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Liu Q, Wangjiu C, Awang T, Yang M, Qiongda P, Wang H, Pan H, Wang F. Children's bone age development is delayed with increasing altitude: a multicentre study. Br J Radiol 2024; 97:1931-1938. [PMID: 39180415 DOI: 10.1093/bjr/tqae168] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Revised: 11/15/2023] [Accepted: 08/17/2024] [Indexed: 08/26/2024] Open
Abstract
OBJECTIVES To investigate the bone age (BA) characteristics of children living in high-altitude regions and determine the impact of altitude on the development of BA. METHODS From June 2014 to July 2022, 1318 children with left-hand-wrist radiographs were retrospectively enrolled from 3 different geographical altitudes (Beijing 43.5 m above sea level [asl], Lhasa 3650 m asl, and Nagqu 4500 m asl). The predicted age difference (PAD), defined as the difference between BA and chronologic age (CA), was considered the indicator for delayed or advanced growth. The PAD of children from the 3 regions in total and according to different age groups, genders, and ethnicities were compared. The linear regression model was used to assess the effect of altitude on PAD. RESULTS A total of 1284 children (CA: 12.00 [6.45-15.72] years; male: 837/1284, 65.2%) were included in the study with 407 from Beijing, 491 from Lhasa, and 386 from Nagqu. The PAD for Beijing, Lhasa, and Nagqu were 0.1 [-0.30 to 0.65], -0.40 [-1.20 to 0.27], and -1.42 [-2.32 to -0.51] years, respectively. A linear regression analysis showed that altitude significantly contributed to PAD (compared to Beijing, Lhasa coefficient = -0.57, P < .001; Nagqu coefficient = -1.55, P < .001). CONCLUSIONS High altitude might be an independent contributor to the delayed BA development of children. ADVANCES IN KNOWLEDGE The impact of altitude on BA development was revealed for the first time, highlighting the necessity of considering the altitude of the area when evaluating BA development for children residing in high-altitude regions.ke.
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Affiliation(s)
- Qixing Liu
- Department of Radiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730, China
- School of Medicine, Tsinghua University, Beijing, 100084, China
| | - Cidan Wangjiu
- Department of Radiology, Tibet Autonomous Region People's Hospital, Lhasa, 850000, China
| | - Tudan Awang
- Department of Radiology, People's Hospital of Nyima County, Nagqu, 852000, China
| | - Meijie Yang
- Department of Radiology, People's Hospital of Nyima County, Nagqu, 852000, China
| | - Puqiong Qiongda
- Department of Radiology, People's Hospital of Nagqu, Nagqu, 852000, China
| | - Huogen Wang
- College of Computer Science and Technology, Zhejiang University, Hangzhou, 310000, China
| | - Hui Pan
- Department of Endocrinology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730, China
| | - Fengdan Wang
- Department of Radiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730, China
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Chávez-Vázquez AG, Klünder-Klünder M, Garibay-Nieto NG, López-González D, Sánchez-Curiel Loyo M, Miranda-Lora AL. Evaluation of height prediction models: from traditional methods to artificial intelligence. Pediatr Res 2024; 95:308-315. [PMID: 37735232 DOI: 10.1038/s41390-023-02821-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Revised: 08/17/2023] [Accepted: 09/02/2023] [Indexed: 09/23/2023]
Abstract
BACKGROUND Traditional methods for predicting adult height (AHP) rely on manual readings of bone age (BA). However, the incorporation of artificial intelligence has recently improved the accuracy of BA readings and their incorporation into AHP models. METHODS This study aimed to identify the AHP model that fits the current average height for adults in Mexico. Using a cross-sectional design, the study included 1173 participants (5-18 yr). BA readings were done by two experts (manually) and with an automated method (BoneXpert®). AHP was carried out using both traditional and automated methods. The best AHP model was the one that was closest to the population mean. RESULTS All models overestimated the population mean (males: 0.7-6.7 cm, females: 0.9-3.7 cm). The AHP models with the smallest difference were BoneXpert for males and Bayley & Pinneau for females. However, the manual readings of BA showed significant interobserver variability (up to 43% of predictions between observers exceeded 5 cm using the Bayley & Pinneau method). CONCLUSION Traditional AHP models relying on manual BA readings have high interobserver variability. Therefore, BoneXpert is the most reliable option, reducing such variability and providing AHP models that remain close to the mean population height. IMPACT Traditional models for predicting adult height often result in overestimated height predictions. The manual reading of bone age is prone to interobserver variability, which can introduce significant biases in the prediction of adult height. The BoneXpert method minimizes the variability associated with traditional methods and demonstrates consistent results in relation to the average height of the population. This study is the first to assess adult height prediction models specifically in the current generations of Mexican children.
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Affiliation(s)
- Ana G Chávez-Vázquez
- Unit of Epidemiological Research in Endocrinology and Nutrition, Hospital Infantil de México Federico Gómez, Mexico City, Mexico
| | - Miguel Klünder-Klünder
- Research Subdirectorate, Hospital Infantil de México Federico Gómez, Mexico City, Mexico
| | - Nayely G Garibay-Nieto
- Pediatric Obesity Clinic and Wellness Unit, Hospital General de México "Dr. Eduardo Liceaga" and Hospital Ángeles del Pedregal, Mexico City, Mexico
| | - Desirée López-González
- Research Unit in Clinical Epidemiology, Hospital Infantil de México Federico Gómez, Mexico City, Mexico
| | | | - América L Miranda-Lora
- Unit of Epidemiological Research in Endocrinology and Nutrition, Hospital Infantil de México Federico Gómez, Mexico City, Mexico.
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Rassmann S, Keller A, Skaf K, Hustinx A, Gausche R, Ibarra-Arrelano MA, Hsieh TC, Madajieu YED, Nöthen MM, Pfäffle R, Attenberger UI, Born M, Mohnike K, Krawitz PM, Javanmardi B. Deeplasia: deep learning for bone age assessment validated on skeletal dysplasias. Pediatr Radiol 2024; 54:82-95. [PMID: 37953411 PMCID: PMC10776485 DOI: 10.1007/s00247-023-05789-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Revised: 10/04/2023] [Accepted: 10/05/2023] [Indexed: 11/14/2023]
Abstract
BACKGROUND Skeletal dysplasias collectively affect a large number of patients worldwide. Most of these disorders cause growth anomalies. Hence, evaluating skeletal maturity via the determination of bone age (BA) is a useful tool. Moreover, consecutive BA measurements are crucial for monitoring the growth of patients with such disorders, especially for timing hormonal treatment or orthopedic interventions. However, manual BA assessment is time-consuming and suffers from high intra- and inter-rater variability. This is further exacerbated by genetic disorders causing severe skeletal malformations. While numerous approaches to automate BA assessment have been proposed, few are validated for BA assessment on children with skeletal dysplasias. OBJECTIVE We present Deeplasia, an open-source prior-free deep-learning approach designed for BA assessment specifically validated on patients with skeletal dysplasias. MATERIALS AND METHODS We trained multiple convolutional neural network models under various conditions and selected three to build a precise model ensemble. We utilized the public BA dataset from the Radiological Society of North America (RSNA) consisting of training, validation, and test subsets containing 12,611, 1,425, and 200 hand and wrist radiographs, respectively. For testing the performance of our model ensemble on dysplastic hands, we retrospectively collected 568 radiographs from 189 patients with molecularly confirmed diagnoses of seven different genetic bone disorders including achondroplasia and hypochondroplasia. A subset of the dysplastic cohort (149 images) was used to estimate the test-retest precision of our model ensemble on longitudinal data. RESULTS The mean absolute difference of Deeplasia for the RSNA test set (based on the average of six different reference ratings) and dysplastic set (based on the average of two different reference ratings) were 3.87 and 5.84 months, respectively. The test-retest precision of Deeplasia on longitudinal data (2.74 months) is estimated to be similar to a human expert. CONCLUSION We demonstrated that Deeplasia is competent in assessing the age and monitoring the development of both normal and dysplastic bones.
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Affiliation(s)
- Sebastian Rassmann
- Institute for Genomic Statistics and Bioinformatics, University Hospital Bonn, Venusberg-Campus 1 Building 11, 2nd Floor, 53127, Bonn, Germany
| | | | - Kyra Skaf
- Medical Faculty, Otto-Von-Guericke-University Magdeburg, Magdeburg, Germany
| | - Alexander Hustinx
- Institute for Genomic Statistics and Bioinformatics, University Hospital Bonn, Venusberg-Campus 1 Building 11, 2nd Floor, 53127, Bonn, Germany
| | - Ruth Gausche
- CrescNet - Wachstumsnetzwerk, Medical Faculty, University Hospital Leipzig, Leipzig, Germany
| | - Miguel A Ibarra-Arrelano
- Institute for Genomic Statistics and Bioinformatics, University Hospital Bonn, Venusberg-Campus 1 Building 11, 2nd Floor, 53127, Bonn, Germany
| | - Tzung-Chien Hsieh
- Institute for Genomic Statistics and Bioinformatics, University Hospital Bonn, Venusberg-Campus 1 Building 11, 2nd Floor, 53127, Bonn, Germany
| | | | - Markus M Nöthen
- Institute of Human Genetics, University Hospital Bonn, Bonn, Germany
| | - Roland Pfäffle
- Department for Pediatrics, University Hospital Leipzig, Leipzig, Germany
| | - Ulrike I Attenberger
- Department of Diagnostic and Interventional Radiology, University Hospital Bonn, Bonn, Germany
| | - Mark Born
- Division of Paediatric Radiology, Department of Radiology, University Hospital Bonn, Bonn, Germany
| | - Klaus Mohnike
- Medical Faculty, Otto-Von-Guericke-University Magdeburg, Magdeburg, Germany
| | - Peter M Krawitz
- Institute for Genomic Statistics and Bioinformatics, University Hospital Bonn, Venusberg-Campus 1 Building 11, 2nd Floor, 53127, Bonn, Germany
| | - Behnam Javanmardi
- Institute for Genomic Statistics and Bioinformatics, University Hospital Bonn, Venusberg-Campus 1 Building 11, 2nd Floor, 53127, Bonn, Germany.
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Basten LM, Leyhr D, Murr D, Hauser T, Lüdin D, Romann M, Höner O, Fischer S, Gruber-Rouh T, Eichler K. Value of Magnetic Resonance Imaging for Skeletal Bone Age Assessment in Healthy Male Children. Top Magn Reson Imaging 2023; 32:50-55. [PMID: 37619372 PMCID: PMC10549875 DOI: 10.1097/rmr.0000000000000306] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2023] [Revised: 07/18/2023] [Accepted: 07/20/2023] [Indexed: 08/26/2023]
Abstract
BACKGROUND Skeletal bone age assessment for medical reasons is usually performed by conventional x-ray with use of ionizing radiation. Few pilot studies have shown the possible use of magnetic resonance imaging (MRI). PURPOSE To comprehensively evaluate feasibility and value of MRI for skeletal bone age (SBA) assessment in healthy male children. MATERIALS AND METHODS In this prospective cross-sectional study, 63 male soccer athletes with mean age of 12.35 ± 1.1 years were examined. All participants underwent 3.0 Tesla MRI with coronal T1-weighted turbo spin echo (TSE), coronal proton density (PD)-weighted turbo spin echo (TSE), and T1-weighted three-dimensional (3D) volume interpolated breath-hold examination (VIBE) sequence. Subsequently, SBA was assessed by 3 independent blinded radiologists with different levels of experience using the common Greulich-Pyle (GP) atlas and the Tanner-Whitehouse (TW2) method. RESULTS In a mean total acquisition time of 5:04 ± 0:47 min, MR image quality was sufficient in all cases. MRI appraisal was significantly faster ( P < 0.0001) by GP with mean duration of 1:22 ± 0:08 min vs. 7:39 ± 0:28 min by TW. SBA assessment by GP resulted in mean age of 12.8 ± 1.2 years, by TW 13.0 ± 1.4 years. Interrater reliabilities were excellent for both GP (ICC = 0.912 (95% confidence interval [CI] = 0.868-0.944) and TW (ICC = 0.988 (95% CI = 0.980-0.992) and showed statistical significance ( P < 0.001). Subdivided, for GP, ICCs were 0.822 (95% CI = 0.680-0.907) and 0.843 (95% CI = 0.713-0.919) in Under 12 and Under 14 group. For TW, ICCs were 0.978 (95% CI = 0.958-0.989) in Under 12 and 0.979 (95% CI = 0.961-0.989) in Under 14 group. CONCLUSION MRI is a clinically feasible, rapidly evaluable method to assess skeletal bone age of healthy male children. Using the Greulich-Pyle (GP) atlas or the Tanner-Whitehouse (TW2) method, reliable results are obtained independent of the radiologist's experience level.
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Affiliation(s)
- Lajos M. Basten
- Department of Diagnostic and Interventional Radiology, Goethe-University Hospital Frankfurt, Frankfurt am Main, Germany
- Faculty of Medicine and University Hospital Cologne, Cologne Germany
| | - Daniel Leyhr
- Institute of Sports Science, Eberhard Karls University of Tübingen, Germany
- Methods Center, Eberhard Karls University of Tübingen, Germany
| | - Dennis Murr
- Institute of Sports Science, Eberhard Karls University of Tübingen, Germany
- Methods Center, Eberhard Karls University of Tübingen, Germany
| | - Thomas Hauser
- DFB (Deutscher-Fußball-Bund)-Akademie, Germany
- Faculty of Sports Sciences and Personality, Business and Law School, BSP, Berlin, Germany; and
| | - Dennis Lüdin
- Swiss Federal Institute of Sport Magglingen (SFISM), Magglingen, Switzerland
| | - Michael Romann
- Swiss Federal Institute of Sport Magglingen (SFISM), Magglingen, Switzerland
| | - Oliver Höner
- Institute of Sports Science, Eberhard Karls University of Tübingen, Germany
- Methods Center, Eberhard Karls University of Tübingen, Germany
| | - Sebastian Fischer
- Department of Diagnostic and Interventional Radiology, Goethe-University Hospital Frankfurt, Frankfurt am Main, Germany
| | - Tatjana Gruber-Rouh
- Department of Diagnostic and Interventional Radiology, Goethe-University Hospital Frankfurt, Frankfurt am Main, Germany
| | - Katrin Eichler
- Department of Diagnostic and Interventional Radiology, Goethe-University Hospital Frankfurt, Frankfurt am Main, Germany
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Cheung PWH, Cheung JPY. Can the proximal humeral ossification system (PHOS) effectively guide brace weaning in patients with adolescent idiopathic scoliosis? EUROPEAN SPINE JOURNAL : OFFICIAL PUBLICATION OF THE EUROPEAN SPINE SOCIETY, THE EUROPEAN SPINAL DEFORMITY SOCIETY, AND THE EUROPEAN SECTION OF THE CERVICAL SPINE RESEARCH SOCIETY 2023; 32:2185-2195. [PMID: 37100964 DOI: 10.1007/s00586-023-07693-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Revised: 03/10/2023] [Accepted: 03/28/2023] [Indexed: 04/28/2023]
Abstract
PURPOSE The proximal humeral epiphyses can be conveniently viewed in routine spine radiographs. This study aimed to investigate whether the proximal humeral epiphyseal ossification system (PHOS) can be used to determine the timing of brace weaning in adolescent idiopathic scoliosis (AIS), as assessed by the rate of curve progression after brace weaning. METHODS A total of 107 patients with AIS who had weaned brace-wear at Risser Stage ≥ 4, no bodily growth and post-menarche ≥ 2 years between 7/2014 and 2/2016 were studied. Increase in major curve Cobb angle > 5° between weaning and 2-year follow-up was considered curve progression. Skeletal maturity was assessed using the PHOS, distal radius and ulna (DRU) classification, Risser and Sanders staging. Curve progression rate per maturity grading at weaning was examined. RESULTS After brace-wear weaning, 12.1% of the patients experienced curve progression. Curve progression rate for weaning at PHOS Stage 5 was 0% for curves < 40°, and 20.0% for curves ≥ 40°. No curve progression occurred when weaning at PHOS Stage 5 with radius grade of 10 for curves ≥ 40°. Factors associated with curve progression were: Months post-menarche (p = 0.021), weaning Cobb angle (p = 0.002), curves < 40° versus ≥ 40° (p = 0.009), radius (p = 0.006) and ulna (p = 0.025) grades, and Sanders stages (p = 0.025), but not PHOS stages (p = 0.454). CONCLUSION PHOS can be a useful maturity indicator for brace-wear weaning in AIS, with PHOS Stage 5 having no post-weaning curve progression in curves < 40°. For large curves ≥ 40°, PHOS Stage 5 is also effective in indicating the timing of weaning together with radius grade ≥ 10.
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Affiliation(s)
- Prudence Wing Hang Cheung
- Department of Orthopaedics and Traumatology, The University of Hong Kong, Professorial Block, 5thFloor, 102 Pokfulam Road, Pokfulam, Hong Kong SAR, China
| | - Jason Pui Yin Cheung
- Department of Orthopaedics and Traumatology, The University of Hong Kong, Professorial Block, 5thFloor, 102 Pokfulam Road, Pokfulam, Hong Kong SAR, China.
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Kvist O, Damberg P, Dou Z, Berglund JS, Flodmark C, Nilsson O, Diaz S. Magnetic resonance and diffusion tensor imaging of the adolescent rabbit growth plate of the knee. Magn Reson Med 2023; 89:331-342. [PMID: 36110062 PMCID: PMC9826331 DOI: 10.1002/mrm.29432] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Revised: 08/09/2022] [Accepted: 08/09/2022] [Indexed: 01/11/2023]
Abstract
PURPOSE To assess the ability of MRI-DTI to evaluate growth plate morphology and activity compared with that of histomorphometry and micro-CT in rabbits. METHODS The hind limbs of female rabbits aged 16, 20, and 24 wk (n = 4 per age group) were studied using a 9.4T MRI scanner with a multi-gradient echo 3D sequence and DTI in 14 directions (b-value = 984 s/mm2 ). After MRI, the right and left hind limb were processed for histological analysis and micro-CT, respectively. The Wilcoxon signed-rank test was used to evaluate the height and volume of the growth plate. Intraclass correlation and Pearson correlation coefficient were used to evaluate the association between DTI metrics and age. RESULTS The growth plate height and volume were similar for all modalities at each time point and age. Age was correlated with all tractography and DTI metrics in both the femur and tibia. A correlation was also observed between all the metrics at both sites. Tract number and volume declined with age; however, tract length did not show any changes. The fractional anisotropy color map showed lateral diffusion centrally in the growth plate and perpendicular diffusion in the hypertrophic zone, as verified by histology and micro-CT. CONCLUSION MRI-DTI may be useful for evaluating the growth plates.
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Affiliation(s)
- Ola Kvist
- Department of Paediatric RadiologyKarolinska University Hospital
StockholmSweden,Department of Women's and Children's HealthKarolinska InstituteStockholmSweden
| | - Peter Damberg
- Department of Clinical NeuroscienceKarolinska InstitutetStockholmSweden
| | - Zelong Dou
- Department of Women's and Children's HealthKarolinska InstituteStockholmSweden
| | | | | | - Ola Nilsson
- Department of Women's and Children's HealthKarolinska InstituteStockholmSweden,School of Medical SciencesÖrebro UniversityÖrebroSweden
| | - Sandra Diaz
- Department of Paediatric RadiologyKarolinska University Hospital
StockholmSweden,Department of Women's and Children's HealthKarolinska InstituteStockholmSweden,Department of RadiologyLunds UniversityLundSweden
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Nakavachara P, Weerakulwattana P, Pooliam J, Viprakasit V. Bone mineral density in primarily preadolescent children with hemoglobin E/β-thalassemia with different severities and transfusion requirements. Pediatr Blood Cancer 2022; 69:e29789. [PMID: 35652568 DOI: 10.1002/pbc.29789] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Revised: 05/02/2022] [Accepted: 05/03/2022] [Indexed: 11/07/2022]
Abstract
BACKGROUND Children with β-thalassemia major and β-thalassemia intermedia frequently have low bone mass. However, studies of bone mineral density (BMD) in children with transfusion-dependent (TD) or non-transfusion-dependent (NTD) hemoglobin (Hb) E/β-thalassemia are scarce. OBJECTIVES To determine the prevalence of low bone mass among mostly preadolescent children with NTD and TD Hb E/β thalassemia and the related factors. METHODS We investigated the BMD of the lumbar spine (LSBMD) and total body (TBBMD), measured by dual-energy X-ray absorptiometry, of 59 children with NTD Hb E/β-thalassemia and 50 with TD Hb E/β-thalassemia. RESULTS The median age of the patients was 10.4 (6.2-13.5) years in the NTD group and 10.3 (5.9-14.1) years in the TD group. These children had a relatively low prevalence of low bone mass (NTD: 1.7%-10.2%; TD: 4%-14%). The values varied with the bone site measured and the BMD size-adjustment method used (height age vs. bone age). The NTD group had significantly lower TBBMD Z-scores (adjusted for height age) than the TD group. The proportion of patients with low lumbar spine bone mass (adjusted for bone age) was significantly higher for the TD group than for the NTD group. CONCLUSIONS Our study demonstrates that most children with either disease had normal BMD. Patients with the NTD form had a lower TBBMD than those with the TD form. Low bone mass affected the lumbar spine of patients with TD Hb E/β-thalassemia more than those with the NTD form.
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Affiliation(s)
- Pairunyar Nakavachara
- Division of Pediatric Endocrinology, Department of Pediatrics, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Praewvarin Weerakulwattana
- Division of Pediatric Endocrinology, Department of Pediatrics, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Julaporn Pooliam
- Research Group and Research Network Division, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Vip Viprakasit
- Division of Pediatric Hematology and Oncology and Thalassemia Center, Department of Pediatrics, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
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Martin DD, Calder AD, Ranke MB, Binder G, Thodberg HH. Accuracy and self-validation of automated bone age determination. Sci Rep 2022; 12:6388. [PMID: 35430607 PMCID: PMC9013398 DOI: 10.1038/s41598-022-10292-y] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2022] [Accepted: 03/29/2022] [Indexed: 11/20/2022] Open
Abstract
The BoneXpert method for automated determination of bone age from hand X-rays was introduced in 2009 and is currently running in over 200 hospitals. The aim of this work is to present version 3 of the method and validate its accuracy and self-validation mechanism that automatically rejects an image if it is at risk of being analysed incorrectly. The training set included 14,036 images from the 2017 Radiological Society of North America (RSNA) Bone Age Challenge, 1642 images of normal Dutch and Californian children, and 8250 images from Tübingen from patients with Short Stature, Congenital Adrenal Hyperplasia and Precocious Puberty. The study resulted in a cross-validated root mean square (RMS) error in the Tübingen images of 0.62 y, compared to 0.72 y in the previous version. The RMS error on the RSNA test set of 200 images was 0.45 y relative to the average of six manual ratings. The self-validation mechanism rejected 0.4% of the RSNA images. 121 outliers among the self-validated images of the Tübingen study were rerated, resulting in 6 cases where BoneXpert deviated more than 1.5 years from the average of the three re-ratings, compared to 72 such cases for the original manual ratings. The accuracy of BoneXpert is clearly better than the accuracy of a single manual rating. The self-validation mechanism rejected very few images, typically with abnormal anatomy, and among the accepted images, there were 12 times fewer severe bone age errors than in manual ratings, suggesting that BoneXpert could be safer than manual rating.
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Oyachi M, Watanabe Y, Kitayama K, Yamada Y, Higuchi S, Kawakita R, Yorifuji T. Accelerated pubertal onset in short children with delayed bone age. J Pediatr Endocrinol Metab 2022; 35:163-168. [PMID: 34536343 DOI: 10.1515/jpem-2021-0313] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Accepted: 09/06/2021] [Indexed: 11/15/2022]
Abstract
OBJECTIVES Constitutional delay of growth (CDG) is usually associated with a delay in pubertal onset (CDGP) and a catch-up growth after puberty. Some individuals, however, have earlier-than-expected pubertal onset resulting in a shorter adult height. We investigated the current incidence of such individuals and that of 30 years ago. METHODS The study subjects are 1,312 consecutive Japanese children referred to Osaka City General Hospital (OCGH) for short stature during 2010-2018, and a cohort of 11,256 individuals in the Ogi Growth Research (OGR, 1979-1992). Individuals with the height standard deviation score <-1.0, the bone age (BA)/chronological age (CA) ratio <0.8 at first visits, and without other identifiable causes of short stature were extracted from the record of OCGH. Similarly, individuals meeting the height and bone age criteria were extracted from the OGR record. The pubertal growth onset was auxologically determined as the upward shift from the prepubertal growth curve fitted to a quadratic function. Earlier-than-expected onset was defined as the onset earlier than the population average +1 year. RESULTS From the OCGH cohort, 55 children (38 boys, 17 girls) met the criteria, and earlier-than-expected onset was observed in 34.2% of boys and 29.4% of girls. In the 73 short individuals with delayed bone age in the OGR cohort, earlier-than-expected onset was less common (13.0% for boys and 14.8% for girls). There was no significant association between the timing of pubertal growth onset and the BA/CA ratio, IGF-1, and midparental height. CONCLUSIONS Earlier-than-expected pubertal growth onset is common in CDG and possibly increasing.
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Affiliation(s)
- Maki Oyachi
- Division of Pediatric Endocrinology and Metabolism, Children's Medical Center, Osaka City General Hospital, Osaka, Japan.,Department of Pediatrics, Kainan Hospital, Yatomi, Japan
| | - Yoh Watanabe
- Division of Pediatric Endocrinology and Metabolism, Children's Medical Center, Osaka City General Hospital, Osaka, Japan
| | - Kana Kitayama
- Division of Pediatric Endocrinology and Metabolism, Children's Medical Center, Osaka City General Hospital, Osaka, Japan
| | - Yuki Yamada
- Division of Pediatric Endocrinology and Metabolism, Children's Medical Center, Osaka City General Hospital, Osaka, Japan
| | - Shinji Higuchi
- Division of Pediatric Endocrinology and Metabolism, Children's Medical Center, Osaka City General Hospital, Osaka, Japan
| | - Rie Kawakita
- Division of Pediatric Endocrinology and Metabolism, Children's Medical Center, Osaka City General Hospital, Osaka, Japan
| | - Tohru Yorifuji
- Division of Pediatric Endocrinology and Metabolism, Children's Medical Center, Osaka City General Hospital, Osaka, Japan
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Alshamrani K. The Application of Magnetic Resonance Imaging in Skeletal Age Assessment. Appl Bionics Biomech 2022; 2022:9607237. [PMID: 35237346 PMCID: PMC8885254 DOI: 10.1155/2022/9607237] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Revised: 01/19/2022] [Accepted: 01/26/2022] [Indexed: 11/17/2022] Open
Abstract
METHOD The study includes 80 patients identified from an endocrine clinic, two males and two females from each of 5 age groups (<5, 5 to 7, 8 to 10, 11 to 13, and 14 to 16 years). Skeletal age as determined from an open MRI scanner and radiographs performed on the same day was compared for each child. Two observers assess the skeletal age from radiographs and MRI images independently. After a period of at least three weeks, observers determined the skeletal age of all patients independently. All of the images were in different and random orders, on both of the assessment occasions. The agreement was assessed using the interclass correlation coefficient and Bland Altman plots. Problem Statement. The recurrent use of left-hand radiography in children with chronic conditions might result in the patient being exposed to the same image several times throughout the course of their lives. Use of radiation-free methods such as magnetic resonance imaging (MRI) may be able to assist in reducing the risks associated with radiation exposure, if done properly. RESULTS Patients' age ranged from 3 to 16 years, in which the mean of the chronological age was 9.3 years (±2.9) and 9.8 years (±2.7) in girls and boys, respectively. The interrater agreement for skeletal age determination was 0.984 for radiographs and 0.976 for MRI scans. Using the G&P technique, for Observer 1, intraobserver agreement for radiographs and DXA was 0.993 and 0.983, respectively, and 0.995 and 0.994, respectively, for Observer 2. Plotting the rater readings against the line of equality shows no significant differences between readings acquired from radiographs and MRI scans. CONCLUSION For the study contribution, it is possible to employ open compact MRI to determine the skeletal age of a person. Our results showed that left-hand MRI scans were of better quality than the radiographs.
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Affiliation(s)
- Khalaf Alshamrani
- Radiological Sciences Department, College of Applied Medical Science, Najran University, Najran, Saudi Arabia
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11
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Triantafyllou P, Roberts S. Pediatric Body Growth. Pediatr Dent 2022. [DOI: 10.1007/978-3-030-78003-6_3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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12
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Thodberg HH, Thodberg B, Ahlkvist J, Offiah AC. Autonomous artificial intelligence in pediatric radiology: the use and perception of BoneXpert for bone age assessment. Pediatr Radiol 2022; 52:1338-1346. [PMID: 35224658 PMCID: PMC9192461 DOI: 10.1007/s00247-022-05295-w] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Revised: 12/23/2021] [Accepted: 01/19/2022] [Indexed: 11/29/2022]
Abstract
BACKGROUND The autonomous artificial intelligence (AI) system for bone age rating (BoneXpert) was designed to be used in clinical radiology practice as an AI-replace tool, replacing the radiologist completely. OBJECTIVE The aim of this study was to investigate how the tool is used in clinical practice. Are radiologists more inclined to use BoneXpert to assist rather than replace themselves, and how much time is saved? MATERIALS AND METHODS We sent a survey consisting of eight multiple-choice questions to 282 radiologists in departments in Europe already using the software. RESULTS The 97 (34%) respondents came from 18 countries. Their answers revealed that before installing the automated method, 83 (86%) of the respondents took more than 2 min per bone age rating; this fell to 20 (21%) respondents after installation. Only 17/97 (18%) respondents used BoneXpert to completely replace the radiologist; the rest used it to assist radiologists to varying degrees. For instance, 39/97 (40%) never overruled the automated reading, while 9/97 (9%) overruled more than 5% of the automated ratings. The majority 58/97 (60%) of respondents checked the radiographs themselves to exclude features of underlying disease. CONCLUSION BoneXpert significantly reduces reporting times for bone age determination. However, radiographic analysis involves more than just determining bone age. It also involves identification of abnormalities, and for this reason, radiologists cannot be completely replaced. AI systems originally developed to replace the radiologist might be more suitable as AI assist tools, particularly if they have not been validated to work autonomously, including the ability to omit ratings when the image is outside the range of validity.
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Affiliation(s)
| | | | | | - Amaka C. Offiah
- Department of Radiology, Academic Unit of Child Health, University of Sheffield, Damer Street Building, Western Bank, Sheffield, S10 2TH UK
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Mavinkurve M, Azriyanti AZ, Jalaludin MY. The short child: Importance of early detection and timely referrai. MALAYSIAN FAMILY PHYSICIAN : THE OFFICIAL JOURNAL OF THE ACADEMY OF FAMILY PHYSICIANS OF MALAYSIA 2021; 16:6-15. [PMID: 34938388 PMCID: PMC8680933 DOI: 10.51866/rv1157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Stunting is a common phenomenon in Malaysian children. Optimising outcomes for children with growth disorders rests on early recognition and prompt referral. In this context, a framework for the clinical approach can help to guide appropriate growth assessment and referral. This review article aims to provide family medicine specialists with such a framework whilst raising awareness about the shortcomings of the existing growth monitoring system in Malaysia. It also invites readers to consider additional measures that could further optimise this system.
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Affiliation(s)
- Meenal Mavinkurve
- Department of Paediatrics, International Medical University, Seremban, Negeri Sembilan
- Department of Paediatrics, University Malaya Medical Centre, Kuala Lumpur, Malaysia,
| | - Anuar Zaini Azriyanti
- Department of Paediatrics, Faculty of Medicine, University Malaya, Kuala Lumpur, Malaysia
- Department of Paediatrics, University Malaya Medical Centre, Kuala Lumpur, Malaysia
| | - Muhammad Yazid Jalaludin
- Department of Paediatrics, Faculty of Medicine, University Malaya, Kuala Lumpur, Malaysia
- Department of Paediatrics, University Malaya Medical Centre, Kuala Lumpur, Malaysia
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14
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Shokri E, Heidarianpour A, Razavi Z. Positive effect of combined exercise on adipokines levels and pubertal signs in overweight and obese girls with central precocious puberty. Lipids Health Dis 2021; 20:152. [PMID: 34742317 PMCID: PMC8571828 DOI: 10.1186/s12944-021-01588-5] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Accepted: 10/24/2021] [Indexed: 11/10/2022] Open
Abstract
Background The prevalence of precocious puberty is increasing. Obesity has been demonstrated to be associated with changes in the adipokine profile and incidence of early puberty in girls. This study assessed the pubertal signs, the levels of adiponectin, resistin, and tumor necrosis factor-alpha (TNF-α) after 12 weeks of combined exercise and 4 weeks of detraining in overweight and obese girls with precocious puberty. Methods Thirty overweight and obese girls (aged 7–9) with precocious puberty, who had received Triptorelin, were randomly divided into two groups (15 exercise and 15 control). Initially, serum levels of adiponectin, resistin, TNF-α, luteinising hormone (LH), and follicle-stimulating hormone (FSH) and the signs of puberty progression (bone age, uterine length, and ovarian volume) were measured. The exercise group performed 60 min of combined (aerobic and resistance) exercise three times/week for 12 weeks. The control group did not receive any exercise. 48 h after the last training session and after 4 weeks of detraining, all research variables were measured (also in the control group). The statistical method used for data analysis was repeated measures ANOVA. Results In the exercise group, adiponectin significantly increased and resistin significantly decreased after 12 weeks. After 4 weeks of detraining, adiponectin significantly decreased, but resistin significantly increased. TNF-α levels did not change significantly during the study. There was no significant difference in all of the factors in the control group. Throughout the 16-week study period, the rate of puberty and LH significantly decreased in both exercise and control groups, but FSH, LH/FSH and ovarian volume significantly decreased in the exercise group alone (P<0.05). Conclusions Combined exercise increased adiponectin and decreased resistin and the rate of puberty. However, after 4 weeks of detraining, these effects diminished but did not disappear. Trial registration IRCT, IRCT56471. Registered 25 may 2021 - Retrospectively registered, https://fa.irct.ir/user/profile
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Affiliation(s)
- Elnaz Shokri
- Bu Ali Sina University, Faculty of Sport Sciences, Hamedan, Iran
| | | | - Zahra Razavi
- Pediatric Endocrinology and Metabolism, Hamedan University of Medical Sciences, Hamedan, Iran
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Peterkova VA, Alimova IL, Bashnina EB, Bezlepkina OB, Bolotova NV, Zubkova NA, Kalinchenko NU, Kareva MA, Kiyaev AV, Kolodkina AA, Kostrova IB, Makazan NV, Malievskiy OA, Orlova EM, Petryaykina EE, Samsonova LN, Taranushenko TE. [Clinical guidelines «Precocious puberty»]. PROBLEMY ĖNDOKRINOLOGII 2021; 67:84-103. [PMID: 34766494 DOI: 10.14341/probl12821] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Accepted: 09/26/2021] [Indexed: 11/06/2022]
Abstract
The precocious puberty is an urgent problem of pediatric endocrinology characterized by clinical and pathogenetic heterogeneity. The appearance of secondary sex characteristics before the age of 8 years in girls and 9 years in boys requires timely diagnosis and the appointment of pathogenetically justified treatment in order to achieve the target indicators of final growth and prevent social deprivation. The developed clinical guidelines are the main working tool of the practitioner. They briefly and structurally present the main information about the epidemiology and modern classification of рrecocious puberty, methods of its diagnosis and treatment based on the principles of evidence-based medicine.
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Affiliation(s)
| | | | - E B Bashnina
- North-Western State Medical University named after I.I. Mechnikov
| | | | - N V Bolotova
- Saratov State Medical University named after V. I. Razumovsky
| | | | | | | | | | | | - I B Kostrova
- N.M. Kuraev Children's Republican Clinical Hospital
| | | | | | | | - E E Petryaykina
- Russian Children's Clinical Hospital, Pirogov Russian National Research Medical University
| | - L N Samsonova
- Russian Medical Academy of Continuous Professional Education
| | - T E Taranushenko
- Krasnoyarsk State Medical University named after V.F. Voino-Yasenetsky
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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: 0.8] [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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Cao R, Liu J, Fu P, Zhou Y, Li Z, Liu P. The Diagnostic Utility of the Basal Luteinizing Hormone Level and Single 60-Minute Post GnRH Agonist Stimulation Test for Idiopathic Central Precocious Puberty in Girls. Front Endocrinol (Lausanne) 2021; 12:713880. [PMID: 34456870 PMCID: PMC8387794 DOI: 10.3389/fendo.2021.713880] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Accepted: 07/23/2021] [Indexed: 11/24/2022] Open
Abstract
OBJECTIVE The present study aimed to assess the diagnostic utility of the Luteinizing hormone (LH) levels and single 60-minute post gonadotropin-releasing hormone (GnRH) agonist stimulation test for idiopathic central precocious puberty (CPP) in girls. METHODS Data from 1,492 girls diagnosed with precocious puberty who underwent GnRH agonist stimulation testing between January 1, 2016, and October 8, 2020, were retrospectively reviewed. LH levels and LH/follicle-stimulating hormone (FSH) ratios were measured by immuno-chemiluminescence assay before and at several timepoints after GnRH analogue stimulation testing. Mann-Whitney U test, Spearman's correlation, χ2 test, and receiver operating characteristic (ROC) analyses were performed to determine the diagnostic utility of these hormone levels. RESULTS The 1,492 subjects were split into two groups: an idiopathic CPP group (n = 518) and a non-CPP group (n = 974). Basal LH levels and LH/FSH ratios were significantly different between the two groups at 30, 60, 90, and 120 minutes after GnRH analogue stimulation testing. Spearman's correlation analysis showed the strongest correlation between peak LH and LH levels at 60 minutes after GnRH agonist stimulation (r = 0.986, P < 0.001). ROC curve analysis revealed that the 60-minute LH/FSH ratio yielded the highest consistency, with an area under the ROC curve (AUC) of 0.988 (95% confidence interval [CI], 0.982-0.993) and a cut-off point of 0.603 mIU/L (sensitivity 97.3%, specificity 93.0%). The cut-off points of basal LH and LH/FSH were 0.255 mIU/L (sensitivity 68.9%, specificity 86.0%) and 0.07 (sensitivity 73.2%, specificity 89.5%), respectively, with AUCs of 0.823 (95% CI, 0.799-0.847) and 0.843 (95% CI, 0.819-0.867), respectively. CONCLUSIONS A basal LH value greater than 0.535 mIU/L can be used to diagnose CPP without a GnRH agonist stimulation test. A single 60-minute post-stimulus gonadotropin result of LH and LH/FSH can be used instead of a GnRH agonist stimulation test, or samples can be taken only at 0, 30, and 60 minutes after a GnRH agonist stimulation test. This reduces the number of blood draws required compared with the traditional stimulation test, while still achieving a high level of diagnostic accuracy.
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Affiliation(s)
- Ruixue Cao
- Department of Pediatrics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China
| | - Jinrong Liu
- Department of Pediatrics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China
| | - Pinguo Fu
- Department of Anesthesiology, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China
| | - Yonghai Zhou
- Department of Pediatrics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China
| | - Zhe Li
- Department of Pediatrics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China
| | - Peining Liu
- Department of Pediatrics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China
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18
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Diete V, Wabitsch M, Denzer C, Jäger H, Hauth E, Beer M, Vogele D. Applicability of Magnetic Resonance Imaging for Bone Age Estimation in the Context of Medical Issues. ROFO-FORTSCHR RONTG 2020; 193:692-700. [PMID: 33336355 DOI: 10.1055/a-1313-7664] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
OBJECTIVE The determination of bone age is a method for analyzing biological age and structural maturity. Bone age estimation is predominantly used in the context of medical issues, for example in endocrine diseases or growth disturbance. As a rule, conventional X-ray images of the left wrist and hand are used for this purpose. The aim of the present study is to investigate the extent to which MRI can be used as a radiation-free alternative for bone age assessment. METHODS In 50 patients, 19 females and 31 males, in addition to conventional left wrist and hand radiographs, MRI was performed with T1-VIBE (n = 50) and T1-TSE (n = 34). The average age was 11.87 years (5.08 to 17.50 years). Bone age assessment was performed by two experienced investigators blinded for chronological age according to the most widely used standard of Greulich and Pyle. This method relies on a subjective comparison of hand radiographs with gender-specific reference images from Caucasian children and adolescents. In addition to interobserver and intraobserver variability, the correlation between conventional radiographs and MRI was determined using the Pearson correlation coefficient. RESULTS Between the bone age determined from the MRI data and the results of the conventional X-ray images, a very good correlation was found for both T1-VIBE with r = 0.986 and T1-TSE with r = 0.982. Gender differences did not arise. The match for the interobserver variability was very good: r = 0.985 (CR), 0.966 (T1-VIBE) and 0.971 (T1-TSE) as well as the match for the intraobserver variability for investigator A (CR = 0.994, T1-VIBE = 0.995, T1-TSE = 0.998) and for investigator B (CR = 0.994, T1-VIBE = 0.993, T1-TSE = 0.994). CONCLUSION The present study shows that MRI of the left wrist and hand can be used as a possible radiation-free alternative to conventional X-ray imaging for bone age estimation in the context of medical issues. KEY POINTS · MRI and X-ray show a very good correlation for bone age determination in medical issues.. · With short examination times, T1 VIBE shows slight advantages over T1 TSE.. · Both investigators show high intra- and interobserver variability.. CITATION FORMAT · Diete V, Wabitsch M, Denzer C et al. Applicability of Magnetic Resonance Imaging for Bone Age Estimation in the Context of Medical Issues. Fortschr Röntgenstr 2021; 193: 692 - 700.
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Affiliation(s)
- Vera Diete
- Department for Diagnostic and Interventional Radiology, University Ulm Medical Centre, Ulm, Germany
| | - Martin Wabitsch
- Division of Pediatric Endocrinology and Diabetes, University Ulm Medical Centre, Ulm, Germany
| | - Christian Denzer
- Division of Pediatric Endocrinology and Diabetes, University Ulm Medical Centre, Ulm, Germany
| | | | | | - Meinrad Beer
- Department for Diagnostic and Interventional Radiology, University Ulm Medical Centre, Ulm, Germany
| | - Daniel Vogele
- Department for Diagnostic and Interventional Radiology, University Ulm Medical Centre, Ulm, Germany
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Koc U, Taydaş O, Bolu S, Elhan AH, Karakas SP. The Greulich-Pyle and Gilsanz-Ratib atlas method versus automated estimation tool for bone age: a multi-observer agreement study. Jpn J Radiol 2020; 39:267-272. [PMID: 33067733 DOI: 10.1007/s11604-020-01055-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2020] [Accepted: 10/07/2020] [Indexed: 12/01/2022]
Abstract
PURPOSE To evaluate the agreement between observers using Greulich-Pyle (GP) and Gilsanz-Ratib (GR) methods, between four specialities (radiology, pediatrics, pediatric endocrinology and pediatric radiology) and between observers and automated tool in the bone age estimation. MATERIALS AND METHODS A total of 99 observers participated in this questionnaire-based study. BoneXpert was used for the automated tool. Experienced, senior, and junior observers were defined by their experience, and the bone age determined by experienced observers was regarded as the ground truth. Agreement between observers was evaluated using the coefficient of variance (CV) and intraclass correlation coefficient (ICC), and they were reevaluated after adding BoneXpert to the observers. Agreement of BoneXpert, the senior, and the junior observers was also evaluated using the root-mean-square-error (RMSE) values and Blant Altman method by comparing with the ground truth. RESULTS The CV ranged from 4.98% to 22.08%. The ICC were 0.980 for GP, 0.980 for GP and BoneXpert, 0.973 for GR, and 0.976 for GR and BoneXpert, and the ICC between four specialities ranged form 0.963 to 0.990. BoneXpert tool had the lowest RMSE values (0.504 years for GP atlas). CONCLUSION Automated bone age estimation showed comparable results with GP and GR methods and its utilization may decrease inter-observer variability.
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Affiliation(s)
- Ural Koc
- Radiology Section, Ankara Sehit Ahmet Ozsoy State Hospital, Ankara, Turkey.
| | - Onur Taydaş
- School of Medicine, Department of Radiology, Sakarya University, Sakarya, Turkey
- Department of Radiology, Erzincan Mengucek Gazi Training and Research Hospital, Erzincan, Turkey
| | - Semih Bolu
- Department of Pediatric Endocrinology, Adiyaman Training Research Hospital, Adiyaman, Turkey
| | - Atilla Halil Elhan
- Faculty of Medicine, Department of Biostatistics, Ankara University, Ankara, Turkey
| | - S Pınar Karakas
- Clinic of Pediatric Radiology, UCSF Benioff Children's Hospital, Oakland, CA, USA
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Ke D, Lu D, Cai G, Zhang J, Wang X, Suzuki K. Accelerated skeletal maturation is associated with overweight and obesity as early as preschool age: a cross-sectional study. BMC Pediatr 2020; 20:452. [PMID: 32988365 PMCID: PMC7520956 DOI: 10.1186/s12887-020-02353-w] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2020] [Accepted: 09/17/2020] [Indexed: 12/20/2022] Open
Abstract
Background Body mass index (BMI) and skeletal age (SA) are important indicators of individual growth and maturation. Although the results have not been unified, most studies indicated that accelerated skeletal maturation is associated with overweight/obesity. However, there have so far been insufficient studies about the association between accelerated skeletal maturation and overweight/obesity in preschoolers, particularly Asian children. A cross-sectional study was conducted on Chinese children to verify the association between accelerated skeletal maturation and overweight/obesity at preschool age. Methods The study involved 1330 participants aged 3.1–6.6 years old (730 males and 600 females) in Shanghai, China. The skeletal age was determined according to the method of TW3-C RUS. Accelerated skeletal maturation was defined as relative SA (SA minus chronological age [CA]) ≥1.0 years. BMI was classified as thinness, normal weight, overweight, and obesity according to the International Obesity Task Force (IOTF) BMI cut-offs. The Chi-square was performed to determine the statistically significant difference in the frequency of accelerated skeletal maturation in BMI and age categories. The logistic regression model analyzed the association between accelerated skeletal maturation and overweight/obesity. Results The percentage of accelerated skeletal maturation increased with BMI (7.8% of children in thinness group had accelerated skeletal maturation; the percentage increased to 30.8% in obese group. x2 = 89.442, df = 3, P < 0.01) and age group (at age 3.5, 3.5% of participants had accelerated skeletal maturation; at age 6.0 years, this increased to 27.8%. x2 = 43.417, df = 5, P < 0.01). Logistic regression analysis showed that children with overweight and obesity are more likely to have accelerated skeletal maturation than children with normal weight after adjusting for gender and age (Overweight, odds ratio [OR] = 3.27, 95% confidence interval [CI]: 2.20–4.87; Obese, OR = 4.73, 95% CI: 2.99–7.48). Conclusions There is an association between accelerated skeletal maturation and overweight/obesity among preschool children. This study suggests that accelerated skeletal maturation might coexist with overweight/obesity in preschool children, and interventions, such as dietary modifications and increasing levels of physical activity, should be employed to prevent both accelerated skeletal maturation and overweight/obesity as early as preschool age.
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Affiliation(s)
- Dandan Ke
- Graduate School of Health and Sports Science, Juntendo University, 1- 1 Hiraka-gakuendai, Inzai-city, Chiba, 270-1695, Japan
| | - Dajiang Lu
- School of Kinesiology, Shanghai University of Sport, No. 650 Qingyuan Ring Road, Yangpu District, Shanghai, 200438, People's Republic of China
| | - Guang Cai
- Shanghai Research Institute of Sports Science, No.87 Wuxing Road, Xuhui District, Shanghai, 200030, People's Republic of China
| | - Jing Zhang
- Shanghai Center for Women and Children's Health, No.339 Luding Road, Putuo District, Shanghai, 200062, People's Republic of China
| | - Xiaofei Wang
- School of Kinesiology, Shanghai University of Sport, No. 650 Qingyuan Ring Road, Yangpu District, Shanghai, 200438, People's Republic of China
| | - Koya Suzuki
- Graduate School of Health and Sports Science, Juntendo University, 1- 1 Hiraka-gakuendai, Inzai-city, Chiba, 270-1695, Japan.
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Gerges M, Eng H, Chhina H, Cooper A. Modernization of bone age assessment: comparing the accuracy and reliability of an artificial intelligence algorithm and shorthand bone age to Greulich and Pyle. Skeletal Radiol 2020; 49:1449-1457. [PMID: 32328674 DOI: 10.1007/s00256-020-03429-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/18/2019] [Revised: 03/20/2020] [Accepted: 03/23/2020] [Indexed: 02/02/2023]
Abstract
UNLABELLED Greulich and Pyle (GP) is one of the most common methods to determine bone age from hand radiographs. In recent years, new methods were developed to increase the efficiency in bone age analysis like the shorthand bone age (SBA) and automated artificial intelligence algorithms. OBJECTIVE The aim of this study is to evaluate the accuracy and reliability of these two methods and examine if the reduction in analysis time compromises their efficacy. METHODS Two hundred thirteen males and 213 females had their bone age determined by two separate raters using the SBA and GP methods. Three weeks later, the two raters repeated the analysis of the radiographs. The raters timed themselves using an online stopwatch. De-identified radiographs were securely uploaded to an automated algorithm developed by a group of radiologists in Toronto. The gold standard was determined to be the radiology report attached to each radiograph, written by experienced radiologists using GP. RESULTS Intraclass correlation between each method and the gold standard fell within the range of 0.8-0.9, highlighting significant agreement. Most of the comparisons showed a statistically significant difference between the new methods and the gold standard; however, it may not be clinically significant as it ranges between 0.25 and 0.5 years. A bone age is considered clinically abnormal if it falls outside 2 standard deviations of the chronological age; standard deviations are calculated and provided in GP atlas. CONCLUSION The shorthand bone age method and the automated algorithm produced values that are in agreement with the gold standard while reducing analysis time.
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Affiliation(s)
- Mina Gerges
- Faculty of Medicine, University of British Columbia, Vancouver, Canada
| | - Hayley Eng
- Faculty of Science, University of British Columbia, Vancouver, Canada
| | - Harpreet Chhina
- Faculty of Medicine, University of British Columbia, Vancouver, Canada
- Department of Orthopaedics, BC Children's Hospital, 1D 64 4480 Oak Street, Vancouver, BC, V6H 3V4, Canada
| | - Anthony Cooper
- Department of Orthopaedics, BC Children's Hospital, 1D 64 4480 Oak Street, Vancouver, BC, V6H 3V4, Canada.
- Department of Orthopaedics, Faculty of Medicine, University of British Columbia, Vancouver, Canada.
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Kocova M, Anastasovska V, Falhammar H. Clinical outcomes and characteristics of P30L mutations in congenital adrenal hyperplasia due to 21-hydroxylase deficiency. Endocrine 2020; 69:262-277. [PMID: 32367336 PMCID: PMC7392929 DOI: 10.1007/s12020-020-02323-3] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Accepted: 04/18/2020] [Indexed: 01/07/2023]
Abstract
Despite numerous studies in the field of congenital adrenal hyperplasia (CAH) due to 21-hydroxylase deficiency, some clinical variability of the presentation and discrepancies in the genotype/phenotype correlation are still unexplained. Some, but not all, discordant phenotypes caused by mutations with known enzyme activity have been explained by in silico structural changes in the 21-hydroxylase protein. The incidence of P30L mutation varies in different populations and is most frequently found in several Central and Southeast European countries as well as Mexico. Patients carrying P30L mutation present predominantly as non-classical CAH; however, simple virilizing forms are found in up to 50% of patients. Taking into consideration the residual 21-hydroxulase activity present with P30L mutation this is unexpected. Different mechanisms for increased androgenization in patients carrying P30L mutation have been proposed including influence of different residues, accompanying promotor allele variability or mutations, and individual androgene sensitivity. Early diagnosis of patients who would present with SV is important in order to improve outcome. Outcome studies of CAH have confirmed the uniqueness of this mutation such as difficulties in phenotype classification, different fertility, growth, and psychologic issues in comparison with other genotypes. Additional studies of P30L mutation are warranted.
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Affiliation(s)
- Mirjana Kocova
- Medical Faculty, University"Cyril&Methodius", Skopje, Republic of North Macedonia
| | - Violeta Anastasovska
- Genetic Laboratory, University Pediatric Hospital, Skopje, Republic of North Macedonia
| | - Henrik Falhammar
- Department of Endocrinology, Metabolism and Diabetes, Karolinska University Hospital, Stockholm, Sweden.
- Departement of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden.
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23
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Pan I, Baird GL, Mutasa S, Merck D, Ruzal-Shapiro C, Swenson DW, Ayyala RS. Rethinking Greulich and Pyle: A Deep Learning Approach to Pediatric Bone Age Assessment Using Pediatric Trauma Hand Radiographs. Radiol Artif Intell 2020; 2:e190198. [PMID: 33937834 DOI: 10.1148/ryai.2020190198] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2019] [Revised: 05/19/2020] [Accepted: 05/29/2020] [Indexed: 12/25/2022]
Abstract
Purpose To develop a deep learning approach to bone age assessment based on a training set of developmentally normal pediatric hand radiographs and to compare this approach with automated and manual bone age assessment methods based on Greulich and Pyle (GP). Methods In this retrospective study, a convolutional neural network (trauma hand radiograph-trained deep learning bone age assessment method [TDL-BAAM]) was trained on 15 129 frontal view pediatric trauma hand radiographs obtained between December 14, 2009, and May 31, 2017, from Children's Hospital of New York, to predict chronological age. A total of 214 trauma hand radiographs from Hasbro Children's Hospital were used as an independent test set. The test set was rated by the TDL-BAAM model as well as a GP-based deep learning model (GPDL-BAAM) and two pediatric radiologists (radiologists 1 and 2) using the GP method. All ratings were compared with chronological age using mean absolute error (MAE), and standard concordance analyses were performed. Results The MAE of the TDL-BAAM model was 11.1 months, compared with 12.9 months for GPDL-BAAM (P = .0005), 14.6 months for radiologist 1 (P < .0001), and 16.0 for radiologist 2 (P < .0001). For TDL-BAAM, 95.3% of predictions were within 24 months of chronological age compared with 91.6% for GPDL-BAAM (P = .096), 86.0% for radiologist 1 (P < .0001), and 84.6% for radiologist 2 (P < .0001). Concordance was high between all methods and chronological age (intraclass coefficient > 0.93). Deep learning models demonstrated a systematic bias with a tendency to overpredict age for younger children versus radiologists who showed a consistent mean bias. Conclusion A deep learning model trained on pediatric trauma hand radiographs is on par with automated and manual GP-based methods for bone age assessment and provides a foundation for developing population-specific deep learning algorithms for bone age assessment in modern pediatric populations.Supplemental material is available for this article.© RSNA, 2020See also the commentary by Halabi in this issue.
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Affiliation(s)
- Ian Pan
- Department of Diagnostic Imaging, Rhode Island Hospital/Hasbro Children's Hospital, The Warren Alpert Medical School of Brown University, 593 Eddy St, Providence, RI 02903 (I.P., D.W.S., R.S.A.); Department of Diagnostic Imaging and Lifespan Biostatistics Core, Rhode Island Hospital, Providence, RI (G.L.B.); Department of Radiology, Columbia University Medical Center, New York, NY (S.M., C.R.); and Department of Emergency Medicine, University of Florida Shands Hospital, Gainesville, Fla (D.M.)
| | - Grayson L Baird
- Department of Diagnostic Imaging, Rhode Island Hospital/Hasbro Children's Hospital, The Warren Alpert Medical School of Brown University, 593 Eddy St, Providence, RI 02903 (I.P., D.W.S., R.S.A.); Department of Diagnostic Imaging and Lifespan Biostatistics Core, Rhode Island Hospital, Providence, RI (G.L.B.); Department of Radiology, Columbia University Medical Center, New York, NY (S.M., C.R.); and Department of Emergency Medicine, University of Florida Shands Hospital, Gainesville, Fla (D.M.)
| | - Simukayi Mutasa
- Department of Diagnostic Imaging, Rhode Island Hospital/Hasbro Children's Hospital, The Warren Alpert Medical School of Brown University, 593 Eddy St, Providence, RI 02903 (I.P., D.W.S., R.S.A.); Department of Diagnostic Imaging and Lifespan Biostatistics Core, Rhode Island Hospital, Providence, RI (G.L.B.); Department of Radiology, Columbia University Medical Center, New York, NY (S.M., C.R.); and Department of Emergency Medicine, University of Florida Shands Hospital, Gainesville, Fla (D.M.)
| | - Derek Merck
- Department of Diagnostic Imaging, Rhode Island Hospital/Hasbro Children's Hospital, The Warren Alpert Medical School of Brown University, 593 Eddy St, Providence, RI 02903 (I.P., D.W.S., R.S.A.); Department of Diagnostic Imaging and Lifespan Biostatistics Core, Rhode Island Hospital, Providence, RI (G.L.B.); Department of Radiology, Columbia University Medical Center, New York, NY (S.M., C.R.); and Department of Emergency Medicine, University of Florida Shands Hospital, Gainesville, Fla (D.M.)
| | - Carrie Ruzal-Shapiro
- Department of Diagnostic Imaging, Rhode Island Hospital/Hasbro Children's Hospital, The Warren Alpert Medical School of Brown University, 593 Eddy St, Providence, RI 02903 (I.P., D.W.S., R.S.A.); Department of Diagnostic Imaging and Lifespan Biostatistics Core, Rhode Island Hospital, Providence, RI (G.L.B.); Department of Radiology, Columbia University Medical Center, New York, NY (S.M., C.R.); and Department of Emergency Medicine, University of Florida Shands Hospital, Gainesville, Fla (D.M.)
| | - David W Swenson
- Department of Diagnostic Imaging, Rhode Island Hospital/Hasbro Children's Hospital, The Warren Alpert Medical School of Brown University, 593 Eddy St, Providence, RI 02903 (I.P., D.W.S., R.S.A.); Department of Diagnostic Imaging and Lifespan Biostatistics Core, Rhode Island Hospital, Providence, RI (G.L.B.); Department of Radiology, Columbia University Medical Center, New York, NY (S.M., C.R.); and Department of Emergency Medicine, University of Florida Shands Hospital, Gainesville, Fla (D.M.)
| | - Rama S Ayyala
- Department of Diagnostic Imaging, Rhode Island Hospital/Hasbro Children's Hospital, The Warren Alpert Medical School of Brown University, 593 Eddy St, Providence, RI 02903 (I.P., D.W.S., R.S.A.); Department of Diagnostic Imaging and Lifespan Biostatistics Core, Rhode Island Hospital, Providence, RI (G.L.B.); Department of Radiology, Columbia University Medical Center, New York, NY (S.M., C.R.); and Department of Emergency Medicine, University of Florida Shands Hospital, Gainesville, Fla (D.M.)
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24
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Fu J, Zhang J, Chen R, Ma X, Wang C, Chen L, Liang Y, Luo X, Yang Y, Xiong F, Su Z, Wu J, Yao H, Xu J, Wu D, Ni Y. Long-Term Outcomes of Treatments for Central Precocious Puberty or Early and Fast Puberty in Chinese Girls. J Clin Endocrinol Metab 2020; 105:dgz027. [PMID: 31702013 DOI: 10.1210/clinem/dgz027] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2019] [Accepted: 10/04/2019] [Indexed: 11/19/2022]
Abstract
CONTEXT Gonadotropin-releasing hormone analogues (GnRHa) and recombinant human growth hormone (rhGH) have been widely used to treat idiopathic central precocious puberty (CPP) or early and fast puberty (EFP). However, large-scale studies to evaluate the treatment effects on final adult height (FAH) are still lacking. OBJECTIVE To assess the effects of long-term treatment for CPP/EFP on FAH and its main influencing factors. DESIGN AND SETTING Retrospective, multicenter observational study from 1998 to 2017. PARTICIPANTS Four hundred forty-eight Chinese girls with CPP/EFP received GnRHa and rhGH treatment (n = 118), GnRHa alone (n = 276), or no treatment (n = 54). MAIN OUTCOME MEASURES FAH, target height (Tht), and predictive adult height (PAH). RESULTS The height gain (FAH-PAH) was significantly different among the GnRHa and rhGH treatment, GnRHa alone, and no treatment groups (P < 0.05; 9.51 ± 0.53, 8.07 ± 0.37, and 6.44 ± 0.91 cm, respectively). The genetic height gain (FAH-Tht) was 4.0 ± 0.5 cm for the GnRHa + rhGH group and 2.0 ± 0.27 cm for the GnRHa group, while the control group reached their Tht. In addition, 5 critical parameters derived from PAH, bone age, and Tht, showed excellent performance in predicting which patients could gain ≥5 cm (FAH-PAH), and this was further validated using an independent study. CONCLUSIONS The overall beneficial effect of GnRHa + rhGH or GnRHa on FAH was significant. The control group also reached their genetic target height. Clinicians are recommended to consider both the potential gains in height and the cost of medication.
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Affiliation(s)
- Junfen Fu
- Children's Hospital of Zhejiang University School of Medicine, Hangzhou, China
| | - Jianwei Zhang
- Children's Hospital of Zhejiang University School of Medicine, Hangzhou, China
- Shaoxing Women and Children's Hospital, Shaoxing, China
| | - Ruimin Chen
- Fuzhou Children's Hospital of Fujian, Fujian Medical University Teaching Hospital, Fuzhou, China
| | - Xiaoyu Ma
- Ruijin Hospital of Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Chunlin Wang
- The First Affiliated Hospital of Zhejiang University School of Medicine, Hangzhou, China
| | - Linqi Chen
- Children's Hospital of Soochow University, Suzhou, China
| | - Yan Liang
- Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Xiaoping Luo
- Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Yu Yang
- Children's Hospital of Jiangxi Province, Nanchang, China
| | - Feng Xiong
- Children's Hospital of Chongqing Medical University, Chongqing, China
| | - Zhe Su
- Shenzhen Children's Hospital, Shenzhen, China
| | - Jing Wu
- Lishui City People's Hospital, Lishui, China
| | - Hui Yao
- Wuhan Children's Hospital, Wuhan, China
| | - Jinliang Xu
- Shaoxing Women and Children's Hospital, Shaoxing, China
| | - Di Wu
- Beijing Children's Hospital, Capital Medical University, Beijing, China
| | - Yan Ni
- Children's Hospital of Zhejiang University School of Medicine, Hangzhou, China
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25
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Różdżyńska-Świątkowska A, Tylki-Szymańska A. The importance of anthropological methods in the diagnosis of rare diseases. J Pediatr Endocrinol Metab 2019; 32:311-320. [PMID: 30917104 DOI: 10.1515/jpem-2018-0433] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/15/2018] [Accepted: 01/29/2019] [Indexed: 11/15/2022]
Abstract
Most of inborn errors of metabolism (IEMs) and rare endocrine-metabolic diseases (REMD) are rare diseases. According to the European Commission on Public Health, a rare disease is defined, based on its prevalence, as one affecting one in 2000 people. Many IEMs affect body stature, cause craniofacial abnormalities, and disturb the developmental process. Therefore, body proportion, dysmorphic characteristics, and morphological parameters must be assessed and closely monitored. This can be achieved only with the help of an anthropologist who has adequate tools. This is why the role of an anthropologist in collaboration with the physician in the diagnostic process is not to be underestimated. Clinical anthropologists contribute to assessing physical development and improve our understanding of the natural history of rare metabolic diseases. This paper presents anthropometric techniques and methods, such as analysis of demographic data, anthropometric parameters at birth, percentile charts, growth patterns, bioimpedance, somatometric profiles, craniofacial profiles, body proportion indices, and mathematical models of growth curves used in certain rare diseases. Contemporary anthropological methods play an important role in the diagnostic process of rare genetic diseases.
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Affiliation(s)
| | - Anna Tylki-Szymańska
- Department of Pediatric, Nutrition and Metabolic Diseases, Children's Memorial Health Institute, Warsaw, Poland
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26
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Guagnelli MA, Winzenrieth R, Lopez-Gonzalez D, McClung MR, Del Rio L, Clark P. Bone age as a correction factor for the analysis of trabecular bone score (TBS) in children. Arch Osteoporos 2019; 14:26. [PMID: 30815747 DOI: 10.1007/s11657-019-0573-6] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/03/2018] [Accepted: 01/27/2019] [Indexed: 02/03/2023]
Abstract
UNLABELLED Trabecular bone score (TBS) is a tool to improve evaluation of DXA scans, barely used in children. We proposed to evaluate TBS with bone age (BA) compared to chronological age (CA). In girls, TBS value using BA is constant until age 8, and in boys until age 10, and then starts to increase steadily. This data may help widen TBS use in pediatric populations. INTRODUCTION Trabecular bone score (TBS) is a software-based tool for the analysis of DXA images to assess bone microarchitecture in the lumbar region. It is used widely in adults to improve evaluation of fracture risk, yet it has been rarely studied in children and no normal curves have been developed for pediatrics. The purpose of this study was to evaluate bone (skeletal) age compared to chronological age to determine which is better in the pediatric population since both bone age (BA) and trabecular density are equally susceptible to change in response to similar factors. METHODS Total body, lumbar region, and non-dominant hand scans were obtained with an iDXA device in all participants. DXA scans of lumbar region for TBS analysis and AP images of non-dominant hand-for-BA were obtained for 565 children (269 female) aged 4to 19. RESULTS Simple correlation was calculated and r2 values for TBS and chronological age were obtained by linear regression, with low correlations (0.36 for boys and 0.38 for girls), and then we created Loess curves to show the change for consecutive ages. In girls, the curve forms a U shape with a nadir point at approximately age 10. We then replaced chronological age with BA, and significant change was seen in the girls' curve, where a turning point is seen at age 8. In boys, a similar trend shows a turning point at age 10. Finally, BA-corrected TBS curves were constructed using LMS, obtaining curves with percentiles. CONCLUSIONS The use of BA in the analysis and interpretation of TBS may help widen its use in pediatric populations by enabling the appearance of normative data, but more information is needed to confirm this finding.
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Affiliation(s)
- Miguel Angel Guagnelli
- Clinical Epidemiology Unit, Hospital Infantil de México Federico Gómez, Mexico City, Mexico
| | | | - Desiree Lopez-Gonzalez
- Clinical Epidemiology Unit, Hospital Infantil de México Federico Gómez, Mexico City, Mexico
| | - Michael R McClung
- Oregon Osteoporosis Center, Portland, OR, USA.,AustralianCatholicUniversity, Melbourne, Australia
| | | | - Patricia Clark
- Clinical Epidemiology Unit, Hospital Infantil de México Federico Gómez, Mexico City, Mexico. .,Facultad de Medicina, UNAM, Mexico City, Mexico.
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27
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Stern D, Payer C, Giuliani N, Urschler M. Automatic Age Estimation and Majority Age Classification From Multi-Factorial MRI Data. IEEE J Biomed Health Inform 2018; 23:1392-1403. [PMID: 31059459 DOI: 10.1109/jbhi.2018.2869606] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Age estimation from radiologic data is an important topic both in clinical medicine as well as in forensic applications, where it is used to assess unknown chronological age or to discriminate minors from adults. In this paper, we propose an automatic multi-factorial age estimation method based on MRI data of hand, clavicle, and teeth to extend the maximal age range from up to 19 years, as commonly used for age assessment based on hand bones, to up to 25 years, when combined with clavicle bones and wisdom teeth. Fusing age-relevant information from all three anatomical sites, our method utilizes a deep convolutional neural network that is trained on a dataset of 322 subjects in the age range between 13 and 25 years, to achieve a mean absolute prediction error in regressing chronological age of 1.01±0.74 years. Furthermore, when used for majority age classification, we show that a classifier derived from thresholding our regression-based predictor is better suited than a classifier directly trained with a classification loss, especially when taking into account that those cases of minors being wrongly classified as adults need to be minimized. In conclusion, we overcome the limitations of the multi-factorial methods currently used in forensic practice, i.e., dependence on ionizing radiation, subjectivity in quantifying age-relevant information, and lack of an established approach to fuse this information from individual anatomical sites.
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28
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Hart ML, Ericsson AC, Lloyd KCK, Grimsrud KN, Rogala AR, Godfrey VL, Nielsen JN, Franklin CL. Development of outbred CD1 mouse colonies with distinct standardized gut microbiota profiles for use in complex microbiota targeted studies. Sci Rep 2018; 8:10107. [PMID: 29973630 PMCID: PMC6031694 DOI: 10.1038/s41598-018-28448-0] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2018] [Accepted: 06/22/2018] [Indexed: 02/08/2023] Open
Abstract
Studies indicate that the gut microbiota (GM) can significantly influence both local and systemic host physiologic processes. With rising concern for optimization of experimental reproducibility and translatability, it is essential to consider the GM in study design. However, GM profiles can vary between rodent producers making consistency between models challenging. To circumvent this, we developed outbred CD1 mouse colonies with stable, complex GM profiles that can be used as donors for a variety of GM transfer techniques including rederivation, co-housing, cross-foster, and fecal microbiota transfer (FMT). CD1 embryos were surgically transferred into CD1 or C57BL/6 surrogate dams that varied by GM composition and complexity to establish four separate mouse colonies harboring GM profiles representative of contemporary mouse producers. Using targeted 16S rRNA amplicon sequencing, subsequent female offspring were found to have similar GM profiles to surrogate dams. Furthermore, breeding colonies of CD1 mice with distinct GM profiles were maintained for nine generations, demonstrating GM stability within these colonies. To confirm GM stability, we shipped cohorts of these four colonies to collaborating institutions and found no significant variation in GM composition. These mice are an invaluable experimental resource that can be used to investigate GM effects on mouse model phenotype.
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Affiliation(s)
- Marcia L Hart
- Comparative Medicine Program, University of Missouri, Columbia, Missouri, United States of America.,University of Missouri Metagenomics Center, University of Missouri, Columbia, Missouri, United States of America.,Department of Veterinary Pathobiology, University of Missouri, Columbia, Missouri, United States of America
| | - Aaron C Ericsson
- Comparative Medicine Program, University of Missouri, Columbia, Missouri, United States of America.,University of Missouri Metagenomics Center, University of Missouri, Columbia, Missouri, United States of America.,Department of Veterinary Pathobiology, University of Missouri, Columbia, Missouri, United States of America.,Mutant Mouse Resource and Research Center, University of Missouri, Columbia, Missouri, United States of America
| | - K C Kent Lloyd
- Mouse Biology Program, University of California, Davis, California, United States of America.,Mutant Mouse Resource and Research Center, University of California, Davis, California, United States of America.,Mouse Metabolic Phenotyping Center, University of California, Davis, California, United States of America
| | - Kristin N Grimsrud
- Mouse Biology Program, University of California, Davis, California, United States of America.,Mutant Mouse Resource and Research Center, University of California, Davis, California, United States of America
| | - Allison R Rogala
- Department of Pathology and Laboratory Medicine, University of North Carolina, Chapel Hill, North Carolina, United States of America.,National Gnotobiotic Rodent Resource Center, University of North Carolina, Chapel Hill, North Carolina, United States of America.,Center for Gastrointestinal Biology and Disease, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Virginia L Godfrey
- Department of Pathology and Laboratory Medicine, University of North Carolina, Chapel Hill, North Carolina, United States of America.,Mutant Mouse Resource and Research Center, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Judith N Nielsen
- Department of Pathology and Laboratory Medicine, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Craig L Franklin
- Comparative Medicine Program, University of Missouri, Columbia, Missouri, United States of America. .,University of Missouri Metagenomics Center, University of Missouri, Columbia, Missouri, United States of America. .,Department of Veterinary Pathobiology, University of Missouri, Columbia, Missouri, United States of America. .,Mutant Mouse Resource and Research Center, University of Missouri, Columbia, Missouri, United States of America.
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29
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Nakavachara P, Petchkul J, Jeerawongpanich K, Kiattisakthavee P, Manpayak T, Netsakulnee P, Chaichanwattanakul K, Pooliam J, Srichairatanakool S, Viprakasit V. Prevalence of low bone mass among adolescents with nontransfusion-dependent hemoglobin E/β-thalassemia and its relationship with anemia severity. Pediatr Blood Cancer 2018; 65. [PMID: 28801997 DOI: 10.1002/pbc.26744] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/10/2017] [Revised: 06/19/2017] [Accepted: 07/07/2017] [Indexed: 12/17/2022]
Abstract
BACKGROUND Low bone mass is common among adolescents with transfusion-dependent β-thalassemia despite adequate transfusion and iron chelation. However, there are few reports regarding bone mineral density (BMD) among adolescents with nontransfusion-dependent thalassemia (NTDT). Indeed, only BMD data in patients with nontransfusion-dependent (NTD) β-thalassemia intermedia have been reported. No previous study has investigated BMD among adolescents with NTD hemoglobin (Hb) E/β-thalassemia. OBJECTIVE To determine the prevalence of low bone mass among adolescents with NTD Hb E/β-thalassemia and factors relating to low bone mass. METHODS We investigated BMD of lumbar spine (L2-L4; BMDLS) and total body (BMDTB), as measured by dual-energy X-ray absorptiometry, in 22 adolescents (aged 13.2-20 years) with NTD Hb E/β-thalassemia. RESULTS Low bone mass was found to be 18.2% and 22.7% at the lumbar spine (BMDLS Z-score adjusted for bone age and height age) and 13.6% and 9.1% at the total body (BMDTB Z-score adjusted for bone age and height age). Patients with mean Hb level <8 g/dl were more likely to have low bone mass (BMDLS and BMDTB Z-scores adjusted for bone age) compared to those with Hb level ≥ 8 g/dl. Mean Hb level correlated with BMDLS and BMDTB Z-scores adjusted for bone age. CONCLUSION We demonstrated that a low Hb level was associated with low bone mass among adolescents with NTD Hb E/β-thalassemia. A significant proportion of low bone mass among these patients highlights the importance of appropriate management, including red cell transfusion, vitamin D and calcium supplementation for improved long-term bone health.
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Affiliation(s)
- Pairunyar Nakavachara
- Division of Pediatric Endocrinology, Faculty of Medicine Siriraj Hospital, Department of Pediatrics, Mahidol University, Bangkok, Thailand
| | - Jaturat Petchkul
- Division of Pediatric Endocrinology, Faculty of Medicine Siriraj Hospital, Department of Pediatrics, Mahidol University, Bangkok, Thailand
| | - Krittha Jeerawongpanich
- Division of Pediatric Endocrinology, Faculty of Medicine Siriraj Hospital, Department of Pediatrics, Mahidol University, Bangkok, Thailand
| | - Pornpimol Kiattisakthavee
- Division of Pediatric Endocrinology, Faculty of Medicine Siriraj Hospital, Department of Pediatrics, Mahidol University, Bangkok, Thailand
| | - Teerarat Manpayak
- Division of Pediatric Endocrinology, Faculty of Medicine Siriraj Hospital, Department of Pediatrics, Mahidol University, Bangkok, Thailand
| | - Parichat Netsakulnee
- Division of Pediatric Endocrinology, Faculty of Medicine Siriraj Hospital, Department of Pediatrics, Mahidol University, Bangkok, Thailand
| | - Katharee Chaichanwattanakul
- Division of Pediatric Endocrinology, Faculty of Medicine Siriraj Hospital, Department of Pediatrics, Mahidol University, Bangkok, Thailand
| | - Julaporn Pooliam
- Clinical Epidemiology Unit, Office for Research and Development, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | | | - Vip Viprakasit
- Thalassemia Center and Division of Pediatric Hematology and Oncology, Department of Pediatrics, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
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30
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Creo AL, Schwenk WF. Bone Age: A Handy Tool for Pediatric Providers. Pediatrics 2017; 140:peds.2017-1486. [PMID: 29141916 DOI: 10.1542/peds.2017-1486] [Citation(s) in RCA: 65] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/31/2017] [Indexed: 11/24/2022] Open
Abstract
Pediatricians have relied on methods for determining skeletal maturation for >75 years. Bone age continues to be a valuable tool in assessing children's health. New technology for bone age determination includes computer-automated readings and assessments obtained from alternative imaging modalities. In addition, new nonclinical bone age applications are evolving, particularly pertaining to immigration and children's rights to asylum. Given the significant implications when bone ages are used in high-stake decisions, it is necessary to recognize recently described limitations in predicting accurate age in various ethnicities and diseases. Current methods of assessing skeletal maturation are derived from primarily white populations. In modern studies, researchers have explored the accuracy of bone age across various ethnicities in the United States. Researchers suggest there is evidence that indicates the bone ages obtained from current methods are less generalizable to children of other ethnicities, particularly children with African and certain Asian backgrounds. Many of the contemporary methods of bone age determination may be calibrated to individual populations and hold promise to perform better in a wider range of ethnicities, but more data are needed.
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Affiliation(s)
- Ana L Creo
- Divisions of Pediatric Endocrinology and Metabolism and
| | - W Frederick Schwenk
- Divisions of Pediatric Endocrinology and Metabolism and .,Endocrinology, Diabetes, Metabolism, and Nutrition, Mayo Clinic, Rochester, Minnesota
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31
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Malina RM, Coelho-e-Silva MJ, Figueiredo AJ, Philippaerts RM, Hirose N, Peña Reyes ME, Gilli G, Benso A, Vaeyens R, Deprez D, Guglielmo LF, Buranarugsa R. Tanner–Whitehouse Skeletal Ages in Male Youth Soccer Players: TW2 or TW3? Sports Med 2017; 48:991-1008. [DOI: 10.1007/s40279-017-0799-7] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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32
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Baik JS, Choi JW, Kim SJ, Kim JH, Kim S, Kim JH. Predictive Value of Dental Maturity for a Positive Gonadotropin-Releasing Hormone Stimulation Test Result in Girls with Precocious Puberty. J Korean Med Sci 2017; 32:296-302. [PMID: 28049241 PMCID: PMC5219996 DOI: 10.3346/jkms.2017.32.2.296] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2016] [Accepted: 11/02/2016] [Indexed: 12/11/2022] Open
Abstract
Dental maturity is associated with skeletal maturity, which is advanced in girls with central precocious puberty (CPP). We investigated the performance of dental maturity as a screening method for CPP using mandibular second premolar and molar calcification stages, assessed the associated anthropometric and laboratory factors, and evaluated pubertal response predictors using the gonadotropin-releasing hormone stimulation test (GnRHST) in prepubertal and pubertal girls. A prospective case-control study was conducted in girls, aged 7.0-8.9 years, classified into pubertal (peak luteinizing hormone [LH] after GnRHST ≥ 5 IU/L), prepubertal (peak LH < 5 IU/L), and control groups. Auxological and biochemical tests, panoramic radiographs, and GnRHSTs in participants with breast development were conducted. Dental maturity was assessed using the Demirjian index (DI). We included 103 girls (pubertal, 40; prepubertal, 19; control, 44). Chronological age (CA) was not significantly different between groups. Bone age (BA) and BA advancement was higher in the pubertal and prepubertal groups. Increased DI values at the mandibular second premolar and molar were significantly associated with CA, BA, BA advancement, height standard deviation score (SDS), peak LH after GnRHST, and insulin-like growth factor-I (IGF-I) (all P < 0.05). Moreover, odds ratio (OR) of the mandibular second premolar and molar (a DI value of ≥ E) for predicting a positive response to GnRHST was 8.7 (95% confidence intervals [CI], 2.9-26.1) and 5.2 (95% CI, 2.2-12.7), respectively. Dental maturity was a strong predictor for diagnosing CPP. Determining dental maturity in girls with suspected precocious puberty might help determine the performance of GnRHSTs.
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Affiliation(s)
- Jee Seon Baik
- Department of Oral and Maxillofacial Surgery, Inje University College of Medicine, Ilsan Paik Hospitalal, Goyang, Korea
| | - Jin Woo Choi
- Department of Oral and Maxillofacial Radiology, Dankook University College of Dentistry, Cheonan, Korea
| | - Su Jin Kim
- Department of Pediatrics, Myongji Hospital, Seonam University College of Medicine, Goyang, Korea
| | - Ji Hyun Kim
- Department of Pediatrics, Dongguk University Ilsan Hospital, Goyang, Korea
| | - Sollip Kim
- Department of Laboratory Medicine, Inje University College of Medicine, Ilsan Paik Hospitalal, Goyang, Korea
| | - Jae Hyun Kim
- Department of Pediatrics, Inje University College of Medicine, Ilsan Paik Hospitalal, Goyang, Korea.
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Wang YH, Liu TA, Wei H, Wan L, Ying CL, Zhu GY. Automated Classification of Epiphyses in the Distal Radius and Ulna using a Support Vector Machine. J Forensic Sci 2016; 61:409-414. [PMID: 27404614 DOI: 10.1111/1556-4029.13006] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2014] [Revised: 02/14/2015] [Accepted: 05/23/2015] [Indexed: 11/27/2022]
Abstract
The aim of this study was to automatically classify epiphyses in the distal radius and ulna using a support vector machine (SVM) and to examine the accuracy of the epiphyseal growth grades generated by the support vector machine. X-ray images of distal radii and ulnae were collected from 140 Chinese teenagers aged between 11.0 and 19.0 years. Epiphyseal growth of the two elements was classified into five grades. Features of each element were extracted using a histogram of oriented gradient (HOG), and models were established using support vector classification (SVC). The prediction results and the validity of the models were evaluated with a cross-validation test and independent test for accuracy (PA ). Our findings suggest that this new technique for epiphyseal classification was successful and that an automated technique using an SVM is reliable and feasible, with a relative high accuracy for the models.
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Affiliation(s)
- Ya-Hui Wang
- Institute of Forensic Science, Ministry of Justice, China, Shanghai Key Laboratory of Forensic Medicine, NO1347, West Guangfu Road, Putuo District, Shanghai, China
| | - Tai-Ang Liu
- School of Materials Science and Engineering, Shanghai University, NO99, Shangda Road, Baoshan District, Shanghai, China
| | - Hua Wei
- Institute of Forensic Science, Ministry of Justice, China, Shanghai Key Laboratory of Forensic Medicine, NO1347, West Guangfu Road, Putuo District, Shanghai, China.,Institute of Shanghai Huayi Forensic Science, NO 1277, Dingxi Road, Changning District, Shanghai, China
| | - Lei Wan
- Institute of Forensic Science, Ministry of Justice, China, Shanghai Key Laboratory of Forensic Medicine, NO1347, West Guangfu Road, Putuo District, Shanghai, China
| | - Chong-Liang Ying
- Institute of Forensic Science, Ministry of Justice, China, Shanghai Key Laboratory of Forensic Medicine, NO1347, West Guangfu Road, Putuo District, Shanghai, China
| | - Guang-You Zhu
- Institute of Forensic Science, Ministry of Justice, China, Shanghai Key Laboratory of Forensic Medicine, NO1347, West Guangfu Road, Putuo District, Shanghai, China
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Nguyen HH, Eiden-Plach A, Hannemann F, Malunowicz EM, Hartmann MF, Wudy SA, Bernhardt R. Phenotypic, metabolic, and molecular genetic characterization of six patients with congenital adrenal hyperplasia caused by novel mutations in the CYP11B1 gene. J Steroid Biochem Mol Biol 2016; 155:126-34. [PMID: 26476331 DOI: 10.1016/j.jsbmb.2015.10.011] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2015] [Revised: 08/13/2015] [Accepted: 10/11/2015] [Indexed: 10/22/2022]
Abstract
Congenital adrenal hyperplasia (CAH) is an autosomal recessive inherited disorder of steroidogenesis. Steroid 11β-hydroxylase deficiency (11β-OHD) due to mutations in the CYP11B1 gene is the second most common form of CAH. In this study, 6 patients suffering from CAH were diagnosed with 11β-OHD using urinary GC-MS steroid metabolomics analysis. The molecular basis of the disorder was investigated by molecular genetic analysis of the CYP11B1 gene, functional characterization of splicing and missense mutations, and analysis of the missense mutations in a computer model of CYP11B1. All patients presented with abnormal clinical signs of hyperandrogenism. Their urinary steroid metabolomes were characterized by excessive excretion rates of metabolites of 11-deoxycortisol as well as metabolites of 11-deoxycorticosterone, and allowed definite diagnosis. Patient 1 carries compound heterozygous mutations consisting of a novel nonsense mutation p.Q102X (c.304C>T) in exon 2 and the known missense mutation p.T318R (c.953C>G) in exon 5. Two siblings (patient 2 and 3) were compound heterozygous carriers of a known splicing mutation c.1200+1G>A in intron 7 and a known missense mutation p.R448H (c.1343G>A) in exon 8. Minigene experiments demonstrated that the c.1200+1G>A mutation caused abnormal pre-mRNA splicing (intron retention). Two further siblings (patient 4 and 5) were compound heterozygous carriers of a novel missense mutation p.R332G (c.994C>G) in exon 6 and the known missense mutation p.R448H (c.1343G>A) in exon 8. A CYP11B1 activity study in COS-1 cells showed that only 11% of the enzyme activity remained in the variant p.R332G. Patient 6 carried a so far not described homozygous deletion g.2470_5320del of 2850 bp corresponding to a loss of the CYP11B1 exons 3-8. The breakpoints of the deletion are embedded into two typical 6 base pair repeats (GCTTCT) upstream and downstream of the gene. Experiments analyzing the influence of mutations on splicing and on enzyme function were applied as complementary procedures to genotyping and provided a rational basis for understanding the clinical phenotype of CAH.
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Affiliation(s)
- Huy-Hoang Nguyen
- Department of Biochemistry, Saarland University, D-66123 Saarbrücken, Campus B2.2, Germany; Institute of Genome Research, Vietnam Academy of Science and Technology, 18 Hoang Quoc Viet, Hanoi, Vietnam
| | - Antje Eiden-Plach
- Department of Biochemistry, Saarland University, D-66123 Saarbrücken, Campus B2.2, Germany
| | - Frank Hannemann
- Department of Biochemistry, Saarland University, D-66123 Saarbrücken, Campus B2.2, Germany
| | - Ewa M Malunowicz
- Departments of Biochemistry and Experimental Medicine, The Children's Memorial Health Institute, 04-730 Warsaw, Poland
| | - Michaela F Hartmann
- Steroid Research &Mass Spectrometry Unit, Division of Pediatric Endocrinology and Diabetology, Center of Child and Adolescent Medicine, Justus-Liebig-University, Giessen, Germany
| | - Stefan A Wudy
- Steroid Research &Mass Spectrometry Unit, Division of Pediatric Endocrinology and Diabetology, Center of Child and Adolescent Medicine, Justus-Liebig-University, Giessen, Germany
| | - Rita Bernhardt
- Department of Biochemistry, Saarland University, D-66123 Saarbrücken, Campus B2.2, Germany.
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Urschler M, Grassegger S, Štern D. What automated age estimation of hand and wrist MRI data tells us about skeletal maturation in male adolescents. Ann Hum Biol 2015; 42:358-67. [PMID: 26313328 DOI: 10.3109/03014460.2015.1043945] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
BACKGROUND Age estimation of individuals is important in human biology and has various medical and forensic applications. Recent interest in MR-based methods aims to investigate alternatives for established methods involving ionising radiation. Automatic, software-based methods additionally promise improved estimation objectivity. AIM To investigate how informative automatically selected image features are regarding their ability to discriminate age, by exploring a recently proposed software-based age estimation method for MR images of the left hand and wrist. SUBJECTS AND METHODS One hundred and two MR datasets of left hand images are used to evaluate age estimation performance, consisting of bone and epiphyseal gap volume localisation, computation of one age regression model per bone mapping image features to age and fusion of individual bone age predictions to a final age estimate. RESULTS Quantitative results of the software-based method show an age estimation performance with a mean absolute difference of 0.85 years (SD = 0.58 years) to chronological age, as determined by a cross-validation experiment. Qualitatively, it is demonstrated how feature selection works and which image features of skeletal maturation are automatically chosen to model the non-linear regression function. CONCLUSION Feasibility of automatic age estimation based on MRI data is shown and selected image features are found to be informative for describing anatomical changes during physical maturation in male adolescents.
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Affiliation(s)
- Martin Urschler
- a Ludwig Boltzmann Institute for Clinical Forensic Imaging , Graz , Austria .,b Institute for Computer Graphics and Vision, Graz University of Technology, BioTechMed , Graz , Austria , and
| | - Sabine Grassegger
- a Ludwig Boltzmann Institute for Clinical Forensic Imaging , Graz , Austria .,c Institute of Forensic Medicine, Medical University of Graz , Graz , Austria
| | - Darko Štern
- b Institute for Computer Graphics and Vision, Graz University of Technology, BioTechMed , Graz , Austria , and
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Vandewalle S, Taes Y, Fiers T, Toye K, Van Caenegem E, Kaufman JM, De Schepper J. Relation of adrenal-derived steroids with bone maturation, mineral density and geometry in healthy prepubertal and early pubertal boys. Bone 2014; 69:39-46. [PMID: 25220426 DOI: 10.1016/j.bone.2014.09.002] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2014] [Revised: 09/01/2014] [Accepted: 09/02/2014] [Indexed: 11/20/2022]
Abstract
BACKGROUND Little is known about the effects of adrenal steroids on skeletal maturation and bone mass acquisition in healthy prepubertal boys. OBJECTIVE To study whether adrenal-derived steroids within the physiological range are associated with skeletal maturation, areal and volumetric bone mineral density (aBMD and vBMD) and bone geometry in healthy prepubertal and early pubertal boys. METHODS 98 healthy prepubertal and early pubertal boys (aged 6-14 y) were studied cross-sectionally. Androstenedione (A) and estrone (E1) were determined by liquid chromatography tandem mass spectrometry and DHEAS was determined by immunoassay. Whole body and lumbar spine aBMD and bone area were determined by dual-energy X-ray absorptiometry. Trabecular (distal site) and cortical (proximal site) vBMD and bone geometry were assessed at the non-dominant forearm and leg using peripheral QCT. Skeletal age was determined by X-ray of the left hand. RESULTS Adrenal-derived steroids (DHEAS, A and E1) are positively associated with bone age in prepubertal and early pubertal children, independently of age. There are no associations between the adrenal-derived steroids and the studied parameters of bone size (lumbar spine and whole body bone area, trabecular or cortical area at the radius or tibia, periosteal circumference and cortical thickness at the radius or tibia) or BMD (aBMD or vBMD). CONCLUSION In healthy prepubertal and early pubertal boys, serum adrenal-derived steroid levels, are associated with skeletal maturation, independently of age, but not with bone size or (v)BMD. Our data suggest that adrenal derived steroids are not implicated in the accretion of bone mass before puberty in boys.
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Affiliation(s)
- S Vandewalle
- Department of Endocrinology, Ghent University Hospital, Belgium; Unit for Osteoporosis and Metabolic Bone Diseases, Ghent University Hospital, Belgium; Department of Pediatric Endocrinology, Ghent University Hospital, Belgium.
| | - Y Taes
- Department of Endocrinology, Ghent University Hospital, Belgium; Unit for Osteoporosis and Metabolic Bone Diseases, Ghent University Hospital, Belgium
| | - T Fiers
- Department of Hormonology, Ghent University Hospital, Belgium
| | - K Toye
- Department of Endocrinology, Ghent University Hospital, Belgium; Unit for Osteoporosis and Metabolic Bone Diseases, Ghent University Hospital, Belgium
| | - E Van Caenegem
- Department of Endocrinology, Ghent University Hospital, Belgium; Unit for Osteoporosis and Metabolic Bone Diseases, Ghent University Hospital, Belgium
| | - J-M Kaufman
- Department of Endocrinology, Ghent University Hospital, Belgium; Unit for Osteoporosis and Metabolic Bone Diseases, Ghent University Hospital, Belgium
| | - J De Schepper
- Department of Endocrinology, Ghent University Hospital, Belgium; Department of Pediatric Endocrinology, Ghent University Hospital, Belgium; Department of Pediatric Endocrinology, Brussels University Hospital, Belgium
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De Sanctis V, Di Maio S, Soliman AT, Raiola G, Elalaily R, Millimaggi G. Hand X-ray in pediatric endocrinology: Skeletal age assessment and beyond. Indian J Endocrinol Metab 2014; 18:S63-S71. [PMID: 25538880 PMCID: PMC4266871 DOI: 10.4103/2230-8210.145076] [Citation(s) in RCA: 58] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
Skeletal age assessment (SAA) is a clinical procedure which is used in determining the SA of children and adolescents. Bone development is influenced by a number of factors, including nutrition, hormonal secretions, and genetics. There are several factors to be borne in mind when using methods of assessing skeletal maturity. These include: Variability among methods, degree of variability in the estimation of skeletal maturation, sources of low accuracy, and dispersion of the values of skeletal maturation. Currently, the main clinical methods for SAA are the Greulich and Pyle (GP) and Tanner and Whitehouse (TW) methods. The GP method has the advantage of being quick and easy to use. A well-trained radiologist takes few minutes to determine the bone age (BA) from a single hand radiograph. The method of TW, however, seems to be more reliable than the GP method. In recent years, the increasing speed in computer sciences and reduction of their cost has given the opportunity to create and use computerized BA estimation system. Despite the fact that the number of automated systems for BAA have increased, most are still within the experimental phase. The use of automated BA determination system, cleared for clinical use in Europe (BoneXpert), has been validated for various ethnicities and children with endocrine disorders. Ultrasound imaging has some limitations that include operator dependence, lower intra-rater and inter-rater reliability of assessment and difficulties with standardization of documentation and imaging transfer. Magnetic resonance imaging (MRI) is noninvasive alternative tool for SA assessment in children. However, few studies have been reported on this topic, and further research is needed to evaluate the reliability and validity of MRI BAAs. In conclusion, at present radiographic methods for the assessment of BA remain the gold standards. Whatever method one adopts, it is essential to minimize the causes of imprecision by taking care to consider the quality of the X-ray. Moreover, it is imperative to assume a correct hand positioning because poor positioning can change the appearance of some bones. It is also preferable to employ scoring methods to these techniques and percentiles rather than BA in years and months. In addition, the possible differences in maturation among different population should be kept in mind.
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Affiliation(s)
- Vincenzo De Sanctis
- Pediatric and Adolescent Outpatient Clinic, Quisisana Hospital, Ferrara, Italy
| | | | - Ashraf T. Soliman
- Department of Pediatrics, Division of Endocrinology, Alexandria University Children's Hospital, Alexandria, Egypt
| | - Giuseppe Raiola
- Department of Paediatrics, Pugliese-Ciaccio Hospital, Catanzaro, Italy
| | - Rania Elalaily
- Department of Primary Health Care, AbuNakhla Hospital, Doha, Qatar
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Garcia Alves Junior PA, Schueftan DLG, de Mendonça LMC, Farias MLF, Beserra ICR. Bone mineral density in children and adolescents with congenital adrenal hyperplasia. Int J Endocrinol 2014; 2014:806895. [PMID: 24734045 PMCID: PMC3966416 DOI: 10.1155/2014/806895] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/02/2013] [Revised: 01/22/2014] [Accepted: 01/23/2014] [Indexed: 11/18/2022] Open
Abstract
Chronic glucocorticoid therapy is associated with reduced bone mineral density. In paediatric patients with congenital adrenal hyperplasia, increased levels of androgens could not only counteract this effect, but could also advance bone age, with interference in the evaluation of densitometry. We evaluate bone mineral density in paediatric patients with classic congenital adrenal hyperplasia taking into account chronological and bone ages at the time of the measurement. Patients aged between 5 and 19 years underwent radiography of the hand and wrist followed by total body and lumbar spine densitometry. Chronological and bone ages were used in the scans interpretation. In fourteen patients, mean bone mineral density Z-score of total body to bone age was -0.76 and of lumbar spine to bone age was -0.26, lower than those related to chronological age (+0.03 and +0.62, resp.). Mean Z-score differences were statistically significant (P = 0.004 for total body and P = 0.003 for lumbar spine). One patient was classified as having low bone mineral density only when assessed by bone age. We conclude that there was a reduction in the bone mineral density Z-score in classic congenital adrenal hyperplasia paediatric patients when bone age was taken into account instead of chronological age.
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Affiliation(s)
- Paulo Alonso Garcia Alves Junior
- Universidade Federal do Rio de Janeiro (UFRJ), 21941-901 Rio de Janeiro, RJ, Brazil
- Ambulatório de Endocrinologia, Instituto de Puericultura e Pediatria Martagão Gesteira (IPPMG), UFRJ, Rua Bruno Lobo No. 50, 21941-912 Rio de Janeiro, RJ, Brazil
- *Paulo Alonso Garcia Alves Junior:
| | - Daniel Luis Gilban Schueftan
- Universidade Federal do Rio de Janeiro (UFRJ), 21941-901 Rio de Janeiro, RJ, Brazil
- Ambulatório de Endocrinologia, Instituto de Puericultura e Pediatria Martagão Gesteira (IPPMG), UFRJ, Rua Bruno Lobo No. 50, 21941-912 Rio de Janeiro, RJ, Brazil
| | | | | | - Izabel Calland Ricarte Beserra
- Universidade Federal do Rio de Janeiro (UFRJ), 21941-901 Rio de Janeiro, RJ, Brazil
- Ambulatório de Endocrinologia, Instituto de Puericultura e Pediatria Martagão Gesteira (IPPMG), UFRJ, Rua Bruno Lobo No. 50, 21941-912 Rio de Janeiro, RJ, Brazil
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Abstract
Bone age determination from hand radiographs is one of the oldest radiographic procedures. The first atlas was published by Poland in 1898, and to date the Greulich Pyle atlas, although it dates from 1959, is still the most commonly used method. Bone age rating is time-consuming, suffers from an unsatisfactorily high rater variability, and therefore already 25 years ago it was proposed to replace the manual rating by an automated, computerized method, a field nowadays referred to as computer-aided diagnosis (CAD). The pursuit of this goal reached a first stage of accomplishment in 1992-1996 with the presentation of several systems. However, they had limited clinical value, and efforts in CAD research were increasingly focused on lesion detection for cancer screening. It was only in 2008 that a fully-automated bone age method was presented, which appears to be clinically acceptable. In this paper we consider the requirements that should be met by an automated bone age method and review the state of the art. Integration in PACS and saving time are important factors for radiologists. But it is the validation of the methods which poses the greatest challenge, because there is no gold standard for bone age rating, and the direct comparison to manual rating is therefore not sufficient for demonstrating that manual rating can be replaced by automated rating. One needs additional studies assessing the precision of a method and its accuracy when used for adult height prediction, which serves as an objective.
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Affiliation(s)
- RR van Rijn
- Department of Radiology, Academic Medical
Centre/Emma Children's Hospital Amsterdam, the Netherlands
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Ranke MB, Lindberg A, Mullis PE, Geffner ME, Tanaka T, Cutfield WS, Tauber M, Dunger D. Towards optimal treatment with growth hormone in short children and adolescents: evidence and theses. Horm Res Paediatr 2013; 79:51-67. [PMID: 23446062 DOI: 10.1159/000347121] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2012] [Accepted: 01/15/2013] [Indexed: 11/19/2022] Open
Abstract
Treatment with growth hormone (GH) has become standard practice for replacement in GH-deficient children or pharmacotherapy in a variety of disorders with short stature. However, even today, the reported adult heights achieved often remain below the normal range. In addition, the treatment is expensive and may be associated with long-term risks. Thus, a discussion of the factors relevant for achieving an optimal individual outcome in terms of growth, costs, and risks is required. In the present review, the heterogenous approaches of treatment with GH are discussed, considering the parameters available for an evaluation of the short- and long-term outcomes at different stages of treatment. This discourse introduces the potential of the newly emerging prediction algorithms in comparison to other more conventional approaches for the planning and evaluation of the response to GH. In rare disorders such as those with short stature, treatment decisions cannot easily be deduced from personal experience. An interactive approach utilizing the derived experience from large cohorts for the evaluation of the individual patient and the required decision-making may facilitate the use of GH. Such an approach should also lead to avoiding unnecessary long-term treatment in unresponsive individuals.
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Affiliation(s)
- Michael B Ranke
- Paediatric Endocrinology Section, Children's Hospital, University of Tuebingen, Tuebingen, Germany.
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Ceballos-Osorio J, Hong-McAtee I. Failure to thrive in a neonate: a life-threatening diagnosis to consider. J Pediatr Health Care 2013; 27:56-61. [PMID: 22901314 DOI: 10.1016/j.pedhc.2012.07.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/29/2012] [Revised: 07/03/2012] [Accepted: 07/08/2012] [Indexed: 11/25/2022]
Affiliation(s)
- Janeth Ceballos-Osorio
- Division of General Pediatrics, Department of Pediatrics, University of Kentucky, Lexington 40536, USA.
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