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Spataru A, van Dommelen P, Arnaud L, Le Masne Q, Quarteroni S, Koledova E. Use of machine learning to identify patients at risk of sub-optimal adherence: study based on real-world data from 10,929 children using a connected auto-injector device. BMC Med Inform Decis Mak 2022; 22:179. [PMID: 35794586 PMCID: PMC9261072 DOI: 10.1186/s12911-022-01918-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2021] [Accepted: 05/31/2022] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Our aim was to develop a machine learning model, using real-world data captured from a connected auto-injector device and from early indicators from the first 3 months of treatment, to predict sub-optimal adherence to recombinant human growth hormone (r-hGH) in patients with growth disorders. METHODS Adherence to r-hGH treatment was assessed in children (aged < 18 years) who started using a connected auto-injector device (easypod™), and transmitted injection data for ≥ 12 months. Adherence in the following 3, 6, or 9 months after treatment start was categorized as optimal (≥ 85%) versus sub-optimal (< 85%). Logistic regression and tree-based models were applied. RESULTS Data from 10,929 children showed that a random forest model with mean and standard deviation of adherence over the first 3 months, infrequent transmission of data, not changing certain comfort settings, and starting treatment at an older age was important in predicting the risk of sub-optimal adherence in the following 3, 6, or 9 months. Sensitivities ranged between 0.72 and 0.77, and specificities between 0.80 and 0.81. CONCLUSIONS To the authors' knowledge, this is the first attempt to integrate a machine learning model into a digital health ecosystem to help healthcare providers to identify patients at risk of sub-optimal adherence to r-hGH in the following 3, 6, or 9 months. This information, together with patient-specific indicators of sub-optimal adherence, can be used to provide support to at-risk patients and their caregivers to achieve optimal adherence and, subsequently, improve clinical outcomes.
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Affiliation(s)
- Amalia Spataru
- Swiss Data Science Center, ETH Zürich and EPFL, Zürich, Switzerland
| | - Paula van Dommelen
- The Netherlands Organization for Applied Scientific Research TNO, P.O. Box 2215, 2301 CE, Leiden, The Netherlands.
| | - Lilian Arnaud
- Connected Health and Devices, Global Healthcare Operations, Ares Trading S.A., An Affiliate of Merck KGaA, Eysins, Switzerland
| | - Quentin Le Masne
- Connected Health and Devices, Global Healthcare Operations, Ares Trading S.A., An Affiliate of Merck KGaA, Eysins, Switzerland
| | | | - Ekaterina Koledova
- Global Medical Affairs Cardiometabolic & Endocrinology, Merck Healthcare KGaA, Darmstadt, Germany
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Huh K, Nah WH, Xu Y, Park MJ, Gye MC. Effects of Recombinant Human Growth Hormone on the Onset of Puberty, Leydig Cell Differentiation, Spermatogenesis and Hypothalamic KISS1 Expression in Immature Male Rats. World J Mens Health 2021; 39:381-388. [PMID: 33474850 PMCID: PMC7994663 DOI: 10.5534/wjmh.200152] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Revised: 09/25/2020] [Accepted: 11/09/2020] [Indexed: 11/17/2022] Open
Abstract
Purpose Recombinant human growth hormone (rhGH) has been used to treat short stature and rhGH-related syndromes. However, there are concerns that rhGH-treatment may cause precocious puberty. We investigated the effects of rhGH-treatment on the puberty onset, sexual maturation, androgen production, and hypothalamic gene expression in prepubertal male rats. Materials and Methods Sprague-Dawley male rats were injected subcutaneously daily with 1 or 2 IU/kg/d rhGH or 0.1 mL saline from postnatal day (PND) 21 to 30. At PND 31 bodyweight, reproductive organs weight, preputial separation, testis histology, circulating testosterone, and expression of testicular steroidogenic pathway genes and hypothalamic Kiss1 were examined. Results By day 4 of injection bodyweights of rhGH groups were significantly higher than those of controls. rhGH 2 IU group showed earlier preputial separation compared to the control group. At PND 31, the weights of testes, epididymides, seminal vesicles, prostates, and preputial glands of the 2 IU-rhGH group were significantly higher than control group. Serum testosterone levels of the 2 IU-rhGH group were significantly higher than control group. Testicular steroidogenic pathway gene Hsd17b3 and Nr5a1 mRNA and cell counts and areas of Leydig cells in rhGH groups were significantly higher than control group, suggesting functional differentiation of Leydig cells. Hypothalamic Kiss1 mRNA levels of the 1 IU-rhGH group were significantly lower than control group, suggesting negative feedback of Kiss1 by elevated testosterone. Conclusions Prepubertal rhGH-treatment in male rats may induce early onset of puberty, sexual maturation, elevation of testosterone, and spermatogenesis, and accompanies downregulation of hypothalamic KISS1.
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Affiliation(s)
- Kyoung Huh
- Department of Pediatrics, Inje University Sanggye Paik Hospital, Seoul, Korea
| | - Won Heun Nah
- Department of Life Science and Institute for Natural Sciences, College of Natural Sciences, Hanyang University, Seoul, Korea
| | - Yang Xu
- Department of Life Science and Institute for Natural Sciences, College of Natural Sciences, Hanyang University, Seoul, Korea
| | - Mi Jung Park
- Department of Pediatrics, Inje University Sanggye Paik Hospital, Seoul, Korea.
| | - Myung Chan Gye
- Department of Life Science and Institute for Natural Sciences, College of Natural Sciences, Hanyang University, Seoul, Korea.
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Cho SM, Lee SH, Lee D, Lee JH, Chang GT, Kim H, Lee JY. The Korean herbal formulation Yukmijihwangtang stimulates longitudinal bone growth in animal models. BMC COMPLEMENTARY AND ALTERNATIVE MEDICINE 2017; 17:239. [PMID: 28464905 PMCID: PMC5414215 DOI: 10.1186/s12906-017-1651-1] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/10/2016] [Accepted: 02/23/2017] [Indexed: 02/07/2023]
Abstract
Background Yukmijihwangtang (YJT) is a traditional Korean medicine that has been used to treat kidney-yin deficiency symptoms such as dizziness and tinnitus. In addition, because it is also thought to nourish kidney-yin, it has been used to treat short stature from congenital deficiency. This study evaluated the effects of YJT on longitudinal bone growth in rats. Methods Female adolescent rats were randomly assigned to groups that received distilled water (per os [p.o.] twice a day; control), recombinant human growth hormone (rhGH; 20 μg/kg, subcutaneous [s.c.] once a day), or two different doses of YJT (100 or 300 mg/kg, p.o. twice a day). In each group, treatment was maintained for 4 days. Rats were injected intraperitoneally with 5-bromo-2’-deoxyuridine (BrdU; 50 mg/kg) to label proliferating chondrocytes on days 2 – 4. Tetracycline hydrochloride (20 mg/kg) was injected intraperitoneally to form fluorescent bands on the growth plates on day 3 for measuring the longitudinal bone growth rate. Expression of insulin-like growth factor-1 (IGF-1) and bone morphogenetic protein-2 (BMP-2) in the growth plate was identified using immunohistochemistry. Results There was a significant increase in the rate of bone growth in the 300 mg/kg YJT group (523.8 ± 23.7 μm/day; P < 0.05) compared to the control group (498.0 ± 23.8 μm/day), while the 100 mg/kg YJT group exhibited a non-significant increase. The number of BrdU-positive cells in the chondrocytes of the rhGH-treated group exhibited a significant increase (103.8 ± 34.2 cells/mm2) compared to that of the control group (70.3 ± 19.7 cells/mm2), while the 300 mg/kg YJT group had a non-significant increase. Additionally, IGF-1 and BMP-2 were highly expressed in the growth plate in the 300 mg/kg YJT and rhGH groups. Conclusions YJT increased the longitudinal bone growth rate by stimulating chondrocyte proliferation with increasing increments of local IGF-1 and BMP-2 expression. Based on these findings, YJT may be a therapeutic candidate for the treatment of growth retardation during adolescence.
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Availability and quality of illegitimate somatropin products obtained from the Internet. Int J Clin Pharm 2016; 39:78-87. [PMID: 27888454 DOI: 10.1007/s11096-016-0398-y] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2016] [Accepted: 11/14/2016] [Indexed: 10/20/2022]
Abstract
Background Growth hormones are widely available on the Internet for those who want to enhance their physical performance and improve body satisfaction. Illegitimate websites market somatropin injections without medical prescription and encourage misuse. Customers potentially put their health at risk when purchasing parenteral medications online. Objective The objective of our study was to evaluate the online market of no-prescription somatropin products and to analyse and document Internet pharmacy characteristics, distribution and pharmaceutical quality. Setting Websites indexed in Google promoting somatropin for sale direct to patients. Method Websites promoting the sale of growth hormone products were identified and analysed from June to August 2014. Internet vendor sites were evaluated to identify possible patient and medication safety concerns. Website characteristics, delivery time, storage conditions, packaging and attached product information were assessed. Investigation of the somatropin content was achieved using capillary electrophoresis with UV detection and electrospray ionization mass spectrometry. Main outcome measure Accessibility and quality of somatropin injections. Results Seventeen individual Internet vendor websites distributed somatropin products directly to patients, majority (94%) did not require a valid medical prescription before dispensing the products. Majority (70%) of Internet pharmacies displayed no medical information and none (0%) of the vendors displayed any regulatory body logo. All online samples had significantly (p < 0.001) lower somatropin concentration than labelled. Conclusion Our results clearly illustrate that prescription only biologic drugs are widely available online and can be easily accessed by anyone. Unprofessional distribution and handling is likely to cause degradation and possible patient safety concerns.
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John M, Koledova E, Kumar KMP, Chaudhari H. Challenges in the Diagnosis and Management of Growth Hormone Deficiency in India. Int J Endocrinol 2016; 2016:2967578. [PMID: 27867396 PMCID: PMC5102730 DOI: 10.1155/2016/2967578] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/13/2016] [Accepted: 09/15/2016] [Indexed: 12/16/2022] Open
Abstract
In clinical practice, every year approximately 150,000 children are referred with short stature (SS) based on a cut-off of fifth percentile. The most important endocrine and treatable cause of SS is growth hormone deficiency (GHD). The lack of reliable data on the prevalence of GHD in India limits estimation of the magnitude of this problem. The diagnosis and treatment of GHD are hurdled with various challenges, restricting the availability of growth hormone (GH) therapy to only a very limited segment of the children in India. This review will firstly summarize the gaps and challenges in diagnosis and treatment of GHD based on literature analysis. Subsequently, it presents suggestions from the members at advisory board meetings to overcome these challenges. The advisory board suggested that early initiation of the therapy could better the chances of achieving final adult height within the normal range for the population. Education and awareness about growth disorders among parents, regular training for physicians, and more emphasis on using the Indian growth charts for growth monitoring would help improve the diagnosis and treatment of children with GHD. Availability of an easy-to-use therapy delivery system could also be beneficial in improving adherence and achieving satisfactory outcomes.
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Affiliation(s)
- Mathew John
- Providence Endocrine and Diabetes Specialty Centre, Thiruvananthapuram, Kerala, India
| | - Ekaterina Koledova
- Lead Endocrinology, Global Medical, Safety and CMO, Merck, Darmstadt, Germany
| | | | - Harshal Chaudhari
- Biopharma, NDD and Endocrinology, Merck Specialties Pvt. Ltd., Mumbai, India
- *Harshal Chaudhari:
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Romer T, Zabransky M, Walczak M, Szalecki M, Balser S. Effect of switching recombinant human growth hormone: Comparative analysis of phase 3 clinical data. BIOLOGICS IN THERAPY 2011; 1:5. [PMID: 24392295 PMCID: PMC3873068 DOI: 10.1007/s13554-011-0004-8] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/20/2011] [Indexed: 11/29/2022]
Abstract
Introduction Recombinant human growth hormone (rhGH) is effective and safe when used to treat growth hormone deficiency (GHD) in children. However, it has been suggested that switching between different types of rhGH can have a detrimental effect on patients. Methods The current analysis assessed the efficacy and safety of rhGH in children who received continuous Omnitrope® (Sandoz GmbH, Kundl, Austria) therapy either with lyophilized powder for solution or ready-to-use solution, with children who received 9 months of treatment with Genotropin® (Pfizer Limited, Sandwich, UK) followed by Omnitrope solution thereafter. Changes to height, height SD score (SDS), height velocity SDS, insulin-like growth factor (IGF-1) levels, and IGF binding protein (IGFBP-3) levels were assessed using data from three trials. Results Baseline demographics of the three study groups were similar. Over an 18-month period there were no observable differences between the three groups with respect to height, height SDS, height velocity SDS, IGF-1 levels, and IGFBP-3 levels. This result was corroborated by the model data, whereby most data points for Omnitrope-treated children fell within the defined limits of the prediction model based on Genotropin data. Few adverse drug reactions (ADRs) occurred. Conclusions Switching from Genotropin to Omnitrope solution has no impact on efficacy or safety in children with GHD, and the various rhGH preparations are well tolerated.
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Affiliation(s)
- Tomasz Romer
- Former Head of the Department of Endocrinology, Children's Health Research Institute, Warsaw, Poland
| | - Markus Zabransky
- CDMA, Endocrinology, Sandoz International BU Biopharmaceuticals, Holzkirchen, Germany
| | - Mieczyslaw Walczak
- Department of Pediatrics and Endocrinology, Pomeranian Medical University, Szczecin, Poland
| | - Mieczyslaw Szalecki
- Department of Endocrinology, Children's Health Research Institute, Warsaw, Poland ; Department of Health Sciences, University of Jan Kochanowski, Kielce, Poland
| | - Sigrid Balser
- CDMA, Endocrinology, Sandoz International BU Biopharmaceuticals, Holzkirchen, Germany
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Boguszewski MCS, Mericq V, Bergada I, Damiani D, Belgorosky A, Gunczler P, Ortiz T, Llano M, Domené HM, Calzada-León R, Blanco A, Barrientos M, Procel P, Lanes R, Jaramillo O. Latin American consensus: children born small for gestational age. BMC Pediatr 2011; 11:66. [PMID: 21771322 PMCID: PMC3163535 DOI: 10.1186/1471-2431-11-66] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2010] [Accepted: 07/19/2011] [Indexed: 11/29/2022] Open
Abstract
BACKGROUND Children born small for gestational age (SGA) experience higher rates of morbidity and mortality than those born appropriate for gestational age. In Latin America, identification and optimal management of children born SGA is a critical issue. Leading experts in pediatric endocrinology throughout Latin America established working groups in order to discuss key challenges regarding the evaluation and management of children born SGA and ultimately develop a consensus statement. DISCUSSION SGA is defined as a birth weight and/or birth length greater than 2 standard deviations (SD) below the population reference mean for gestational age. SGA refers to body size and implies length-weight reference data in a geographical population whose ethnicity is known and specific to this group. Ideally, each country/region within Latin America should establish its own standards and make relevant updates. SGA children should be evaluated with standardized measures by trained personnel every 3 months during year 1 and every 6 months during year 2. Those without catch-up growth within the first 6 months of life need further evaluation, as do children whose weight is ≤ -2 SD at age 2 years. Growth hormone treatment can begin in SGA children > 2 years with short stature (< -2.0 SD) and a growth velocity < 25th percentile for their age, and should continue until final height (a growth velocity below 2 cm/year or a bone age of > 14 years for girls and > 16 years for boys) is reached. Blood glucose, thyroid function, HbA1c, and insulin-like growth factor-1 (IGF-1) should be monitored once a year. Monitoring insulin changes from baseline and surrogates of insulin sensitivity is essential. Reduced fetal growth followed by excessive postnatal catch-up in height, and particularly in weight, should be closely monitored. In both sexes, gonadal function should be monitored especially during puberty. SUMMARY Children born SGA should be carefully followed by a multidisciplinary group that includes perinatologists, pediatricians, nutritionists, and pediatric endocrinologists since 10% to 15% will continue to have weight and height deficiency through development and may benefit from growth hormone treatment. Standards/guidelines should be developed on a country/region basis throughout Latin America.
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Affiliation(s)
- Margaret CS Boguszewski
- Department of Pediatrics, Hospital de Clínicas, Federal University of Paraná, Curitiba, Brazil
| | - Veronica Mericq
- Institute of Maternal and Child Research, Faculty of Medicine, University of Chile, Santiago
| | - Ignacio Bergada
- División de Endocrinología, Hospital de Niños "Ricardo Gutiérrez," Buenos Aires, Argentina
| | - Durval Damiani
- Pediatric Endocrinology Unit, Instituto da Criança, São Paulo University Medical School, Brazil
| | | | - Peter Gunczler
- Unidad de Endocrinología Pediátrica, Hospital de Clínicas Caracas, Caracas, Venezuela
| | - Teresa Ortiz
- Universidad Militar Nueva Granada Hospital Militar Central, Bogotá, Colombia
| | - Mauricio Llano
- Department of Pediatrics, Universidad del Bosque, Bogotá, Colombia
| | - Horacio M Domené
- Centro de Investigaciones Endocrinológicas (CEDIE-CONICET), Hospital de Niños "Ricardo Gutiérrez," Buenos Aires, Argentina
| | - Raúl Calzada-León
- Endocrinology Services, Instituto Nacional de Pediatría, México City, México
| | | | | | - Patricio Procel
- Instituto Ecuatoriano de Endocrinología y Metabolismo, IEMYR, Quito, Ecuador
| | - Roberto Lanes
- Unidad de Endocrinología Pediátrica, Hospital de Clínicas Caracas, Caracas, Venezuela
| | - Orlando Jaramillo
- Servicio de Endocrinología, Hospital Nacional de Niños "Dr. Carlos Sáenz Herrera," San José, Costa Rica
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