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Thaventhiran T, Orr J, Morris JK, Hsu A, Martin L, Davies KM, Harding V, Chapple P, Dunkel L, Storr HL. A Digital Health Solution for Child Growth Monitoring at Home: Testing the Accuracy of a Novel "GrowthMonitor" Smartphone Application to Detect Abnormal Height and Body Mass Indices. MAYO CLINIC PROCEEDINGS. DIGITAL HEALTH 2023; 1:498-509. [PMID: 38169882 PMCID: PMC10759636 DOI: 10.1016/j.mcpdig.2023.08.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/05/2024]
Abstract
Objective To develop and evaluate a smartphone application that accurately measures height and provides notifications when abnormalities are detected. Patients and Methods A total of 145 (75 boys) participants with a mean age ± SD of 8.7±4.5 years (range, 1.0-17.0 years), from the Children's Hospital at Barts Health Trust, London, United Kingdom, were enrolled in the study. "GrowthMonitor" (UCL Creatives) iPhone application (GMA) measures height using augmented reality. Using population-based (UK-WHO) references, algorithms calculated height SD score (HSDS), distance from target height (THSDSDEV), and HSDS change over time (ΔHSDS). Pre-established thresholds discriminated normal/abnormal growth. The GMA and a stadiometer (Harpenden; gold standard) measured standing heights of children at routine clinic visits. A subset of parents used GMA to measure their child's height at home. Outcome targets were 95% of GMA measurements within ±0.5 SDS of the stadiometer and the correct identification of abnormal HSDS, THSDSDEV, and ΔHSDS. Results Bland-Altman plots revealed no appreciable bias in differences between paired study team GMA and stadiometer height measurements, with a mean of the differences of 0.11 cm with 95% limits of agreement of -2.21 to 2.42 cm. There was no evidence of greater bias occurring for either shorter/younger children or taller/older children. The 2 methods of measurements were highly correlated (R=0.999). GrowthMonitor iPhone application measurements performed by parents in clinic and at home were slightly less accurate. The κ coefficient indicated reliable and consistent agreement of flag alerts for HSDS (κ=0.74) and THSDSDEV (κ=0.88) between 83 paired GMA and stadiometer measurements. GrowthMonitor iPhone application yielded a detection rate of 96% and 97% for HSDS-based and THSDSDEV-based red flags, respectively. Forty-two (18 boys) participants had GMA calculated ΔHSDS using an additional height measurement 6-16 months later, and no abnormal flag alerts were triggered for ΔHSDS values. Conclusion GrowthMonitor iPhone application provides the potential for parents/carers and health care professionals to capture serial height measurements at home and without specialized equipment. Reliable interpretation and flagging of abnormal measurements indicate the potential of this technology to transform childhood growth monitoring.
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Affiliation(s)
- Thilipan Thaventhiran
- Centre for Endocrinology, William Harvey Research Institute, Queen Mary University of London, United Kingdom
| | - Joanna Orr
- Centre for Genomics and Child Health, Blizard Institute, Queen Mary University of London, United Kingdom
| | - Joan K. Morris
- Population Health Research Institute, St George’s University of London, United Kingdom
| | - Anne Hsu
- Centre for Endocrinology, William Harvey Research Institute, Queen Mary University of London, United Kingdom
| | - Lee Martin
- Department of Paediatric Endocrinology, The Children’s Hospital at The Royal London, United Kingdom
| | - Kate M. Davies
- Department of Health and Social Care, London South Bank University, United Kingdom
| | - Vincent Harding
- UCL Digital Experience, Information Services Division, University College London, United Kingdom
| | - Paul Chapple
- Centre for Endocrinology, William Harvey Research Institute, Queen Mary University of London, United Kingdom
| | - Leo Dunkel
- Centre for Endocrinology, William Harvey Research Institute, Queen Mary University of London, United Kingdom
| | - Helen L. Storr
- Centre for Endocrinology, William Harvey Research Institute, Queen Mary University of London, United Kingdom
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van der Kaay DCM, Rochtus A, Binder G, Kurth I, Prawitt D, Netchine I, Johannsson G, Hokken-Koelega ACS, Elbracht M, Eggermann T. Comprehensive genetic testing approaches as the basis for personalized management of growth disturbances: current status and perspectives. Endocr Connect 2022; 11:e220277. [PMID: 36064195 PMCID: PMC9578069 DOI: 10.1530/ec-22-0277] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Accepted: 09/05/2022] [Indexed: 11/17/2022]
Abstract
The implementation of high-throughput and deep sequencing methods in routine genetic diagnostics has significantly improved the diagnostic yield in patient cohorts with growth disturbances and becomes increasingly important as the prerequisite of personalized medicine. They provide considerable chances to identify even rare and unexpected situations; nevertheless, we must be aware of their limitations. A simple genetic test in the beginning of a testing cascade might also help to identify the genetic cause of specific growth disorders. However, the clinical picture of genetically caused growth disturbance phenotypes can vary widely, and there is a broad clinical overlap between different growth disturbance disorders. As a consequence, the clinical diagnosis and therewith connected the decision on the appropriate genetic test is often a challenge. In fact, the clinician asking for genetic testing has to weigh different aspects in this decision process, including appropriateness (single gene test, stepwise procedure, comprehensive testing), turnaround time as the basis for rapid intervention, and economic considerations. Therefore, a frequent question in that context is 'what to test when'. In this review, we aim to review genetic testing strategies and their strengths and limitations and to raise awareness for the future implementation of interdisciplinary genome medicine in diagnoses, treatment, and counselling of growth disturbances.
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Affiliation(s)
| | - Anne Rochtus
- Department of Pediatric Endocrinology, University Hospitals Leuven, Leuven, Belgium
| | - Gerhard Binder
- University Children’s Hospital, Pediatric Endocrinology, University of Tübingen, Tübingen, Germany
| | - Ingo Kurth
- Institute of Human Genetics, Medical Faculty, RWTH Aachen University, Aachen, Germany
| | - Dirk Prawitt
- Center for Paediatrics and Adolescent Medicine, University Medical Center, Mainz, Germany
| | - Irène Netchine
- Sorbonne Université, Centre de Recherche Saint-Antoine, INSERM, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Gudmundur Johannsson
- Department of Internal Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Department of Endocrinology at Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Anita C S Hokken-Koelega
- Erasmus University Medical Center, Department of Pediatrics, Subdivision of Endocrinology, Rotterdam, Netherlands
| | - Miriam Elbracht
- Institute of Human Genetics, Medical Faculty, RWTH Aachen University, Aachen, Germany
| | - Thomas Eggermann
- Institute of Human Genetics, Medical Faculty, RWTH Aachen University, Aachen, Germany
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van Dommelen P, Arnaud L, Koledova E. Curve matching to predict growth in patients receiving growth hormone therapy: An interpretable & explainable method. Front Endocrinol (Lausanne) 2022; 13:999077. [PMID: 36277722 PMCID: PMC9579689 DOI: 10.3389/fendo.2022.999077] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Accepted: 09/16/2022] [Indexed: 11/13/2022] Open
Abstract
Curve matching may be used to predict growth outcomes using data of patients whose growth curves resemble those of a new patient with growth hormone deficiency (GHD) and those born small for gestational age (SGA). We aimed to investigate the validity of curve matching to predict growth in patients with GHD and those born SGA receiving recombinant human growth hormone (r-hGH). Height data collected between 0-48 months of treatment were extracted from the easypod™ connect ecosystem and the easypod™ connect observational study. Selected patients with height standard deviation scores (HSDS) [-4, <-1] and age [3, <16y] at start were included. The 'Matching Database' consisted of patients' monthly HSDS obtained by the broken stick method and imputation. Standard deviation (SD) was obtained from the observed minus the predicted HSDS (error) based on matched patients within the 'Matching Database'. Data were available for 3,213 patients in the 'Matching Database', and 2,472 patients with 16,624 HSDS measurements in the observed database. When ≥2 HSDS measurements were available, the error SD for a one-year prediction was approximately 0.2, which corresponds to 1.1 cm, 1.3 cm, and 1.5 cm at 7, 11, and 15 years of age, respectively. Indication and age at treatment start (<11 vs ≥11 years) had a small impact on the error SD, with patients born SGA and patients aged <11 years at treatment start generally having slightly lower values. We conclude that curve matching is a simple and valid technique for predicting growth in patients with GHD and those born SGA.
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Affiliation(s)
- Paula van Dommelen
- Department of Child Health, The Netherlands Organization for Applied Scientific Research (TNO), Leiden, Netherlands
- *Correspondence: Paula van Dommelen,
| | - Lilian Arnaud
- Global Digital Health, 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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Kaplan W, Al Amiri E, Attia N, Al Basiri I, Romany I, Al Shehri E, Al Twaim A, Al Yaarubi S, Deeb A. Assessment and referral of patients with short stature by primary care physicians in the Arabian gulf region: Current perspectives from a regional survey. Front Pediatr 2022; 10:988614. [PMID: 36507126 PMCID: PMC9732663 DOI: 10.3389/fped.2022.988614] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Accepted: 10/26/2022] [Indexed: 11/26/2022] Open
Abstract
Children with short stature are frequently referred late to pediatric endocrinologists in the Arabian Gulf region. This is likely a contributing factor to late initiation of treatment despite current evidence suggesting that children with short stature have better outcomes with earlier treatment. This delay in referral could be due to a lack of identification or proper assessment of short stature by front-line physicians. To analyze the assessment and perception of short stature in this group of physicians, an expert group of pediatric endocrinologists developed and disseminated an anonymous online survey of 22 multiple choice questions amongst general pediatricians, pediatric subspecialists, and family medicine physicians in the Arabian Gulf region. Of the 640 respondents, 450 completed the survey (70.3% completion rate). While most surveyed physicians use the correct definition for short stature in children, only 24% reported a consistent use of a wall-mounted stadiometer. Of the respondents, 50% or less would consider referring clinical conditions other than growth hormone (GH) deficiency or idiopathic short stature, 41% would refer a child with short stature as soon as height dropped below the 5th percentile, 57% considered GH a treatment option for short stature, and only 60% consider GH treatment safe. The results of this survey demonstrate knowledge gaps in short stature assessment and referral that need to be addressed through education on short stature amongst target physicians, and lay groundwork for future recommendations to address those gaps in the Arabian Gulf region.
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Affiliation(s)
- W Kaplan
- Department of Pediatrics, Tawam Hospital, Al Ain, United Arab Emirates
| | - E Al Amiri
- Diabetes and Endocrine Unit, Department of Pediatrics, Al Qasimi Women and Children Hospital, Sharjah, United Arab Emirates
| | - N Attia
- Pediatric Endocrine Unit, Department of Pediatrics, King Abdulaziz Medical City and King Abdullah Research Centre, Jeddah, Saudi Arabia
| | - I Al Basiri
- Diabetic and Endocrine Unit, Department of Pediatrics, Mubarak Al Kabeer Hospital, Kuwait City, Kuwait
| | - I Romany
- Department of Medical Affairs, Pfizer Gulf FZ LLC, Dubai, United Arab Emirates
| | - E Al Shehri
- Department of Pediatrics, International Diabetes Care Center, Jeddah, Saudi Arabia.,Pediatric Endocrine Division, Department of Pediatrics, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - A Al Twaim
- Department of Pediatrics, International Diabetes Care Center, Jeddah, Saudi Arabia
| | - S Al Yaarubi
- Department of Pediatrics, Oman Medical Specialty Board, College of Medicine and Health Science, Muscat, Oman
| | - A Deeb
- Division of Paediatric Endocrinology, Sheikh Shakhbout Medical City, Abu Dhabi, United Arab Emirates.,College of Medicine and Health Sciences, Khalifa University, Abu Dhabi, United Arab Emirates
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Tornincasa V, Dixon D, Le Masne Q, Martin B, Arnaud L, van Dommelen P, Koledova E. Integrated Digital Health Solutions in the Management of Growth Disorders in Pediatric Patients Receiving Growth Hormone Therapy: A Retrospective Analysis. Front Endocrinol (Lausanne) 2022; 13:882192. [PMID: 35846336 PMCID: PMC9281444 DOI: 10.3389/fendo.2022.882192] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Accepted: 06/06/2022] [Indexed: 01/31/2023] Open
Abstract
Digital health has seen rapid advancements over the last few years in helping patients and their healthcare professionals better manage treatment for a variety of illnesses, including growth hormone (GH) therapy for growth disorders in children and adolescents. For children and adolescents requiring such therapy, as well as for their parents, the treatment is longitudinal and often involves daily injections plus close progress monitoring; a sometimes daunting task when young children are involved. Here, we describe our experience in offering devices and digital health tools to support GH therapy across some 40 countries. We also discuss how this ecosystem of care has evolved over the years based on learnings and advances in technology. Finally, we offer a glimpse of future planned enhancements and directions for digital health to play a bigger role in better managing conditions treated with GH therapy, as well as model development for adherence prediction. The continued aim of these technologies is to improve clinical decision making and support for GH-treated patients, leading to better outcomes.
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Affiliation(s)
| | - David Dixon
- Ares Trading S.A. (an affiliate of Merck KGaA), Eysins, Switzerland
| | - Quentin Le Masne
- Ares Trading S.A. (an affiliate of Merck KGaA), Eysins, Switzerland
| | - Blaine Martin
- Ares Trading S.A. (an affiliate of Merck KGaA), Eysins, Switzerland
| | - Lilian Arnaud
- Ares Trading S.A. (an affiliate of Merck KGaA), Eysins, Switzerland
| | - Paula van Dommelen
- Department of Child Health, The Netherlands Organization for Applied Scientific Research TNO, Leiden, Netherlands
| | - Ekaterina Koledova
- Global Medical Affairs Cardiometabolic & Endocrinology, Merck Healthcare KGaA, Darmstadt, Germany
- *Correspondence: Ekaterina Koledova,
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Kärkinen J, Sorakunnas E, Miettinen PJ, Raivio T, Hero M. The aetiology of extreme tall stature in a screened Finnish paediatric population. EClinicalMedicine 2021; 42:101208. [PMID: 34849478 PMCID: PMC8608868 DOI: 10.1016/j.eclinm.2021.101208] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/30/2021] [Revised: 11/02/2021] [Accepted: 11/02/2021] [Indexed: 11/26/2022] Open
Abstract
BACKGROUND Extremely tall children (defined as height SDS (HSDS) ≥+3) are frequently referred to specialized healthcare for diagnostic work-up. However, no systematic studies focusing on such children currently exist. We investigated the aetiology, clinical features, and auxological clues indicative of syndromic tall stature in extremely tall children subject to population-wide growth monitoring and screening rules. METHODS Subjects with HSDS ≥+3 after three years of age born between 1990 and 2010 were identified from the Helsinki University Hospital district growth database. We comprehensively reviewed their medical records up to December 2020 and recorded underlying diagnoses, auxological data, and clinical features. FINDINGS We identified 424 subjects (214 girls and 210 boys) who fulfilled the inclusion criteria. Underlying growth disorder was diagnosed in 61 (14%) patients, in 36 (17%) girls and 25 (12%) boys, respectively (P=0•15). Secondary causes were diagnosed in 42 (10%) patients and the two most frequent secondary diagnoses, premature adrenarche, and central precocious puberty were more frequent in girls. Primary disorder, mainly Marfan or Sotos syndrome, was diagnosed in 19 (4%) patients. Molecular genetic studies were used as a part of diagnostic work-up in 120 subjects. However, array CGH or next-generation sequencing studies were seldom used. Idiopathic tall stature (ITS) was diagnosed in 363 (86%) subjects, and it was considered familial in two-thirds. Dysmorphic features or a neurodevelopmental disorder were recorded in 104 (29%) children with ITS. The probability of a monogenic primary growth disorder increased with the degree of tall stature and deviation from target height. INTERPRETATION A considerable proportion of extremely tall children have an underlying primary or secondary growth disorder, and their risk is associated with auxological parameters. Clinical features related to syndromic tall stature were surprisingly frequent in subjects with ITS, supporting the view that syndromic growth disorders with mild phenotypes may be underdiagnosed in extremely tall children. Our results lend support to comprehensive diagnostic work-up of extremely tall children. FUNDING Päivikki and Sakari Sohlberg Foundation, Foundation for Pediatric Research, and Helsinki University Hospital research grants.
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Affiliation(s)
- Juho Kärkinen
- New Children's Hospital, Pediatric Research Center, Helsinki University Hospital, Helsinki, Finland
| | - Eero Sorakunnas
- New Children's Hospital, Pediatric Research Center, Helsinki University Hospital, Helsinki, Finland
| | - Päivi J. Miettinen
- New Children's Hospital, Pediatric Research Center, Helsinki University Hospital, Helsinki, Finland
- Department of Physiology, Medicum Unit, Faculty of Medicine, and Stem Cells and Metabolism Research Program, Research Programs Unit, University of Helsinki, Helsinki 00014, Finland
| | - Taneli Raivio
- New Children's Hospital, Pediatric Research Center, Helsinki University Hospital, Helsinki, Finland
- Department of Physiology, Medicum Unit, Faculty of Medicine, and Stem Cells and Metabolism Research Program, Research Programs Unit, University of Helsinki, Helsinki 00014, Finland
| | - Matti Hero
- New Children's Hospital, Pediatric Research Center, Helsinki University Hospital, Helsinki, Finland
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Ranke MB. Short and Long-Term Effects of Growth Hormone in Children and Adolescents With GH Deficiency. Front Endocrinol (Lausanne) 2021; 12:720419. [PMID: 34539573 PMCID: PMC8440916 DOI: 10.3389/fendo.2021.720419] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Accepted: 07/19/2021] [Indexed: 02/05/2023] Open
Abstract
The syndrome of impaired GH secretion (GH deficiency) in childhood and adolescence had been identified at the end of the 19th century. Its non-acquired variant (naGHD) is, at childhood onset, a rare syndrome of multiple etiologies, predominantly characterized by severe and permanent growth failure culminating in short stature. It is still difficult to diagnose GHD and, in particular, to ascertain impaired GH secretion in comparison to levels in normally-growing children. The debate on what constitutes an optimal diagnostic process continues. Treatment of the GH deficit via replacement with cadaveric pituitary human GH (pit-hGH) had first been demonstrated in 1958, and opened an era of therapeutic possibilities, albeit for a limited number of patients. In 1985, the era of recombinant hGH (r-hGH) began: unlimited supply meant that substantial long-term experience could be gained, with greater focus on efficacy, safety and costs. However, even today, the results of current treatment regimes indicate that there is still a substantial fraction of children who do not achieve adult height within the normal range. Renewed evaluation of height outcomes in childhood-onset naGHD is required for a better understanding of the underlying causes, whereby the role of various factors - diagnostics, treatment modalities, mode of treatment evaluation - during the important phases of child growth - infancy, childhood and puberty - are further explored.
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