| Literature DB >> 29998109 |
Patricio H Contreras1,2, Felipe G Serrano1, Ana M Salgado2, Pilar Vigil1,2,3.
Abstract
A cohort of 141 males (18-80 yo, 42.9 ± 12.9) strongly suspected of being Insulin Resistant (IR) was prospectively studied by determining their insulin sensitivity (Pancreatic Suppression Test, PST) and testicular function (total testosterone and SHBG). The subjects were labeled as IR when the Steady State Plasma Glucose (SSPG) was ≥150 mg/dL and Non-Insulin Resistant (NIR) when SSPG was <150 mg/dl; similarly, the subjects were labeled as Hypogonadal (HYPOG) when total testosterone was ≤3.0 ng/mL and Eugonadal (EUG) when total testosterone was >3.0 ng/mL. Two out of three subjects turned out to be IR, while around one in four subjects were HYPOG. Contingency analysis indicated a significant interdependence between insulin resistance and hypogonadism (chi-square was 4.69, p = 0.0303). Age (>43 yo) predicted hypogonadism (AUROC 0.606, p = 0.0308). Twice as many HYPOG subjects were IR as compared with EUG subjects. Also, HYPOG subjects exhibited higher SSPG values as compared with EUG subjects. Statistically, neither Weight nor BMI predicted hypogonadism, while Waist Circumference (>110 cm) was only a mediocre predictor (AUROC 0.640, p = 0.009). SSPG (>224 mg/dL) on the other hand, was the best predictor of hypogonadism (AUROC 0.709, p = 0.002), outperforming Waist Circumference (half of the subjects with an SSPG >224 mg/dL were HYPOG). Age did not predict insulin resistance, while Weight (>99 kg), BMI (>29), and especially, Waist Circumference (>99 cm, AUROC 0.812, p < 0.0001) were all predictors of insulin resistance. Almost 90% of the subjects with a waist circumference >99 cm was IR. As a logical consequence of the selection criteria (various clues suggesting insulin resistance), most subjects with normal weight in this cohort were IR (53.3%) while 20% were HYPOG. On the other hand, 13.6% of the obese subjects were NIR, and 2 out of 3 of them were both NIR and EUG. In conclusion, Waist Circumference predicted both insulin resistance (>99 cm) and hypogonadism (>110 cm), suggesting that the first hit of abdominal obesity is insulin resistance and the second hit is male hypogonadism. Normal weight did not protect from IR, while a relevant proportion of obese subjects were NIR (with 2/3 being also EUG).Entities:
Keywords: ROC analysis; insulin resistance; male hypogonadism; pancreatic suppression test; waist circumference
Year: 2018 PMID: 29998109 PMCID: PMC6028607 DOI: 10.3389/fmed.2018.00190
Source DB: PubMed Journal: Front Med (Lausanne) ISSN: 2296-858X
Classification of the cohort according to insulin sensitivity and gonadal status.
| 28.37% | 4.96% |
| 45.39% | 21.28% |
Only 40/141 (28.37%) subjects were neither IR nor HYPOG in the cohort; the remainder 101 subjects (71.63%) had either IR alone (64/141 = 45.39%), HYPOG alone (7/141 = 4.96%), or IR plus HYPOG (30/141 = 21.28%). Note that 30/37 (81.08%) of the HYPOG subjects were also IR.
Gonadal status according to insulin sensitivity.
| 40/47 (85.11%) | 7/47 (14.89%) | |
| 64/94 (68.09%) | 30/94 (31.91%) |
In this cohort, being IR increased the relative risk of being HYPOG: 31.91/14.89 = 2.143.
Prevalence of insulin resistance according to gonadal status.
| 67/104 (64.42%) | 37/104 (35.58%) | |
| 30/37 (81.08%) | 7/37 (18.92%) |
In this cohort, being HYPOG modestly increased the relative risk of being IR: 81.08/64.41 = 1.259.
Characteristics of the studied male population (n = 141).
| Age (years) | 43.4 ± 1.3 | 41.7 ± 1.9 | 0.459 NS | 46.2 ± 1.9 | 41.7 ± 1.3 | 0.049 |
| Weight (Kg) | 93.2 ± 1.7 | 83.3 ± 1.5 | <0.0001 | 94.5 ± 2.9 | 88.2 ± 1.5 | 0.053 NS |
| Height (m) | 1.74 ± 0.01 | 1.73 ± 0.01 | 0.220 NS | 1.74 ± 0.01 | 1.74 ± 0.05 | 0.999 NS |
| BMI (Kg/m2) | 31.0 ± 0.4 | 27.5 ± 0.4 | <0.0001 | 31.5 ± 0.8 | 29.2 ± 0.3 | 0.019 |
| Waist circumference (cm) | 105.6 ± 1.1 | 94.5 ± 1.0 | <0.0001 | 107.0 ± 2.0 | 100.1 ± 1.0 | 0.034 |
| Waist/height ratio | 0.606 ± 0.01 | 0.547 ± 0.01 | <0.0001 | 0.615 ± 0.01 | 0.576 ± 0.01 | 0.0025 |
Age was not different in IR compared with NIR subjects, while it was higher in HYPOG compared with EUG subjects; Weight was higher in IR compared with NIR subjects, while the higher value of Weight in HYPOG subjects compared with EUG subjects fell short of statistical significance; Height was not different in either group; BMI differences, when IR and NIR subjects were compared, were more pronounced than they were when HYPOG and EUG subjects were compared. Waist Circumference differences were more pronounced when IR and NIR subjects were compared than they were when HYPOG and EUG subjects were compared. The same phenomenon was observed when Waist/Height ratios were examined in both comparisons.
Gonadal status and SSPG values of the studied population.
| Total | ||||||
| Testosterone (ng/mL) | 4.1 ± 0.2 | 4.5 ± 0.2 | 0.177 NS | 2.4 ± 0.1 | 4.9 ± 0.2 | <0.0001 |
| SHBG (nMol/L) | 26.5 ± 2.1 | 29.7 ± 1.8 | 0.183 NS | 24.5 ± 1.6 | 28.7 ± 1.4 | 0.052 NS |
| Calculated Free | ||||||
| Testosterone (pg/mL) | 98.4 ± 7.2 | 102.4 ± 6.3 | 0.626 NS | 57.3 ± 2.6 | 114.8 ± 4.5 | <0.0001 |
| SSPG (mg/dL) | 239.6 ± 8.6 | 101.0 ± 3.9 | <0.0001 | 243.1 ± 14.7 | 175.7 ± 7.1 | <0.001 |
Total testosterone, SHBG and calculated free testosterone were statistically not different in IR and NIR subjects, while SSPG values, by design, were much higher in IR subjects compared with NIR males; total testosterone, SHBG and calculated free testosterone were, by design, much lower in HYPOG subjects compared with EUG males and, as suspected, SSPG values were higher in HYPOG males than in EUG subjects.
Contingency analysis table.
| Observed = 30 | Observed = 7 | |
| Observed = 64 | Observed = 40 |
Chi-Square = 4.688, 1 degree of freedom, p = 0.003 (<0.05), indicating a significant interdependence between insulin resistance and hypogonadism in this cohort.
Correlation matrix between variables.
| Weight | |||||||||
| Height | |||||||||
| BMI | 0.027 | ||||||||
| Age | 0.129 | 0.065 | −0.128 | ||||||
| Waist | 0.156 | 0.058 | |||||||
| SSPG | 0.117 | 0.147 | |||||||
| Testosterone | 0.090 | ||||||||
| Calculated Free T | 0.012 | −0.131 | |||||||
| SHBG | 0.004 | −0.107 | |||||||
| Weight | Height | BMI | Age | Waist | SSPG | Testosterone | Calculated Free T | SHBG |
Correlation figures in bold case are significant with a p < 0.05. SSPG values correlated positively better with WC values, compared with BMI or weight values. Testosterone values correlated negatively better with WC values, compared with BMI or age values.
Significant predictors of elevated SSPG (insulin resistance).
| AUROC | 0.772 | 0.760 | 0.789 | 0.812 |
| <0.0001 | <0.0001 | <0.0001 | <0.0001 | |
| Cut-off value | >91 | >29 | >0.575 | >99 |
| Sensitivity | 0.787 | 0.766 | 0.713 | 0.809 |
| Specificity | 0.617 | 0.702 | 0.809 | 0.755 |
| Youden Index | 0.404 | 0.468 | 0.521 | 0.564 |
Waist outperformed (excellent discrimination) Waist/Height, BMI, and Weight (acceptable discrimination) at predicting SSPG values. Hypogonadism did not predict insulin resistance.
Significant predictors of hypogonadism.
| AUROC | 0.606 | 0.637 | 0.640 | 0.707 |
| 0.038 | 0.027 | <0.009 | <0.0002 | |
| Cut-off value | >43 | >0.655 | >110 | >224 |
| Sensitivity | 0.563 | 0.289 | 0.816 | 0.767 |
| Specificity | 0.684 | 0.932 | 0.447 | 0.658 |
| Youden Index | 0.247 | 0.222 | 0.263 | 0.425 |
SSPG values outperformed (acceptable discrimination) Waist, Waist/Height, and Age (mediocre discrimination) at predicting male hypogonadism.