type 1 diabetes mellitus. Fertil Steril 2010;94: 1822–6. doi: 10.1016/j.fertnstert.2009.08.039 [DOI] [PubMed] [Google Scholar]
- 8.Nishikawa-Nakamura N, Kawamura T, Nakamichi T, Yuyama Y, Hotta Y, Hashimura K, et al. Age at menarche in Japanese patients with type 1 diabetes mellitus: a look at changes since 1960s. Endocr J 2022;69: 627–33. doi: 10.1507/endocrj.EJ21-0533 [DOI] [PubMed] [Google Scholar]
- 9.Livshits A, Seidman DS. Fertility issues in women with diabetes. Womens Health (Lond Engl) 2009;5: 701–7. doi: 10.2217/WHE.09.47 [DOI] [PubMed] [Google Scholar]
- 10.Zeitler P, Arslanian S, Fu J, Pinhas-Hamiel O, Reinehr T, Tandon N, et al. ISPAD Clinical Practice Consensus Guidelines 2018: Type 2 diabetes mellitus in youth. Pediatr Diabetes 2018;19(Suppl 27): 28–46. doi: 10.1111/pedi.12719 [DOI] [PubMed] [Google Scholar]
- 11.Morimoto A, Nishimura R, Tajima N. Trends in the epidemiology of patients with diabetes in Japan. Japan Med Assoc J 2010;53: 36–40. [Google Scholar]
- 12.Kim JJ, Choi YM. Phenotype and genotype of polycystic ovary syndrome in Asia: Ethnic differences. J Obstet Gynaecol Res 2019;45: 2330–7. doi: 10.1111/jog.14132 [DOI] [PubMed] [Google Scholar]
- 13.Miyoshi A, Nagai S, Takeda M, Kondo T, Nomoto H, Kameda H, et al. Ovarian morphology and prevalence of polycystic ovary syndrome in Japanese women with type 1 diabetes mellitus. J Diabetes Investig 2013;4: 326–9. doi: 10.1111/jdi.12040 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Goswami D, Conway GS. Premature ovarian failure. Hum Reprod Update 2005;11: 391–410. doi: 10.1093/humupd/dmi012 [DOI] [PubMed] [Google Scholar]
- 15.Deligeoroglou E, Tsimaris P. Menstrual disturbances in puberty. Best Pract Res Clin Obstet Gynaecol 2010;24: 157–71. doi: 10.1016/j.bpobgyn.2009.11.001 [DOI] [PubMed] [Google Scholar]
- 16.Vihko R, Apter D. Endocrine characteristics of adolescent menstrual cycles: impact of early menarche. J Steroid Biochem 1984;20: 231–6. doi: 10.1016/0022-4731(84)90209-7 [DOI] [PubMed] [Google Scholar]
- 17.Christ JP, Cedars MI. Current Guidelines for Diagnosing PCOS. Diagnostics (Basel) 2023;13: 1113–23. doi: 10.3390/diagnostics13061113 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.The Japanese Society of Obstetrics and Gynecology. Constitute of reproductive endocrinology. reports of a new diagnostic criteria of PCOS in Japan. Acta Obstet Gynaecol Jpn 2007;59: 868–86. [Google Scholar]
- 19.Escobar-Morreale HF, Roldán-Martín MB. Type 1 diabetes and polycystic ovary syndrome: Systematic review and meta-analysis. Diabetes Care 2016;39: 639–48. doi: 10.2337/dc15-2577 [DOI] [PubMed] [Google Scholar]
- 20.Braunstein GD, Reitz RE, Buch A, Schnell D, Caulfield MP. Testosterone reference ranges in normally cycling healthy premenopausal women. J Sex Med 2011;8: 2924–34. doi: 10.1111/j.1743-6109.2011.02380.x [DOI] [PubMed] [Google Scholar]
- 21.Nohara M, Momoeda M, Kubota T, Nakabayashi M. Menstrual cycle and menstrual pain problems and related risk factors among Japanese female workers. Ind Health 2011;49: 228–34. doi: 10.2486/indhealth.MS1047 [DOI] [PubMed] [Google Scholar]
- 22.Hardiman P, Pillay OC, Atiomo W. Polycystic ovary syndrome and endometrial carcinoma. Lancet 2003;361: 1810–2. doi: 10.1016/S0140-6736(03)13409-5 [DOI] [PubMed] [Google Scholar]
- 23.Roldán B, Escobar-Morreale HF, Barrio R, de La Calle H, Alonso M, García-Robles R, et al. Identification of the source of androgen excess in hyperandrogenic type 1 diabetic patients. Diabetes Care 2001;24: 1297–9. doi: 10.2337/diacare.24.7.1297 [DOI] [PubMed] [Google Scholar]
- 24.Nahum R, Thong KJ, Hillier SG. Metabolic regulation of androgen production by human thecal cells in vitro. Hum Reprod 1995;10: 75–81. doi: 10.1093/humrep/10.1.75 [DOI] [PubMed] [Google Scholar]
- 25.Zachurzok A, Deja G, Gawlik A, Drosdzol-Cop A, Małecka-Tendera E. Hyperandrogenism in adolescent girls with type 1 diabetes mellitus treated with intensive and continuous subcutaneous insulin therapy. Endokrynol Pol 2013;64: 121–8. [PubMed] [Google Scholar]
- 26.Codner E, Escobar-Morreale HF. Clinical review: Hyperandrogenism and polycystic ovary syndrome in women with type 1 diabetes mellitus. J Clin Endocrinol Metab 2007;92: 1209–16. doi: 10.1210/jc.2006-2641 [DOI] [PubMed] [Google Scholar]
- 27.Codner E, Merino PM, Tena-Sempere M. Female reproduction and type 1 diabetes: from mechanisms to clinical findings. Hum Reprod Update 2012;18: 568–85. doi: 10.1093/humupd/dms024 [DOI] [PubMed] [Google Scholar]
- 28.Asunción M, Calvo RM, San Millán JL, Sancho J, Avila S, Escobar-Morreale HF. A prospective study of the prevalence of the polycystic ovary syndrome in unselected Caucasian women from Spain. J Clin Endocrinol Metab 2000;85: 2434–8. [DOI] [PubMed] [Google Scholar]
- 29.Minato S, Sakane N, Kotani K, Nirengi S, Hayashi I, Suganuma A, et al. Prevalence and risk factors of elevated liver enzymes in Japanese women with polycystic ovary syndrome. J Clin Med Res 2018;10: 904–10. doi: 10.14740/jocmr3639 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Wolf WM, Wattick RA, Kinkade ON, Olfert MD. Geographical prevalence of polycystic ovary syndrome as determined by region and race/ethnicity. Int J Environ Res Public Health 2018;15: 1–13. doi: 10.3390/ijerph15112589 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.McCartney CR, Marshall JC. CLINICAL PRACTICE. Polycystic ovary syndrome. N Engl J Med 2016;375: 54–64. doi: 10.1056/NEJMcp1514916 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Kodama K, Tojjar D, Yamada S, Toda K, Patel CJ, Butte AJ. Ethnic differences in the relationship between insulin sensitivity and insulin response: a systematic review and meta-analysis. Diabetes Care 2013;36: 1789–96. doi: 10.2337/dc12-1235 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Keevil BG, Adaway J. Assessment of free testosterone concentration. J Steroid Biochem Mol Biol 2019;190: 207–11. doi: 10.1016/j.jsbmb.2019.04.008 [DOI] [PubMed] [Google Scholar]
- 34.Chen C, Smothers J, Lange A, Nestler JE, Strauss Iii JF, Wickham Iii EP. Sex hormone-binding globulin genetic variation: associations with type 2 diabetes mellitus and polycystic ovary syndrome. Minerva Endocrinol 2010;35: 271–80. [PMC free article] [PubMed] [Google Scholar]
- 35.Le TN, Nestler JE, Strauss JF, 3rd, Wickham EP, 3rd. Sex hormone-binding globulin and type 2 diabetes mellitus. Trends Endocrinol Metab 2012;23: 32–40. doi: 10.1016/j.tem.2011.09.005 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Escalante Pulido JM, Alpizar Salazar M. Changes in insulin sensitivity, secretion and glucose effectiveness during menstrual cycle. Arch Med Res 1999;30: 19–22. doi: 10.1016/S0188-0128(98)00008-6 [DOI] [PubMed] [Google Scholar]
- 37.Lizneva D, Suturina L, Walker W, Brakta S, Gavrilova-Jordan L, Azziz R. Criteria, prevalence, and phenotypes of polycystic ovary syndrome. Fertil Steril 2016;106: 6–15. doi: 10.1016/j.fertnstert.2016.05.003 [DOI] [PubMed] [Google Scholar]




