Abstract
The aim was to develop a model to predict the adult height (AH) of idiopathic central precocious puberty (ICPP) girls who underwent gonadotropin-releasing hormone analog (GnRHa) treatment. Data analysis included 258 girls with ICPP. Among them, 101 girls who reached final AH (FAH) with GnRHa treatment were analyzed to verify three previous prediction models and develop a unique model based on multiple linear regression. The control group consisted of 41 untreated ICPP girls. Moreover, 116 girls treated with GnRHa who almost attained FAH were included for external validation. Based on our cohorts, all of the three previously published models underestimated the FAH with an R of 0.667, 0.793, and 0.664. The AH prediction model was built as follows: Calculated AH (cm) = 1.89630 * Height SDS + 2.29927 * Height SDS for bone age + 0.40776 * Target height + 100.16684 (R2 = 0.66 and adjusted R2 = 0.65). Internal validation showed a mean root mean squared error (RMSE) of 2.16 cm and a mean absolute error (MAE) of 1.64 cm. External validation showed that a significant error (> 1 SD) appeared only in 7 of 116 girls (6.0%). The model is displayed on the website: http://cpppredict.shinyapps.io/dynnomapp.
Conclusion: A model for predicting the AH of girls with ICPP was developed incorporating the variables of height SDS, height SDS for bone age, and target height. The internal and external validation ensures an appropriate degree of discrimination and calibration of the prediction model.
What is Known: • Uncertainty prevails as how to predict the adult height of patients with central precocious puberty following gonadotropin-releasing hormone analog treatment. • Previous models for predicting adult height of girls with idiopathic central precocious puberty have not been proven translational to the Chinese population. | |
What is New: • This study develops a new model for predicting the adult height of idiopathic central precocious puberty girls who underwent gonadotropin-releasing hormone analog treatment. • The internal and external validation assures a good degree of discrimination and calibration of the prediction model in this study. |
Similar content being viewed by others
Data availability
The data sets generated and analyzed during the current study are not publicly available but are available from the corresponding author on reasonable request.
References
Kletter GB, Klein KO, Wong YY (2015) A pediatrician’s guide to central precocious puberty. Clin Pediatr (Phila) 54:414–424. https://doi.org/10.1177/0009922814541807
Kumar M, Mukhopadhyay S, Dutta D (2015) Challenges and controversies in diagnosis and management of gonadotropin dependent precocious puberty: an Indian perspective. Indian J Endocrinol Metab 19:228–235. https://doi.org/10.4103/2230-8210.149316
Luo X, Liang Y, Hou L, Wu W, Ying Y, Ye F (2021) Long-term efficacy and safety of gonadotropin-releasing hormone analog treatment in children with idiopathic central precocious puberty: a systematic review and meta-analysis. Clin Endocrinol (Oxf) 94:786–796. https://doi.org/10.1111/cen.14410
Latronico AC, Brito VN, Carel JC (2016) Causes, diagnosis, and treatment of central precocious puberty. Lancet Diabetes Endocrinol 4:265–274. https://doi.org/10.1016/S2213-8587(15)00380-0
Pienkowski C, Tauber M (2016) Gonadotropin-releasing hormone agonist treatment in sexual precocity. Endocr Dev 29:214–229. https://doi.org/10.1159/000438893
Gyon Y, Yun YJ, Kim YD, Han HS (2015) Age at menarche and near final height after treatment with gonadotropin-releasing hormone agonist alone or combined with growth hormone in Korean girls with central precocious puberty. Clin Pediatr Endocrinol 24:175–183. https://doi.org/10.1297/cpe.24.175
Guaraldi F, Beccuti G, Gori D, Ghizzoni L (2016) Management of endocrine disease: long-term outcomes of the treatment of central precocious puberty. Eur J Endocrinol 174:R79-87. https://doi.org/10.1530/EJE-15-0590
Mul D, Oostdijk W, Otten BJ, Rouwé C, Jansen M, Delemarre-van de Waal HA, Waelkens JJ, Drop SL (2000) Final height after gonadotrophin releasing hormone agonist treatment for central precocious puberty: the Dutch experience. J Pediatr Endocrinol Metab 13:765–772. https://doi.org/10.1515/jpem.2000.13.s1.765
Partsch CJ, Heger S, Sippell WG (2000) Treatment of central precocious puberty: lessons from a 15 years prospective trial. German Decapeptyl Study Group. J Pediatr Endocrinol Metab 13:747–758. https://doi.org/10.1515/jpem.2000.13.s1.747
Lazar L, Padoa A, Phillip M (2007) Growth pattern and final height after cessation of gonadotropin-suppressive therapy in girls with central sexual precocity. J Clin Endocrinol Metab 92:3483–3489. https://doi.org/10.1210/jc.2007-0321
Cheuiche AV, da Silveira LG, de Paula LCP, Lucena IRS, Silveiro SP (2021) Diagnosis and management of precocious sexual maturation: an updated review. Eur J Pediatr 180:3073–3087. https://doi.org/10.1007/s00431-021-04022-1
Bangalore Krishna K, Fuqua JS, Rogol AD et al (2019) Use of gonadotropin-releasing hormone analogs in children: update by an International Consortium. Horm Res Paediatr 91:357–372. https://doi.org/10.1159/000501336
Kletter GB, Kelch RP (1994) Clinical review 60: effects of gonadotropin-releasing hormone analog therapy on adult stature in precocious puberty. J Clin Endocrinol Metab 79:331–334. https://doi.org/10.1210/jcem.79.2.8045943
Pasquino AM, Pucarelli I, Accardo F, Demiraj V, Segni M, Di Nardo R (2008) Long-term observation of 87 girls with idiopathic central precocious puberty treated with gonadotropin-releasing hormone analogs: impact on adult height, body mass index, bone mineral content, and reproductive function. J Clin Endocrinol Metab 93:190–195. https://doi.org/10.1210/jc.2007-1216
Magiakou MA, Manousaki D, Papadaki M et al (2010) The efficacy and safety of gonadotropin-releasing hormone analog treatment in childhood and adolescence: a single center, long-term follow-up study. J Clin Endocrinol Metab 95:109–117. https://doi.org/10.1210/jc.2009-0793
Chu ZL, Jiang H, Wu Q (2021) Effect of gonadotropin-releasing hormone analogue treatment in improving final adult height of children with central precocious puberty or early and fast puberty: a Meta analysis. Zhongguo Dang Dai Er Ke Za Zhi 23:1161–1168. https://doi.org/10.7499/j.issn.1008-8830.2108078
Carel JC, Roger M, Ispas S, Tondu F, Lahlou N, Blumberg J, Chaussain JL (1999) Final height after long-term treatment with triptorelin slow release for central precocious puberty: importance of statural growth after interruption of treatment. French study group of Decapeptyl in Precocious Puberty. J Clin Endocrinol Metab 84:1973–1978. https://doi.org/10.1210/jcem.84.6.5647
Soriano-Guillén L, Argente J (2019) Central precocious puberty, functional and tumor-related. Best Pract Res Clin Endocrinol Metab 33:101262. https://doi.org/10.1016/j.beem.2019.01.003
Giabicani E, Lemaire P, Brauner R (2015) Models for predicting the adult height and age at first menstruation of girls with idiopathic central precocious puberty. PLoS One 10:e0120588. https://doi.org/10.1371/journal.pone.0120588
Lemaire P, Duhil de Bénazé G, Mul D, Heger S, Oostdijk W, Brauner R (2018) A mathematical model for predicting the adult height of girls with idiopathic central precocious puberty: a European validation. PLoS One 13:e0205318. https://doi.org/10.1371/journal.pone.0205318
Subspecialty Group of Endocrinologic, Hereditary and Metabolic Diseases, the Society of Pediatrics, Chinese Medical Association; Editorial Board, Chinese Journal of Pediatrics (2015) Consensus statement For the diagnosis and treatment of central precocious puberty (2015). Zhonghua Er Ke Za Zhi 53:412–418
Collins GS, Reitsma JB, Altman DG, Moons KG (2015) Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD statement. BMJ 350:g7594. https://doi.org/10.1136/bmj.g7594
Lazar L, Meyerovitch J, de Vries L, Phillip M, Lebenthal Y (2009) Height and weight standardized growth charts for Chinese children and adolescents aged 0 to 18 years. Zhonghua Er Ke Za Zhi 47:487–492
Satitpatanapan P, Jaruratanasirikul S, Sriplung H (2020) Menstrual cycle, reproductive function, body mass index, and metabolic profiles of women with former central precocious puberty: 10–20-year longitudinal cohort study in southern Thailand. J Pediatr Endocrinol Metab 33:933–940. https://doi.org/10.1515/jpem-2020-0019
Lazar L, Lebenthal Y, Yackobovitch-Gavan M, Shalitin S, de Vries L, Phillip M, Meyerovitch J (2015) Treated and untreated women with idiopathic precocious puberty: BMI evolution, metabolic outcome, and general health between third and fifth decades. J Clin Endocrinol Metab 100:1445–1451. https://doi.org/10.1210/jc.2014-3748
Franceschi R, Gaudino R, Marcolongo A, Gallo MC, Rossi L, Antoniazzi F, Tatò L (2010) Prevalence of polycystic ovary syndrome in young women who had idiopathic central precocious puberty. Fertil Steril 93:1185–1191. https://doi.org/10.1016/j.fertnstert.2008.11.016
Karavani G, Chill HH, Schachter-Safrai N, Lomnitz G, Gillis D, Bauman D (2021) Gonadotropin releasing hormone analogue treatment of central precocious puberty is not associated with altered prevalence of polycystic ovary syndrome: a single center cohort study. Clin Diabetes Endocrinol 7:14. https://doi.org/10.1186/s40842-021-00129-4
Acknowledgements
The authors gratefully acknowledge all the patients included in this study.
Funding
This study was supported by grants from the self-selected topic of Fuzhou Children’s Hospital of Fujian Medical University (YJ-2021–01).
Author information
Authors and Affiliations
Contributions
W.W. contributed to the data analyses and drafted the manuscript. X.Z. and Y.C. contributed to the data acquisition. X.Y. and Y.Z. contributed to the clinical evaluation of participants. R.C. contributed to the conception of this manuscript. All the authors were involved in writing the paper and had final approval of the submitted version.
Corresponding author
Ethics declarations
Ethics approval
This study was conducted following the ethical standards of Fuzhou Children's Hospital of Fujian Medical University Committee on Human Research (Ethics Approval Number: 2021–18).
Consent to participate
Verbal informed consent was obtained prior to the interview.
Competing interests
The authors declare no competing interests.
Additional information
Communicated by Peter de Winter.
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Wu, W., Zhu, X., Chen, Y. et al. Development and validation of a model for predicting the adult height of girls with idiopathic central precocious puberty. Eur J Pediatr 182, 1627–1635 (2023). https://doi.org/10.1007/s00431-023-04842-3
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00431-023-04842-3