Medical resource use and costs related to central precocious puberty: a retrospective cohort study

Identification and Optimization of Contributing Factors for Precocious Puberty by Machine/Deep Learning Methods in Chinese Girls

BACKGROUND AND OBJECTIVES

As the worldwide secular trends are toward earlier puberty, identification of contributing factors for precocious puberty is critical. We aimed to identify and optimize contributing factors responsible for onset of precocious puberty via machine learning/deep learning algorithms in girls.

METHODS

A cross-sectional study was performed among girls aged 6-16 years from 26 schools in Beijing based on a cluster sampling method. Information was gleaned online via questionnaires. Machine/deep learning algorithms were performed using Python language (v3.7.6) on PyCharm platform.

RESULTS

Of 11308 students enrolled, there are 5527 girls, and 408 of them had experienced precocious puberty. Training 13 machine learning algorithms revealed that gradient boosting machine (GBM) performed best in predicting precocious puberty. By comparison, six top factors including maternal age at menarche, paternal body mass index (BMI), waist-to-height ratio, maternal BMI, screen time, and physical activity were sufficient in prediction performance, with accuracy of 0.9530, precision of 0.9818, and area under the receiver operating characteristic curve (AUROC) of 0.7861. The performance of the top six factors was further validated by deep learning sequential model, with accuracy reaching 92.9%.

CONCLUSIONS

We identified six important factors from both parents and girls that can help predict the onset of precocious puberty among Chinese girls.

Is surgery effective for treating hypothalamic hamartoma causing isolated central precocious puberty? A systematic review

The aim of this review was to determine the role of surgery in treating hypothalamic hamartoma (HH) causing isolated central precocious puberty (CPP). Literature review was done according to Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Patients with isolated CPP due to HH, managed with surgical resection, were included. We found 33 studies, reporting 103 patients (76 pedunculated, 27 sessile). Patients were considered "cured" if the symptoms of PP had regressed and the hormone profile had normalized after surgery. Indications for surgery included hamartoma deemed surgically resectable (n-12), for the purpose of tissue diagnosis (n-3), partial response/failure of preoperative therapy (n-9), and unable to afford/to avoid long-term medical therapy (n-7). The extent of resection was total (TR) (n-39), near total/subtotal (NTR/STR) (n-20), partial (PR) (n-35), or unspecified (n-9). On follow-up (range: 3 months-16 years), 73.6% (56/76) of patients with pedunculated HH were cured, while 17.1% (13/76) had partial relief. Only 3/27 (11.1%) of patients with sessile HH were cured. All patients with a pedunculated hamartoma who underwent TR (n=36) improved, with 88.88% cured of the symptoms. Surgery had no effect in 17/23 (73.9%) patients with sessile HH who underwent PR. Psychological symptoms improved in 10/11 patients. There was no mortality. Permanent complications, in the form of 3rd nerve palsy, occurred in 3.7% (2/54) of the patients. To conclude, in the current era of availability of GnRH analogs, surgical resection in a subset of patients may be acceptable especially for small pedunculated hamartomas.

Treatment patterns, health resource utilization and costs among central precocious puberty patients treated with leuprolide or histrelin: an examination of the commercial and Medicaid populations

Aims: To compare treatment duration, healthcare resource utilization (HRU), and direct healthcare costs between patients with central precocious puberty (CPP) treated with leuprolide or histrelin, and between patients with Medicaid or commercial insurance. This information is important as it affects treatment choice and outcomes.Materials and methods: This retrospective cohort study identified commercial and Medicaid-insured CPP patients ≤12-years-old who were diagnosed between 1 January 2010 and 30 September 2014 and had ≥1 prescription for leuprolide or histrelin (first prescription = index date). Treatment patterns were measured for the duration of available data; whereas, all-cause and disease-monitoring HRU and all-cause costs were compared between treatment groups for the year following treatment initiation. Multivariable analysis was used to adjust healthcare costs for differences in baseline patient characteristics.Results: A total of 1,177 commercially-insured (907 leuprolide and 270 histrelin) and 658 Medicaid-insured (613 leuprolide and 45 histrelin) patients were identified. Mean age at treatment initiation ranged from 7.5-8.5-years-old, 11.1-20.5% of patients were male, and the mean treatment duration was over one year. Commercially-insured patients treated with histrelin used more services in general than those treated with leuprolide but had fewer office visits. Healthcare service utilization was similar between Medicaid-insured treatment groups. In both payer populations, costs were similar.Limitations: The number of Medicaid-insured patients who received a histrelin implant was low, and this may make the findings more sensitive to influence by outliers.Conclusions: Mean overall healthcare costs were similar between CPP patients treated with leuprolide and those treated with histrelin. Medicaid patients generally received less testing and were less likely to receive specialist care. Patients treated with histrelin had fewer office visits but also had a shorter overall treatment.

Health Care Utilization and Economic Burden in Patients with Central Precocious Puberty: An Assessment of the Commercially Insured and Medicaid Populations

BACKGROUND

Central precocious puberty (CPP), early onset of puberty caused by the premature activation of the hypothalamic-pituitary-gonadal axis, is a rare disease affecting children of both sexes. There is limited evidence that quantifies the economic burden of CPP.

OBJECTIVE

To characterize the health care resource utilization (HRU) and costs among patients with CPP who were treated with gonadotropinreleasing hormone (GnRH) agonists, for those insured commercially and with Medicaid.

METHODS

Eligible CPP patients for this retrospective cohort analysis were aged ≤ 12 years; were diagnosed between January 1, 2010, and September 30, 2014; and had at least 1 prescription for an FDA-approved GnRH agonist: leuprolide or histrelin (first prescription = index date). CPP patients had to be continuously enrolled in the MarketScan Commercial or Medicaid Database for at least 12 months before and after the index date. Control patients were randomly selected from all eligible non-CPP patients and N:1 matched on demographic characteristics with up to 20 controls per case. Clinical comorbidities, HRU, and costs were compared between study cohorts. Health care costs were examined via multivariable analysis to adjust for baseline differences between patients and controls. Treatment patterns among CPP patients were also characterized.

RESULTS

There were 1,236 CPP patients and 24,206 controls with commercial insurance and 673 CPP patients and 11,965 controls with Medicaid insurance who met the inclusion criteria. Across payers, the mean age of CPP patients ranged from 7.6 years (Medicaid) to 8.5 (commercial), and 80%-87% were female. The mean observed duration (SD) of treatment with any approved GnRH agonist was 1.51 (0.98) years for commercial patients and 1.22 (1.04) for Medicaid patients. The mean age of discontinuation among patients who ceased GnRH agonist treatment ranged from 8.7 to 9.6 years. In the first year post-index, CPP patients had a greater number of unique diagnosis codes, unique medications, and comorbid conditions than controls. They also had significantly higher all-cause and diseasemonitoring related HRU. After adjusting for baseline characteristics, CPP patients with Medicaid insurance spent 6.42 times more ($16,768 [$31,460] vs. $2,610 [$4,897]), and patients with commercial insurance spent 12.25 times more ($19,940 [$20,132] vs. $1,628 [$1,645]) on health care in the year following treatment initiation than matched controls.

CONCLUSIONS

Patients with CPP have substantially more comorbidities and greater HRU and costs than their non-CPP peers.

DISCLOSURES

All funding for this study was provided by AbbVie, which participated in analysis and interpretation of data, drafting, reviewing, and approving the publication. All authors contributed to the development of the publication and maintained control over the final content. Soliman and Grubb are employed by AbbVie and hold stock in AbbVie. Bonafede and Nelson are employed by IBM Watson Health, which received funding from AbbVie to conduct this study. Klein is a paid consultant of AbbVie but was not compensated for any work on development of this manuscript for publication. Portions of this work were presented at Pediatric Academic Societies (PAS) 2018 Meeting, May 5-8, 2018, in Toronto, Canada, as a poster presentation titled "Examination of Economic Burden Among Commercially Insured Patients with Central Precocious Puberty (CPP)."

COMPARATIVE EFFICACY AND SAFETY OF THREE CURRENT CLINICAL TREATMENTS FOR GIRLS WITH CENTRAL PRECOCIOUS PUBERTY: A NETWORK META-ANALYSIS

Objective: The optimal treatment for girls with central precocious puberty (CPP) is unknown. We conducted a network meta-analysis to evaluate the efficacy and safety of existing treatments to provide credible clinical guidelines. Methods: We compared gonadotropin-releasing hormone analogue (GnRHa) therapy, GnRHa plus growth hormone (GH) combination therapy, and no-treatment therapy for girls with CPP by performing an electronic search for studies in PubMed, Embase, Chinese National Knowledge Infrastructure databases, and Wanfang Data from their inception until September 30, 2018. Six outcomes, including bone maturation ratio, final height, final height compared with target height, growth velocity, height gain, and gain in predicted adult height (ΔPAH), were expressed as the mean difference with 95% confidence interval. The surface under the cumulative ranking curve (SUCRA) value illustrated the rank probability of each treatment under different outcomes. Results: Twenty-two studies with 1,268 patients were included. GnRHa plus GH had the best performance on final height, final height compared with target height, growth velocity, height gain, and ΔPAH, with the highest SUCRA values of 0.919, 0.975, 0.909, 0.999, and 0.957, respectively. For bone maturation ratio, GnRHa ranked the highest, with a SUCRA value of 0.663. No severe adverse effects were reported. Conclusion: For girls with CPP, GnRHa plus GH had the highest probability of being the optimal therapy for improving final height, and no severe adverse effects were reported. Abbreviations: BMI = body mass index; CI = confidence interval; CPP = central precocious puberty; GH = growth hormone; GnRHa = gonadotropin-releasing hormone analogue; HPG = hypothalamic-pituitary-gonadal; LH = luteinizing hormone; NMA = network meta-analysis; PAH = predicted adult height; PCOS = polycystic ovary syndrome; RCT = randomized controlled trial; SUCRA = surface under the cumulative ranking curve.

Maternal viral mimetic administration at the beginning of fetal hypothalamic nuclei development accelerates puberty in female rat offspring

This study aimed to investigate the effects of maternal viral infection during a critical time window of fetal hypothalamic development on timing of puberty in the female offspring. For that purpose, a viral mimetic (i.e., synthetic double-strand RNA, namely, polyinosinic–polycytidylic acid, poly (I:C)) or saline was injected (i.p.) to the pregnant rats during the beginning (day 12 of pregnancy, n = 5 for each group) or at the end of this time window (day 14 of pregnancy, n = 5 for each group). Four study groups were formed from the female pups (n = 9–10 pups/group). Following weaning of pups, vaginal opening and vaginal smearing was studied daily until 2 sequential estrous cycles were observed. During the second diestrus phase, blood samples were taken for progesterone, leptin, corticosterone, follicle-stimulating hormone, and luteinizing hormone. Maternal poly (I:C) injection on day 12 of pregnancy increased body mass and reduced the time to puberty in the female offspring. Neither poly (I:C) nor timing of injection affected other parameters studied (p > 0.05). It has been shown for the first time that maternal viral infection during the beginning of fetal hypothalamic development might hasten puberty by increasing body mass in rat offspring.