scholarly journals Noninvasive radiomics-based method for evaluating idiopathic central precocious puberty in girls

2021 ◽  
Vol 49 (2) ◽  
pp. 030006052199102
Author(s):  
Hongyang Jiang ◽  
Zhenyu Shu ◽  
Xiaoming Luo ◽  
Meizhen Wu ◽  
Mei Wang ◽  
...  
Keyword(s):  
Luteinizing Hormone ◽  
Regression Model ◽  
Precocious Puberty ◽  
Area Under The Curve ◽  
Texture Features ◽  
Predictive Performance ◽  
Central Precocious Puberty ◽  
Accurate Method ◽  
Lasso Regression ◽  
Idiopathic Central Precocious Puberty

Objective Traditional approaches that involve measuring the height and volume of the pituitary by magnetic resonance imaging (MRI) are unreliable. We investigated the use of a more accurate method using texture analysis to evaluate idiopathic central precocious puberty (ICPP) by MRI. Methods In total, 352 texture features of the pituitary were extracted from 12 healthy girls and 18 girls with ICPP. A LASSO regression model and linear regression model were used to create the prediction model. Pearson’s correlation analysis and receiver operating characteristic curves were used to evaluate the predictive performance. Results The radiomics score had a significant linear relationship with the luteinizing hormone concentration and the luteinizing hormone/follicle-stimulating hormone ratio. The radiomics score showed better predictive performance than traditional pituitary measurements. The area under the curve of the radiomics score, pituitary height, and variable combinations was 0.759 (95% confidence interval [CI], 0.583–0.936), 0.681 (95% CI, 0.483–0.878), and 0.829 (95% CI, 0.681–0.976), respectively. Conclusion Combination of the radiomics score with pituitary height measurements allows for better evaluation of the pituitary during diagnostic imaging, indicating satisfactory potential for efficacy assessments.

scholarly journals A diagnostic model of idiopathic central precocious puberty based on transrectal pelvic ultrasound and basal gonadotropin levels

2020 ◽  
Vol 48 (8) ◽  
pp. 030006052093527
Author(s):  
Bo Yuan ◽  
Ya-Lei Pi ◽  
Ya-Nan Zhang ◽  
Peng Xing ◽  
He-Meng Chong ◽  
...  
Keyword(s):  
Luteinizing Hormone ◽  
Precocious Puberty ◽  
Endometrial Thickness ◽  
Central Precocious Puberty ◽  
Diagnostic Model ◽  
Transverse Diameter ◽  
Pelvic Ultrasound ◽  
Ovarian Volume ◽  
Idiopathic Central Precocious Puberty ◽  
Anterior Posterior

Objective To establish a diagnostic model of idiopathic central precocious puberty on the basis of transrectal pelvic ultrasound and basal gonadotropin. Methods A total of 669 girls with Tanner breast development stage II were enrolled in this study from January 2015 to December 2018. The participants were divided into the ICPP group and the premature thelarche group. We analyzed various variables, including age at initial diagnosis, basal luteinizing hormone levels, the long diameter of the uterus, the transverse diameter of the uterus, the anterior–posterior diameter of the uterus, the volume of the uterus, maximum ovarian diameter, average ovarian volume, maximum ovarian volume, number of follicles (≥4 mm), maximum follicular diameter, endometrial thickness, and vaginal wall thickness. Results The following diagnostic model was established: Y=−14.123 + 0.630 × age at initial diagnosis + 1.119 × transverse diameter of the uterus + 1.278 ×  anterior–posterior diameter of the uterus + 0.637 × average ovarian volume + 1.316 × maximum ovarian diameter + 0.146 ×number of follicles ≥4 mm + 2.925 × endometrial thickness + 0.559 × basal luteinizing hormone value. The area under curve was 0.922, sensitivity was 84.9%, and specificity was 86.2%. Conclusion Basal LH levels and transrectal pelvic ultrasound should be applied together to improve the accuracy of diagnosis in ICPP.

scholarly journals Idiopathic central precocious puberty in a Klinefelter patient: highlights on gonadotropin levels and pathophysiology

2020 ◽  
Vol 30 (1) ◽  
Author(s):  
Salwan Maqdasy ◽  
Bertrand Barres ◽  
Gaelle Salaun ◽  
Marie Batisse-Lignier ◽  
Celine Pebrel-Richard ◽  
...  
Keyword(s):  
Luteinizing Hormone ◽  
Precocious Puberty ◽  
Klinefelter Syndrome ◽  
Brain Magnetic Resonance Imaging ◽  
Normal Karyotype ◽  
Central Precocious Puberty ◽  
High Serum ◽  
X Chromosomes ◽  
Releasing Hormone ◽  
Idiopathic Central Precocious Puberty

Abstract Background Idiopathic central precocious puberty (ICPP) is supposed to be non-existent in a context of testicular destruction that is typically present in Klinefelter syndrome (KS). Herein, we describe a rare case of ICPP in a Klinefelter patient (47,XXY) with 2 maternal X chromosomes. Moreover, we highlight the differences in gonadotropin levels in comparison to males with ICPP and a normal karyotype. Case presentation An 8 years old boy with a history of cryptorchidism was evaluated for precocious puberty (Tanner staging: P2/G3). Both testes measured 25x35mm. His hormonal profile confirmed a central origin of precocious puberty with high serum testosterone (4.3 ng/ml), luteinizing hormone [LH (3.5 UI/l)] and follicle stimulating hormone [FSH (7.7 UI/l)] levels. Luteinizing hormone-releasing hormone (LHRH) test amplified LH and FSH secretion to 24 and 14 UI/l respectively. Brain magnetic resonance imaging (MRI) was normal. No MKRN3 mutation was detected. He was treated for ICPP for two years. During puberty, he suffered from hypergonadotropic hypogonadism leading to the diagnosis of KS (47,XXY karyotype). Chromosomal analysis by fluorescent multiplex polymerase chain reaction (PCR) using X chromosome microsatellite markers identified 2 maternal X chromosomes. Analysing 8 cases of KS developing ICPP (our reported case and 7 other published cases) revealed that these KS patients with ICPP have higher LH and FSH levels during ICPP episode than in ICPP patients with a normal karyotype (ICPP with KS vs ICPP with a normal karyotype: LH levels 9.4 ± 12 vs 1.1 ± 0.6 UI/l; FSH levels 23.1 ± 38.5 vs 2.7 ± 1.5 UI/l). Furthermore, their response to gonadotropin-releasing hormone (GnRH) stimulation is characterized by excessive LH and FSH secretion (LH levels post-GnRH: 58 ± 48 vs 15.5 ± 0.8 UI/l; FSH levels post-GnRH: 49.1 ± 62.1 vs 5.7 ± 3.9 UI/l). Conclusions ICPP in boys is extremely rare. The pathophysiology of ICPP in KS is unknown. However, maternal X supplementary chromosome and early testicular destruction may play a significant role in the initiation of ICPP, in part explaining the relative “overrepresentation of ICPP in KS. Thus, karyotype analysis could be considered for boys suffering from ICPP, especially if testicular size is smaller or gonadotropins are significantly elevated.

scholarly journals Ovarian cysts and tumors as the cause of isosexual pseudoprecocious puberty

2006 ◽  
Vol 134 (7-8) ◽  
pp. 305-309 ◽  
Author(s):  
Katarina Mitrovic ◽  
Dragan Zdravkovic ◽  
Tatjana Milenkovic ◽  
Katarina Sedlecki ◽  
Zoran Stankovic
Keyword(s):  
Luteinizing Hormone ◽  
Granulosa Cell ◽  
Precocious Puberty ◽  
Granulosa Cell Tumor ◽  
Central Precocious Puberty ◽  
Bone Age ◽  
Cell Tumor ◽  
Ovarian Cysts ◽  
Pelvic Ultrasound ◽  
Releasing Hormone

Introduction. Precocious puberty in girls is generally defined as appearance of secondary sexual characteristics before eight years of age. Menarche before the ninth birthday may serve as an additional criterion. Precocious puberty is divided in central precocious puberty and pseudoprecocious puberty. Central precocious puberty (GnRH dependent) occurs because of premature activation of hypothalamic-pituitarygonadal axis and activity of gonadotrophins. Pseudoprecocious puberty (GnRH independent) is caused by activity of sexual steroids that are not the result of gonadotrophin activity. Objective. Objective of our study was to examine the etiology, clinical and laboratory manifestations of isosexual pseudoprecocious puberty in girls. Method. In the period between 1995 and 2004, clinical and laboratory sings of 34 girls with precocious puberty were studied at the Endocrine Department of the Institute of Mother and Child Health Care of Serbia. Initial evaluations included height measurement, staging of puberty, bone age assessment and pelvic ultrasound. Important diagnostic sonographic parameters of precocious puberty were the volumes of ovaries and uterus as well as ovarian structure. The initial hormonal evaluation included measuring of plasma oestradiol, luteinizing hormone (LH) and follicle stimulating hormone (FSH). The luteinizing hormone releasing hormone (LHRH) stimulation test was used to evaluate LH and FSH responsiveness (60 ?g/m2 LHRH- Relefact LHRH?, Ferring). Blood samples were collected at 0, 20 and 60 minutes. Basal and GnRH stimulated LH and FSH were determined by immunoradiometric assay. Estradiol concentration was measured using the fluoroimmunometric assay. Results. Thirty-four girls aged 6 months to 9 years (mean age 4.5 years) with precocious puberty were studied during the period of 9 years. Eleven girls presented with breast development, six with vaginal bleeding and seventeen with signs of puberty. On the basis of clinical signs, bone age, estradiol levels and LHRH test, premature the larche was diagnosed in eleven patients (32.4%), premature menarche in six (17.6%) and central precocious puberty in ten girls (29.4%). Seven girls (20.6%) presented with pseudoprecocious puberty. Pelvic ultrasound examination revealed unilateral ovarian cysts in six patients and granulosa cell tumor in one. Elevated estrogen serum levels and failure of gonadotropin responses after gonadotropin releasing hormone were the classical findings in patients with isosexual pseudoprecocious puberty during the acute period of disease. In four patients, the cyst decreased spontaneously after several months, while in two patients, the cyst was removed by laparotomy. Surgical treatment was performed in a patient with granulosa cell tumor. Conclusion. Our work demonstrates that autonomous functional ovarian follicle cyst is the most often cause of isosexual pseudoprecocious puberty. Short period of observation is suggested because the cyst can resolve spontaneously. On the other hand, juvenile granulosa cell tumor, as highly malignant tumor, should be removed as soon as diagnosis is established.

scholarly journals Screening the Influence of Biomarkers for Metabolic Syndrome in Occupational Population Based on the Lasso Algorithm

2021 ◽  
Vol 9 ◽  
Author(s):  
Qiao-Ying Xie ◽  
Ming-Wei Wang ◽  
Zu-Ying Hu ◽  
Cheng-Jian Cao ◽  
Cong Wang ◽  
...  
Keyword(s):  
Risk Assessment ◽  
Metabolic Syndrome ◽  
Logistic Regression ◽  
Prediction Model ◽  
Regression Model ◽  
Logistic Regression Model ◽  
Area Under The Curve ◽  
Assessment Model ◽  
Risk Assessment Model ◽  
Lasso Regression

Aim: Metabolic syndrome (MS) screening is essential for the early detection of the occupational population. This study aimed to screen out biomarkers related to MS and establish a risk assessment and prediction model for the routine physical examination of an occupational population.Methods: The least absolute shrinkage and selection operator (Lasso) regression algorithm of machine learning was used to screen biomarkers related to MS. Then, the accuracy of the logistic regression model was further verified based on the Lasso regression algorithm. The areas under the receiving operating characteristic curves were used to evaluate the selection accuracy of biomarkers in identifying MS subjects with risk. The screened biomarkers were used to establish a logistic regression model and calculate the odds ratio (OR) of the corresponding biomarkers. A nomogram risk prediction model was established based on the selected biomarkers, and the consistency index (C-index) and calibration curve were derived.Results: A total of 2,844 occupational workers were included, and 10 biomarkers related to MS were screened. The number of non-MS cases was 2,189 and that of MS was 655. The area under the curve (AUC) value for non-Lasso and Lasso logistic regression was 0.652 and 0.907, respectively. The established risk assessment model revealed that the main risk biomarkers were absolute basophil count (OR: 3.38, CI:1.05–6.85), platelet packed volume (OR: 2.63, CI:2.31–3.79), leukocyte count (OR: 2.01, CI:1.79–2.19), red blood cell count (OR: 1.99, CI:1.80–2.71), and alanine aminotransferase level (OR: 1.53, CI:1.12–1.98). Furthermore, favorable results with C-indexes (0.840) and calibration curves closer to ideal curves indicated the accurate predictive ability of this nomogram.Conclusions: The risk assessment model based on the Lasso logistic regression algorithm helped identify MS with high accuracy in physically examining an occupational population.

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