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Fabricant PD, Bram JT. Methods of Assessing Skeletal Maturity When Planning Surgeries About the Knee. J Am Acad Orthop Surg 2025; 33:457-466. [PMID: 39231293 DOI: 10.5435/jaaos-d-24-00133] [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: 02/01/2024] [Accepted: 07/23/2024] [Indexed: 09/06/2024] Open
Abstract
Increased participation in youth sports has led to more knee injuries necessitating surgical intervention. Among the youngest athletes, such procedures typically involve physeal-respecting techniques for anterior cruciate ligament reconstruction, medial patellofemoral ligament reconstruction for patellar instability, osteochondritis dissecans fixation, and implant-mediated guided growth procedures. In each case, the choice of appropriate intervention is critically dependent on a patient's skeletal maturity. Compared with chronologic age, skeletal age accounts for individual maturation and is the benchmark for determination of development in orthopaedics. This is historically assessed using the Greulich and Pyle method, in which bone age is determined through comparison of a patient's hand radiograph with the closest standard radiograph from an atlas of American children from the early 1900s. In the setting of knee pathology, obtaining additional imaging requires further radiation and time. Several bone age determination methods exist incorporating radiographic characteristics of the distal femur, proximal tibia, and/or proximal fibula. This study therefore sought to review available methods for determination of skeletal age when planning surgeries about the knee using readily available, routine knee imaging. The review focuses on both radiograph and MRI-based skeletal maturity staging systems that surgeons may use to guide appropriate treatment while describing the strengths and weaknesses of each method.
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Affiliation(s)
- Peter D Fabricant
- From the Division of Pediatric Orthopaedic Surgery, Hospital for Special Surgery, New York, NY
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Coreelman H, De Tobel J, Widek T, Urschler M, Fieuws S, Thevissen PW, Verstraete KL. Magnetic resonance imaging for multi-factorial age estimation using Bayes' rule: a validation study in two independent samples. Int J Legal Med 2025:10.1007/s00414-025-03499-x. [PMID: 40289208 DOI: 10.1007/s00414-025-03499-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2024] [Accepted: 04/15/2025] [Indexed: 04/30/2025]
Abstract
OBJECTIVES Multi-factorial age estimation (MFA) models have been developed based on Bayes' rule, combining MRI data of the third molars (T), left wrist (W) and/or both clavicles (C). Internal cross-validated performance was reported, but external validation is needed before bringing the approach into practice. This study aimed to validate these MFA models in two independent samples. METHODS In the Ghent sample, W + C MRI was prospectively conducted in 108 healthy Caucasian volunteers (52 males, 56 females) aged 16 to 21 years. In the Graz sample, T + W + C MRI was prospectively conducted in 335 healthy Caucasian males aged 13 to 24 years. Development was staged and checked for intra-observer reliability, and age estimation performances were tested. RESULTS Staging clavicles was most prone to intra-observer variability. Applying the W + C model to Ghent males rendered a mean absolute error of 1.55 years, a root mean square error of 1.90 years, 70.6% correctly categorised adults and 94.4% correctly categorised minors. In females, the results were 1.49 years, 1.83 years, 92.1% and 66.7%, respectively. Regarding the Graz sample, the W + C results were 1.66 years, 2.08 years, 94.7% and 80.7%, respectively. For the T + W + C model, the results were 1.41 years, 1.80 years, 95.2% and 81.5%, respectively. CONCLUSION The T + W + C and W + C models rendered a similar accuracy of the point prediction of age in both validation samples. However, they bared a larger risk of wrongfully categorising a minor as an adult than reported for internal validation, stressing the importance of the prediction interval for age estimation in practice.
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Affiliation(s)
- Heleen Coreelman
- Department of Diagnostic Sciences - Radiology, Ghent University, Corneel Heymanslaan 10, Ghent, 9000, Belgium
- Department of Imaging and Pathology - Forensic Biomedical Sciences, KU Leuven, Herestraat 49, Leuven, 3000, Belgium
- Department of Biology - Biology, KU Leuven, Kulak, Etienne Sabbelaan 53, Kortrijk, 8500, Belgium
| | - Jannick De Tobel
- Department of Diagnostic Sciences - Radiology, Ghent University, Corneel Heymanslaan 10, Ghent, 9000, Belgium.
- Clinique dentaire CitySmile, Boulevard de Saint Georges 72, Geneve, 1205, Switzerland.
| | - Thomas Widek
- Diagnostic and Research Institute of Forensic Medicine, Medical University of Graz, Neue Stiftingtalstrasse 6, Graz, 8010, Austria
- BioTechMed-Graz, Mozartgasse 12/II, Graz, 8010, Austria
| | - Martin Urschler
- Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Auenbruggerplatz 2/V, Graz, 8010, Austria
| | - Steffen Fieuws
- Interuniversity Institute for Biostatistics and Statistical Bioinformatics, KU Leuven - Hasselt University, Kapucijnenvoer 35 blok d bus 7001, Leuven, 3000, Belgium
| | - Patrick Werner Thevissen
- Department of Imaging and Pathology - Forensic Odontology, KU Leuven, Kapucijnenvoer 7 blok a bus 7001, Leuven, 3000, Belgium
| | - Koenraad Luc Verstraete
- Department of Diagnostic Sciences - Radiology, Ghent University, Corneel Heymanslaan 10, Ghent, 9000, Belgium
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Chiu KCK, Lee CC, Wu KW, Cheng KY, Kuo KN, Wang TM. Outcome and Femoral Head Deformity Following Hip Guided Growth in Children With Cerebral Palsy at Skeletal Maturity. J Pediatr Orthop 2025:01241398-990000000-00801. [PMID: 40178803 DOI: 10.1097/bpo.0000000000002964] [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] [Indexed: 04/05/2025]
Abstract
BACKGROUND Guided growth of the proximal femur, a minimally invasive procedure for coxa valga, shows promising short-term outcomes in cerebral palsy (CP). However, as it alters physis growth, existing studies lack comprehensive long-term analysis until skeletal maturity. METHODS This retrospective study included children with spastic CP who underwent proximal femur-guided growth surgery between 2012 and 2017, followed until physeal closure. Radiographic measurements included head-shaft angle (HSA), Hilgenreiner-epiphyseal angle (HEA), acetabular index (AI), Reimer's migration percentage (MP), and α angle. Outcomes were compared between ambulatory/nonambulatory (GMFCS I-III/IV, V) and with/without soft tissue release. Factors associated with earlier physeal closure and femoral head deformity were analyzed. RESULTS Among 29 patients (53 hips) with guided growth studied at skeletal maturity, 4 patients (6 hips, 11.3%) experienced procedure failure and required varus osteotomy due to severe deformities. It was more common in GMFCS IV-V patients (27.3%, 3/11) than in GMFCS I-III (5.6%, 1/18). In the remaining 25 patients (47 hips), 7 hips (14.9%) received concomitant pelvic osteotomy with AI and MP evaluated separately. All radiographic parameters improved significantly (P<0.001). Epiphysis grew off the screw in 25 hips (53.2%), requiring reinsertion in 19 (40.4%), with a higher rate in nonambulatory children (73.3% vs. 25%, P=0.002). Changes of the parameters showed no difference between ambulatory/nonambulatory (GMFCS I-III/IV, V) and with/without soft tissue release. The cumulative duration of screw crossing the physis was a key factor for earlier closure (P<0.001) and correlated with increased α angle (P=0.039). CONCLUSION Guided growth successfully improved outcomes in both ambulatory and nonambulatory groups, although less effective in severe dysplasia. This minimally invasive procedure has some concerns, including the epiphysis growing off the screw, reinsertion need, earlier physeal closure, and femoral head deformity. LEVEL OF EVIDENCE Level IV, therapeutic study.
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Affiliation(s)
- Kevin Chun-Kai Chiu
- Department of Medical Education, National Taiwan University
- Department of Medical Education, National Taiwan University Hospital
| | - Chia-Che Lee
- Department of Orthopedic Surgery, National Taiwan University Hospital
- Department of Orthopedic Surgery, School of Medicine, National Taiwan University
| | - Kuan-Wen Wu
- Department of Orthopedic Surgery, National Taiwan University Hospital
- Department of Orthopedic Surgery, School of Medicine, National Taiwan University
| | - Kuang-Yu Cheng
- Department of Medical Education, National Taiwan University
- Department of Medical Education, National Taiwan University Hospital
| | - Ken N Kuo
- Department of Orthopedic Surgery, National Taiwan University Hospital
- Cochrane Taiwan, Taipei Medical University, Taipei, Taiwan
| | - Ting-Ming Wang
- Department of Orthopedic Surgery, National Taiwan University Hospital
- Department of Orthopedic Surgery, School of Medicine, National Taiwan University
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Jani G, Patel B. Charting the growth through intelligence: A SWOC analysis on AI-assisted radiologic bone age estimation. Int J Legal Med 2025; 139:679-694. [PMID: 39460772 DOI: 10.1007/s00414-024-03356-3] [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: 06/26/2024] [Accepted: 10/21/2024] [Indexed: 10/28/2024]
Abstract
Bone age estimation (BAE) is based on skeletal maturity and degenerative process of the skeleton. The clinical importance of BAE is in understanding the pediatric and growth-related disorders; whereas medicolegally it is important in determining criminal responsibility and establishing identification. Artificial Intelligence (AI) has been used in the field of the field of medicine and specifically in diagnostics using medical images. AI can greatly benefit the BAE techniques by decreasing the intra observer and inter observer variability as well as by reducing the analytical time. The AI techniques rely on object identification, feature extraction and segregation. Bone age assessment is the classical example where the concepts of AI such as object recognition and segregation can be used effectively. The paper describes various AI based algorithms developed for the purpose of radiologic BAE and the performances of the models. In the current paper we have also carried out qualitative analysis using Strength, Weakness, Opportunities and Challenges (SWOC) to examine critical factors that contribute to the application of AI in BAE. To best of our knowledge, the SWOC analysis is being carried out for the first time to assess the applicability of AI in BAE. Based on the SWOC analysis we have provided strategies for successful implementation of AI in BAE in forensic and medicolegal context.
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Affiliation(s)
- Gargi Jani
- School of Medico-Legal Studies, National Forensic Sciences University, Sector 9, Gandhinagar, 382007, Gujarat, India
| | - Bhoomika Patel
- School of Medico-Legal Studies, National Forensic Sciences University, Sector 9, Gandhinagar, 382007, Gujarat, India.
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Madentzoglou MS, Nathena D, Sinatkas V, Karantanas A, Kontakis G, Papadomanolakis A, Kranioti EF. CT-assisted age estimation from the medial clavicular epiphysis in the Greek population according to Schmeling and Kellinghaus classification. Leg Med (Tokyo) 2025; 73:102589. [PMID: 39883973 DOI: 10.1016/j.legalmed.2025.102589] [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: 10/19/2024] [Revised: 12/20/2024] [Accepted: 01/24/2025] [Indexed: 02/01/2025]
Abstract
Examining the clavicle by macroscopic or radiologic techniques is a well-established method in forensic age estimation in living and dead individuals. The present study examined 196 CT (computed tomography scan) images of native patients from the archive of the medical imaging laboratory of the University Hospital in Heraklion, Crete, in Greece. The ossification of the medial clavicular epiphysis was classified according to Schmeling et al. and the extended amplified staging system of Kellinghaus et al. Next, a stage transition analysis was carried out according to the Bayesian model. Probability density functions were calculated using informative priors for age distribution in the total population, deceased and violently deceased individuals. Our study showed that when the medial clavicular epiphysis' ossification is sorted in stages 4 and 5 in Greek males and females, the cumulative probability of adulthood (≥18 years) is nearly 1. As far as Greek males are concerned, in stage 3c, the cumulative probability of adulthood (≥18 years) is 0.86, and in Greek females in stage 3c, the cumulative probability of adulthood (≥18 years) is 0.97. This is the first study of age estimation based on the ossification of the sternal clavicular end using CT in a Greek population.
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Affiliation(s)
- M S Madentzoglou
- Department of Forensic Sciences, Faculty of Medicine, University of Crete, Greece; Department of Surgical Pathology, University Hospital Linköping, Sweden.
| | - D Nathena
- Department of Forensic Sciences, Faculty of Medicine, University of Crete, Greece
| | - V Sinatkas
- Department of Surgical Pathology, University Hospital Linköping, Sweden
| | - A Karantanas
- Department of Medical Imaging, University Hospital of Heraklion, Heraklion, Greece; Advanced Hybrid Imaging Systems, Institute of Computer Science, Foundation for Research and Technology (FORTH), Heraklion, Greece; Department of Radiology, School of Medicine, University of Crete, Heraklion, Greece
| | - G Kontakis
- Department of Orthopaedics and Traumatology, University Hospital of Heraklion, Crete, Greece
| | - A Papadomanolakis
- Department of Forensic Sciences, Faculty of Medicine, University of Crete, Greece
| | - E F Kranioti
- Department of Forensic Sciences, Faculty of Medicine, University of Crete, Greece
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Palmela Pereira C, Antunes P, Rodrigues A, Salvado F, Santos R. Bone age and dental age to assess criminal responsibility: Part II. Int J Legal Med 2025:10.1007/s00414-025-03454-w. [PMID: 40014080 DOI: 10.1007/s00414-025-03454-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2024] [Accepted: 02/10/2025] [Indexed: 02/28/2025]
Abstract
INTRODUCTION Age estimation is vital in dentistry and legal contexts to determine minors' criminal responsibility. This study aimed to estimate and classify bone and dental age in a Portuguese population, using the Greulich-Pyle method and the Moorrees Fanning and Hunt method, comparing the accuracy of both methods. MATERIALS AND METHODS 597 left hand and wrist radiographs and 184 orthopantomographs were selected, and the methods were applied. RESULTS Cohen's weighted kappa coefficient ranged between 0.890 and 1. Both methods underestimate age. The linear regression formulas showed strong correlations between estimated and real age (0.902 for bone age assessment and 0.894 for dental age assessment). For the bone assessment the accuracy is highest at 14 and 18 years, with similar values to those at 12 and 16. The AUC shows that the method is more reliable at 12 and 14 years. For the dental age assessment, a lower sensitivity value was observed for the age of 12 (73.91%) and a higher for 18 years (91.03%), increasing with age. The accuracy was higher at 12 years (89.62%) and lowest at 18 years (83.02%). Specificity values were higher for ages 12 and 14 (93.98% and 95.24%, respectively). The lowest AUC value was recorded for 18 years (0.889), while for ages 12, 14, and 16, the values were similar, indicating lower reliability for the legal age of 18. CONCLUSION For individuals under 12, 14, 16, and 18 years old, the bone method is the most effective. However, combining both methods allows greater accuracy and consistency in age estimation for medico-legal applications.
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Affiliation(s)
- Cristiana Palmela Pereira
- Reserarch Centre UICOB, FORENSEMED group, Faculty of Dental Medicine, University of Lisbon, Rua Professora Teresa Ambrósio, 1600-277, Lisboa, Portugal.
- Centre of Statistics and its Application, CEAUL, Faculdade de Ciências da Universidade de Lisboa, Lisboa, Bloco C6 - Piso 4, 1749-016, Portugal.
- Faculty of Medicine of the University of Lisbon, Lisboa, Avenida Professor Egas Moniz, 1649-028, Portugal.
| | - Patrícia Antunes
- Reserarch Centre UICOB, FORENSEMED group, Faculty of Dental Medicine, University of Lisbon, Rua Professora Teresa Ambrósio, 1600-277, Lisboa, Portugal
| | - Ana Rodrigues
- Reserarch Centre UICOB, FORENSEMED group, Faculty of Dental Medicine, University of Lisbon, Rua Professora Teresa Ambrósio, 1600-277, Lisboa, Portugal
| | - Francisco Salvado
- Faculty of Medicine of the University of Lisbon, Lisboa, Avenida Professor Egas Moniz, 1649-028, Portugal
| | - Rui Santos
- Centre of Statistics and its Application, CEAUL, Faculdade de Ciências da Universidade de Lisboa, Lisboa, Bloco C6 - Piso 4, 1749-016, Portugal
- School of Technology and Management, Polytechnic Institute of Leiria, Avenida Professor Egas Moniz, Lisboa, 1649-028 , Portugal
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Guo J, Jia X, Cheng Y, Wang G, Wang H, Guo Y, Meng H, Wang Y, Chen T, Guo Y. Forensic age estimation using Vieth classification in adolescents of northern China based on the knee MRI. Int J Legal Med 2025:10.1007/s00414-025-03431-3. [PMID: 39998611 DOI: 10.1007/s00414-025-03431-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2024] [Accepted: 01/21/2025] [Indexed: 02/27/2025]
Abstract
To investigate the applicability of the Vieth classification and characteristics of ossification age in knee joint in adolescents of northern China. A retrospective study was conducted on a total of 1517 MRI images of knee joints from patients aged 10 to 20 years in the northern China. Vieth classification was used to assess the ossification age of distal femur and proximal tibia. Descriptive analysis was performed to obtain the maximum, minimum, median, and upper and lower quartiles of age at each stage, stack bar graph were used to show the age distribution at each stage. Mann-Whitney U test was utilized to analyze the differences in the stage of the proximal tibia and distal femur. Good intra-observer and inter-observer consistency (к = 0.89 and 0.88) was obtained. Regarding the distal femoral epiphysis, 100% of male participants in stage 3, 4(and 5) and 6 were over 12, 14 and 16 years old, respectively; 100% of female participants in stage 4, 5 and 6 were over 12, 14 and 16 years old. While for proximal tibial epiphysis, 100% of male participants in stage 4 and 5 were over 12 and 14 years old; 100% of female participants in stage 4 and 5 were over 12 years old. Ossification age of the proximal tibia mature earlier than distal femur (P < 0.001). Vieth classification can be used to infer the age of 12, 14 and 16 years in adolescents of northern China, providing a valuable reference for forensic age estimation.
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Affiliation(s)
- Jianxin Guo
- College of Medicine and Forensics, Xi'an Jiaotong University Health Science Center, No.76 West Yanta Road, Xi'an, 710061, Shaanxi, PR China
- Department of Radiology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, PR China
| | - Xiaoqian Jia
- Department of Radiology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, PR China
| | - Yannan Cheng
- Department of Radiology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, PR China
| | - Geliang Wang
- Department of Radiology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, PR China
| | - Huan Wang
- Department of Radiology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, PR China
| | - Yuxin Guo
- Department of Orthodontics, College of Stomatology, Xi'an Jiaotong University, No. 98 XiWu Road, Xi'an, 710004, Shaanxi, PR China
| | - Haotian Meng
- Department of Orthodontics, College of Stomatology, Xi'an Jiaotong University, No. 98 XiWu Road, Xi'an, 710004, Shaanxi, PR China
| | - Yahui Wang
- Shanghai Key Laboratory of Forensic Medicine, Shanghai Forensic Service Platform, Academy of Forensic Science, Shanghai, 200063, PR China
| | - Teng Chen
- College of Medicine and Forensics, Xi'an Jiaotong University Health Science Center, No.76 West Yanta Road, Xi'an, 710061, Shaanxi, PR China.
| | - Yucheng Guo
- Key Laboratory of Shaanxi Province for Craniofacial Precision Medicine Research, College of Stomatology, Xi'an Jiaotong University, Xi'an, 710004, Shaanxi, PR China.
- Department of Orthodontics, College of Stomatology, Xi'an Jiaotong University, No. 98 XiWu Road, Xi'an, 710004, Shaanxi, PR China.
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Yuan W, Fan P, Zhang L, Pan W, Zhang L. Bone Age Assessment Using Various Medical Imaging Techniques Enhanced by Artificial Intelligence. Diagnostics (Basel) 2025; 15:257. [PMID: 39941187 PMCID: PMC11817689 DOI: 10.3390/diagnostics15030257] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2024] [Revised: 01/05/2025] [Accepted: 01/17/2025] [Indexed: 02/16/2025] Open
Abstract
Bone age (BA) reflects skeletal maturity and is crucial in clinical and forensic contexts, particularly for growth assessment, adult height prediction, and managing conditions like short stature and precocious puberty, often using X-ray, MRI, CT, or ultrasound imaging. Traditional BA assessment methods, including the Greulich-Pyle and Tanner-Whitehouse techniques, compare morphological changes to reference atlases. Despite their effectiveness, factors like genetics and environment complicate evaluations, emphasizing the need for new methods that account for comprehensive variations in skeletal maturity. The limitations of classical BA assessment methods increase the demand for automated solutions. The first automated tool, HANDX, was introduced in 1989. Researchers now focus on developing reliable artificial intelligence (AI)-driven tools, utilizing machine learning and deep learning techniques to improve accuracy and efficiency in BA evaluations, addressing traditional methods' shortcomings. Recent reviews on BA assessment methods rarely compare AI-based approaches across imaging technologies. This article explores advancements in BA estimation, focusing on machine learning methods and their clinical implications while providing a historical context and highlighting each approach's benefits and limitations.
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Affiliation(s)
- Wenhao Yuan
- Information Technology Center, Wenzhou Medical University, Wenzhou 325035, China; (W.Y.)
- Department of Mathematics and Statistics, Chonnam National University, Gwangju 61186, Republic of Korea
| | - Pei Fan
- Department of Orthopaedics, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Wenzhou 325027, China
| | - Le Zhang
- Information Technology Center, Wenzhou Medical University, Wenzhou 325035, China; (W.Y.)
| | - Wenbiao Pan
- Information Technology Center, Wenzhou Medical University, Wenzhou 325035, China; (W.Y.)
| | - Liwei Zhang
- State-Owned Assets and Laboratory Management Office, Wenzhou University, Wenzhou 325035, China
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Heldring N, Rezaie AR, Larsson A, Gahn R, Zilg B, Camilleri S, Saade A, Wesp P, Palm E, Kvist O. A probability model for estimating age in young individuals relative to key legal thresholds: 15, 18 or 21-year. Int J Legal Med 2025; 139:197-217. [PMID: 39292274 PMCID: PMC11732925 DOI: 10.1007/s00414-024-03324-x] [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: 05/23/2024] [Accepted: 08/29/2024] [Indexed: 09/19/2024]
Abstract
Age estimations are relevant for pre-trial detention, sentencing in criminal cases and as part of the evaluation in asylum processes to protect the rights and privileges of minors. No current method can determine an exact chronological age due to individual variations in biological development. This study seeks to develop a validated statistical model for estimating an age relative to key legal thresholds (15, 18, and 21 years) based on a skeletal (CT-clavicle, radiography-hand/wrist or MR-knee) and tooth (radiography-third molar) developmental stages. The whole model is based on 34 scientific studies, divided into examinations of the hand/wrist (15 studies), clavicle (5 studies), distal femur (4 studies), and third molars (10 studies). In total, data from approximately 27,000 individuals have been incorporated and the model has subsequently been validated with data from 5,000 individuals. The core framework of the model is built upon transition analysis and is further developed by a combination of a type of parametric bootstrapping and Bayesian theory. Validation of the model includes testing the models on independent datasets of individuals with known ages and shows a high precision with separate populations aligning closely with the model's predictions. The practical use of the complex statistical model requires a user-friendly tool to provide probabilities together with the margin of error. The assessment based on the model forms the medical component for the overall evaluation of an individual's age.
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Affiliation(s)
- Nina Heldring
- Department of Forensic Medicine, Swedish National Board of Forensic Medicine, Retzius Väg 5, 171 65, Stockholm, Sweden.
- Department of Oncology-Pathology, Karolinska Institutet, Retzius V. 3, 171 77, Stockholm, Sweden.
| | - Ali-Reza Rezaie
- Department of Forensic Medicine, Swedish National Board of Forensic Medicine, Retzius Väg 5, 171 65, Stockholm, Sweden
| | | | - Rebecca Gahn
- Department of Forensic Medicine, Swedish National Board of Forensic Medicine, Retzius Väg 5, 171 65, Stockholm, Sweden
| | - Brita Zilg
- Department of Forensic Medicine, Swedish National Board of Forensic Medicine, Retzius Väg 5, 171 65, Stockholm, Sweden
- Department of Oncology-Pathology, Karolinska Institutet, Retzius V. 3, 171 77, Stockholm, Sweden
| | - Simon Camilleri
- Faculty of Dentistry, Oral and Craniofacial Sciences, Tower Wing, Guys' Hospital St Thomas Street, London, England
| | - Antoine Saade
- Department of Orthodontics, Faculty of Dental Medicine, Lebanese University, Beirut, Lebanon
| | - Philipp Wesp
- Department of Radiology, LMU University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany
- Munich Center for Machine Learning (MCML), Geschwister‑Scholl‑Platz 1, 80539, Munich, Germany
| | - Elias Palm
- Department of Forensic Medicine, Swedish National Board of Forensic Medicine, Retzius Väg 5, 171 65, Stockholm, Sweden
| | - Ola Kvist
- Pediatric Radiology Department, Karolinska University Hospital, Stockholm, Sweden
- Department of Women's and Children's Health, Karolinska Institute, Stockholm, Sweden
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Ekizoglu O, Er A, Hocaoglu E, Bozdag M, Grabherr S. T2-weighted spoiled gradient echo MRI for forensic age estimation: a study on knee growth plates. Int J Legal Med 2025; 139:245-252. [PMID: 39395034 PMCID: PMC11732773 DOI: 10.1007/s00414-024-03345-6] [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: 07/23/2024] [Accepted: 09/28/2024] [Indexed: 10/14/2024]
Abstract
The timing of growth plate fusion is a key indicator for age estimation and is primarily used in forensic investigations. On the other hand, non-ionizing techniques such as MRI are being developed to provide safer and more ethical evaluations in forensic casework. This study aims to evaluate the closure process of growth plates in the distal femoral and proximal tibial epiphyses using Multiple Echo Recombined Gradient Echo (MERGE) MRI sequences and provide age estimation data based on staging methods for forensic purposes. We retrospectively analyzed 559 patients (294 males, 265 females, aged 8-25 years) diagnosed with trauma and knee pain at Tepecik Training and Research Hospital from 2016 to 2019. MRI scans were performed using a 1.5-T system with MERGE sequences and evaluated by two observers using a new staging system. Observer agreement was assessed using Cohen's κ test, yielding high agreement values (κ > 0.8). Positive correlations were found between age and ossification stages (p < 0.001). Minimum age thresholds for stages 5a and 5b of the distal femoral epiphysis were 16 and 18 years for females and 17 and 19 years for males, respectively. For the proximal tibial epiphysis, the minimum ages for stages 5a and 5b were 15 years for females and 17 years for males. The MERGE sequence provides a viable method for assessing skeletal maturity in living individuals with significant ethical advantages due to non-ionizing radiation. This study supports the potential application of the MERGE sequence in forensic age estimation, demonstrating high observer agreement and consistency. Future research should focus on comparing different sequences and populations to enhance the methodology's applicability.
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Affiliation(s)
- Oguzhan Ekizoglu
- Department of Forensic Medicine, Tepecik Training and Research Hospital, Güney Mahallesi 1140/1 Yenisehir, Konak, Izmir, Turkey.
- University Centre of Legal Medicine Lausanne-Geneva, Geneva University Hospital and University of Geneva, Geneva, Switzerland.
| | - Ali Er
- Department of Radiology, Tepecik Training and Research Hospital, Izmir, Turkey
| | - Elif Hocaoglu
- Department of Radiology, Bakırkoy Dr.Sadi Konuk Training and Research Hospital, Istanbul, Turkey
| | - Mustafa Bozdag
- Department of Radiology, Tepecik Training and Research Hospital, Izmir, Turkey
| | - Silke Grabherr
- University Centre of Legal Medicine Lausanne-Geneva, Geneva University Hospital and University of Geneva, Geneva, Switzerland
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Ivković N, Bašić Ž, Jerković I. Classifying age from medial clavicle using a 30-year threshold: An image analysis based approach. PLoS One 2024; 19:e0311262. [PMID: 39576800 PMCID: PMC11584114 DOI: 10.1371/journal.pone.0311262] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2024] [Accepted: 09/14/2024] [Indexed: 11/24/2024] Open
Abstract
This study aimed to develop image-analysis-based classification models for distinguishing individuals younger and older than 30 using the medial clavicle. We extracted 2D images of the medial clavicle from multi-slice computed tomography (MSCT) scans from Clinical Hospital Center Split (n = 204). A sample was divided into a training (164 images) and testing (40 images) dataset. The images were loaded into the Orange Data Mining 3.32.0., and transformed into vectors using the pre-trained neural network Painters: A model trained to predict painters from artwork images. We conducted Principal Components Analysis (PCA) to visualize regularities within data and reduce data dimensionality in classification. We employed three classifiers that provided >80% accuracy: Support Vector Machine (SVM), Logistic Regression (LR), and Neutral Network Identity SGD (NNI-SGD). We used 5-fold cross-validation (CV) to obtain optimal variables and performances and validated data on the independent test set, with a standard posterior probabilities (pp) threshold of 0.5 and 0.95. The explainability of the model was accessed visually by analyzing clusters and incorrectly classified images using anthropology field knowledge. Based on the PCA, clavicles clustered into categories under 30 and 40 years, between 40 and 55 years, and over 80 years. The overall accuracy with standard pp ranged from 82.5% to 92.5% for CV and 82.5% to 92.5% for the test set. The posterior probability of 0.95 provided classification accuracy up to 100% but with a lower proportion of images that could be classified. The study showed that image analysis based on a pre-trained deep neural network could contribute to distinguishing clavicles of individuals younger and older than 30.
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Affiliation(s)
- Nela Ivković
- University Department of Forensic Sciences, University of Split, Split, Croatia
| | - Željana Bašić
- University Department of Forensic Sciences, University of Split, Split, Croatia
| | - Ivan Jerković
- University Department of Forensic Sciences, University of Split, Split, Croatia
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12
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Vamberszky L, Uhl M. Forensic age estimation of adolescents using computed tomography of the clavicles. Int J Legal Med 2024; 138:2381-2386. [PMID: 38960911 PMCID: PMC11490422 DOI: 10.1007/s00414-024-03272-6] [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: 11/23/2023] [Accepted: 06/12/2024] [Indexed: 07/05/2024]
Abstract
In forensic age estimation, CT imaging of the clavicles is used to determine an age over completed 21 years. If ossification of the medial clavicular epiphysis is complete, young men are assumed to be over 21 years of age. The aim of this study is to check the statistical parameters (specificity, predictive probability) for the characteristic "completed ossification of the medial clavicles". 285 male patients who, for various reasons, received a chest CT at the Medical Center of the University of Freiburg between 1st December 2019 and 6th December 2022 were screened for the study, of whom 203 patients were included in the study. The stage of clavicular ossification was classified as stage 1 - 5 according to Schmeling. While 70 out of 71 patients under 21 years of age were correctly estimated to be under 21 years of age, there was one patient whose ossification on one side was classified as stage 4 and who would therefore have been estimated to be over 21 years of age. If only subjects whose ossification stage was the same on both sides are included, the specificity of the test method is 100% and the positive predictive probability is 100%. If patients for whom only one side is stage 4 are also included, the specificity is 98.6%. Thus, only the complete and symmetrical ossification of both clavicles (stage 4 according to the Schmeling classification) in a standardised thin-layer CT can be classified as a reliable indicator of an age over 21 years in young men. In the case of asymmetric ossification of the medial clavicles (stage 4 is not reached on one side), false positive evaluations and the incorrect assumption of an age over 21 years can occur.
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Affiliation(s)
- Leonie Vamberszky
- Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Markus Uhl
- Department of Radiology, Department of Paediatric Radiology, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
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13
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Siwan D, Krishan K, Sharma V, Kanchan T. Forensic age estimation from ossification centres: a comparative investigation of imaging and physical methods. AN ACAD BRAS CIENC 2024; 96:e20240181. [PMID: 39383352 DOI: 10.1590/0001-3765202420240181] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2024] [Accepted: 04/29/2024] [Indexed: 10/11/2024] Open
Abstract
Age estimation is a crucial component of human identification in forensic science. It has a vital role in forensic anthropology, including examinations of skeletal remains, disaster victim identification, and locating missing individuals. Present communication focuses on the age estimation through the examination of ossification centers of bones and its significance in identifying the age of 18 years old, a recognized age of majority in many countries. The process of ossification is integral to biological development and serves as critical standard for age estimation in forensic identification. This study reviews relevant literature from well-known databases such as PubMed, Scopus, Web of Science, and ScienceDirect. Additionally, the present review elaborates various classification methods used by authors to classify the stages of ossification centers of bones. The objective of this communication is to assess the effectiveness of both imaging and physical methods for age estimation and to provide a critical comparison to determine the superior approach. The findings suggest that imaging methods are more reliable for the estimation of age from ossification centers. Staging methods introduced by Schmeling et al, Kellinghaus et al, Dedouit et al, Vieth et al, and Kvist et al. are found to be the best methods for age estimation.
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Affiliation(s)
- Damini Siwan
- Panjab University, Institute of Forensic Science and Criminology, Sector-14, Chandigarh-160014, India
| | - Kewal Krishan
- Panjab University, Department of Anthropology, Sector-14, Chandigarh-160014, India
| | - Vishal Sharma
- Panjab University, Institute of Forensic Science and Criminology, Sector-14, Chandigarh-160014, India
| | - Tanuj Kanchan
- All India Institute of Medical Sciences, Department of Forensic Medicine and Toxicology, 160014, Jodhpur, India
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14
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Wernsing MF, Malokaj V, Kunz SN, Beer M, Vogele D. Forensic Age Determination Using MRI Scans of the Ankle: Applying Two Classifications to Assess Ossification. ROFO-FORTSCHR RONTG 2024. [PMID: 39236740 DOI: 10.1055/a-2379-8785] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/07/2024]
Abstract
In forensic age determination, e.g. for legal proceedings, exceeded age limits may be relevant. To investigate age-related differences in skeletal development, the recommendations of the Study Group on Forensic Age Diagnostics (AGFAD) rely on imaging techniques using ionizing radiation (including orthopantomograms and radiographs of the hand). Vieth et al. and Ottow et al. have proposed MRI classifications for epi-/diaphyseal fusion of the knee joint to determine different age limits. The aim of the present study was to verify whether these two classifications could also be applied to MRI of the ankle.MRI images of the ankle from 333 patients (160 female, 173 male) ranging in age from 10 to 28 years were retrospectively analyzed. T1-weighted turbo spin-echo (TSE) sequences and T2-weighted fat-suppressed sequences were analyzed for the two classifications. The different ossification stages of the two classifications were determined and the corresponding chronological ages were assigned. In addition, gender-specific differences were analyzed. Intra- and inter-observer variability was determined using Cohen's kappa.With the classification of Ottow et al., the completion of the 14th year of life could be determined in both sexes. With the classification of Vieth et al, the completion of the 14th year of life could be determined in both sexes and the 18th year of life in male patients. Intra-observer and inter-observer variability was very good and good, respectively (κ > 0.87 and κ > 0.72).In the present study, it was also possible to use both classifications for MRI of the ankle joint. The method offers the potential of an alternative or at least supplementary radiation-free assessment criterion in forensic age estimation. · MRI scans of the ankle can be used for forensic age determination.. · Classifications developed for the knee joint can also be used on the ankle.. · The applied classifications based on Vieth et al. and Ottow et al. can be used as an alternative or, at the least, an additional method when determining legally relevant age limits.. · Wernsing MF, Malokaj V, Kunz SN et al. Forensic Age Determination Using MRI Scans of the Ankle: Applying Two Classifications to Assess Ossification. Fortschr Röntgenstr 2024; DOI 10.1055/a-2379-8785.
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Affiliation(s)
| | - Valesa Malokaj
- Department of Diagnostic and Interventional Radiology, Ulm University Hospital, Ulm, Germany
| | - Sebastian Nico Kunz
- Institute of Forensic Medicine, Ulm University Medical Faculty, Ulm, Germany
| | - Meinrad Beer
- Department of Diagnostic and Interventional Radiology, Ulm University Hospital, Ulm, Germany
| | - Daniel Vogele
- Department of Diagnostic and Interventional Radiology, Ulm University Hospital, Ulm, Germany
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Thicot F, Egger C, Castiglioni C, Magnin V, Boudabbous S, Angelakopoulos N, Grabherr S, Genet P. Forensic age estimation at the University Center of Legal Medicine Lausanne-Geneva: a retrospective study over 12 years. Int J Legal Med 2024; 138:1881-1889. [PMID: 38740629 PMCID: PMC11306310 DOI: 10.1007/s00414-024-03254-8] [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: 03/13/2024] [Accepted: 05/06/2024] [Indexed: 05/16/2024]
Abstract
With the undeniable increase in asylum requests from unaccompanied alleged minors, age estimation of living individuals has become an essential part of the routine work in European forensic centers. This study aims to review the forensic age estimations performed in our center since 2010, to evaluate the state-of-the-art of this practice in Switzerland with the evolution of the methodology according to upcoming recommendations. Our institute's expert reports performed between 2010 and 2022 were retrospectively analyzed. We gathered the following parameters: demographic data, morphological characteristics, alleged age compared with the assessed minimum age, sexual maturation, dental and bone age. When available, we collected personal and family history, medical history, records of torture-related/self-inflicted injuries, and information about eating habits that might affect skeletal development. Data collection amounted to 656 cases. Forensic age estimations ordered by the Swiss Secretariat for Migration (SEM) represented 76.4% of cases, with 23.6% of them ordered by the Court/Public Prosecutor. Most alleged minors were male (94.5%) and came from Afghanistan (53.4%). Adjunction of CT scans of the sternoclavicular joints was necessary in 86.4% of cases. Only 25.2% of our reports concluded on most probable minority, with 55.6% of definite majors; in 19.2% of our cases, minority could not be excluded. This study aspires to further broaden our expertise regarding forensic age estimations. Given the increasing migratory flows, we can expect a notable increase in the frequency of these requests. Consequently, this study aims to promote a multidisciplinary approach and the international standardization of the methodology of these estimations.
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Affiliation(s)
- Frederique Thicot
- Unit of Forensic Medicine, University Center of Legal Medicine Lausanne-Geneva (CURML), Geneva University Hospitals and University of Geneva, Rue Michel-Servet 1, 1211, Geneva 4, Switzerland.
| | - Coraline Egger
- Unit of Forensic Medicine, University Center of Legal Medicine Lausanne-Geneva (CURML), Geneva University Hospitals and University of Geneva, Rue Michel-Servet 1, 1211, Geneva 4, Switzerland
| | - Claudia Castiglioni
- Unit of Forensic Medicine, University Centre of Legal Medicine Lausanne-Geneva, Lausanne University Hospital and University of Lausanne, Chemin de La Vulliette 4, 1000, Lausanne 25, Switzerland
| | - Virginie Magnin
- Unit of Forensic Medicine, University Centre of Legal Medicine Lausanne-Geneva, Lausanne University Hospital and University of Lausanne, Chemin de La Vulliette 4, 1000, Lausanne 25, Switzerland
| | - Sana Boudabbous
- Radiology Division, Diagnostic Department, Geneva University Hospitals (HUG), Geneva, Switzerland
| | - Nikolaos Angelakopoulos
- Unit of Forensic Medicine, University Centre of Legal Medicine Lausanne-Geneva, Lausanne University Hospital and University of Lausanne, Chemin de La Vulliette 4, 1000, Lausanne 25, Switzerland
- Department of Orthodontics and Dentofacial Orthopedics, University of Bern, Bern, Switzerland
| | - Silke Grabherr
- Unit of Forensic Medicine, University Center of Legal Medicine Lausanne-Geneva (CURML), Geneva University Hospitals and University of Geneva, Rue Michel-Servet 1, 1211, Geneva 4, Switzerland
- Unit of Forensic Medicine, University Centre of Legal Medicine Lausanne-Geneva, Lausanne University Hospital and University of Lausanne, Chemin de La Vulliette 4, 1000, Lausanne 25, Switzerland
| | - Pia Genet
- Unit of Forensic Medicine, University Centre of Legal Medicine Lausanne-Geneva, Lausanne University Hospital and University of Lausanne, Chemin de La Vulliette 4, 1000, Lausanne 25, Switzerland
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16
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Bai X, Zhou ZB, Guo XY, He YL, Zhang YL, Wang FD, Feng F, Yang HB, Chen S, Gong FY, Zhu HJ, Pan H. Magnetic resonance imaging of knees: a novel approach to predict recombinant human growth hormone therapy response in short-stature children in late puberty. World J Pediatr 2024; 20:723-734. [PMID: 37864670 PMCID: PMC11269482 DOI: 10.1007/s12519-023-00758-y] [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: 12/21/2022] [Accepted: 08/25/2023] [Indexed: 10/23/2023]
Abstract
BACKGROUND There is no appropriate tool to predict recombinant human growth hormone (rhGH) response before therapy initiation in short-stature children in late puberty. The current study aimed to explore the associations between magnetic resonance imaging (MRI) stages of the knee growth plates and rhGH response in short-stature children in late puberty. METHODS In this prospective cohort study, short-stature children in late puberty were treated with rhGH and followed up for 6 months. We proposed a novel knee MRI staging system according to the growth plate states of distal femurs or proximal tibias and divided the participants into three groups: unclosed growth plate group, marginally closed growth plate group, and nearly closed growth plate group. The primary outcomes were height gain and growth velocity (GV), which were assessed three months later. RESULTS Fifty participants were enrolled, including 23 boys and 27 girls. GV and height gain after 6 months of rhGH therapy decreased successively in the three groups with an increased degree of growth plate fusion, especially when grouped by proximal tibias (GV1-3 mon from 9.38 to 6.08 to 4.56 cm/year, GV4-6 mon from 6.75 to 4.92 to 3.25 cm/year, and height gain from 4.03 to 2.75 to 1.95 cm, all P < 0.001). Moreover, the MRI stages of growth plates independently served as a significant variable for GV and height gain after therapy, especially when grouped by proximal tibias (all P < 0.01). CONCLUSION The MRI staging method is expected to be an effective tool for predicting rhGH response before therapy initiation in short-stature children in late puberty.
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Affiliation(s)
- Xi Bai
- Department of Endocrinology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
- Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, 100730, China
| | - Zhi-Bo Zhou
- Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, 100730, China
| | - Xiao-Yuan Guo
- Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, 100730, China
| | - Yi-Ling He
- Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, 100730, China
| | - Yue-Lun Zhang
- Medical Research Center, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Feng-Dan Wang
- Department of Radiology, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, China
| | - Feng Feng
- Department of Radiology, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, China
| | - Hong-Bo Yang
- Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, 100730, China
| | - Shi Chen
- Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, 100730, China
| | - Feng-Ying Gong
- Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, 100730, China
| | - Hui-Juan Zhu
- Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, 100730, China.
| | - Hui Pan
- Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, 100730, China.
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17
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Wesp P, Schachtner BM, Jeblick K, Topalis J, Weber M, Fischer F, Penning R, Ricke J, Ingrisch M, Sabel BO. Radiological age assessment based on clavicle ossification in CT: enhanced accuracy through deep learning. Int J Legal Med 2024; 138:1497-1507. [PMID: 38286953 PMCID: PMC11164764 DOI: 10.1007/s00414-024-03167-6] [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: 07/13/2023] [Accepted: 01/16/2024] [Indexed: 01/31/2024]
Abstract
BACKGROUND Radiological age assessment using reference studies is inherently limited in accuracy due to a finite number of assignable skeletal maturation stages. To overcome this limitation, we present a deep learning approach for continuous age assessment based on clavicle ossification in computed tomography (CT). METHODS Thoracic CT scans were retrospectively collected from the picture archiving and communication system. Individuals aged 15.0 to 30.0 years examined in routine clinical practice were included. All scans were automatically cropped around the medial clavicular epiphyseal cartilages. A deep learning model was trained to predict a person's chronological age based on these scans. Performance was evaluated using mean absolute error (MAE). Model performance was compared to an optimistic human reader performance estimate for an established reference study method. RESULTS The deep learning model was trained on 4,400 scans of 1,935 patients (training set: mean age = 24.2 years ± 4.0, 1132 female) and evaluated on 300 scans of 300 patients with a balanced age and sex distribution (test set: mean age = 22.5 years ± 4.4, 150 female). Model MAE was 1.65 years, and the highest absolute error was 6.40 years for females and 7.32 years for males. However, performance could be attributed to norm-variants or pathologic disorders. Human reader estimate MAE was 1.84 years and the highest absolute error was 3.40 years for females and 3.78 years for males. CONCLUSIONS We present a deep learning approach for continuous age predictions using CT volumes highlighting the medial clavicular epiphyseal cartilage with performance comparable to the human reader estimate.
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Affiliation(s)
- Philipp Wesp
- Department of Radiology, LMU University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany.
- Munich Center for Machine Learning (MCML), Geschwister-Scholl-Platz 1, 80539, Munich, Germany.
| | - Balthasar Maria Schachtner
- Department of Radiology, LMU University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany
| | - Katharina Jeblick
- Department of Radiology, LMU University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany
- Comprehensive Pneumology Center (CPC-M), Member of the German Center for Lung Research (DZL), Munich, Max-Lebsche-Platz 31, 81377, Munich, Germany
| | - Johanna Topalis
- Department of Radiology, LMU University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany
| | - Marvin Weber
- Institute of Informatics, LMU Munich, Oettingenstraße 67, 80538, Munich, Germany
| | - Florian Fischer
- Institute of Forensic Medicine, LMU Munich, Nußbaumstraße 26, 80336, Munich, Germany
| | - Randolph Penning
- Institute of Forensic Medicine, LMU Munich, Nußbaumstraße 26, 80336, Munich, Germany
| | - Jens Ricke
- Department of Radiology, LMU University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany
| | - Michael Ingrisch
- Department of Radiology, LMU University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany
- Munich Center for Machine Learning (MCML), Geschwister-Scholl-Platz 1, 80539, Munich, Germany
| | - Bastian Oliver Sabel
- Department of Radiology, LMU University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany
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Lopatin O, Barszcz M, Jurczak A, Woźniak KJ. Postmortem computed tomography assessment of skeletal and dental age in Polish children, adolescents, and young adults. Forensic Sci Med Pathol 2024; 20:518-533. [PMID: 37428292 PMCID: PMC11297063 DOI: 10.1007/s12024-023-00662-x] [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] [Accepted: 05/26/2023] [Indexed: 07/11/2023]
Abstract
This paper presents a retrospective analysis of postmortem computed tomography (PMCT) scans of secondary ossification centers in the medial clavicular epiphysis, iliac crest apophysis, proximal humeral epiphysis, distal femoral epiphysis, proximal tibial epiphysis, and distal tibial epiphysis. At the same time, we analyzed PMCT scans of the maxillary and mandibular incisors, canines, premolars, and molars. We assessed 203 corpses, whose age ranged from 2 to 30 years, including 156 males and 47 females. The purpose of our study was to compare the processes of secondary ossification center fusion and permanent tooth maturation. Our research hypothesis was that certain stages of skeletal and dental maturation occur along consistent timelines that can be related to the chronological age. Secondary ossification center fusion was evaluated based on Kreitner and also McKern and Steward's classifications. The process of permanent tooth maturation was evaluated with Demirjian's method. Spearman's correlation coefficients (Rho) were positive in all analyses, which indicates that epiphyseal fusion progresses with age. The strongest relationship between the age and the stages of ossification was observed in the proximal tibial epiphysis (p < 0.001; Rho = 0.93) in females and in the medial clavicular epiphysis (p < 0.001; Rho = 0.77) in males. Studies show the importance of concomitant analysis of skeletal and dental maturation with a subsequent comparison of the results to achieve a greater precision in age estimation. A comparison of the results obtained in the study population of Polish children, adolescents, and young adults with the results of other studies in populations of similar ages showed a number of similarities in the time windows of dental and skeletal maturation. These similarities may help in age estimation.
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Affiliation(s)
- Oleksiy Lopatin
- Chair and Department of Forensic Medicine, Faculty of Medicine, Jagiellonian University Medical College, Grzegorzecka 16, 31-531, Krakow, Poland
| | - Marta Barszcz
- Chair and Department of Forensic Medicine, Faculty of Medicine, Jagiellonian University Medical College, Grzegorzecka 16, 31-531, Krakow, Poland
- Doctoral School of Medical and Health Sciences, Jagiellonian University Medical College, Krakow, Poland
| | - Anna Jurczak
- Doctoral School of Medical and Health Sciences, Jagiellonian University Medical College, Krakow, Poland
- Department of Environmental Health, Institute of Public Health, Faculty of Health Science, Jagiellonian University Medical College, Krakow, Poland
| | - Krzysztof Jerzy Woźniak
- Chair and Department of Forensic Medicine, Faculty of Medicine, Jagiellonian University Medical College, Grzegorzecka 16, 31-531, Krakow, Poland.
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19
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Alzyoud JAM, Rababah E, Almuhaisen MHO, Al-Qtaitat AI. Bone Age Determination of Epiphyseal Fusion at Knee Joint and Its Correlation with Chronological Age. MEDICINA (KAUNAS, LITHUANIA) 2024; 60:779. [PMID: 38792962 PMCID: PMC11122822 DOI: 10.3390/medicina60050779] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/26/2024] [Revised: 04/21/2024] [Accepted: 04/29/2024] [Indexed: 05/26/2024]
Abstract
Background and Objectives: Bone age determination is a valuable method for forensic and disaster identifications of unknown human remains, as well as for medical and surgical procedural purposes. This retrospective research study aimed to determine the age based on epiphyseal fusion stages and investigate differences related to gender. Materials and Methods: X-rays of the knee were collected from medical imaging centers in hospitals in the south of Jordan and examined by two observers who determined the bone epiphyseal phase of closure for the femur, tibia, and fibula bone ends close to the knee based on a three-stage classification. Results: The main results revealed that females showed earlier epiphyseal union (Stage II) at the lower end of the femur and the upper ends of the tibia and fibula compared to males. In males, the start of complete union (Stage III) at knee bones was seen at the age of 17-18 years, while in females, it was seen at the age of 16-17 years. Additionally, knee bones showed complete union in 100% of males and females in the age groups 21-22 years and 20-21 years, respectively. Although females showed an earlier start and end of epiphyseal complete union than males, analysis of collected data showed no significant age differences between males and females at the three stages of epiphyseal union of the knee bones. Conclusions: Findings of the radiographic analysis of bone epiphyseal fusion at the knee joint are a helpful method for chronological age determination. This study supports the gender and ethnicity variation among different geographical locations. Studies with a high sample number would be needed to validate our findings.
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Affiliation(s)
- Jihad A. M. Alzyoud
- Faculty of Medicine, The Hashemite University, Zarqa 13133, Jordan
- Department of Basic Dental Sciences, Faculty of Dentistry, The Hashemite University, Zarqa 13133, Jordan
| | - Eman Rababah
- Faculty of Applied Medical Sciences, The Hashemite University, Zarqa 13133, Jordan;
| | | | - Aiman I. Al-Qtaitat
- Department of Anatomy and Histology, Faculty of Medicine, Mutah University, Karak 61710, Jordan;
- Faculty of Dentistry, Zarqa University, Zarqa 13110, Jordan
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20
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Cummaudo M, Obertova Z, Lynnerup N, Petaros A, de Boer H, Baccino E, Steyn M, Cunha E, Ross A, Adalian P, Kranioti E, Fracasso T, Ferreira MT, Lefèvre P, Tambuzzi S, Peckitt R, Campobasso CP, Ekizoglu O, De Angelis D, Cattaneo C. Age assessment in unaccompanied minors: assessing uniformity of protocols across Europe. Int J Legal Med 2024; 138:983-995. [PMID: 38279991 DOI: 10.1007/s00414-024-03157-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Accepted: 01/05/2024] [Indexed: 01/29/2024]
Abstract
Age assessment of migrants is crucial, particularly for unaccompanied foreign minors, a population facing legal, social, and humanitarian challenges. Despite existing guidelines, there is no unified protocol in Europe for age assessment.The Forensic Anthropology Society of Europe (FASE) conducted a comprehensive questionnaire to understand age estimation practices in Europe. The questionnaire had sections focusing on the professional background of respondents, annual assessment numbers, requesting parties and reasons, types of examinations conducted (e.g., physical, radiological), followed protocols, age estimation methods, and questions on how age estimates are reported.The questionnaire's findings reveal extensive engagement of the forensic community in age assessment in the living, emphasizing multidisciplinary approaches. However, there seems to be an incomplete appreciation of AGFAD guidelines. Commonalities exist in examination methodologies and imaging tests. However, discrepancies emerged among respondents regarding sexual maturity assessment and reporting assessment results. Given the increasing importance of age assessment, especially for migrant child protection, the study stresses the need for a unified protocol across European countries. This can only be achieved if EU Member States wholeheartedly embrace the fundamental principles outlined in EU Directives and conduct medical age assessments aligned with recognized standards such as the AGFAD guidelines.
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Affiliation(s)
- Marco Cummaudo
- LABANOF, Laboratorio Di Antropologia E Odontologia Forense, Sezione Di Medicina Legale, Dipartimento Di Scienze Biomediche Per La Salute, Università Degli Studi Di Milano, Via Mangiagalli 37, 20133, Milan, Italy.
| | - Zuzana Obertova
- Centre for Forensic Anthropology, School of Social Sciences, The University of Western Australia, 35 Stirling Hwy, Crawley, Perth, WA, Australia
| | - Niels Lynnerup
- Department of Forensic Medicine, University of Copenhagen, Frederik V's Vej 11, 2100, Copenhagen, Denmark
| | - Anja Petaros
- Department of Legal Medicine Linköping, National Board of Forensic Medicine, Linköping, Sweden
| | - Hans de Boer
- Victorian Institute of Forensic Medicine, Department of Forensic Medicine, Monash University, Melbourne, Australia
| | - Eric Baccino
- EDPFM, Department of Forensic Medicine, University of Montpellier, CHU Montpellier, 34000, Montpellier, France
| | - Maryna Steyn
- Human Variation and Identification Research Unit, School of Anatomical Sciences, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Eugenia Cunha
- National Institute of Legal Medicine and Forensic Sciences, Coimbra, Portugal
| | - Ann Ross
- Human Identification & Forensic Analysis Laboratory, Department of Biological Sciences, North Carolina State University, Raleigh, NC, 276995, USA
| | - Pascal Adalian
- Aix Marseille University, CNRS, EFS, ADES, 13007, Marseille, France
| | - Elena Kranioti
- Forensic Medicine Unit, Department of Forensic Sciences, Medical School, University of Crete, 700 13, Heraklion, Greece
| | - Tony Fracasso
- University Center of Legal Medicine (CURML), Geneva University Hospital, Geneva, Switzerland
| | - Maria Teresa Ferreira
- Laboratory of Forensic Anthropology, Department of Life Sciences, University of Coimbra, Calçada Martim de Freitas, 3000-456, Coimbra, Portugal
| | - Philippe Lefèvre
- Institute of Information and Communication Technologies, Electronics and Applied Mathematics (ICTEAM), and Institute of Neuroscience (IoNS), Université Catholique de Louvain, 1348 Louvain-la-Neuve, 1200, Brussels, Belgium
| | - Stefano Tambuzzi
- LABANOF, Laboratorio Di Antropologia E Odontologia Forense, Sezione Di Medicina Legale, Dipartimento Di Scienze Biomediche Per La Salute, Università Degli Studi Di Milano, Via Mangiagalli 37, 20133, Milan, Italy
| | - Robin Peckitt
- LABANOF, Laboratorio Di Antropologia E Odontologia Forense, Sezione Di Medicina Legale, Dipartimento Di Scienze Biomediche Per La Salute, Università Degli Studi Di Milano, Via Mangiagalli 37, 20133, Milan, Italy
| | - Carlo Pietro Campobasso
- Department of Experimental Medicine, University of Campania "Luigi Vanvitelli", Via Luciano Armanni 5, 80138, Naples, Italy
| | - Oguzhan Ekizoglu
- Department of Forensic Medicine, Tepecik Training and Research Hospital, Güney Mahallesi 1140/1 Yenisehir, Konak, Izmir, Turkey
| | - Danilo De Angelis
- LABANOF, Laboratorio Di Antropologia E Odontologia Forense, Sezione Di Medicina Legale, Dipartimento Di Scienze Biomediche Per La Salute, Università Degli Studi Di Milano, Via Mangiagalli 37, 20133, Milan, Italy
| | - Cristina Cattaneo
- LABANOF, Laboratorio Di Antropologia E Odontologia Forense, Sezione Di Medicina Legale, Dipartimento Di Scienze Biomediche Per La Salute, Università Degli Studi Di Milano, Via Mangiagalli 37, 20133, Milan, Italy
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21
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Khatam-Lashgari A, Harving ML, Villa C, Lynnerup N, Larsen ST. Forensic age estimation of the knee by post-mortem DR, CT, and MR imaging: a comparative study. Int J Legal Med 2024; 138:971-981. [PMID: 38240840 PMCID: PMC11004047 DOI: 10.1007/s00414-024-03158-7] [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: 08/07/2023] [Accepted: 01/08/2024] [Indexed: 04/11/2024]
Abstract
It is believed by many that reference data for age estimation purposes must be imaging-modality specific. A study from our department has however proven otherwise. We therefore found it interesting to investigate this further by looking at the level of agreement between different imaging modalities. The aim of this study was to investigate the level of agreement between the three radiological modalities, computed tomography (CT), magnetic resonance imaging (MRI), and digital radiography (DR), in assessing the ossification of the epiphyses of the knee. A total of 34 deceased individuals of 10-25 years of age, brought in for a medicolegal autopsy at our department, were scanned by CT, MRI, and DR. The ossification stages of the three bones of the right knee, distal femoral, proximal tibial, and proximal fibular epiphysis were assessed using the established combined staging method by Schmeling et al. and Kellinghaus et al. Analysis of the results by Cohen's weighted kappa showed a good agreement between CT and DR (K = 0.61-0.70), and MRI and DR (K = 0.68-0.79) but only moderate agreement between CT and MRI (K = 0.55-0.57). This leads us to conclude that different radiological images cannot be used interchangeably for age estimation purposes, so reference material needs to be imaging-modality specific. However, to make a more general conclusion research on a larger population is needed.
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Affiliation(s)
- Apameh Khatam-Lashgari
- Department of Forensic Medicine, Section of Forensic Pathology, University of Copenhagen, Copenhagen, Denmark.
| | | | - Chiara Villa
- Department of Forensic Medicine, Section of Forensic Pathology, University of Copenhagen, Copenhagen, Denmark
| | - Niels Lynnerup
- Department of Forensic Medicine, Section of Forensic Pathology, University of Copenhagen, Copenhagen, Denmark
| | - Sara Tangmose Larsen
- Department of Forensic Medicine, Section of Forensic Pathology, University of Copenhagen, Copenhagen, Denmark
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22
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Fan F, Liu H, Dai X, Liu G, Liu J, Deng X, Peng Z, Wang C, Zhang K, Chen H, Yin C, Zhan M, Deng Z. Automated bone age assessment from knee joint by integrating deep learning and MRI-based radiomics. Int J Legal Med 2024; 138:927-938. [PMID: 38129687 DOI: 10.1007/s00414-023-03148-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2023] [Accepted: 12/09/2023] [Indexed: 12/23/2023]
Abstract
Bone age assessment (BAA) is a crucial task in clinical, forensic, and athletic fields. Since traditional age estimation methods are suffered from potential radiation damage, this study aimed to develop and evaluate a deep learning radiomics method based on multiparametric knee MRI for noninvasive and automatic BAA. This retrospective study enrolled 598 patients (age range,10.00-29.99 years) who underwent MR examinations of the knee joint (T1/T2*/PD-weighted imaging). Three-dimensional convolutional neural networks (3D CNNs) were trained to extract and fuse multimodal and multiscale MRI radiomic features for age estimation and compared to traditional machine learning models based on hand-crafted features. The age estimation error was greater in individuals aged 25-30 years; thus, this method may not be suitable for individuals over 25 years old. In the test set aged 10-25 years (n = 95), the 3D CNN (a fusion of T1WI, T2*WI, and PDWI) demonstrated the lowest mean absolute error of 1.32 ± 1.01 years, which is higher than that of other MRI modalities and the hand-crafted models. In the classification for 12-, 14-, 16-, and 18- year thresholds, accuracies and the areas under the ROC curves were all over 0.91 and 0.96, which is similar to the manual methods. Visualization of important features showed that 3D CNN estimated age by focusing on the epiphyseal plates. The deep learning radiomics method enables non-invasive and automated BAA from multimodal knee MR images. The use of 3D CNN and MRI-based radiomics has the potential to assist radiologists or medicolegists in age estimation.
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Affiliation(s)
- Fei Fan
- West China School of Basic Medical Sciences & Forensic Medicine, Sichuan University, Chengdu, 610041, People's Republic of China
| | - Han Liu
- College of Computer Science, Sichuan University, Chengdu, 610064, People's Republic of China
| | - Xinhua Dai
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, 610041, People's Republic of China
| | - Guangfeng Liu
- West China School of Basic Medical Sciences & Forensic Medicine, Sichuan University, Chengdu, 610041, People's Republic of China
| | - Junhong Liu
- West China School of Basic Medical Sciences & Forensic Medicine, Sichuan University, Chengdu, 610041, People's Republic of China
| | - Xiaodong Deng
- West China School of Basic Medical Sciences & Forensic Medicine, Sichuan University, Chengdu, 610041, People's Republic of China
| | - Zhao Peng
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, 610041, People's Republic of China
| | - Chang Wang
- Department of Radiology, Anhui Provincial Children's Hospital, Hefei, 230054, People's Republic of China
| | - Kui Zhang
- West China School of Basic Medical Sciences & Forensic Medicine, Sichuan University, Chengdu, 610041, People's Republic of China
| | - Hu Chen
- College of Computer Science, Sichuan University, Chengdu, 610064, People's Republic of China
| | - Chuangao Yin
- Department of Radiology, Anhui Provincial Children's Hospital, Hefei, 230054, People's Republic of China.
| | - Mengjun Zhan
- West China School of Basic Medical Sciences & Forensic Medicine, Sichuan University, Chengdu, 610041, People's Republic of China.
| | - Zhenhua Deng
- West China School of Basic Medical Sciences & Forensic Medicine, Sichuan University, Chengdu, 610041, People's Republic of China.
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23
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Carter M, Prendergast F, Krauss J, Zeineddin S, Pitt JB, Sullivan GA, Abdullah F, Gulack BC, Goldstein SD. Evaluating Skeletal Maturity at Time of Surgical Correction of Pectus Excavatum Based on Medial Clavicle Epiphyseal Ossification. Am Surg 2024; 90:631-639. [PMID: 37824167 DOI: 10.1177/00031348231207296] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/13/2023]
Abstract
BACKGROUND Surgical correction of pectus excavatum (SCOPE) is dependent upon chest wall pliability with optimal timing prior to complete skeletal maturation. Measures of skeletal maturity are not readily available for operative planning; therefore, surgeons use age as proxy despite patient-specific rates of skeletal maturation. We aimed to determine whether preoperative skeletal maturity is associated with postoperative pain as surrogate for chest wall pliability. METHODS Children ≤18 years who underwent SCOPE from 2020 to 2022 were retrospectively identified. Preoperative CT within 3 months of procedure was reviewed by 2 radiologists and 1 surgeon. Skeletal maturity was determined by Schmeling-Kellinghaus classification which stages secondary epiphyseal ossification of the medial clavicle. Inter-rater reliability was evaluated. Schmeling-Kellinghaus stage and postoperative pain were compared. RESULTS Of twenty-eight records reviewed, 57% were Schmeling-Kellinghaus stage 1. High inter-rater reliability was identified (inter-radiologist: kappa = .95, P < .001, all raters: kappa = .78, P < .001). Median age at operation was 15.5 years (interquartile range: 14.8-16.0) and increased with skeletal maturity (P < .001). When comparing stage 1 (n = 16) to >1 (n = 12), stage 1 had lower maximum pain scores (P < .001), total morphine equivalents (P < .001), and benzodiazepine use (P < .001) after surgery. CONCLUSIONS The Schmeling-Kellinghaus classification system is a valid proxy of skeletal maturity that can be applied with high inter-rater reliability. SCOPE during stage 1 was found to have less postoperative pain and narcotic use than more mature stages. This is proof of concept that skeletal maturity should be considered when determining optimal timing of surgical correction. Future research will evaluate the impact of skeletal maturity on postoperative outcomes.
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Affiliation(s)
- Michela Carter
- Division of Pediatric Surgery, Department of Surgery, Ann and Robert H. Lurie Children's Hospital of Chicago, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Francis Prendergast
- Department of Radiology, Northwestern University Feinberg School of Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
| | - Jillian Krauss
- Department of Radiology, Northwestern University Feinberg School of Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
| | - Suhail Zeineddin
- Division of Pediatric Surgery, Department of Surgery, Ann and Robert H. Lurie Children's Hospital of Chicago, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - J Benjamin Pitt
- Division of Pediatric Surgery, Department of Surgery, Ann and Robert H. Lurie Children's Hospital of Chicago, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Gwyneth A Sullivan
- Division of Pediatric Surgery, Department of Surgery, Rush University Medical Center, Chicago, IL, USA
| | - Fizan Abdullah
- Division of Pediatric Surgery, Department of Surgery, Ann and Robert H. Lurie Children's Hospital of Chicago, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Brian C Gulack
- Division of Pediatric Surgery, Department of Surgery, Rush University Medical Center, Chicago, IL, USA
| | - Seth D Goldstein
- Division of Pediatric Surgery, Department of Surgery, Ann and Robert H. Lurie Children's Hospital of Chicago, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
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24
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Karaman G, Can IO, Cekdemir YE, Ekizoglu O, Guleryuz H. Age Estimation Based on Computed Tomography Analysis of the Scapula. MEDICINA (KAUNAS, LITHUANIA) 2024; 60:581. [PMID: 38674226 PMCID: PMC11052407 DOI: 10.3390/medicina60040581] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Revised: 03/27/2024] [Accepted: 03/29/2024] [Indexed: 04/28/2024]
Abstract
Background and Objectives: Age estimation from skeletal remains and in living individuals is an important issue for human identification, and also plays a critical role in judicial proceedings for migrants. Forensic analysis of ossification centers is the main evaluation method for age estimation, and ossification degree can be determined using computed tomography analysis. The purpose of this study is to investigate the applicability of CT (computed tomography) in the analysis of left scapula ossification centers, for forensic age estimation in Turkish society. Materials and Methods: We analyzed six ossification centers of the left scapula and these ossification centers are the coracoid, subcoracoid, coracoid apex, acromial, glenoid, and inferior angle ossification centers. A pediatric radiologist analyzed these six ossification centers of the scapula by using a staging method defined by Schmeling et al. in 2004. Two months after the first assessment, 20 randomly selected cases was reanalyzed by the first observer and by another pediatric radiologist. Correlation between the age and ossification stage was assessed using Spearman's nonparametric correlation test. Linear regression analysis was performed using a backwards model. Cohen's kappa coefficient was used for evaluating interobserver and intraobserver variability. Results: In this retrospective study, 397 (248 male and 149 female) cases were evaluated. Ages ranged between 7.1 and 30.9. The mean age was 19.83 ± 6.49. We determined a positive significant correlation between the age and the ossification stages of ossification centers analyzed in both sexes. In each ossification center, except inferior angle, all of the stage 1 and 2 cases in both sexes were under 18 years old. Intraobserver and interobserver evaluations showed that reproducibility and consistency of the method was relatively good. Conclusions: The present study indicated that CT analysis of scapula ossification centers might be helpful in forensic age assessment of living individuals and dry bones.
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Affiliation(s)
- Gokçe Karaman
- Turgutlu Forensic Medicine Department, Council of Forensic Medicine, 45400 Manisa, Turkey
| | - Ismail Ozgur Can
- Forensic Medicine Department, Faculty of Medicine, Dokuz Eylül University, 35220 İzmir, Turkey;
| | - Yasin Ertug Cekdemir
- Radiology Department, Faculty of Medicine, Dokuz Eylül University, 35220 İzmir, Turkey; (Y.E.C.); (H.G.)
| | - Oguzhan Ekizoglu
- Unit of Forensic Imaging and Anthropology, University Centre of Legal Medicine Lausanne-Geneva, Geneva University Hospital and University of Geneva, 1015 Lausanne, Switzerland;
- Department of Forensic Medicine, Tepecik Training and Research Hospital, 35180 Izmir, Turkey
| | - Handan Guleryuz
- Radiology Department, Faculty of Medicine, Dokuz Eylül University, 35220 İzmir, Turkey; (Y.E.C.); (H.G.)
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25
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Qiu L, Liu A, Dai X, Liu G, Peng Z, Zhan M, Liu J, Gui Y, Zhu H, Chen H, Deng Z, Fan F. Machine learning and deep learning enabled age estimation on medial clavicle CT images. Int J Legal Med 2024; 138:487-498. [PMID: 37940721 DOI: 10.1007/s00414-023-03115-w] [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: 07/30/2023] [Accepted: 10/29/2023] [Indexed: 11/10/2023]
Abstract
The medial clavicle epiphysis is a crucial indicator for bone age estimation (BAE) after hand maturation. This study aimed to develop machine learning (ML) and deep learning (DL) models for BAE based on medial clavicle CT images and evaluate the performance on normal and variant clavicles. This study retrospectively collected 1049 patients (mean± SD: 22.50±4.34 years) and split them into normal training and test sets, and variant training and test sets. An additional 53 variant clavicles were incorporated into the variant test set. The development stages of normal MCE were used to build a linear model and support vector machine (SVM) for BAE. The CT slices of MCE were automatically segmented and used to train DL models for automated BAE. Comparisons were performed by linear versus ML versus DL, and normal versus variant clavicles. Mean absolute error (MAE) and classification accuracy was the primary parameter of comparison. For BAE, the SVM had the best MAE of 1.73 years, followed by the commonly-used CNNs (1.77-1.93 years), the linear model (1.94 years), and the hybrid neural network CoAt Net (2.01 years). In DL models, SE Net 18 was the best-performing DL model with similar results to SVM in the normal test set and achieved an MAE of 2.08 years in the external variant test. For age classification, all the models exhibit superior performance in the classification of 18-, 20-, 21-, and 22-year thresholds with limited value in the 16-year threshold. Both ML and DL models produce desirable performance in BAE based on medial clavicle CT.
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Affiliation(s)
- Lirong Qiu
- West China School of Basic Medical Sciences & Forensic Medicine, Sichuan University, Chengdu, 610041, People's Republic of China
| | - Anjie Liu
- West China School of Basic Medical Sciences & Forensic Medicine, Sichuan University, Chengdu, 610041, People's Republic of China
- University of Electronic Science and Technology of China, Chengdu, 611731, People's Republic of China
| | - Xinhua Dai
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, 610041, People's Republic of China
| | - Guangfeng Liu
- West China School of Basic Medical Sciences & Forensic Medicine, Sichuan University, Chengdu, 610041, People's Republic of China
| | - Zhao Peng
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, 610041, People's Republic of China
| | - Mengjun Zhan
- West China School of Basic Medical Sciences & Forensic Medicine, Sichuan University, Chengdu, 610041, People's Republic of China
| | - Junhong Liu
- West China School of Basic Medical Sciences & Forensic Medicine, Sichuan University, Chengdu, 610041, People's Republic of China
| | - Yufan Gui
- West China School of Basic Medical Sciences & Forensic Medicine, Sichuan University, Chengdu, 610041, People's Republic of China
| | - Haozhe Zhu
- College of Computer Science, Sichuan University, Chengdu, 610064, People's Republic of China
| | - Hu Chen
- College of Computer Science, Sichuan University, Chengdu, 610064, People's Republic of China
| | - Zhenhua Deng
- West China School of Basic Medical Sciences & Forensic Medicine, Sichuan University, Chengdu, 610041, People's Republic of China.
| | - Fei Fan
- West China School of Basic Medical Sciences & Forensic Medicine, Sichuan University, Chengdu, 610041, People's Republic of China.
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26
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Wittschieber D, Hahnemann ML, Mentzel HJ. Forensic Diagnostics of the Skeletal Age in the Living - Backgrounds and Methodology. ROFO-FORTSCHR RONTG 2024; 196:254-261. [PMID: 37699433 DOI: 10.1055/a-2130-3162] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/14/2023]
Abstract
BACKGROUND The expert opinions on forensic age diagnostics requested by state institutions are used to show the exceeding of legally relevant age thresholds, especially the completed 18th year of life. According to the recommendations of the Study Group on Forensic Age Diagnostics (AGFAD), this requires - among other things - a determination of skeletal age. METHOD Considering recent scientific knowledge, the current conditions and established skeletal age diagnostics methods are presented. Additionally, this review article sheds light on the influence of ethnicity and socioeconomic status, questions regarding indication, as well as alternative and future developments. RESULTS AND CONCLUSION In forensic age diagnostics, particularly hand radiography and thin-slice CT of the medial clavicular epiphysis are relevant for determining skeletal age. The Atlas method of Greulich and Pyle (1959) and the clavicular stages by Schmeling et al. (2004) and Kellinghaus et al. (2010) are primarily used for this. This spectrum of methods, which is based on a very solid database, might be supplemented by MRI studies of the knee joint in the near future. KEY POINTS · Determining skeletal age is an essential part of forensic age diagnostics commissioned by state authorities and courts.. · Hand radiography and CT of the medial clavicular epiphysis form the core of the spectrum of methods recommended by the Study Group of Forensic Age Diagnostics (AGFAD).. · Since the radiological studies required for forensic age diagnostics are not medically indicated, it must be ensured that the legal basis is specifically named in each case when commissioning expert opinions.. · MRI studies of the knee joint might increase the spectrum of methods in the near future.. CITATION FORMAT · Wittschieber D, Hahnemann ML, Mentzel H. Forensic Diagnostics of the Skeletal Age in the Living - Backgrounds and Methodology. Fortschr Röntgenstr 2024; 196: 254 - 261.
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Affiliation(s)
| | | | - Hans-Joachim Mentzel
- Institute of Diagnostic and Interventional Radiology, Section of Pediatric Radiology, Jena University Hospital, Jena, Germany
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27
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Secco L, Padalino P, Franceschetto L, Viero A, Pizzi M, De Conti G, Viel G, Fais P, Giraudo C, Cecchetto G. Micro-CT evaluation of morphological degenerative features of sterno-clavicular joint for age-at-death estimation in forensic anthropology - A qualitative analysis. Leg Med (Tokyo) 2024; 67:102374. [PMID: 38157674 DOI: 10.1016/j.legalmed.2023.102374] [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: 11/30/2023] [Accepted: 12/20/2023] [Indexed: 01/03/2024]
Abstract
The analysis of the sternoclavicular joint holds significant importance in forensic anthropology, especially through the evaluation of medial clavicular ossification stage, which, however, is helpful only in subjects younger than 30 years of age. Given this limitation, the aim of the present work was to examine, through micro-CT, the surface of sternoclavicular joints of deceased individuals across various age groups, aiming to identify age-related degenerative changes applicable to age estimation in adults over 30 years old. A total of 41 deceased subjects were categorized into three age groups (20-39 years; 40-59 years; ≥60 years) for the analysis. Degenerative morphological features on both clavicular and sternal articular surfaces, including topography, porosity, and presence of osteophytes, were evaluated using a composite scoring system based on a modified "Falys-Prangle method.", which assigns to each parameter specific score ranges: 1-3 for surface topography (smooth, slightly irregular, markedly irregular), 1-6 for porosity (absent, micro- and macroporosity for <50 % or >50 % of surface, surface breakdown), 1-3 for osteophytes (absent, present, not evaluable). The findings revealed a positive correlation between degenerative morphological features and age for both clavicular (rs = 0.719) and sternal articular surfaces (rs = 0.750). Additionally, the combined assessment of the clavicle and sternum, or the evaluation of the clavicle alone, exhibited better differentiation among the three age groups. The micro-CT evaluation of degenerative alterations affecting the sternoclavicular joint proves to be a reliable and efficient method for age estimation in adults.
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Affiliation(s)
- Laura Secco
- Department of Cardiac, Thoracic, Vascular Sciences and Public Health, Unit of Legal Medicine and Toxicology, University of Padova, Via Falloppio 50, 35100 Padova, Italy
| | - Pasquale Padalino
- Department of Cardiac, Thoracic, Vascular Sciences and Public Health, Unit of Legal Medicine and Toxicology, University of Padova, Via Falloppio 50, 35100 Padova, Italy
| | - Lisa Franceschetto
- Department of Cardiac, Thoracic, Vascular Sciences and Public Health, Unit of Legal Medicine and Toxicology, University of Padova, Via Falloppio 50, 35100 Padova, Italy
| | - Alessia Viero
- Department of Cardiac, Thoracic, Vascular Sciences and Public Health, Unit of Legal Medicine and Toxicology, University of Padova, Via Falloppio 50, 35100 Padova, Italy
| | - Marco Pizzi
- Radiology Unit, University-Hospital of Padova, Via Giustiniani 2, 35100 Padova, Italy
| | - Giorgio De Conti
- Radiology Unit, University-Hospital of Padova, Via Giustiniani 2, 35100 Padova, Italy
| | - Guido Viel
- Department of Cardiac, Thoracic, Vascular Sciences and Public Health, Unit of Legal Medicine and Toxicology, University of Padova, Via Falloppio 50, 35100 Padova, Italy
| | - Paolo Fais
- Department of Medical and Surgical Sciences, Unit of Legal Medicine, University of Bologna, Via Irnerio 49, 40126 Bologna, Italy
| | - Chiara Giraudo
- Radiology Unit, University-Hospital of Padova, Via Giustiniani 2, 35100 Padova, Italy
| | - Giovanni Cecchetto
- Department of Cardiac, Thoracic, Vascular Sciences and Public Health, Unit of Legal Medicine and Toxicology, University of Padova, Via Falloppio 50, 35100 Padova, Italy.
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28
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Reder SR, Fritzen I, Brockmann MA, Hardt J, Elsner K, Petrowski K, Bjelopavlovic M. Comparing a common clavicle maturation-based age estimation method to ordinary regression analyses with quadratic and sex-specific interaction terms in adolescents. Sci Rep 2024; 14:2754. [PMID: 38307929 PMCID: PMC10837444 DOI: 10.1038/s41598-024-52980-x] [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: 09/06/2023] [Accepted: 01/25/2024] [Indexed: 02/04/2024] Open
Abstract
Established methods of age estimation are based on correlating defined maturation stages of bony structures with tables representing the observed range of biological ages in the majority of cases. In this retrospective monocentric study in southwestern Germany, common age estimation methodology was assessed in n = 198 subjects at the age of 25 or younger by analyzing the influence of age, quadratic age, biological sex and age-sex interaction on the ossification stages of the medial epiphysis fugue. Three readers (ICC ≥ 0.81 for left/right side) evaluated routine care computed tomography images of the clavicle with a slice thickness of 1 mm. By using least square regression analyses, to determine the real biological age a quadratic function was determined corrected for the age estimated by established methods and sex (R2 = 0.6 each side), reducing the mean absolute error and root mean squared error in the age estimation of women (2.57 and 3.19) and men (2.57 and 3.47) to 1.54 and 1.82 for women, and 1.54 and 2.25 for men. In women, the medial clavicle epiphysis seem to fuse faster, which was particularly observable from approximately 18 years of age. Before that age, the estimation method was relatively close to the ideal correlation between assessed and real age. To conclude, the presented new method enables more precise age estimation in individuals and facilitates the determination and quantification of additional variables, quantifying their influence on the maturation of the medial clavicle epiphysis based on the established ossification stages.
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Affiliation(s)
- Sebastian R Reder
- Department of Neuroradiology, University Medical Center, Johannes Gutenberg-University of Mainz, 55131, Mainz, Germany.
| | - Isabel Fritzen
- Department of Prosthetic Dentistry, University Medical Center of the Johannes Gutenberg-University Mainz, Augustusplatz 2, 55131, Mainz, Germany
| | - Marc A Brockmann
- Department of Neuroradiology, University Medical Center, Johannes Gutenberg-University of Mainz, 55131, Mainz, Germany
| | - Jochen Hardt
- Department of Medical Psychology and Medical Sociology, University Medical Center of the Johannes Gutenberg-University Mainz, Duesbergweg 6, 55131, Mainz, Germany
| | - Katrin Elsner
- Institute of Legal Medicine, University Medical Center of the Johannes Gutenberg-University of Mainz, Am Pulverturm 9, 55131, Mainz, Germany
| | - Katja Petrowski
- Department of Medical Psychology and Medical Sociology, University Medical Center of the Johannes Gutenberg-University Mainz, Duesbergweg 6, 55131, Mainz, Germany
| | - Monika Bjelopavlovic
- Department of Prosthetic Dentistry, University Medical Center of the Johannes Gutenberg-University Mainz, Augustusplatz 2, 55131, Mainz, Germany
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Föhr L, Bouillon B, Brozat B, Bäthis H, Gossmann A, Kappel P. [Epiphysiolysis of the medial clavicle with posterior dislocation : Video article]. UNFALLCHIRURGIE (HEIDELBERG, GERMANY) 2024; 127:79-83. [PMID: 37938357 DOI: 10.1007/s00113-023-01388-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 10/09/2023] [Indexed: 11/09/2023]
Abstract
OBJECTIVE OF SURGERY The goal of surgery is the anatomical reduction and stable internal fixation of an epiphysiolysis of the medial clavicle with posterior luxation in a child without harming intrathoracic structures. INDICATIONS This case describes an acute epiphysiolysis of the medial clavicle Aitken type 0 with posterior dislocation. CONTRAINDICATIONS Soft tissue infections within the region of the surgical access. Allergies against any materials used in the procedure. Successful closed reduction. Additional fracture of the clavicular shaft. SURGICAL TECHNIQUE A detailed overview of the surgical technique is available through the video, which is accessible online as well as the graphic overview in this article. Longitudinal incision over the medial clavicle up to the sternoclavicular joint and preparation onto the bony structures. Display of the epiphysiolysis. Reduction of the medial clavicle. Introduction of two Kirscher wires along the longitudinal axis in the direction of the epiphysis and introduction of two sutures. Puncture of the cartilaginous epiphysis with the two sutures. Anatomical reduction of the medial clavicle and fixation by knots. With the continuous use of the sutures, fixation to the anterior periosteum and closure of the periosteum. Wound closure. FOLLOW-UP For 6 weeks postoperative limitation of anteversion and abduction to 90°, afterwards unlimited functionality. No routine X‑ray control. RESULT After 6 months postoperative the patient is free of pain and has full range of motion. The Constant score is 97/100.
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Affiliation(s)
- Leonard Föhr
- Klinik für Orthopädie, Unfallchirurgie und Sporttraumatologie, Krankenhaus Köln-Merheim, Universität Witten/Herdecke, 51109, Köln, Deutschland.
- Klinik für Orthopädie und Unfallchirurgie, St.-Antonius Hospital Kleve, Albersallee 5-7, 47533, Kleve, Deutschland.
| | - Bertil Bouillon
- Klinik für Orthopädie, Unfallchirurgie und Sporttraumatologie, Krankenhaus Köln-Merheim, Universität Witten/Herdecke, 51109, Köln, Deutschland
| | - Benedikt Brozat
- Klinik für Orthopädie, Unfallchirurgie und Sporttraumatologie, Krankenhaus Köln-Merheim, Universität Witten/Herdecke, 51109, Köln, Deutschland
| | - Holger Bäthis
- Klinik für Orthopädie, Unfallchirurgie und Sporttraumatologie, Krankenhaus Köln-Merheim, Universität Witten/Herdecke, 51109, Köln, Deutschland
| | - Axel Gossmann
- Klinik für diagnostische und interventionelle Radiologie und Neuroradiologie, Krankenhaus Köln-Merheim, Universität Witten/Herdecke, 51109, Köln, Deutschland
| | - Paola Kappel
- Klinik für Orthopädie, Unfallchirurgie und Sporttraumatologie, Krankenhaus Köln-Merheim, Universität Witten/Herdecke, 51109, Köln, Deutschland
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30
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Zolotenkova GV, Poletaeva MP, Averianov SV, Gromov AA. [Validation of method for estimation age of majority by the third molar maturity index on the sample of Ufa population]. Sud Med Ekspert 2024; 67:42-46. [PMID: 39189494 DOI: 10.17116/sudmed20246704142] [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] [Indexed: 08/28/2024]
Abstract
The assessment of majority age is important for determining legal responsibility. The definition of the 3rd molar maturity index (Im3) have proven to be a simple and effective method of majority age establishment, the accuracy of which has been tested in different populations. There is a clear lack of studies in this scientific area in Russia. OBJECTIVE To test diagnostic accuracy of majority age assessment method by 3rd molar (Cameriere index) in the Ufa sample. MATERIAL AND METHODS The number of orthopantomograms equal 120 from males and females aged from 14 to 23 years without apparent pathological changes of the pulp of teeth 38 and 48 was examined. The measures were conducted using the standard R. Cameriere method. The method of logistic regression, determination of predictive values of sensitivity and specificity were used. RESULTS The Im3 cut-off point, that was equal 0.08, had a sensitivity of 89% and specificity of 95% in the male sample, accuracy of age group determination was 93%. In the female sample the method sensitivity was 93%, specificity - 97%, accuracy - 97%. CONCLUSION The study results confirmed the absence of population variability of the Cameriere index value, that makes it possible to use the majority age determination method by 3rd molar for practical application in the examination of a living person at the territory of the Russian Federation.
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Affiliation(s)
- G V Zolotenkova
- I.M. Sechenov First Moscow State Medical University (Sechenov University), Moscow, Russia
| | - M P Poletaeva
- I.M. Sechenov First Moscow State Medical University (Sechenov University), Moscow, Russia
| | | | - A A Gromov
- I.M. Sechenov First Moscow State Medical University (Sechenov University), Moscow, Russia
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31
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Coreelman H, Hillewig E, Verstraete KL, de Haas MB, Thevissen PW, De Tobel J. Skeletal age estimation of living adolescents and young adults: A pilot study on conventional radiography versus magnetic resonance imaging and staging technique versus atlas method. Leg Med (Tokyo) 2023; 65:102313. [PMID: 37633179 DOI: 10.1016/j.legalmed.2023.102313] [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: 04/10/2023] [Revised: 07/27/2023] [Accepted: 08/03/2023] [Indexed: 08/28/2023]
Abstract
OBJECTIVE To compare conventional radiography (CR) and magnetic resonance imaging (MRI) of the left hand/wrist and both clavicles for forensic age estimation of adolescents and young adults. MATERIALS AND METHODS CR and MRI were prospectively conducted in 108 healthy Caucasian volunteers (52 males, 56 females) aged 16 to 21 years. Skeletal development was assessed by allocating stages (wrist, clavicles) and atlas standards (hand/wrist). Inter- and intra-observer agreements were quantified using linear weighted Cohen's kappa, and descriptive statistics regarding within-stage/standard age distributions were reported. RESULTS Inter- and intra-observer agreements for hand/wrist CR (staging technique: 0.840-0.871 and 0.877-0.897, respectively; atlas method: 0.636-0.947 and 0.853-0.987, respectively) and MRI (staging technique: 0.890-0.932 and 0.897-0.952, respectively; atlas method: 0.854-0.941 and 0.775-0.978, respectively) were rather similar. The CR atlas method was less reproducible than the staging technique. Inter- and intra-observer agreements for clavicle CR (0.590-0.643 and 0.656-0.770, respectively) were lower than those for MRI (0.844-0.852 and 0.866-0.931, respectively). Furthermore, although shifted, wrist CR and MRI within-stage age distribution spread were similar, as were those between staging techniques and atlas methods. The possibility to apply (profound) substages to clavicle MRI rendered a more gradual increase of age distributions with increasing stages, compared to CR. CONCLUSIONS For age estimation based on the left hand/wrist and both clavicles, reference data should be considered anatomical structure- and imaging modality-specific. Moreover, CR is adequate for hand/wrist evaluation and a wrist staging technique seems to be more useful than an atlas method. By contrast, MRI is of added value for clavicle evaluation.
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Affiliation(s)
- Heleen Coreelman
- Department of Diagnostic Sciences - Radiology, Ghent University, Corneel Heymanslaan 10, 9000 Ghent, Belgium.
| | - Elke Hillewig
- Department of Diagnostic Sciences - Radiology, Ghent University, Corneel Heymanslaan 10, 9000 Ghent, Belgium
| | - Koenraad Luc Verstraete
- Department of Diagnostic Sciences - Radiology, Ghent University, Corneel Heymanslaan 10, 9000 Ghent, Belgium
| | - Michiel Bart de Haas
- Division of Special Services and Expertise - Forensic Anthropology, Netherlands Forensic Institute, Laan van Ypenburg 6, 2497 GB The Hague, The Netherlands
| | - Patrick Werner Thevissen
- Department of Imaging and Pathology - Forensic Odontology, KU Leuven, Kapucijnenvoer 7 blok a bus 7001, 3000 Leuven, Belgium
| | - Jannick De Tobel
- Department of Diagnostic Sciences - Radiology, Ghent University, Corneel Heymanslaan 10, 9000 Ghent, Belgium; Department of Surgery - Oral and Maxillofacial Surgery, Geneva University Hospital, Rue Gabrielle-Perret-Gentil 4, 1211 Geneva 14, Switzerland
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32
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Lopatin O, Barszcz M, Bolechała F, Woźniak K. Analysis of various radiological age-assessment methods in children, adolescents and young adults regarding the differences between the sexes and sides of the body - A comparative review. Leg Med (Tokyo) 2023; 65:102329. [PMID: 37832470 DOI: 10.1016/j.legalmed.2023.102329] [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: 10/06/2022] [Revised: 07/17/2023] [Accepted: 09/27/2023] [Indexed: 10/15/2023]
Abstract
A total of 76 articles published within the last twenty years, indexed in the PubMed and ResearchGate databases, were reviewed in order to compare medical imaging-based methods of age estimation of children, adolescents and young adults. The evaluated studies were analyzed for any statistically significant differences between the sexes and sides of the body, sample sizes, and population age. Irrespective of the evaluation method, there were some studies that showed a statistically significant differences in ossification stages between the male and female groups. Most of the studies whose authors conducted a statistical analysis demonstrated no significant differences between the left and right side of the body.
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Affiliation(s)
- Oleksiy Lopatin
- Chair and Department of Forensic Medicine, Jagiellonian University Medical College, Krakow, Poland
| | - Marta Barszcz
- Chair and Department of Forensic Medicine, Jagiellonian University Medical College, Krakow, Poland; Doctoral School of Medical and Health Sciences, Jagiellonian University Medical College, Krakow, Poland
| | - Filip Bolechała
- Chair and Department of Forensic Medicine, Jagiellonian University Medical College, Krakow, Poland
| | - Krzysztof Woźniak
- Chair and Department of Forensic Medicine, Jagiellonian University Medical College, Krakow, Poland.
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Yavuz TK, Hilal A, Kaya O, Ekizoglu O, Kaya K. Forensic age estimation with ankle MRI: Evaluating distal tibial and calcaneal epiphyseal fusion. Forensic Sci Int 2023; 352:111832. [PMID: 37776598 DOI: 10.1016/j.forsciint.2023.111832] [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: 05/08/2023] [Revised: 09/09/2023] [Accepted: 09/15/2023] [Indexed: 10/02/2023]
Abstract
Forensic authorities often request age estimation from forensic experts, particularly in cases related to sexual abuse, child pornography, illegal migration, marriage, etc. The most commonly used method in this regard is radiological methods. Because of the potential dangers of radiation exposure outside of clinical indications, new researches are focusing on non-ionizing and non-invasive technologies. This study aimed to demonstrate the applicability of age estimation in living individuals from ankle magnetic resonance images as a non-ionizing method, and to determine whether it is compatible with individuals' real ages and to establish a database. Ankle MRI images of patients aged between 7 and 26 years who applied to the Cukurova University Faculty of Medicine Balcali Hospital between January 2011 and December 2020 were retrospectively evaluated. A six-stage staging method proposed by Lu et al. was applied to the distal tibial and calcaneal epiphyseal ossification points by examining ankle MRI images of a total of 331 patients, 197 males and 134 females. In the study, images obtained from a sagittal section fast spin echo T1-weighted sequence, with a section thickness of 3-4 mm, were evaluated. As a result of the study, Stage 1 in both distal tibial and calcaneal epiphysis was observed only in patients under 18 years of age in both sex. In males, stage 2 in distal tibial epiphyseal ossification was observed under 18 years of age, except for one case, and stage 5 in both distal tibial and calcaneal epiphyseal ossification was observed in almost all cases over 18 years of age in males. According to the results of our study, magnetic resonance imaging was found to be a non-ionizing method that could be used in addition to other radiological methods aimed at determining the 18-year age limit in age estimation. Multicenter, comparative, and prospective studies conducted by experienced researchers are needed to enable the routine use of MRI in age estimation.
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Affiliation(s)
- Tugce Koca Yavuz
- Kozan Forensic Medicine Branch Directorate, Kozan, Adana, Turkey.
| | - Ahmet Hilal
- Çukurova University Faculty of Medicine Department of Forensic Medicine, Sarıcam, Adana, Turkey
| | - Omer Kaya
- Çukurova University Faculty of Medicine Department of Radiology, Sarıcam, Adana, Turkey
| | - Oguzhan Ekizoglu
- Unit of Forensic Imaging and Anthropology, University Centre of Legal Medicine Lausanne-Geneva, Geneva University Hospital and University of Geneva, Switzerland
| | - Kenan Kaya
- Çukurova University Faculty of Medicine Department of Forensic Medicine, Sarıcam, Adana, Turkey
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34
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Ruder TD, Kuhnen SC, Zech WD, Klaus JB, Lombardo P, Ith M. Standards of practice in forensic age estimation with CT of the medial clavicular epiphysis-a systematic review. Int J Legal Med 2023; 137:1757-1766. [PMID: 37691040 PMCID: PMC10567934 DOI: 10.1007/s00414-023-03061-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Accepted: 07/08/2023] [Indexed: 09/12/2023]
Abstract
The AGFAD (Arbeitsgemeinschaft für Forensische Alterdiagnostik, Study Group on Forensic Age Diagnostics) has published several recommendations regarding both technical aspects of computed tomography (CT) of the medial clavicular epiphysis (MCE) and the process of reading and interpreting the CT images for forensic age estimations (FAE). There are, however, no published recommendations regarding CT scan protocols and no dose reference values for CT of the MCE. The objective of this analysis was to assess adherence to AGFAD recommendations among practitioners of FAE and analyse reported dose-relevant CT scan parameters with the objective of helping to establish evidence-based dose reference values for FAE. A systematic literature search was conducted in PubMed and in Google Scholar with specific MeSH terms to identify original research articles on FAE with CT of the MCE from 1997 to 2022. A total of 48 studies were included. Adherence to AGFAD recommendations among practitioners of FAE is high regarding the use of Schmeling main stages (93%), bone window (79%), ≤ 1 mm CT slices (67%), axial/coronal CT images (65%), and Kellinghaus sub-stages (59%). The reporting of CT technique and CT dose-relevant scan parameters is heterogeneous and often incomplete in the current literature. Considering the success achieved by the AGFAD in creating standards of practice of FAE in living subjects, there is potential for the AGFAD to establish standards for radiation protection in FAE as well.
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Affiliation(s)
- Thomas D Ruder
- Institute of Diagnostic, Interventional and Pediatric Radiology, InselspitaI, Bern University Hospital, University of Bern, Freiburgstrasse, CH-3010, Bern, Switzerland.
| | - Saskia C Kuhnen
- Institute of Diagnostic, Interventional and Pediatric Radiology, InselspitaI, Bern University Hospital, University of Bern, Freiburgstrasse, CH-3010, Bern, Switzerland
| | - Wolf-Dieter Zech
- Institute of Forensic Medicine, University of Bern, Bern, Switzerland
| | - Jeremias B Klaus
- Institute of Diagnostic, Interventional and Pediatric Radiology, InselspitaI, Bern University Hospital, University of Bern, Freiburgstrasse, CH-3010, Bern, Switzerland
- Institute of Forensic Medicine, University of Bern, Bern, Switzerland
- Roentgen Institute Thun, Thun, Switzerland
| | - Paolo Lombardo
- Institute of Diagnostic, Interventional and Pediatric Radiology, InselspitaI, Bern University Hospital, University of Bern, Freiburgstrasse, CH-3010, Bern, Switzerland
| | - Michael Ith
- Institute of Diagnostic, Interventional and Pediatric Radiology, InselspitaI, Bern University Hospital, University of Bern, Freiburgstrasse, CH-3010, Bern, Switzerland
- Radiation Protection, Image Processing Systems & Radiological Processes, Hirslanden Private Hospital Group, Zurich, Switzerland
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Gurses MS, Has B, Altinsoy HB, Suzen HS. Evaluation of distal tibial epiphysis and calcaneal epiphysis according to the Vieth method in 3.0 T magnetic resonance images: a pilot study. Int J Legal Med 2023:10.1007/s00414-023-03010-4. [PMID: 37145316 DOI: 10.1007/s00414-023-03010-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Accepted: 04/25/2023] [Indexed: 05/06/2023]
Abstract
In forensic medicine practice, age estimation-both in living and deceased individuals-can be requested due to legal requirements. Radiologic methods, such as X-rays, for the estimation of bone age have been discussed, and ethical concerns have been raised. Given these factors, radiologic methods that reduce radiation exposure have gained importance and have become one of the research topics in forensic medicine. In this study, the MR images of the ankles of patients aged between 8 and 25 years, obtained with a 3.0 T MR scanner, were evaluated retrospectively according to the staging method defined by Vieth et al. In the study, the ankle MR images of 201 cases (83 females and 118 males) with sagittal T1-weighted turbo spin echo and T2-weighted short tau inversion recovery sequences were evaluated independently by two observers. According to the results of our study, the intra- and inter-observer agreements are at a very good level for both the distal tibial and calcaneal epiphyses. All the cases detected as stages 2, 3, and 4 in both sexes for both the distal tibial and the calcaneal epiphyses have been determined to be under the age of 18 years. According to the data obtained from our study, we consider that stage 5 for males and stage 6 for both sexes in the distal tibial epiphysis and stage 6 for males in the calcaneal epiphysis can be used to estimate the age of 15 years. As far as we know, our study is the first to evaluate ankle MR images with the method defined by Vieth et al. Further studies should be conducted to evaluate the validity of the procedure.
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Affiliation(s)
| | - Busra Has
- Department of Radiology, Nevsehir State Hospital, Nevsehir, Turkey.
| | - Hasan Baki Altinsoy
- Department of Radiology, Faculty of Medicine, Duzce University, Duzce, Turkey
| | - Halit Sinan Suzen
- Department of Toxicology, Faculty of Pharmacy, Ankara University, Ankara, Turkey
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36
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Lopatin O, Barszcz M, Bolechala F, Wozniak KJ. The fusion of ossification centers - A comparative review of radiographic and other imaging modalities of age assessment in living groups of children, adolescents, and young adults. Leg Med (Tokyo) 2023; 61:102185. [PMID: 36521210 DOI: 10.1016/j.legalmed.2022.102185] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Accepted: 12/04/2022] [Indexed: 12/13/2022]
Abstract
A total of 227 articles published within the last twenty years, indexed in the PUBMED and Researchgate databases, were reviewed for the purpose of comparing medical imaging-based methods of age estimation. The evaluated studies were analyzed in terms of the assessed parts of the body, age, and epiphyseal fusion ages in children, adolescents, and young adults. Our analysis showed that an overwhelming majority of studies had been based on computed tomography and magnetic resonance imaging. A comparison of the studies showed that, irrespective of the imaging modality and the nationality of study population cohorts, the rates of development and the ages at which the process of ossification begins and ends show certain trends.
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Affiliation(s)
- Oleksiy Lopatin
- Department of Forensic Medicine, Jagiellonian University Medical College, Krakow, Poland
| | - Marta Barszcz
- Department of Forensic Medicine, Jagiellonian University Medical College, Krakow, Poland; Doctoral School of Medical and Health Sciences, Jagiellonian University Medical College, Krakow, Poland
| | - Filip Bolechala
- Department of Forensic Medicine, Jagiellonian University Medical College, Krakow, Poland
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37
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Has B, Gurses MS, Altinsoy HB. Evaluation of distal femoral and proximal tibial epiphyseal plate in bone age estimation with 3.0T MRI: a comparison of current methods. Br J Radiol 2023; 96:20220561. [PMID: 36606509 PMCID: PMC9975374 DOI: 10.1259/bjr.20220561] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2022] [Revised: 11/28/2022] [Accepted: 12/04/2022] [Indexed: 01/07/2023] Open
Abstract
OBJECTIVE Dedouit et al, Kramer et al and Vieth et al defined different staging methods over different sequences in knee MRI for bone age determination. Our study aims to examine three different methods in which the maturation stages of the knee epiphyses are evaluated by MRI in the same population, to compare the methods and results and evaluate them for some age thresholds and to discuss their applicability in forensic age estimation. METHODS In this study, 597 knee images obtained using a 3.0T MR scanner were evaluated retrospectively. The T 1 weighted and proton density-weighted sequences were evaluated by two observers. Knee bone development was staged on the femur and tibia, and descriptive statistics were calculated for each stage according to age and sex. Descriptive statistics were presented according to the age and sex of the cases, and intra- and interobserver agreements were evaluated by the κ and κw statistics obtained by the Fleiss approach. RESULTS Significant changes were found in stages depending on age. The intra- and interobserver agreement levels were very good (κ > 0.80) for each method. The methods of Dedouit, Kramer and Vieth can be used as an additional criteria for forensic age estimation for 14, 15, 18 and 21 year thresholds. CONCLUSION Knee MRI stands out as an alternative modality for age estimation and it is necessary to prefer the method intended for the investigated age range with an individual-specific approach. ADVANCES IN KNOWLEDGE Our study stands out as the first study in which current classification methods were applied and compared in the same population for age estimation with knee MRI.
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Affiliation(s)
- Busra Has
- Department of Radiology, Nevsehir State Hospital, Nevsehir, Turkey
| | | | - Hasan Baki Altinsoy
- Department of Radiology, Faculty of Medicine, Duzce University, Duzce, Turkey
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Demircioğlu A, Nassenstein K, Umutlu L. Pediatric age estimation from thoracic and abdominal CT scout views using deep learning. Sci Rep 2023; 13:2274. [PMID: 36755075 PMCID: PMC9907877 DOI: 10.1038/s41598-023-29296-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 02/02/2023] [Indexed: 02/10/2023] Open
Abstract
Age assessment is regularly used in clinical routine by pediatric endocrinologists to determine the physical development or maturity of children and adolescents. Our study investigates whether age assessment can be performed using CT scout views from thoracic and abdominal CT scans using a deep neural network. Hence, we retrospectively collected 1949 CT scout views from pediatric patients (acquired between January 2013 and December 2018) to train a deep neural network to predict the chronological age from CT scout views. The network was then evaluated on an independent test set of 502 CT scout views (acquired between January 2019 and July 2020). The trained model showed a mean absolute error of 1.18 ± 1.14 years on the test data set. A one-sided t-test to determine whether the difference between the predicted and actual chronological age was less than 2.0 years was statistically highly significant (p < 0.001). In addition, the correlation coefficient was very high (R = 0.97). In conclusion, the chronological age of pediatric patients can be assessed with high accuracy from CT scout views using a deep neural network.
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Affiliation(s)
- Aydin Demircioğlu
- Institute of Diagnostic and Interventional Radiology and Neuroradiology, University Hospital Essen, University of Duisburg-Essen, 45147, Essen, Germany.
| | - Kai Nassenstein
- Institute of Diagnostic and Interventional Radiology and Neuroradiology, University Hospital Essen, University of Duisburg-Essen, 45147, Essen, Germany
| | - Lale Umutlu
- Institute of Diagnostic and Interventional Radiology and Neuroradiology, University Hospital Essen, University of Duisburg-Essen, 45147, Essen, Germany
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Wesp P, Sabel BO, Mittermeier A, Stüber AT, Jeblick K, Schinke P, Mühlmann M, Fischer F, Penning R, Ricke J, Ingrisch M, Schachtner BM. Automated localization of the medial clavicular epiphyseal cartilages using an object detection network: a step towards deep learning-based forensic age assessment. Int J Legal Med 2023; 137:733-742. [PMID: 36729183 PMCID: PMC10085900 DOI: 10.1007/s00414-023-02958-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Accepted: 01/24/2023] [Indexed: 02/03/2023]
Abstract
BACKGROUND Deep learning is a promising technique to improve radiological age assessment. However, expensive manual annotation by experts poses a bottleneck for creating large datasets to appropriately train deep neural networks. We propose an object detection approach to automatically annotate the medial clavicular epiphyseal cartilages in computed tomography (CT) scans. METHODS The sternoclavicular joints were selected as structure-of-interest (SOI) in chest CT scans and served as an easy-to-identify proxy for the actual medial clavicular epiphyseal cartilages. CT slices containing the SOI were manually annotated with bounding boxes around the SOI. All slices in the training set were used to train the object detection network RetinaNet. Afterwards, the network was applied individually to all slices of the test scans for SOI detection. Bounding box and slice position of the detection with the highest classification score were used as the location estimate for the medial clavicular epiphyseal cartilages inside the CT scan. RESULTS From 100 CT scans of 82 patients, 29,656 slices were used for training and 30,846 slices from 110 CT scans of 110 different patients for testing the object detection network. The location estimate from the deep learning approach for the SOI was in a correct slice in 97/110 (88%), misplaced by one slice in 5/110 (5%), and missing in 8/110 (7%) test scans. No estimate was misplaced by more than one slice. CONCLUSIONS We demonstrated a robust automated approach for annotating the medial clavicular epiphyseal cartilages. This enables training and testing of deep neural networks for age assessment.
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Affiliation(s)
- Philipp Wesp
- Department of Radiology, University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany.
| | - Bastian Oliver Sabel
- Department of Radiology, University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany
| | - Andreas Mittermeier
- Department of Radiology, University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany
| | - Anna Theresa Stüber
- Department of Radiology, University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany
| | - Katharina Jeblick
- Department of Radiology, University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany
- Comprehensive Pneumology Center (CPC-M), Member of the German Center for Lung Research (DZL), Max-Lebsche-Platz 31, 81377, Munich, Germany
| | - Patrick Schinke
- Institute of Informatics, LMU Munich, Oettingenstraße 67, 80538, Munich, Germany
| | - Marc Mühlmann
- Department of Radiology, University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany
| | - Florian Fischer
- Institute of Forensic Medicine, LMU Munich, Nußbaumstraße 26, 80336, Munich, Germany
| | - Randolph Penning
- Institute of Forensic Medicine, LMU Munich, Nußbaumstraße 26, 80336, Munich, Germany
| | - Jens Ricke
- Department of Radiology, University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany
| | - Michael Ingrisch
- Department of Radiology, University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany
| | - Balthasar Maria Schachtner
- Department of Radiology, University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany
- Comprehensive Pneumology Center (CPC-M), Member of the German Center for Lung Research (DZL), Max-Lebsche-Platz 31, 81377, Munich, Germany
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Mentzel HJ, Wittschieber D. [Radiological methods for age diagnostics : Clinical and forensic aspects]. RADIOLOGIE (HEIDELBERG, GERMANY) 2023; 63:129-140. [PMID: 36656310 DOI: 10.1007/s00117-022-01110-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 12/15/2022] [Indexed: 06/17/2023]
Abstract
Age diagnostics play an increasing role in radiology. Medical and forensic questions are indications for the application of age diagnostics. In addition to X‑rays of the hand in childhood, panoramic tomography and computed tomography are currently the standard procedures. Alternative modalities without ionizing radiation (sonography, magnetic resonance imaging) have not (yet) been established. The purpose of this article is to present the indications and methods of age diagnostics in the clinical and forensic contexts and to familiarize you with their advantages and disadvantages as well as the possibility of determining the final length.
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Affiliation(s)
- Hans-Joachim Mentzel
- Sektion Pädiatrische Radiologie, Institut für Diagnostische und Interventionelle Radiologie, Universitätsklinikum Jena, Am Klinikum 1, 07747, Jena, Deutschland.
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Cameriere R, Scendoni R, Ferrante L, Mirtella D, Oncini L, Cingolani M. An Effective Model for Estimating Age in Unaccompanied Minors under the Italian Legal System. Healthcare (Basel) 2023; 11:224. [PMID: 36673592 PMCID: PMC9859195 DOI: 10.3390/healthcare11020224] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Revised: 01/08/2023] [Accepted: 01/09/2023] [Indexed: 01/15/2023] Open
Abstract
This article presents an effective model for estimating the age of subjects without identification documents, in accordance with Italian legislation covering unaccompanied minors, using instrumental methods recognized by the scientific community for age estimation. A decision-making tree has been developed, in which the first step is a physical examination. If secondary sexual characteristics are fully developed and there are no obvious signs of abnormal growth, dental X-rays are the next step. If the roots of the seven left mandibular teeth between the central incisor and the second molar are completely developed, the focus then moves to the third molar. If the index of the third molar (I3M) value is less than 0.08, or if third molars are not assessable, the following step is to study the clavicle which, if fully formed, indicates that the subject is an adult with 99.9% probability; otherwise, the probability is 96%. In all other cases (where the I3M is over 0.08), the probability that the subject has reached 18 years is less than 60%. The research, carried out initially on x-rays of the wrist, teeth and clavicle, highlighted the uselessness of the x-ray of the wrist for determining the age of majority, because in our sample, all subjects with incomplete maturity of hand/wrist bones were under 16 years of age; thus, OPT was necessary anyway. What we propose is a practical, easily feasible, fast, economical, and extremely reliable method, which can be used on Caucasian populations and beyond for multiple forensic purposes.
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Affiliation(s)
- Roberto Cameriere
- Department of Medicine and Health Sciences, agEstimation Project, University of Molise, via Cesare Gazzani, 86100 Campobasso, Italy
| | - Roberto Scendoni
- Department of Law, Institute of Legal Medicine, agEstimation Project, University of Macerata, via Don Minzoni 9, 62100 Macerata, Italy
| | - Luigi Ferrante
- Department of Biomedical Sciences and Public Health, Marche Polytechnic University, via Tronto 10/A, 60020 Ancona, Italy
| | - Dora Mirtella
- Department of Law, Institute of Legal Medicine, agEstimation Project, University of Macerata, via Don Minzoni 9, 62100 Macerata, Italy
| | - Luigi Oncini
- Radiology Unit, Hospital of Macerata, via Santa Lucia 2, 62100 Macerata, Italy
| | - Mariano Cingolani
- Department of Law, Institute of Legal Medicine, agEstimation Project, University of Macerata, via Don Minzoni 9, 62100 Macerata, Italy
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Zolotenkova GV, Makarov IY, Minaeva PV, Zolotenkov DD, Poletaeva MP. [Forensic medical examination of the age of living persons in Russia: problematic aspects and solutions]. Sud Med Ekspert 2023; 66:11-17. [PMID: 37796454 DOI: 10.17116/sudmed20236605111] [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] [Indexed: 10/06/2023]
Abstract
The article presents the results of the study of quantitative indicators and analytical compilation of forensic medical expert practice data in terms of the age of living persons in Russia examination as a whole and in individual federal districts and subjects of Russia in the period from 2003 to 2021. It has been established that against the background of the rather low number of expert examinations, performed to determine the living persons age, there has been an increase in this indicator since 2018, mainly due to the Central Federal District. Regional differences in the studied indicators were identified. A systematic survey study of literature (electronic search of publications in PubMed, Science Direct Scopus and eLIBRARY databases) was conducted on the issue of forensic medical assessment of living persons' age, including the methodical support of this examination type, to form an idea of existing scientific clusters. Search modes allowed to form an array of 184 publications indexed in the database Scopus, PubMed, and 8 publications presented in Russian Science Citation Index. The study results were used as a predictor of the efficacy of the package of measures to modernize this type of expert study. The proposed set of measures to improve the scientific and methodical support of forensic medical examination for age establishment will optimize practical activities and increase the evidential efficacy of expert opinions.
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Affiliation(s)
- G V Zolotenkova
- I.M. Sechenov First Moscow State Medical University (Sechenov University), Moscow, Russia
- Russian Medical Academy of Continuing Professional Education, Moscow, Russia
| | - I Yu Makarov
- Russian Centre of Forensic Medical Expertise, Moscow, Russia
- Moscow Academy of the Investigative Committee of the Russia, Moscow, Russia
| | - P V Minaeva
- Russian Medical Academy of Continuing Professional Education, Moscow, Russia
- Russian Centre of Forensic Medical Expertise, Moscow, Russia
| | - D D Zolotenkov
- I.M. Sechenov First Moscow State Medical University (Sechenov University), Moscow, Russia
| | - M P Poletaeva
- I.M. Sechenov First Moscow State Medical University (Sechenov University), Moscow, Russia
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Chitavishvili N, Papageorgiou I, Malich A, Hahnemann ML, Mall G, Mentzel HJ, Wittschieber D. The distal femoral epiphysis in forensic age diagnostics: studies on the evaluation of the ossification process by means of T1- and PD/T2-weighted magnetic resonance imaging. Int J Legal Med 2023; 137:427-435. [PMID: 36565316 PMCID: PMC9902329 DOI: 10.1007/s00414-022-02927-6] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Accepted: 11/30/2022] [Indexed: 01/16/2023]
Abstract
The age of majority, which corresponds to the age of 18 years in most European countries, plays a crucial role for a large number of legal decisions. Accordingly, an increasing number of requests by authorities to forensic age estimation experts comprise the question of whether the age of 18 years has been reached by an individual. In recent years, novel study data suggested that magnetic resonance imaging (MRI) of the knee might likewise allow for the determination of majority beyond reasonable doubt. However, the data basis, especially concerning the distal femoral epiphysis (DFE), is still poor. For this reason, 392 routine MRI cases of the knee (204 males and 188 females of a Western Caucasian population, aged between 12 and 25 years) were retrospectively analyzed. T1-weighted and water-selective fat-saturated PD/T2-weighted sequences, generated at 1.5 and 3.0 T clinical MR scanners, were available. Ossification stages of the DFE were determined by means of the classification system by Vieth et al. (Eur Radiol 2018; 28:3255-3262). Both the intra-observer agreement and inter-observer agreement were found to be "very good" (κ = 0.899 and κ = 0.830). The present study confirmed that MRI of the DFE is suitable to determine majority in both sexes when stage 6 is present as the study revealed minimum ages above the age of 18 years for this stage (20.40 years in males and 20.60 years in females). Accordingly, the data represent a strong support for the so far existing database. Hence, the investigation of the knee using routine MRI appears to become a realistic alternative for forensic age estimation practice in the near future.
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Affiliation(s)
- Natia Chitavishvili
- Section of Pediatric Radiology, Department of Radiology, Jena University Hospital, Friedrich Schiller University Jena, Jena, Germany ,Department of Radiology, Jena University Hospital, Jena, Germany
| | - Ismini Papageorgiou
- Department of Radiology, Jena University Hospital, Jena, Germany ,Institute of Radiology, Südharz Klinikum Nordhausen, Nordhausen, Germany
| | - Ansgar Malich
- Institute of Radiology, Südharz Klinikum Nordhausen, Nordhausen, Germany
| | - Maria L. Hahnemann
- Institute of Legal Medicine, Jena University Hospital, Friedrich Schiller University Jena, Am Klinikum 1, 07747 Jena, Germany
| | - Gita Mall
- Institute of Legal Medicine, Jena University Hospital, Friedrich Schiller University Jena, Am Klinikum 1, 07747 Jena, Germany
| | - Hans-Joachim Mentzel
- Section of Pediatric Radiology, Department of Radiology, Jena University Hospital, Friedrich Schiller University Jena, Jena, Germany
| | - Daniel Wittschieber
- Institute of Legal Medicine, Jena University Hospital, Friedrich Schiller University Jena, Am Klinikum 1, 07747, Jena, Germany.
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Taranilla Castro AM, Pujol-Robinat A, Badía García MA, Milián Sebastià S, Martínez Alcázar H, Pomés Tallo J, Oleaga Zufiría L, Xifró Collsamata A. Forensic age estimation in Barcelona: analysis of expert reports issued between 2011 and 2018. Int J Legal Med 2023; 137:395-402. [PMID: 36507962 PMCID: PMC9743109 DOI: 10.1007/s00414-022-02926-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Accepted: 12/01/2022] [Indexed: 12/14/2022]
Abstract
INTRODUCTION In recent years, there has been a notable increase of migratory movements into Europe with the arrival of not (reliably) documented young individuals within EU-Member States. Accordingly, the need for forensic age assessments likewise increased in order to administratively differentiate along the legally relevant cut-off age of 18 completed years. The objective of our study was to analyse the expert reports of forensic age estimation issued in Barcelona between 2011 and 2018. METHOD In all cases, data on the medical history, physical examination, radiology of the left hand and orthopantomography were collected. In cases without third molars and a complete ossification of the hand, a CT scan of the clavicles was also performed. RESULTS A total of 2754 expert reports were evaluated; 96.7% were males, the majority were of North African origin, mainly from Morocco (63.6%), and 19.6% were sub-Saharan Africans; 65.4% had a level of bone maturation corresponding to the last three standards of Greulich and Pyle. Most cases had mineralization of the third molar corresponding to the F, G or H stages of Demirjian. In 85.9%, there was a correspondence between bone and dental age. A total of 28.8% of the subjects were evaluated as being aged over 18 years; 86.2% of North Africans were considered to be younger than 18, and 82% of sub-Saharan Africans were considered to be over 18 years old. CONCLUSIONS In Barcelona, most of the subjects evaluated were male and North African, and 71.2% of the cases were considered to be minors.
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Affiliation(s)
| | - Amadeo Pujol-Robinat
- Institut de Medicina Legal i Ciències Forenses de Catalunya, Barcelona, Spain ,grid.5841.80000 0004 1937 0247Facultat de Medicina i Ciències de La Salut, Universitat de Barcelona, Barcelona, Spain
| | | | | | | | - Jaume Pomés Tallo
- grid.410458.c0000 0000 9635 9413Servei de Radiodiagnòstic, Hospital Clínic i Provincial de Barcelona, Barcelona, Spain
| | - Laura Oleaga Zufiría
- grid.410458.c0000 0000 9635 9413Servei de Radiodiagnòstic, Hospital Clínic i Provincial de Barcelona, Barcelona, Spain
| | - Alexandre Xifró Collsamata
- Institut de Medicina Legal i Ciències Forenses de Catalunya, Barcelona, Spain ,grid.5841.80000 0004 1937 0247Facultat de Medicina i Ciències de La Salut, Universitat de Barcelona, Barcelona, Spain
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Muacevic A, Adler JR, Khartade H, Jadav D, Shedge R, Pawar M, Meshram V. Age Estimation in Sportspersons From the Epiphyseal Fusion Around Wrist, Elbow, and Pelvic Joints. Cureus 2023; 15:e33282. [PMID: 36751204 PMCID: PMC9897231 DOI: 10.7759/cureus.33282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/02/2023] [Indexed: 01/04/2023] Open
Abstract
Background Age estimation of an individual is an integral part of medicolegal work. Out of many scenarios for which age estimation is performed, competitive sports is the one emerging field where experts are consulted for providing accurate age of the athlete. Owing to the chances of deliberately increasing (padding) or decreasing (shaving) the age of the athlete for his own advantage, accurate age estimation is crucial. The Sports Authority of India (SAI) mandates age verification from experts prior to participation in sports events in various age group categories. One of the widely used methods of age estimation in athletes is the radiological examination of the ossification centers of bones. Methodology The study was performed on 134 athletes (72 males and 62 females) with an age range of 12-18 years old with due permission from the Sports Authority of India (SAI) for this study. These participants compete at state, national, and international levels in squash, handball, swimming, cricket, and judo in under-14, under-16, and under-19 age categories. X-rays of the wrists, elbows, and pelvis were analyzed using the Schmeling five-stage method for the fusion of ossification centers. Results A greater degree of correlation between the fusion stages of all regions of interest and chronological age was observed in males than in females. The highest correlation in both sexes is observed between the fusion score of the head of the radius and the age (R = 0.814 for males and R = 0.647 for females). The lowest correlation for both males and females is seen between the fusion score of the lateral epicondyle of the humerus and age (R = 0.754 for males and R = 0.441 for females). Multiple linear regression models showed a standard error of estimate (SEE) of 1.093 years for the elbow joint, 1.147 years for the wrist joint, 1.039 years for the pelvis joint, and 1.030 years for all three joints. Conclusion Regression models generated for estimating the age of sportspersons from the ossification centers of the elbow, wrist, and pelvis in the present study can be applied for the age estimation of individuals aged between 12 and 18 years. Future population-specific studies on the age estimation of sportspersons with greater sample sizes are necessary to validate the findings of the present study.
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Widek T, De Tobel J, Ehammer T, Genet P. Forensic age estimation in males by MRI based on the medial epiphysis of the clavicle. Int J Legal Med 2022; 137:679-689. [PMID: 36534129 PMCID: PMC10085911 DOI: 10.1007/s00414-022-02924-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Accepted: 12/01/2022] [Indexed: 12/23/2022]
Abstract
AbstractIncreasing cross-border migration has brought forensic age assessment into focus in recent decades. Forensic age estimation is based on the three pillars: physical and medical constitution, bone age, and tooth age. Part of the bone age examination includes the assessment of the medial end of the clavicles when the hand bones are already fully developed and a minority must be excluded. Recent research has brought MRI to the forefront as a radiation-free alternative for age assessment. However, there exits only a few studies with large sample size regarding the clavicles and with controversies about staging, motion artifacts, and exclusion based on anatomic norm variants. In the current prospective study, 338 central European male individuals between 13 and 24 years of age underwent MRI examination of the sternoclavicular region. Development was assessed by three blinded raters according to the staging system described by Schmeling et al. and Kellinghaus et al. and related to age by descriptive statistics and transition analyses with a cumulative probit model. In addition, reliability calculations were performed. No statistically significant developmental difference was found between the left and right clavicles. Inter-rater agreement was only moderate, but intra-rater agreement, on the other hand, was good. Stage 3c had a minimum age of 19.36 years and appears to be a good indicator of proof of majority. The minimum age of stage 4 was lower compared with other studies, 20.18 years, and therefore seems not to be an indicator of age of 21 years. In conclusion, we confirmed the value of clavicular MRI in the age estimation process. The transition analysis model is a good approach to circumvent the problems of age mimicry and samples that are not fully equilibrated. Given the moderate agreement between raters, a consensus reading is recommended.
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Affiliation(s)
- Thomas Widek
- Diagnostic and Research Institute of Forensic Medicine, Medical University of Graz, Graz, Austria.
- BioTechMed, Graz, Austria.
| | - Jannick De Tobel
- Department of Diagnostic Sciences - Radiology, Ghent University, Ghent, Belgium
- Department of Oral and Maxillofacial Surgery, Geneva University Hospital, Geneva, Switzerland
| | | | - Pia Genet
- University Centre of Legal Medicine Lausanne, Lausanne University Hospital, Lausanne, Switzerland
- University Centre of Legal Medicine Geneva, Geneva University Hospital, Geneva, Switzerland
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Cartilage Tissue in Forensic Science—State of the Art and Future Research Directions. Processes (Basel) 2022. [DOI: 10.3390/pr10112456] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Cartilage tissue performs many functions in the human body. The diseases and injuries affecting it are prevalent due to its slow regeneration rate. However, cartilage tissue is exceptionally important for its auspicious use in forensic medicine due to its slow postmortem degradation rate. The presented review summarizes the latest research on cartilage tissues and their current and potential applications in forensic science. It also describes the most important studies on using cartilage and its microscopic and macroscopic analyses to estimate the deceased age and determine postmortem interval (PMI) values and the crime weapon. Additionally, the review describes attempts to isolate DNA from cartilage tissue for individual identification. The review also mentions recent, less abundant studies on the cartilage in forensic toxicology and genetics. It points out further directions and prospects for research development on cartilage tissue and its promising use in forensic medicine
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Wan L, Hao H, Wang Y, Wang M, Song F, Shi Y, Xia W, Zhang Z. The feasibility of age estimation based on MRI and radiographs of the knee joint in the Chinese population of Han nationality. AUST J FORENSIC SCI 2022. [DOI: 10.1080/00450618.2022.2143562] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Lei Wan
- Qingdao Institute, Fudan University, Qingdao, Shandong, China
- Shanghai Key Laboratory of Forensic Medicine, Key Laboratory of Forensic Science, Ministry of Justice, Shanghai Forensic Service Platform, Academy of Forensic Science, Shanghai, Zhejiang, China
- Department of Radiology, Shanghai Public Health Clinical Center, Fudan University, Shanghai, Zhejiang, China
| | - Hongxia Hao
- Shanghai Key Laboratory of Forensic Medicine, Key Laboratory of Forensic Science, Ministry of Justice, Shanghai Forensic Service Platform, Academy of Forensic Science, Shanghai, Zhejiang, China
- School of Basic Medical Science, Jiamusi University, Kiamusze, Heilongjiang Province, China
| | - Yahui Wang
- Shanghai Key Laboratory of Forensic Medicine, Key Laboratory of Forensic Science, Ministry of Justice, Shanghai Forensic Service Platform, Academy of Forensic Science, Shanghai, Zhejiang, China
| | - Maowen Wang
- Shanghai Key Laboratory of Forensic Medicine, Key Laboratory of Forensic Science, Ministry of Justice, Shanghai Forensic Service Platform, Academy of Forensic Science, Shanghai, Zhejiang, China
| | - Fengxiang Song
- Department of Radiology, Shanghai Public Health Clinical Center, Fudan University, Shanghai, Zhejiang, China
| | - Yuxin Shi
- Department of Radiology, Shanghai Public Health Clinical Center, Fudan University, Shanghai, Zhejiang, China
| | - Wentao Xia
- Shanghai Key Laboratory of Forensic Medicine, Key Laboratory of Forensic Science, Ministry of Justice, Shanghai Forensic Service Platform, Academy of Forensic Science, Shanghai, Zhejiang, China
| | - Zhiyong Zhang
- Qingdao Institute, Fudan University, Qingdao, Shandong, China
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Marconi V, Iommi M, Monachesi C, Faragalli A, Skrami E, Gesuita R, Ferrante L, Carle F. Validity of age estimation methods and reproducibility of bone/dental maturity indices for chronological age estimation: a systematic review and meta-analysis of validation studies. Sci Rep 2022; 12:15607. [PMID: 36114349 PMCID: PMC9481543 DOI: 10.1038/s41598-022-19944-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Accepted: 09/06/2022] [Indexed: 11/24/2022] Open
Abstract
Several approaches have been developed to estimate age, an important aspect of forensics and orthodontics, using different measures and radiological examinations. Here, through meta-analysis, we determined the validity of age estimation methods and reproducibility of bone/dental maturity indices used for age estimation. The PubMed and Google Scholar databases were searched to December 31, 2021 for human cross-sectional studies meeting pre-defined PICOS criteria that simultaneously assessed the reproducibility and validity. Meta-estimates of validity (mean error: estimated age-chronological age) and intra- and inter-observer reproducibility (Cohen's kappa, intraclass correlation coefficient) and their predictive intervals (PI) were calculated using mixed-effect models when heterogeneity was high (I2 > 50%). The literature search identified 433 studies, and 23 met the inclusion criteria. The mean error meta-estimate (mixed effects model) was 0.08 years (95% CI - 0.12; 0.29) in males and 0.09 (95% CI - 0.12; 0.30) in females. The PI of each method spanned zero; of nine reported estimation methods, Cameriere's had the smallest (- 0.82; 0.47) and Haavikko's the largest (- 7.24; 4.57) PI. The reproducibility meta-estimate (fixed effects model) was 0.98 (95% CI 0.97; 1.00) for intra- and 0.99 (95% CI 0.98; 1.00) for inter-observer agreement. All methods were valid but with different levels of precision. The intra- and inter-observer reproducibility was high and homogeneous across studies.
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Affiliation(s)
- V Marconi
- Postgraduate School of Medical Statistics and Biometry, Department of Biomedical Sciences and Public Health, Università Politecnica delle Marche, 60126, Ancona, Italy
| | - M Iommi
- Center of Epidemiology, Biostatistics and Medical Information Technology, Università Politecnica delle Marche, 60126, Ancona, Italy
- Department of Biomedical Sciences and Public Health, Università Politecnica delle Marche, 60126, Ancona, Italy
| | - C Monachesi
- Department of Pediatrics, Università Politecnica delle Marche, 60123, Ancona, Italy
| | - A Faragalli
- Center of Epidemiology, Biostatistics and Medical Information Technology, Università Politecnica delle Marche, 60126, Ancona, Italy
- Department of Biomedical Sciences and Public Health, Università Politecnica delle Marche, 60126, Ancona, Italy
| | - E Skrami
- Center of Epidemiology, Biostatistics and Medical Information Technology, Università Politecnica delle Marche, 60126, Ancona, Italy.
- Department of Biomedical Sciences and Public Health, Università Politecnica delle Marche, 60126, Ancona, Italy.
| | - R Gesuita
- Center of Epidemiology, Biostatistics and Medical Information Technology, Università Politecnica delle Marche, 60126, Ancona, Italy
- Department of Biomedical Sciences and Public Health, Università Politecnica delle Marche, 60126, Ancona, Italy
| | - L Ferrante
- Center of Epidemiology, Biostatistics and Medical Information Technology, Università Politecnica delle Marche, 60126, Ancona, Italy
- Department of Biomedical Sciences and Public Health, Università Politecnica delle Marche, 60126, Ancona, Italy
| | - F Carle
- Center of Epidemiology, Biostatistics and Medical Information Technology, Università Politecnica delle Marche, 60126, Ancona, Italy
- Department of Biomedical Sciences and Public Health, Università Politecnica delle Marche, 60126, Ancona, Italy
- National Centre for Healthcare Research and Pharmacoepidemiology, 20126, Milan, Italy
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Ottow C, Schmidt S, Schulz R, Sottmann L, Heindel W, Krähling T, Pfeiffer H, Vieth V, Schmeling A. Forensische Altersdiagnostik mittels Niederfeld-Magnetresonanztomographie. Rechtsmedizin (Berl) 2022. [DOI: 10.1007/s00194-022-00588-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
Zusammenfassung
Hintergrund
Ein rechtlich zulässiges medizinisches Altersfeststellungsverfahren mit möglichst schonenden und zuverlässigen Methoden bei unbegleiteten und fraglich minderjährigen Ausländern ist erforderlich, um den tatsächlich Minderjährigen den für sie gesetzlich vorgesehenen besonderen Schutz zukommen zu lassen.
Ziel der Arbeit
Studiendesign und erste Ergebnisse einer Studie zur forensischen Altersdiagnostik mittels Niederfeld-Magnetresonanztomographie werden vorgestellt.
Material und Methoden
Geplant ist die prospektive Untersuchung von 650 Studienteilnehmenden, gleichmäßig verteilt innerhalb der Altersgruppe 12 bis 24 Jahre zu je 25 Personen je Geschlecht. Es sollen Entwicklungsstadien von distalem Radius, distaler Ulna, distalem Femur und proximaler Tibia mithilfe eines 0,31-Tesla(T)-Niederfeld-MRT-Scanners erfasst und mittels Anwendung der Vieth-Klassifikation ausgewertet werden.
Ergebnisse
Nach Auswertung der Untersuchungen der bisher 487 untersuchten Studienteilnehmenden ist ersichtlich, dass die gewählten Sequenzen die für die Vieth-Klassifikation relevanten Charakteristika der Ossifikation der untersuchten Epiphysen erfassen. Die Untersuchungen erweisen sich überdies als einfach in der Durchführung.
Schlussfolgerung
Untersuchungen zur forensischen Altersschätzung am Lebenden unter Anwendung der Vieth-Klassifikation sind mit Niederfeld-MRT-Scannern bei einer Feldstärke von 0,31 T durchführbar. Es bleibt zu klären, ob die mit einem 0,31-T-Niederfeld-MRT-Scanner nachweisbaren Ossifikationsmerkmale am Handgelenk und am Knie einen zweifelsfreien Volljährigkeitsnachweis erlauben.
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