The Journal of Clinical Endocrinology & Metabolism Vol. 88, No. 8 3626-3631
Copyright © 2003 by The Endocrine Society
Glucose-to-Insulin Ratio Rather than Sex Hormone-Binding Globulin and Adiponectin Levels Is the Best Predictor of Insulin Resistance in Nonobese Women with Polycystic Ovary Syndrome
Pierre-Henri Ducluzeau,
Patrice Cousin,
Etienne Malvoisin,
Hubert Bornet,
Hubert Vidal,
Martine Laville and
Michel Pugeat
Centre de Recherche en Nutrition Humaine (P.-H.D., M.L.), and Fédération de Biochime de lHôpital Eouard Herriot (E.M., H.B.) Hospices Civils de Lyon, 69437 Lyon Cedex 08; Institut National de la Santé et de la Recherche Médical U449 (H.V., M.L.), Faculté de Médecine Laennec 69373 Lyon Cedex 08; and Fédération dEndocrinologie de lHôpital de lAntiquaille (P.C., M.P.), 69321 Lyon Cedex 05, France
Address all correspondence and requests for reprints to: Michel Pugeat, M.D., Fédération dEndocrinologie, Hôpital Neuro-Cardiologique, Hospices Civils de Lyon, Bâtiment HGPO59 boulevard Pinel, 69349 Lyon Cedex 03, France. E-mail: michel.pugeat{at}chu-lyon.fr.
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Abstract
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Polycystic ovary syndrome (PCOS), the main androgen disorder in women, has been suggested to be associated with a high risk of developing cardiovascular disease and type 2 diabetes. In many PCOS patients, overweight or central obesity is generally associated with increases in fasting insulin levels, insulin resistance, and glucose intolerance, and has been identified as a target for new therapeutic strategy, including early change in lifestyle. Early biochemical marker(s) for identifying at-risk patients will be useful for prevention studies. The main goal of the present study was to search for such tool(s). We investigated 16 nonobese PCOS women by performing euglycemic hyperinsulinemic clamp and measuring insulin levels during fasting and oral glucose tolerance test, as well as the serum concentrations of SHBG, leptin, and adiponectin, the newly identified adipose factors. Eight of the 16 patients had a steady-state glucose disposal rate less than 8.5 mg/kg·min, the lowest normal value for nonobese control women. These insulin-resistant patients had significant higher body mass index (BMI) and waist-to-hip ratio (WHR), and lower high-density lipoprotein cholesterol and SHBG levels. As expected, glucose disposal correlated negatively with BMI (P = 0.01), WHR (P = 0.01), and fasting insulin level (P = 0.003). On stepwise regression analysis, however, the glucose-to-insulin ratio (GIR) emerged as the strongest independent parameter to appraise insulin resistance (R2 = 0.61). SHBG level correlated positively with GIR (P < 0.001) and negatively with BMI (P = 0.003) but did not correlate with either insulin response during the glucose tolerance test or plasma leptin and/or adiponectin levels. In contrast, BMI was the only independent predictive parameter of SHBG (P = 0.003, R2 = 0.73). Interestingly, plasma adiponectin levels were positively associated with glucose disposal rate (P = 0.043) and negatively with WHR (P = 0.024), waist circumference being the best predictor of adiponectin level (P < 0.01). Leptin level correlated only with BMI (r = 0.62, P = 0.01).
This study confirmed that insulin resistance, despite the lack of obesity as such, is clearly present in many PCOS women, and demonstrated that GIR is the best predictor for insulin resistance. It was also shown that adiponectin level is a good indicator of abdominal fat mass and is associated to insulin resistance. Finally, low SHBG levels in PCOS are intimately associated with BMI, suggesting that some signal(s) from the adipose tissue, independent of adiponectin and leptin, may regulate liver production of SHBG.
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Introduction
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POLYCYSTIC OVARY SYNDROME (PCOS) is the most frequent androgen disorder in women (1). These patients have a tendency to abdominal fat accumulation and overweight with increased insulin levels, in part associated to overproduction of ovarian androgens (2). Family studies have identified PCOS as a genetic disorder (3, 4), and identifications for relevant genes are under intensive investigation. In this context, nutrition might contribute as an epigenic factor in the continuum of worsening symptoms of excessive androgen production, anovulation, and metabolic disorders such as glucose intolerance or diabetes (5, 6) that confer a high risk of developing cardiovascular disease. Therefore, early identification of PCOS would be useful for setting up preventive studies of lifestyle change and/or insulin-sensitizing treatment, as recently carried out for type 2 diabetes (7, 8).
SHBG is the main transport protein for testosterone and estradiol that modulates their biological activity (9, 10, 11). Within the normal population, SHBG level has a great variability that is explained in part by a genetic background and/or by changing hormone environment and nutrition (9, 11). It has been reported that a part of the variability in SHBG levels in women is associated with polymorphisms and mutations located within the coding and noncoding sequences of the human Shbg gene (12, 13, 14, 15, 16). On the other hand, direct and indirect evidence also suggests that insulin is a negative regulator of liver secretion of SHBG (17, 18). The concept has emerged that SHBG could be an interesting marker of insulin sensitivity in humans (19, 20), and SHBG level has therefore been included as such among the biochemical markers for the risk of developing type 2 diabetes (21, 22, 23) or cardiovascular diseases (24). Interestingly, low SHBG levels in normal obese adolescent girls (25)as well as in many premature pubarchic girls, of whom it has been argued that they may be at risk of subsequent development of androgen disorder and insulin resistance (26)have been shown to be negatively associated with increased body mass index (BMI) and insulin secretion (27). These data suggest that SHBG level could be an interesting screening tool for adolescents at risk of metabolic syndromes.
In the present study, it was found that GIR and waist circumference were the most useful predictors of insulin resistance in nonobese PCOS patients, and that low SHBG levels were strongly associated with BMI, suggesting that some signals from the adipose tissue might regulate SHBG.
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Subjects and Methods
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Subjects
The study population consisted of 18- to 30-yr-old patients referred to our clinic for irregular menstrual cycle, hirsutism, and/or recurrent acne. They had not been taking any medication, including oral contraceptives, for at least 6 months. Each patient was examined in the morning, after a 12-h fast. Height, weight, and waist and hip circumferences were measured to calculate BMI (kilograms per square meter) and waist-to-hip ratio (WHR). Blood was sampled to measure serum androgen and lipid levels. The morphology of the ovaries was observed by pelvic or transvaginal ultrasound scans (Hitachi EUB-415 CFM). Androgen secreting tumors and nonclassic forms of 21-hydroxylase deficiency were ruled out by a basal dehydroepiandrosterone sulfate level lower than 15 µmol/liter and by an ACTH challenge test showing a 17-hydroxyprogesterone level lower than 30 nmol/liter at 30 min, in agreement with the international consensus.
We enrolled 16 nonobese hirsute women, with mean BMI of 23.6 ± 3.1 (ranging from 2025) kg/m2, oligomenorrhea (six to eight menses during the last year), and increased plasma concentration of at least one androgen level (non-SHBG-bound testosterone >190 pmol/liter and/or androstenedione >7 nmol/liter). They had no evidence of recent spontaneous ovulation as indicated by a progesterone level lower than 3.2 nmol/liter (28). These patients also had increased ovary volume (>7 cm3) and presence on ultrasound scan of at least 10 small cysts/follicles (28 mm diameter) around a dense core of stroma. Informed written consent was obtained from each patient.
For determining steady-state glucose disposal references values for nonmenopausal women, we enrolled 10 nonobese women, less than 30 yr (2025 yr old, mean 23), with no personal or familial history of type 2 diabetes, obesity (BMI, 2025 kg/m2) or cardiovascular disease and with regular menses since their normal puberty. These women were not taking drug including oral contraception. They have normal fasting glucose, insulin, lipid, and androgen levels (Table 1
). Glucose clamp was performed at any day, except menses, of their menstrual cycle. The presence of spontaneous ovulation was not checked.
The local ethics committee of the Hospices Civils de Lyon and Université Claude Bernard approved the study design.
Study design
Background laboratory investigations.
If menses were present, follicular phase plasma lipids and androgen levels were measured from a single blood sample.
An oral glucose (75 g) tolerance test was performed with glucose and insulin measures at 0, 30, 60, 90, 120, and 180 min, and the areas under the glucose and insulin level curves (AUCglucose and AUCinsulin) were calculated by the trapezoidal rule, using absolute values. The glucose (millimoles/liter) to insulin (picomoles/liter) ratio (GIR), proposed as an index of peripheral insulin sensitivity (29), was calculated as well as AUC glucose to AUC insulin ratio and simplified homeostasis model of assessment (HOMA) ([glycemia (mmol/liter) x insulin (picomoles/liter)] ÷ 22.5) (29).
Euglycemic hyperinsulinemic clamp.
Basal glucose turnover rate was determined during the last 30 min of a 3-h basal period, by tracer dilution methodology using a primed [6,62H2] glucose (Eurisotop, St Aubain, France) infusion (0.02 mg/kg·min). A 3-h euglycemic hyperinsulinemic clamp was then started by the infusion of insulin (Actrapid Novo, Copenhagen, Denmark) at a rate of 450 pmol/m2·min. Primed [6,62H2] glucose was infused (0.1 mg/kg·min) during the clamp to determine the glucose turnover rate, whereas any decrease in blood glucose was prevented by adapted infusion of 20% glucose solution (Aguettant, Lyon, France). For the determination of metabolites, hormones and [6,62H2] glucose isotopic enrichment, blood samples were taken every 10 min during the last 30 min of the basal and the hyperinsulinemic periods. Plasma isotopic enrichment of [6,62H2] glucose was determined by gas chromatography mass spectrometry (5971 MSD, Hewlett-Packard, Palo Alto, CA), and glucose turnover rates were calculated using steady-state equations as previously described (30). The rate of glucose infusion during the clamp was used to estimate whole-body glucose disposal rate because it has been established (31) that endogenous glucose production is suppressed with the level of hyperinsulinemia reached during the clamp. To estimate glucose and lipid oxidation rates, respiratory exchange measurements were performed during the final 30 min of both the basal and hyperinsulinemic periods, using a flow-through canopy gas-analyzer system (Deltatrac Metabolic Monitor, Datex, Helsinki, Finland) (32). Because most PCOS patients had long and irregular menstrual cycle women, on the day of the glucose clamp study, progesterone level was measured and low value (<3.2 nmol/liter) indicated no evidence of ovulation.
Assays
Plasma glucose levels were measured by the glucose oxidase method, and total cholesterol, high-density lipoprotein (HDL) cholesterol and triglyceride levels by enzymatic techniques (Hitachi automatic analyzer 717, BioMerieux, Marcy lEtoile, France). Serum insulin levels were determined by a double antibody RIA (Oris Industries, Gif sur Yvette, France) interassay coefficient of variation < 7%; intraassay coefficient of variation < 10%. SHBG levels were measured by an immunoradiometric assay (Coatria-SHBG, BioMerieux) and plasma concentrations of non-SHBG-bound-testosterone and
4-androstenedione by specific RIAs as we previously described (33). A new RIA kit (Linco Research, St. Charles, MO) was used to measure leptin and adiponectin levels.
Statistical analysis
All data in the text and figures are presented as mean ± SD. Comparison of variables between PCOS women subgroups was performed using unpaired Students t test. Relationships between variables were sought by nonparametric correlation analysis (Spearmans rank correlation coefficient) and by stepwise or multiple linear regression analysis with forward selection. The threshold for statistical significance was set at P < 0.05.
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Results
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Anthropometric and metabolic parameters, androgen, and SHBG levels and the results of steady-state glucose disposal rate in normal and PCOS subjects are shown in Table 1
. BMI ranged from 18.929.1 kg/m2 (mean value, 23.6). None of these nonobese PCOS patients had diabetes according to the glucose tolerance test (on American Diabetes Association criteria), but two did have glucose intolerance. In eight of the 16 patients, glucose disposal rate, as assessed by the euglycemic hyperinsulinemic clamp, was lower than 8.5 mg/kg·min, the lowest limit for our age- and weight-matched nonobese control women (Table 1
). Therefore, the eight patients with glucose disposal rates <46.75 mmol/kg·min (8.5 mg/kg·min) were identified as having insulin resistance. The insulin-resistant patients had, on average, a significantly higher BMI, waist circumference, and insulin level and a lower HDL cholesterol level than non-insulin-resistant patients. The GIR was highly discriminative between the two groups (P = 0.008, Table 1
). In contrast, triglyceride and circulating free fatty acid levels were similar in both groups of patients. Fasting hepatic glucose production tended to be lower in the insulin-resistant group. Spearman correlations for glucose disposal to anthropometric and metabolic parameters are given in Table 2
. In the whole PCOS group, the decrease in glucose disposal rate was inversely related to BMI and waist circumference, WHR alone explaining 57% of the glucose disposal rate variability. Single regression analysis showed that GIR was the best predictor of insulin resistance (R2 = 0.61), compared with fasting insulin level, HOMA, or AUCglycemia-to-AUCinsulin ratio (Table 2
).
Nonobese PCOS patients with insulin resistance had a tendency to have high non-SHBG-bound testosterone levels, but the difference with non-insulin-resistant PCOS patients was not statistically significant. In addition, androstenedione levels failed to discriminate between the two groups. In contrast, mean SHBG level was lower in insulin resistant than in non-insulin-resistant PCOS patients (23.9 ± 13.4 vs. 37.4 ± 9.2 nmol/liter, P = 0.03) (Table 1
). Spearman correlations for SHBG level to parameters related to insulin sensitivity and circulating insulin concentration are shown in Table 3
. The two best parameters related to SHBG level were BMI and fasting insulin level. Regarding the single regression coefficient, shown in Table 3
, BMI alone accounted for 68% of plasma SHBG concentration variation, and basal insulin level for only 46%. Using a multiple linear regression with SHBG level as the dependent parameter, and a model including BMI, waist circumference, basal insulin level, glucose disposal rate, leptin and adiponectin levels (Table 4
), BMI was the first and strongest outcome parameter to be independently related to SHBG level. Figure 1
shows that an SHBG level lower than 30 mmol/liter, the lowest normal value for normal control women, was observed in patients with a BMI higher than 25 kg/m2. In our 16 PCOS patients, leptin level correlated significantly with BMI (r = 0.62, P = 0.01), but its relation to SHBG level did not reach significance (r = -0.41, P = 0.109).
In the studied group, adiponectin levels correlated negatively with waist circumference and WHR and positively with glucose disposal rate (Table 5
). To evaluate the respective roles of total fat mass and android type distribution in adiponectin level, a stepwise regression analysis, using adiponectin as an independent parameter, was performed with a model including BMI, waist circumference, WHR and GIR. Only waist circumference was predictive of adiponectin level (adjusted R2 = 0.36, P = 0.01). This negative correlation of adiponectin to WHR is shown on Fig. 2
. A multiple regression analysis found that the best model to appraise adiponectin level included waist circumference and total weight (adjusted R2 = 0.66, P < 0.0006). Adiponectin level, like leptin level, was not related to SHBG level.

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FIG. 2. Spearman test showing the relation between adiponectin levels and android distribution of fat mass in nonobese PCOS patients.
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Discussion
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The present study by using euglycemic hyperinsulinemic clamp confirms the high prevalence of insulin resistance among nonobese and even lean PCOS women (34, 35). As expected, glucose disposal rates were negatively associated with BMI and WHR, suggesting that increased fat mass with abdominal distribution is a useful anthropometric parameter for suspecting insulin resistance in nonobese PCOS patients. Among indexes of insulin sensitivity, GIR was found to be the most highly discriminative of glucose disposal rate, and can be used in nonobese PCOS patient. This result confirms and extends those of Legros et al. (29) who reported that GIR was a good measure of insulin sensitivity in obese PCOS women and has high sensitivity for detecting insulin resistance as measured in their study by the frequently sampled iv glucose tolerance test. These results support the concept that decreased GIR indicates decreased insulin sensitivity, with a tendency to increased fasting insulin levels associated with a normal blood glucose level.
In our nonobese PCOS patients, insulin resistance, HOMA index, and GIR were strongly associated to SHBG levels, suggesting that the severity of insulin resistance is a determinant factor in SHBG level. Our results are in agreement with a recent study by Cibula et al. (36). However, these authors reported that SHBG was the most significant (even the single) predictor of insulin sensitivity (36). Because circulating SHBG levels has a strong genetic background (11, 12, 13, 14, 15, 16) their findings should be pondered, but it might reflect a fairly ethnically homogenous group of patients. In addition, the strong negative relationship of fasting insulin with SHBG levels that has been reported by most studies, suggests that indeed insulin has inhibitory activity on liver SHBG production as shown by human hepatoma cell line in vitro studies (17, 18), and in vivo by peritoneal infusion of insulin in nonobese type 1 diabetes (37). It has been proposed that SHBG may constitute an index of insulin resistance only in a hyperinsulinemic state (38). However, patients with advanced type 2 diabetes have low SHBG despite impaired insulin secretion (39). A central role for adipose tissue might conciliate these apparently discordant observations. Indeed, women with anorexia nervosa have increased SHBG levels (40), and in these patients a slight increase in BMI with no evidence of insulin change is effective in normalizing SHBG level. Our present study, showing that, in nonobese PCOS women, BMI was the only independent predictive parameter for SHBG levels, strongly suggests that adipose tissue is in some way involved in SHBG level variability. In agreement with this concept, we have shown elsewhere, in a population of nondiabetic but morbidly obese patients, that a profound reduction in fat mass, as measured by DEXA, following intensive diet or biliopancreatic diversion, had the effect of dramatically increasing SHBG levels (24). In this study, the percentage body fat, but not insulin, was an independent predictor of change in SHBG level.
Leptin level, as expected, correlated with BMI in nonobese PCOS women, confirming that leptin is an appropriate marker for total fat mass (41, 42). However, leptin and SHBG levels were not correlated.
Adiponectin, a recently discovered adipose-specific adipokine, has been said to be involved in obesity and diabetes-associated insulin resistance (43, 44). Despite the small number of patients involved in our study, we found a close relation between low adiponectin level and glucose disposal rate (insulin resistance). Unlike leptin, adiponectin level was not associated with BMI but was more specifically associated with WHR and with waist circumference, accounting alone for about 35% of adiponectin level variation. We therefore hypothesize that, in nonobese PCOS women, there is close association of intra-abdominal fat mass, decreased adiponectin level and insulin resistance, but that total fat mass is the best predictor of a low SHBG level. Taken together, these results suggest that some signal or signals from the adipose tissue, independent of adiponectin and leptin, may regulate SHBG liver production.
In conclusion, in nonobese PCOS women, GIR is a useful tool for predicting glucose disposal and insulin resistance, whereas adiponectin level is an interesting marker of abdominal fat tissue.
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Footnotes
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This work was supported in part by a generous grant from Novo Industry under the auspices of the ALFEDIAM Society and from the Fondation de France (Grant no. 9002364). This work was presented in part at the 83rd Annual Meeting of The Endocrine Society, Denver, Colorado, June 2001 (Abstract OR32-5).
Abbreviations: AUC, Area under the curve; BMI, body mass index; GIR, glucose-to-insulin ratio; HDL, high-density lipoprotein; HOMA, homeostasis model of assessment; PCOS, polycystic ovary syndrome; WHR, waist-to-hip ratio.
Received February 10, 2003.
Accepted May 5, 2003.
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M.-J. Chen, W.-S. Yang, J.-H. Yang, C. K. Hsiao, Y.-S. Yang, and H.-N. Ho
Low sex hormone-binding globulin is associated with low high-density lipoprotein cholesterol and metabolic syndrome in women with PCOS
Hum. Reprod.,
September 1, 2006;
21(9):
2266 - 2271.
[Abstract]
[Full Text]
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C. Meyer, B. P. McGrath, and H. J. Teede
Overweight Women with Polycystic Ovary Syndrome Have Evidence of Subclinical Cardiovascular Disease
J. Clin. Endocrinol. Metab.,
October 1, 2005;
90(10):
5711 - 5716.
[Abstract]
[Full Text]
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S. Palomba, A. Falbo, F. Orio Jr, F. Manguso, T. Russo, A. Tolino, C. Annamaria, B. Dale, and F. Zullo
A randomized controlled trial evaluating metformin pre-treatment and co-administration in non-obese insulin-resistant women with polycystic ovary syndrome treated with controlled ovarian stimulation plus timed intercourse or intrauterine insemination
Hum. Reprod.,
October 1, 2005;
20(10):
2879 - 2886.
[Abstract]
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M. Yilmaz, N. Bukan, R. Ersoy, A. Karakoc, I. Yetkin, G. Ayvaz, N. Cakir, and M. Arslan
Glucose intolerance, insulin resistance and cardiovascular risk factors in first degree relatives of women with polycystic ovary syndrome
Hum. Reprod.,
September 1, 2005;
20(9):
2414 - 2420.
[Abstract]
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E. Codner, D. Mook-Kanamori, R. A. Bazaes, N. Unanue, H. Sovino, F. Ugarte, A. Avila, G. Iniguez, and F. Cassorla
Ovarian Function during Puberty in Girls with Type 1 Diabetes Mellitus: Response to Leuprolide
J. Clin. Endocrinol. Metab.,
July 1, 2005;
90(7):
3939 - 3945.
[Abstract]
[Full Text]
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M.A. Checa, A. Requena, C. Salvador, R. Tur, J. Callejo, J.J. Espinos, F. Fabregues, J. Herrero, and (Reproductive Endocrinology Interest Group of the
Insulin-sensitizing agents: use in pregnancy and as therapy in polycystic ovary syndrome
Hum. Reprod. Update,
July 1, 2005;
11(4):
375 - 390.
[Abstract]
[Full Text]
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V. Sepilian and M. Nagamani
Adiponectin Levels in Women With Polycystic Ovary Syndrome and Severe Insulin Resistance
Reproductive Sciences,
February 1, 2005;
12(2):
129 - 134.
[Abstract]
[PDF]
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S. T. Page, K. L. Herbst, J. K. Amory, A. D. Coviello, B. D. Anawalt, A. M. Matsumoto, and W. J. Bremner
Testosterone Administration Suppresses Adiponectin Levels in Men
J Androl,
January 1, 2005;
26(1):
85 - 92.
[Abstract]
[Full Text]
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L. B. Tanko, J. M. Bruun, P. Alexandersen, Y. Z. Bagger, B. Richelsen, C. Christiansen, and P. J. Larsen
Novel Associations Between Bioavailable Estradiol and Adipokines in Elderly Women With Different Phenotypes of Obesity: Implications for Atherogenesis
Circulation,
October 12, 2004;
110(15):
2246 - 2252.
[Abstract]
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L. Ibanez and F. de Zegher
Ethinylestradiol-Drospirenone, Flutamide-Metformin, or Both for Adolescents and Women with Hyperinsulinemic Hyperandrogenism: Opposite Effects on Adipocytokines and Body Adiposity
J. Clin. Endocrinol. Metab.,
April 1, 2004;
89(4):
1592 - 1597.
[Abstract]
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M. T. Sheehan
Polycystic Ovarian Syndrome: Diagnosis and Management
Clin. Med. Res.,
February 1, 2004;
2(1):
13 - 27.
[Abstract]
[Full Text]
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F. Orio, S. Palomba, F. Zullo, A. Colao, and G. Lombardi
Are serum adiponectin levels really reduced in obese women with polycystic ovary syndrome?
Hum. Reprod.,
January 1, 2004;
19(1):
215 - 215.
[Full Text]
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