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Bertoncello FZ, Beust MF, Tagliari CM, Herter LD, Kopacek C. Correlation of pelvic ultrasonography with pubertal development in girls. REVISTA BRASILEIRA DE GINECOLOGIA E OBSTETRÍCIA 2024; 46:e-rbgo5. [PMID: 38765514 PMCID: PMC11075386 DOI: 10.61622/rbgo/2024ao05] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Accepted: 08/21/2023] [Indexed: 05/22/2024] Open
Abstract
Objectives This study aims to correlate pelvic ultrasound with female puberty and evaluate the usual ultrasound parameters as diagnostic tests for the onset of puberty and, in particular, a less studied parameter: the Doppler evaluation of the uterine arteries. Methods Cross-sectional study with girls aged from one to less than eighteen years old, with normal pubertal development, who underwent pelvic ultrasound examination from November 2020 to December 2021. The presence of thelarche was the clinical criterion to distinguish pubescent from non-pubescent girls. The sonographic parameters were evaluated using the ROC curve and the cutoff point defined through the Youden index (J). Results 60 girls were included in the study. Uterine volume ≥ 2.45mL had a sensitivity of 93%, specificity of 90%, PPV of 90%, NPV of 93% and accuracy of 91% (AUC 0.972) for predicting the onset of puberty. Mean ovarian volume ≥ 1.48mL had a sensitivity of 96%, specificity of 90%, PPV of 90%, NPV of 97% and accuracy of 93% (AUC 0.966). Mean PI ≤ 2.75 had 100% sensitivity, 48% specificity, 62% PPV, 100% NPV and 72% accuracy (AUC 0.756) for predicting the onset of puberty. Conclusion Pelvic ultrasound proved to be an excellent tool for female pubertal assessment and uterine and ovarian volume, the best ultrasound parameters for detecting the onset of puberty. The PI of the uterine arteries, in this study, although useful in the pubertal evaluation, showed lower accuracy in relation to the uterine and ovarian volume.
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Affiliation(s)
- Francine Zap Bertoncello
- Universidade Federal de Ciências da Saúde de Porto AlegrePorto AlegreRSBrazilPost Graduation Program for Pediatrics, Universidade Federal de Ciências da Saúde de Porto Alegre, Porto Alegre, RS, Brazil.
- Hospital da Criança Santo AntônioPediatric Gynecology UnitPorto AlegreRSBrazilPediatric Gynecology Unit, Hospital da Criança Santo Antônio, Porto Alegre, RS, Brazil.
| | - Mariane Faccin Beust
- Hospital da Criança Santo AntônioPediatric Gynecology UnitPorto AlegreRSBrazilPediatric Gynecology Unit, Hospital da Criança Santo Antônio, Porto Alegre, RS, Brazil.
| | - Cláudia Mendes Tagliari
- Hospital da Criança Santo AntônioPorto AlegreRSBrazilRadiology Service, Hospital da Criança Santo Antônio, Porto Alegre, RS, Brazil.
| | - Liliane Diefenthaeler Herter
- Hospital da Criança Santo AntônioPorto AlegreRSBrazilRadiology Service, Hospital da Criança Santo Antônio, Porto Alegre, RS, Brazil.
- Universidade Federal de Ciências da Saúde de Porto AlegreDepartament of GynecologyPorto AlegreRSBrazilDepartament of Gynecology, Universidade Federal de Ciências da Saúde de Porto Alegre, Porto Alegre, RS, Brazil.
| | - Cristiane Kopacek
- Universidade Federal de Ciências da Saúde de Porto AlegrePorto AlegreRSBrazilPost Graduation Program for Pediatrics, Universidade Federal de Ciências da Saúde de Porto Alegre, Porto Alegre, RS, Brazil.
- Irmandade Santa Casa de Misericórdia de Porto AlegrePorto AlegreRSBrazilEndocrinology Service, Irmandade Santa Casa de Misericórdia de Porto Alegre, Porto Alegre, RS, Brazil.
- Universidade Federal do Rio Grande do SulDepartament of PediatricsPorto AlegreRSBrazilDepartament of Pediatrics, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brazil.
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Zevin EL, Eugster EA. Central precocious puberty: a review of diagnosis, treatment, and outcomes. THE LANCET. CHILD & ADOLESCENT HEALTH 2023; 7:886-896. [PMID: 37973253 DOI: 10.1016/s2352-4642(23)00237-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Revised: 07/23/2023] [Accepted: 09/08/2023] [Indexed: 11/19/2023]
Abstract
Central precocious puberty (CPP) refers to early activation of the hypothalamic-pituitary-gonadal (HPG) axis and is manifested by breast development in girls or testicular enlargement in boys before the normal physiological age ranges. CPP can be precipitated by intracranial pathology, exposure to high levels of sex steroids, or environmental risk factors, but most cases are idiopathic. Monogenic causes have also been identified. In this Review, we summarise pathophysiology, risk factors, diagnosis, and management of CPP. Concern for CPP should prompt referral to paediatric endocrinology where diagnosis is confirmed by clinical, biochemical, radiological, and genetic testing. CPP is treated with a gonadotropin-releasing hormone analogue, the primary aims of which are to increase adult height and postpone development of secondary sexual characteristics to an age that is more commensurate with peers. Although long-term outcomes of treatment with gonadotropin-releasing hormone analogues are reassuring, additional research on the psychological effect of CPP is needed.
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Affiliation(s)
- Erika L Zevin
- Division of Pediatric Endocrinology, Department of Pediatrics, Riley Hospital for Children at Indiana University Health, Indiana University School of Medicine, Indianapolis, IN, USA.
| | - Erica A Eugster
- Division of Pediatric Endocrinology, Department of Pediatrics, Riley Hospital for Children at Indiana University Health, Indiana University School of Medicine, Indianapolis, IN, USA
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Cheuiche AV, Moro C, Lucena IRS, de Paula LCP, Silveiro SP. Accuracy of doppler assessment of the uterine arteries for the diagnosis of pubertal onset in girls: a scoping review. Sci Rep 2023; 13:5791. [PMID: 37031290 PMCID: PMC10082829 DOI: 10.1038/s41598-023-32880-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Accepted: 04/04/2023] [Indexed: 04/10/2023] Open
Abstract
The uterine artery pulsatility index (PI) assessed by Doppler ultrasound reflects the impedance to the blood flow in the vessel distal to the sampling point. We aimed to assess the accuracy of the uterine artery PI for the diagnosis of puberty in girls. A PRISMA-ScR-compliant scoping review was performed in the MEDLINE and Embase databases with the search terms "puberty" and "Doppler ultrasonography". Studies that included girls aged 0-18 years who underwent pelvic Doppler ultrasound with calculation of uterine artery PI were eligible. Ten studies comprising 1385 girls aged 1.2-18 years were included. The selected studies included participants from Italy, Brazil, Iran, Belgium and Denmark, and were published between 1996 and 2021. Six studies selected girls who were referred for evaluation of pubertal disorders, while four studies included only healthy girls. Nine studies found a significant difference in Doppler signal pattern and PI according to pubertal stage, with PI cutoff points ranging from 2.5 to 4.6 for the diagnosis of puberty, with a sensitivity of 77%-94%, specificity of 85%-100%, and accuracy of 79%-98%. Doppler assessment of the uterine arteries with PI calculation is a useful noninvasive tool in the diagnosis of pubertal onset in girls.
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Affiliation(s)
- Amanda Veiga Cheuiche
- Graduate Program in Medical Science: Endocrinology, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brazil
| | - Candice Moro
- Graduate Program in Medical Science: Endocrinology, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brazil
| | | | - Leila Cristina Pedroso de Paula
- Graduate Program in Medical Science: Endocrinology, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brazil
- Endocrine Division, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
| | - Sandra Pinho Silveiro
- Graduate Program in Medical Science: Endocrinology, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brazil.
- Endocrine Division, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil.
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Effectiveness of Pelvic Ultrasonography in the Diagnosis of Central Precocious Puberty and its Differentiation from Similar Conditions. IRANIAN JOURNAL OF RADIOLOGY 2023. [DOI: 10.5812/iranjradiol-129295] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
Background: Differentiation of patients with central precocious puberty (CPP) from healthy individuals and patients with CPP-like conditions [isolated premature thelarche (IPT) and isolated premature adrenarche (IPA)] is important for selecting an appropriate treatment. The gonadotropin-releasing hormone stimulation test is used as the gold standard for differentiating CPP from other conditions. Despite its high specificity, this test has disadvantages, such as low sensitivity, time-consuming sampling, and need for multiple blood samples. Objectives: This study aimed to investigate the use of pelvic ultrasonography (US) and its parameters in distinguishing CPP patients from those with similar conditions and healthy individuals. Methods: In this case-control study, a total of 183 patients, who were referred to the endocrinology department of Ali Asghar Hospital in Tehran, Iran for the evaluation of CPP, were recruited cconsecutively from 2015 to 2019. All the participants were Iranians and classified based on the clinical and laboratory findings. Pelvic US parameters were evaluated in all groups. One-way analysis of variance (ANOVA) was used to compare the mean values of continuous variables between the groups. Moreover, a post-hoc test was performed for pairwise comparisons between the groups if the result of ANOVA test was statistically significant. Finally, the receiver-operating characteristic (ROC) curve analysis was performed to determine the best cutoff points for US parameters. Results: Of 183 children, 62 were allocated to the control group (33.87%), 93 to the CPP group (50.81%), 16 to the IPT group (8.74%), and 12 to the IPA group (6.55%). The results showed no significant difference between the groups regarding chronological age and body mass index, while the bone age (107.76 ± 19.81 months) (P < 0.001) and height (129.53 ± 8.97 cm) were significantly higher in the CPP group compared to the other groups (P = 0.003). All US parameters were significantly different between the CPP and control groups. There were also significant differences between CPP patients and those with IPT and IPA in terms of all parameters, except for the cervical anteroposterior diameter and ovarian volume. The best parameters for differentiating CPP from other conditions were the uterine volume (cutoff value, 1.40; 75.27% sensitivity; 75.56% specificity), uterine transverse diameter (cutoff value, 13.5 mm; 72.04% sensitivity; 71.11% specificity), and fundus/cervix (F/C) ratio (cutoff value, 0.98; 78.49% sensitivity; 70% specificity). Conclusions: The pelvic US parameters can improve the diagnosis of CPP and play an auxiliary role in distinguishing the treatment needed. Based on the findings, the best diagnostic parameter and its cutoff value can vary depending on ethnicity and type of study.
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Cheuiche AV, da Silveira LG, de Paula LCP, Lucena IRS, Silveiro SP. Diagnosis and management of precocious sexual maturation: an updated review. Eur J Pediatr 2021; 180:3073-3087. [PMID: 33745030 DOI: 10.1007/s00431-021-04022-1] [Citation(s) in RCA: 53] [Impact Index Per Article: 17.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/14/2020] [Revised: 02/17/2021] [Accepted: 03/08/2021] [Indexed: 12/12/2022]
Abstract
The classic definition of precocious sexual maturation is the development of secondary sexual characteristics before 8 years of age in girls and before 9 years of age in boys. It is classified as central precocious puberty when premature maturation of the hypothalamic-pituitary-gonadal axis occurs, and as peripheral precocious puberty when there is excessive secretion of sex hormones, independent of gonadotropin secretion. Precocious sexual maturation is more common in girls, generally central precocious puberty of idiopathic origin. In boys, it tends to be linked to central nervous system abnormalities. Clinical evaluation should include a detailed history and physical examination, including anthropometric measurements, calculation of growth velocity, and evaluation of secondary sexual characteristics. The main sign to suspect the onset of puberty is breast tissue development (thelarche) in girls and testicular enlargement (≥4 mL) in boys. Hormonal assessment and imaging are required for diagnosis and identification of the etiology. Genetic testing should be considered if there is a family history of precocious puberty or other clinical features suggestive of a genetic syndrome. Long-acting gonadotropin-releasing hormone analogs are the standard of care for central precocious puberty management, while peripheral precocious puberty management depends on the etiology.Conclusion: The aim of this review is to address the epidemiology, etiology, clinical assessment, and management of precocious sexual maturation. What is Known: • The main sign to suspect the onset of puberty is breast tissue development (thelarche) in girls and testicular enlargement (≥4 mL) in boys. The classic definition of precocious sexual maturation is the development of secondary sexual characteristics before 8 years of age in girls and before 9 years of age in boys. • Long-acting gonadotropin-releasing hormone agonist (GnRHa) is the standard of care for CPP management, and adequate hormone suppression results in the stabilization of pubertal progression, a decline in growth velocity, and a decrease in bone age advancement. What is New: • Most cases of precocious sexual maturation are gonadotropin-dependent and currently assumed to be idiopathic, but mutations in genes involved in pubertal development have been identified, such as MKRN3 and DLK1. • A different preparation of long-acting GnRHa is now available: 6-month subcutaneous injection.
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Affiliation(s)
- Amanda Veiga Cheuiche
- Post-graduate Program in Medical Sciences: Endocrinology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Leticia Guimarães da Silveira
- Post-graduate Program in Medical Sciences: Endocrinology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Leila Cristina Pedroso de Paula
- Post-graduate Program in Medical Sciences: Endocrinology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil.,Endocrine Division, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
| | | | - Sandra Pinho Silveiro
- Post-graduate Program in Medical Sciences: Endocrinology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil. .,Endocrine Division, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil.
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Xu Y, Liu X, Pan L, Mao X, Liang H, Wang G, Chen T. Explainable Dynamic Multimodal Variational Autoencoder for the Prediction of Patients with Suspected Central Precocious Puberty. IEEE J Biomed Health Inform 2021; 26:1362-1373. [PMID: 34388097 DOI: 10.1109/jbhi.2021.3103271] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Central precocious puberty (CPP) is the most common type of precocious puberty and has a significant effect on children. A gonadotropin-releasing hormone (GnRH)-stimulation test is the gold standard for confirming CPP. This test, however, is costly and unpleasant for patients. Therefore, it is critical to developing alternative methods for CPP diagnosis in order to alleviate patient suffering. This study aims to develop an artificial intelligence (AI) diagnostic system for predicting response to the GnRH-stimulation test using data from laboratory tests, electronic health records (EHRs), and pelvic ultrasonography and left-hand radiography reports. The challenges are in integrating these mul-timodal features into a comprehensive deep learning model in order to achieve an accurate diagnosis while also accounting for the missing or incomplete modalities. To begin, we developed a dynamic multimodal variational autoencoder (DMVAE) that can exploit intrinsic correlations between different modalities to im-pute features for missing modalities. Next, we combined features from all modalities to predict the outcome of a CPP diagnosis. The experimental results (AUROC 0.9086) demonstrate that our DMVAE model is superior to standard methods. Additionally, we showed that by setting appropriate operating thresholds, clinicians could diagnose about two-thirds of patients with confidence (1.0 specificity). Only about one-third of patients require confirmation of their diagnoses using GnRH (or GnRH analog)-stimulation tests. To interpret the results, we implemented an explainer Shapley additive explanation (SHAP) to analyze the local and global feature attributions.
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Chen Y, Liu J. Do Most 7- to 8-Year-Old Girls with Early Puberty Require Extensive Investigation and Treatment? J Pediatr Adolesc Gynecol 2021; 34:124-129. [PMID: 33276126 DOI: 10.1016/j.jpag.2020.11.020] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2020] [Revised: 11/14/2020] [Accepted: 11/23/2020] [Indexed: 11/24/2022]
Abstract
STUDY OBJECTIVE To investigate the etiology, progression, and treatment of precocious puberty in 7- to 8-year-old girls with breast development. Additionally, we evaluated the value of diagnostic tests in differentiating rapidly progressive precocious puberty (RP-PP) and slowly progressive precocious puberty (SP-PP) in these girls. DESIGN Ambispective cohort study. SETTING Single-center, pediatric endocrinology unit. PARTICIPANTS Girls with breast development between the ages of 7 and 8 years and assessed between July 2016 and July 2018. INTERVENTIONS Collected of clinical data and followed-up for 2 to 3 years. Girls were divided into RP-PP and SP-PP groups. MAIN OUTCOME MEASURES Described the etiology, rate of progression of puberty, and proportion intervened and compared the results of auxiliary examinations between the groups. RESULTS A total of 212 girls were enrolled, of which 211 (99.53%) were diagnosed with central precocious puberty (CPP) and 1 with peripheral precocious puberty (PPP). Hypophysis magnetic resonance imaging revealed that none had pathological brain lesions requiring surgical intervention. A total of 95 girls (44.81%) developed RP-PP, and 117 girls (55.19%) developed SP-PP. A total of 31 girls (14.62%) with RP-PP received treatment due to deteriorated predicting adult height. As compared with the SP-PP group, the RP-PP group showed more advanced bone age (BA), a higher level of basal luteinizing hormone (LH), and larger ovarian volume and uterine volumes. Receiver operating characteristic analyses revealed that BA was the best at identifying girls with RP-PP. CONCLUSION The majority of girls with breast development between the ages of 7-8 years do not need treatment. BA is a useful preliminary test for identifying girls with RP-PP who are more likely to require treatment.
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Affiliation(s)
- Yun Chen
- Department of Pediatrics, The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Jian Liu
- Department of Pediatrics, Affiliated Baoan Hospital of Shenzhen, Southern Medical University, Shenzhen, China.
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Nguyen NN, Huynh LBP, Do MD, Yang TY, Tsai MC, Chen YC. Diagnostic Accuracy of Female Pelvic Ultrasonography in Differentiating Precocious Puberty From Premature Thelarche: A Systematic Review and Meta-analysis. Front Endocrinol (Lausanne) 2021; 12:735875. [PMID: 34539579 PMCID: PMC8442957 DOI: 10.3389/fendo.2021.735875] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/03/2021] [Accepted: 08/13/2021] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND The gonadotropin-releasing hormone (GnRH) stimulation test is the benchmark for diagnosing precocious puberty (PP). However, it is invasive, time-consuming, costly, and may create an unpleasant experience for participants. Moreover, some overlaps may occur between PP and premature thelarche (PT) in the early stage of PP. Female pelvic ultrasonography may provide additional information to help differentiate PP from PT and subsequently initiate early treatment. In this study, we aimed to first directly compare pelvic ultrasonography parameters between PP and PT groups and secondly, investigate their diagnostic accuracy compared with the GnRH stimulation test. METHODS A systematic search of the PubMed/MEDLINE, EMBASE, Scopus, and Cochrane Library databases was performed up to March 31, 2021. All types of studies, except for case reports and review articles, were included. The GnRH stimulation test was used to confirm PP diagnosis. Those whose organic conditions might cause PP were excluded. The mean, standard deviation, sensitivity, and specificity of each parameter were documented. Forest plots were constructed to display the estimated standardized mean differences (SMDs) from each included study and the overall calculations. A bivariate model was used to calculate the pooled sensitivity, specificity, positive likelihood ratio (PLR), negative likelihood ratio (NLR), and diagnostic odds ratio (DOR). RESULTS A total of 13 studies were included for analysis. The SMDs (95% confidence interval - CI) in ovarian volume, fundal-cervical ratio, uterine length, uterine cross-sectional area, and uterine volume between PP and PT groups were 1.12 (0.78-1.45; p < 0.01), 0.90 (0.07-1.73; p = 0.03), 1.38 (0.99-1.78; p < 0.01), 1.06 (0.61-1.50; p < 0.01), and 1.21 (0.84-1.58; p <0.01), respectively. A uterine length of 3.20 cm yielded a pooled sensitivity of 81.8% (95% CI 78.3%-84.9%), specificity of 82.0% (95% CI 61.0%-93.0%), PLR of 4.56 (95% CI 2.15-9.69), NLR of 0.26 (95% CI 0.17-0.39), and DOR of 19.62 (95% CI 6.45-59.68). The area under the summary receiver operating characteristics curve was 0.82. CONCLUSION Female pelvic ultrasonography may serve as a complementary tool to the GnRH stimulation test in differentiating PP from PT. SYSTEMATIC REVIEW REGISTRATION https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42021232427, ID: CRD42021232427.
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Affiliation(s)
- Nam Nhat Nguyen
- International Ph.D. Program in Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan
| | - Linh Ba Phuong Huynh
- Ph.D. Program in School of Nutrition and Health Sciences, College of Nutrition, Taipei Medical University, Taipei, Taiwan
| | - Minh Duc Do
- Center for Molecular Biomedicine, University of Medicine and Pharmacy at Ho Chi Minh City, Ho Chi Minh City, Vietnam
| | - Tien Yun Yang
- School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan
| | - Meng-Che Tsai
- Division of Genetics, Endocrinology, and Metabolism, Department of Pediatrics, National Cheng Kung University Hospital, Tainan, Taiwan
- College of Medicine, National Cheng Kung University, Tainan, Taiwan
- *Correspondence: Meng-Che Tsai, ; Yang-Ching Chen,
| | - Yang-Ching Chen
- Department of Family Medicine, Taipei Medical University Hospital, Taipei, Taiwan
- Department of Family Medicine, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan
- *Correspondence: Meng-Che Tsai, ; Yang-Ching Chen,
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Pan L, Liu G, Mao X, Liang H. Machine learning identifies girls with central precocious puberty based on multisource data. JAMIA Open 2020; 3:567-575. [PMID: 33623892 PMCID: PMC7886559 DOI: 10.1093/jamiaopen/ooaa063] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Revised: 10/26/2020] [Accepted: 11/17/2020] [Indexed: 12/04/2022] Open
Abstract
OBJECTIVE The study aimed to develop simplified diagnostic models for identifying girls with central precocious puberty (CPP), without the expensive and cumbersome gonadotropin-releasing hormone (GnRH) stimulation test, which is the gold standard for CPP diagnosis. MATERIALS AND METHODS Female patients who had secondary sexual characteristics before 8 years old and had taken a GnRH analog (GnRHa) stimulation test at a medical center in Guangzhou, China were enrolled. Data from clinical visiting, laboratory tests, and medical image examinations were collected. We first extracted features from unstructured data such as clinical reports and medical images. Then, models based on each single-source data or multisource data were developed with Extreme Gradient Boosting (XGBoost) classifier to classify patients as CPP or non-CPP. RESULTS The best performance achieved an area under the curve (AUC) of 0.88 and Youden index of 0.64 in the model based on multisource data. The performance of single-source models based on data from basal laboratory tests and the feature importance of each variable showed that the basal hormone test had the highest diagnostic value for a CPP diagnosis. CONCLUSION We developed three simplified models that use easily accessed clinical data before the GnRH stimulation test to identify girls who are at high risk of CPP. These models are tailored to the needs of patients in different clinical settings. Machine learning technologies and multisource data fusion can help to make a better diagnosis than traditional methods.
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Affiliation(s)
- Liyan Pan
- Institute of Pediatrics, Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Guangjian Liu
- Institute of Pediatrics, Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Xiaojian Mao
- Department of Genetics and Endocrinology, Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Huiying Liang
- Institute of Pediatrics, Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, Guangzhou, China
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Cantas-Orsdemir S, Eugster EA. Update on central precocious puberty: from etiologies to outcomes. Expert Rev Endocrinol Metab 2019; 14:123-130. [PMID: 30763521 DOI: 10.1080/17446651.2019.1575726] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/01/2018] [Accepted: 01/22/2019] [Indexed: 02/04/2023]
Abstract
INTRODUCTION Precocious puberty (PP) is one of the most common reasons for referral to pediatric endocrinologists. Gonadotropin-releasing hormone analogs (GnRHas) are the gold standard for the treatment of central precocious puberty (CPP) and have an impressive record of safety and efficacy. However, ongoing refinements in diagnosis and management continue to lead to important advancements in clinical care. AREAS COVERED The aim of this review is to cover current considerations and controversies regarding the diagnosis of CPP, as well as new findings in regards to etiology and treatment modalities. EXPERT COMMENTARY There is emerging evidence of monogenic etiologies of CPP and significant progress in the expansion of newer formulations of GnRHas. Despite these exciting developments, areas of uncertainty in the diagnosis and treatment of CPP remain. While long-term outcomes of patients treated for CPP are encouraging, only short-term follow-up is available with respect to the newer extended release GnRHa preparations, and how they compare with historically used formulations is unknown. A particular shortage of information exists pertaining to CPP in boys and regarding the psychological implications of PP in girls, and more research is needed. Continued investigation will yield new insights into the underlying genetics and optimal treatment strategies for CPP.
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Affiliation(s)
- Sena Cantas-Orsdemir
- a Department of Pediatrics/Division of Pediatric Endocrinology , University of California School of Medicine , Orange , CA , USA
| | - Erica A Eugster
- b Department of Pediatrics/Division of Pediatric Endocrinology and Diabetology , Riley Hospital for Children, Indiana University School of Medicine , Indianapolis , IN , USA
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Central precocious puberty in girls: Diagnostic study and auxological response to triptorelin treatment. ACTA ACUST UNITED AC 2019; 66:410-416. [PMID: 30808564 DOI: 10.1016/j.endinu.2018.12.007] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2018] [Revised: 12/12/2018] [Accepted: 12/16/2018] [Indexed: 12/20/2022]
Abstract
INTRODUCTION There are several controversies regarding the diagnostic tests and management of central precocious puberty (CPP). The aim of this study is to present the experience acquired in a group of girls with CPP treated with triptorelin, and to analyze the auxological characteristics and diagnostic tests. MATERIAL AND METHODS An observational, retrospective study in a group of 60 girls with CPP was conducted between January 2010 and December 2017. Sociodemographic, auxological and hormonal data were recorded at diagnosis, and pelvic ultrasound and magnetic resonance imaging of the head were performed. Girls were treated with triptorelin and monitored after treatment discontinuation until menarche. RESULTS At treatment start, chronological age and bone age were 7.7±0.7 and 9.7±0.8 years respectively, and growth velocity was 8.3±1.6cm/year. Target height was 161.1±5.8cm. Peak LH level after stimulation was 16.6±12.1 IU/l. Ovarian volumes were greater than 3mL in 35% of cases. MRI of the head was pathological in seven girls (11.7%). At treatment completion, chronological age and bone age were 10.3±1.1 and 11.2±0.8 years respectively, and growth velocity was 4.7±1.4cm/year. At the age of menarche (11.9±0.9 years), height was 157.5±5.7cm. CONCLUSIONS Treatment of CPP with triptorelin appears to be beneficial. The possibility to block pubertal development and slow skeletal maturation allows patients to reach their target height. However, individualized auxological monitoring would be mandatory.
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Pan L, Liu G, Mao X, Li H, Zhang J, Liang H, Li X. Development of Prediction Models Using Machine Learning Algorithms for Girls with Suspected Central Precocious Puberty: Retrospective Study. JMIR Med Inform 2019; 7:e11728. [PMID: 30747712 PMCID: PMC6390190 DOI: 10.2196/11728] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2018] [Revised: 10/10/2018] [Accepted: 12/09/2018] [Indexed: 01/26/2023] Open
Abstract
Background Central precocious puberty (CPP) in girls seriously affects their physical and mental development in childhood. The method of diagnosis—gonadotropin-releasing hormone (GnRH)–stimulation test or GnRH analogue (GnRHa)–stimulation test—is expensive and makes patients uncomfortable due to the need for repeated blood sampling. Objective We aimed to combine multiple CPP–related features and construct machine learning models to predict response to the GnRHa-stimulation test. Methods In this retrospective study, we analyzed clinical and laboratory data of 1757 girls who underwent a GnRHa test in order to develop XGBoost and random forest classifiers for prediction of response to the GnRHa test. The local interpretable model-agnostic explanations (LIME) algorithm was used with the black-box classifiers to increase their interpretability. We measured sensitivity, specificity, and area under receiver operating characteristic (AUC) of the models. Results Both the XGBoost and random forest models achieved good performance in distinguishing between positive and negative responses, with the AUC ranging from 0.88 to 0.90, sensitivity ranging from 77.91% to 77.94%, and specificity ranging from 84.32% to 87.66%. Basal serum luteinizing hormone, follicle-stimulating hormone, and insulin-like growth factor-I levels were found to be the three most important factors. In the interpretable models of LIME, the abovementioned variables made high contributions to the prediction probability. Conclusions The prediction models we developed can help diagnose CPP and may be used as a prescreening tool before the GnRHa-stimulation test.
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Affiliation(s)
- Liyan Pan
- Institute of Pediatrics, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Guangjian Liu
- Institute of Pediatrics, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Xiaojian Mao
- Department of Genetics and Endocrinology, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Huixian Li
- Institute of Pediatrics, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Jiexin Zhang
- Institute of Pediatrics, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Huiying Liang
- Institute of Pediatrics, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Xiuzhen Li
- Department of Genetics and Endocrinology, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
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Yu HK, Liu X, Chen JK, Wang S, Quan XY. Pelvic Ultrasound in Diagnosing and Evaluating the Efficacy of Gonadotropin-Releasing Hormone Agonist Therapy in Girls With Idiopathic Central Precocious Puberty. Front Pharmacol 2019; 10:104. [PMID: 30804790 PMCID: PMC6378315 DOI: 10.3389/fphar.2019.00104] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2018] [Accepted: 01/25/2019] [Indexed: 11/13/2022] Open
Abstract
Background and Objective: Idiopathic central precocious puberty (ICPP) is characterized by early pubertal changes, the acceleration of growth velocity, and rapid bone maturation that often results in reduced adult height. Gonadotrophin-releasing hormone agonist (GnRHa) is currently considered to be an effective therapeutic agent. At present, GnRH stimulation test is adopted as a gold standard for the diagnosis of ICPP and the efficacy evaluation of GnRHa therapy. However, it is difficult to operate in practice due to the cumbersome procedures and multiple blood samples required. This study was conducted to establish the value of pelvic ultrasound in diagnosing ICPP and evaluating the efficacy of GnRHa therapy. Materials and Methods: One hundred and twenty-two girls with ICPP (ICPP group) were enrolled in the study. Pelvic ultrasound and levels of luteinizing hormone (LH) and follicle-stimulating hormone (FSH) were examined before and after GnRHa therapy for 3 months. Eighty normal prepubertal girls were enrolled as the control group. The difference in pelvic ultrasound parameters between the ICPP group before GnRHa therapy and the control group was compared by independent-sample t-test, while paired t-test for ICPP group before and after GnRHa therapy. Receiver operating characteristic (ROC) curve was used to explore the optimal pelvic ultrasound parameters for diagnosing ICPP. Pearson correlation analysis was performed between the pelvic ultrasound parameters and serum sexual hormone level. Results: The pelvic ultrasound parameters (length of the uterine body, anteroposterior diameter of the uterine body, transverse diameter of the uterine body, volume of the uterine body, uterine body-cervix ratio, length of the ovary, transverse diameter of the ovary, anteroposterior diameter of the ovary, volume of the ovary, number of increased follicles and maximum diameter of the follicle) in the ICPP group before GnRHa therapy were significantly larger than those of the control group (P < 0.05). All the above pelvic ultrasound parameters in the ICPP group were significantly decreased after GnRHa therapy compared with those before treatment (P < 0.05). The volume of the uterine body had the largest area under the ROC curve in differentiating between patients with ICCP and the control group. Pelvic ultrasound parameters were significantly correlated with serum sexual hormone levels (P < 0.05). Conclusion: This study indicates pelvic ultrasound is a simple and reliable tool to diagnose ICPP and evaluates the efficacy of GnRHa therapy by dynamically observing the morphology of internal genitalia. The volume of uterine body was the best ultrasound parameter to distinguish patients with ICPP from normal girls.
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Affiliation(s)
- Hong-Kui Yu
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, China.,Department of Ultrasonography, Shenzhen Children's Hospital, Shenzhen, China
| | - Xiao Liu
- Department of Ultrasonography, Shenzhen Children's Hospital, Shenzhen, China
| | - Jia-Kun Chen
- Department of Ultrasonography, Shenzhen Children's Hospital, Shenzhen, China
| | - Shan Wang
- Department of Ultrasonography, Shenzhen Children's Hospital, Shenzhen, China
| | - Xian-Yue Quan
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Abstract
Premature thelarche is a benign condition that affects young girls and may be interpreted as a sign of central precocious puberty (CPP). Parental concern is common when breast development is noted in a young girl. It is important to differentiate premature thelarche from CPP, as the latter is a more serious disorder that may affect final adult height and menarcheal age, and may have psychological implications as well. Distinguishing between the two conditions clinically may help the patients avoid unnecessary testing. Pediatricians can play a pivotal role by providing reassurance to families and helping alleviate parental anxiety. This article reviews the clinical presentation of premature thelarche, its usual course, and implications. [Pediatr Ann. 2018;47(1):e12-e15.].
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Abstract
Central precocious puberty (CPP) is characterized by the same biochemical and physical features as normally timed puberty but occurs at an abnormally early age. Most cases of CPP are seen in girls, in whom it is usually idiopathic. In contrast, ~50% of boys with CPP have an identifiable cause. The diagnosis of CPP relies on clinical, biochemical, and radiographic features. Untreated, CPP has the potential to result in early epiphyseal fusion and a significant compromise in adult height. Thus, the main goal of therapy is preservation of height potential. The gold-standard treatment for CPP is gonadotropin-releasing hormone (GnRH) analogs (GnRHa). Numerous preparations with a range of delivery systems and durations of action are commercially available. While the outcomes of patients treated for CPP have generally been favorable, more research about the psychological aspects, optimal monitoring, and long-term effects of all forms of GnRHa treatment is needed. Several potential therapeutic alternatives to GnRHa exist and await additional investigation.
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Hagen CP, Mouritsen A, Mieritz MG, Tinggaard J, Wohlfahrt-Veje C, Fallentin E, Brocks V, Sundberg K, Jensen LN, Juul A, Main KM. Uterine volume and endometrial thickness in healthy girls evaluated by ultrasound (3-dimensional) and magnetic resonance imaging. Fertil Steril 2015; 104:452-9.e2. [DOI: 10.1016/j.fertnstert.2015.04.042] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2015] [Revised: 04/23/2015] [Accepted: 04/23/2015] [Indexed: 12/27/2022]
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Uçar A, Yackobovitch-Gavan M, Erol OB, Yekeler E, Saka N, Baş F, Poyrazoğlu S, Bundak R, Darendeliler F. Associations of size at birth and postnatal catch-up growth status with clinical and biomedical characteristics in prepubertal girls with precocious adrenarche: preliminary results. J Clin Endocrinol Metab 2014; 99:2878-86. [PMID: 24708094 DOI: 10.1210/jc.2013-3144] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
CONTEXT The causes of polycystic ovarian syndrome (PCOS) in girls with precocious adrenarche (PA) remain unclear. OBJECTIVE Our goal was to compare the clinical, biochemical, and ultrasound characteristics of girls with PA whose size at birth was appropriate for gestational age (AGA) vs those born small for gestational age (SGA). PCOS-associated metabolic and morphological correlates were examined. DESIGN Glucose tolerance, ACTH stimulation, and transabdominal ultrasounds were examined in 56 AGA and 31 SGA girls with PA. Bone age and hormonal profiles were determined. SGA girls were divided into 2 groups by catch-up growth (CUG) status. Subgroups were compared. RESULTS Chronological age, Tanner stage for pubarche, ovarian volume, and uterine volume were similar between the groups. SGA girls had lower body mass index and higher bone age-adjusted post-corticotropin cortisol. We found increased body mass index-adjusted mean serum insulin, reduced insulin sensitivity, and reduced IGF-binding protein-1 in SGA girls. Multicystic ovaries were more common in SGA girls (odds ratio [OR] = 9.69, 95% confidence interval [CI] = 3.34-28.15; P < .001). SGA girls without CUG had a higher incidence of multicystic ovaries than CUG counterparts (OR = 8.4, 95% CI = 1.4-19.3; P = .027). Being born SGA (OR = 43.4, 95% CI = 6.9-84.7; P = .001] and exaggerated 17-hydroxyprogesterone response (OR = 15.8, 95% CI = 1.7-49.8; P = .015) were associated with multicystic ovaries. CONCLUSIONS Significant differences in hormone levels, insulin sensitivity, and ovarian maturity were found in prepubertal girls with PA who were SGA. Longitudinal follow-up will help determine whether these factors contribute to a specific PCOS phenotype in SGA girls with PA.
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MESH Headings
- Birth Weight/physiology
- Body Size
- Child
- Child Development
- Diabetes Mellitus, Type 2/complications
- Diabetes Mellitus, Type 2/diagnostic imaging
- Diabetes Mellitus, Type 2/epidemiology
- Diabetes Mellitus, Type 2/physiopathology
- Female
- Humans
- Infant, Newborn/growth & development
- Infant, Small for Gestational Age/growth & development
- Pelvis/diagnostic imaging
- Polycystic Ovary Syndrome/diagnostic imaging
- Polycystic Ovary Syndrome/epidemiology
- Polycystic Ovary Syndrome/etiology
- Puberty, Precocious/complications
- Puberty, Precocious/diagnostic imaging
- Puberty, Precocious/epidemiology
- Puberty, Precocious/physiopathology
- Risk Factors
- Ultrasonography
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Affiliation(s)
- Ahmet Uçar
- Department of Pediatrics (A.U., O.B.E., E.Y., N.S., F.B., S.P., R.B., F.D.), Division of Growth-Development, Pediatric Endocrinology, and Diabetes, Istanbul Faculty of Medicine, Istanbul University, 34093 Istanbul, Turkey; and Schneider Children's Medical Center of Israel (M.Y.-G.), Tel-Aviv University, 49202 Tel Aviv, Israel
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Uçar A, Erol OB, Yekeler E, Yildiz I, Bozlak S, Saka N, Baş F, Poyrazoğlu Ş, Bundak R, Kubat Uzum A, Gul N, Darendeliler F. Pelvic ultrasound findings in prepubertal girls with precocious adrenarche born appropriate for gestational age. Clin Endocrinol (Oxf) 2014; 80:699-705. [PMID: 24237181 DOI: 10.1111/cen.12355] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2013] [Revised: 07/21/2013] [Accepted: 10/04/2013] [Indexed: 11/27/2022]
Abstract
BACKGROUND Precocious adrenarche (PA) refers to the clinical onset of excess androgen in girls before the age of 8. It is associated with an increased risk of functional ovarian hyperandrogenism after puberty. PA may be associated with polycystic ovary syndrome (PCOS). We compared pelvic ultrasound (US) findings of girls with PA born appropriate for gestational age (AGA) to healthy body mass index (BMI)-matched peers to determine whether US findings in AGA-born PA girls are associated with PCOS antecedents. SUBJECTS AND METHODS We conducted a cross-sectional study on 56 AGA-born girls with PA (6·9 ± 0·6 years) and 33 BMI-matched prepubertal AGA-born peers (7·1 ± 1·0 years). Hormonal data, homeostasis model assessment of insulin resistance (HOMA-IR), insulin sensitivity index (ISIcomp ) and pelvic US findings were compared. Associations of pelvic US findings with clinical and metabolic data were investigated. RESULTS Precocious adrenarche girls had greater height and bone age-adjusted uterine length (UL; P = 0·01) and UL standard deviation score (SDS) (P = 0·02) than BMI-matched peers. Mean ovarian volume (MOV), MOV SDS, uterine volume, uterine cross-sectional area and ovarian morphology were similar between the groups (P > 0·05). MOV and MOV SDS correlated with ISIcomp (r = -0·683, P < 0·001; r = -0·760, P < 0·001; respectively). Correlations of pelvic US findings with other biochemical data did not reach significance (P > 0·05). Multivariate regression analysis revealed that in girls with PA, ISIcomp had the most significant effect on MOV SDS (R(2) = 0·731, β = -4·784, P = 0·001). CONCLUSIONS Appropriate for gestational age-born PA girls have greater UL measurements than AGA-born BMI-matched peers. In AGA-born girls with PA, decreasing insulin sensitivity is strongly and independently associated with an increase in MOV. Longitudinal follow-up of our cohort after menarche will allow us to establish how many AGA-born girls with PA will ultimately develop PCOS.
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Affiliation(s)
- Ahmet Uçar
- Division of Paediatric Endocrinology and Diabetes, Department of Paediatrics, Istanbul Faculty of Medicine, Istanbul University, Istanbul, Turkey
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Mazgaj M. Sonography of abdominal organs in precocious puberty in girls. J Ultrason 2013; 13:418-24. [PMID: 26673282 PMCID: PMC4579676 DOI: 10.15557/jou.2013.0044] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2013] [Revised: 11/25/2013] [Accepted: 11/29/2013] [Indexed: 11/22/2022] Open
Abstract
Precocious puberty constitutes a significant clinical problem due to psychological implications and health concerns as well as consequences associated with girls' fertility. Self-acceptance, peer approval, early motherhood and future fertility - these are only a few issues associated with puberty, the disorders of which may have a negative influence on personality and health. The role of imaging is to determine the causes of early activation of the puberty process, to identify lesions responsible for abnormal sex hormone production and those which are the result of underlying hormonal disorders as well as to diagnose the processes which only mimic symptoms of precocious puberty. Out of all available imaging methods, sonography, thanks to its safety, availability and low cost, seems to be the best method to assess the breasts and internal organs of patients manifesting symptoms of precocious puberty both in early diagnosis and follow-up examinations. Apart from the technique of performing ultrasound examinations, the paper also explains its role in precocious puberty in girls, describes correct parameters of the organs which play the most significant role in the process of puberty as well as presents the features of changes responsible for or resulting from hormonal disorders.
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Affiliation(s)
- Maciej Mazgaj
- Zakład Diagnostyki Obrazowej, Dziecięcy Szpital Kliniczny w Lublinie, Lublin, Polska
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