RESUMO
PURPOSE: In pediatric medicine, precise estimation of bone age is essential for skeletal maturity evaluation, growth disorder diagnosis, and therapeutic intervention planning. Conventional techniques for determining bone age depend on radiologists' subjective judgments, which may lead to non-negligible differences in the estimated bone age. This study proposes a deep learning-based model utilizing a fully connected convolutional neural network(CNN) to predict bone age from left-hand radiographs. METHODS: The data set used in this study, consisting of 473 patients, was retrospectively retrieved from the PACS (Picture Achieving and Communication System) of a single institution. We developed a fully connected CNN consisting of four convolutional blocks, three fully connected layers, and a single neuron as output. The model was trained and validated on 80% of the data using the mean-squared error as a cost function to minimize the difference between the predicted and reference bone age values through the Adam optimization algorithm. Data augmentation was applied to the training and validation sets yielded in doubling the data samples. The performance of the trained model was evaluated on a test data set (20%) using various metrics including, the mean absolute error (MAE), median absolute error (MedAE), root-mean-squared error (RMSE), and mean absolute percentage error (MAPE). The code of the developed model for predicting the bone age in this study is available publicly on GitHub at https://github.com/afiosman/deep-learning-based-bone-age-estimation . RESULTS: Experimental results demonstrate the sound capabilities of our model in predicting the bone age on the left-hand radiographs as in the majority of the cases, the predicted bone ages and reference bone ages are nearly close to each other with a calculated MAE of 2.3 [1.9, 2.7; 0.95 confidence level] years, MedAE of 2.1 years, RMAE of 3.0 [1.5, 4.5; 0.95 confidence level] years, and MAPE of 0.29 (29%) on the test data set. CONCLUSION: These findings highlight the usability of estimating the bone age from left-hand radiographs, helping radiologists to verify their own results considering the margin of error on the model. The performance of our proposed model could be improved with additional refining and validation.
Assuntos
Determinação da Idade pelo Esqueleto , Aprendizado Profundo , Humanos , Estudos Retrospectivos , Determinação da Idade pelo Esqueleto/métodos , Criança , Feminino , Masculino , Arábia Saudita , Adolescente , Pré-Escolar , Lactente , Redes Neurais de Computação , Ossos da Mão/diagnóstico por imagem , Ossos da Mão/crescimento & desenvolvimentoRESUMO
OBJECTIVES: The aim of our study is to compare the relationship between hand-wrist and cervical vertebra maturation stages with chronological age and to investigate the effect of malocclusion type on the relationship between these methods. MATERIALS AND METHODS: Hand-wrist and cephalometric radiographs of 1000 patients (526 females, 474 males) with a mean age of 13.41 ± 1.83 were analyzed. The methods of Bacetti et al. were used for the cervical vertebra maturation stage, and Björk, Grave and Brown's methods were used for the hand-wrist maturation stage. One-way ANOVA test was applied to compare skeletal classes between them. Tukey post hoc test was used to determine the differences. The relationship between the malocclusion type, cervical vertebra and hand-wrist maturation stages was evaluated with the Spearman correlation test. RESULTS: Spearman's correlation coefficient was 0.831, 0.831 and 0.760 in Class I, II and III females, respectively. In males, it was calculated as 0.844, 0.889 and 0.906, respectively. When sex and malocclusion were not differentiated, the correlation was found to be 0.887. All were statistically significant (P < 0.001). The highest correlation was observed in class III males, while the lowest was found in class III females. CONCLUSION: Cervical vertebrae can be used safely to assess pubertal spurt without hand-wrist radiography. Diagnosing growth and development stages from cephalometric images is important in reducing additional workload and preventing radiation risk.
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Determinação da Idade pelo Esqueleto , Cefalometria , Vértebras Cervicais , Má Oclusão , Humanos , Masculino , Feminino , Vértebras Cervicais/diagnóstico por imagem , Adolescente , Determinação da Idade pelo Esqueleto/métodos , Criança , Má Oclusão/diagnóstico por imagem , Má Oclusão Classe I de Angle/diagnóstico por imagem , Má Oclusão Classe III de Angle/diagnóstico por imagem , Fatores Sexuais , Má Oclusão Classe II de Angle/diagnóstico por imagem , Planejamento de Assistência ao Paciente , Ossos da Mão/diagnóstico por imagem , Ossos da Mão/crescimento & desenvolvimento , Fatores EtáriosRESUMO
Complex comminuted hand injuries are an urgent medical and social problem of national health systems, which is especially sensitive for countries with a low level of socio-economic development. The work aims to substantiate the effectiveness and safety of the shoelace method of hand bone osteosynthesis in complex comminuted fractures (a clinical case study). Clinical case: A 42-year-old female patient was admitted to the clinic with complaints of the presence of a crushed wound on the 2nd finger of the left hand. The shoelace method was applied for hand bone osteosynthesis. The surgical intervention time was 24 minutes, and the time before returning to work or daily activities equaled 7.1 weeks. The time to bone fusion was less than 45 days. The shoelace osteosynthesis method in complex comminuted fractures of the hand bones has prospects for modern clinical practice with the possibility of improving the performance and safety indicators.
Assuntos
Fixação Interna de Fraturas , Fraturas Cominutivas , Humanos , Feminino , Adulto , Fraturas Cominutivas/cirurgia , Fraturas Cominutivas/diagnóstico por imagem , Fixação Interna de Fraturas/métodos , Traumatismos da Mão/cirurgia , Ossos da Mão/cirurgia , Ossos da Mão/lesões , Ossos da Mão/diagnóstico por imagemRESUMO
BACKGROUND: Maturation of bones in the hand-wrist region varies among individuals of the same age and among world groups. Although some studies from Africa report differences to other ethnic groups, the lack of detailed bone-specific maturity data prevents meaningful comparisons. AIM: The aim of this study was to describe bone-specific maturity for developing hand-wrist bones in individuals in Khartoum, Sudan. SUBJECTS AND METHODS: The sample was selected from healthy patients attending a dental hospital in Khartoum with known age and ancestry (males = 280, females = 330; aged between 3 and 25 years). Bones were assessed from radiographs of the left hand and wrist after the Greulich and Pyle Atlas (1959). Median ages of attainment for bone stages were calculated using probit analysis for each stage in males and females separately. RESULTS: Maturity data for stages of the phalanges, metacarpals, carpals and radius and ulna in males and females are presented. Median ages in females were earlier compared to males for all stages. These results are largely earlier than previously published findings or where these could be calculated. CONCLUSION: These results of individual maturity stages of phalanges, metacarpals, carpals and the distal epiphyses of the radius and ulna are useful to assess maturity in growing individuals from Sudan.
Assuntos
Ossos da Mão , Punho , Masculino , Feminino , Humanos , Pré-Escolar , Criança , Adolescente , Adulto Jovem , Adulto , Punho/diagnóstico por imagem , Sudão , Determinação da Idade pelo Esqueleto/métodos , Ossos da Mão/diagnóstico por imagem , Mãos/diagnóstico por imagemRESUMO
BACKGROUND: Recently, it was proposed to estimate age from the biometric information of hand bones. We observed that these estimations became less precise as children get older, especially from the age of 13-15 years. OBJECTIVE: This study aimed to evaluate the influence of considering sex for age estimation based on hand bones biometrics. MATERIALS AND METHODS: The study sample consisted of metacarpals and proximal phalanges measurements collected on 1003 medical images performed at Nancy and Marseille Hospitals of individuals aged under 21 years. This sample was divided into two subgroups delineated by the age of 13, as it is a relevant legal threshold for most European countries. First, the influence of sex on the hand bones biometrics and on the estimated age was evaluated. Then, based on these results, new sex-specific age estimation formulas were constructed from linear models and their precision was assessed using residual analysis, in comparison with previous global formulas. RESULTS: An influence of sex was only highlighted from the age of 13 and for the total study sample. Thus, new sex-specific age estimation formulas were built for the [1-21] global sample and the [13-21] subsample. Even though the differences with the previous formulas were minor, age was more accurately estimated when sex was considered. CONCLUSION: Considering sex in age estimation is relevant when relying on hand bone biometrics. A new tool was proposed to select the most appropriate age estimation formula, based on the discriminant analysis result and the a priori knowledge of the sex.
Assuntos
Ossos da Mão , Masculino , Criança , Feminino , Humanos , Idoso , Adolescente , Ossos da Mão/diagnóstico por imagem , Análise Discriminante , Biometria , Europa (Continente)RESUMO
BACKGROUND: Determination and longitudinal monitoring of progressive skeletal maturity are essential in the management of children with scoliosis. Although different methods for determining skeletal maturity exists, the most widely practiced method relies on the ossification pattern of the bones of the hand and wrist, which is traditionally acquired using conventional techniques and after the acquisition of the spine using the low-dose slot-scanning technique. Whereas the existing published literature has published promising results on the use of the slot-scanning technique to acquire these hand and wrist radiographs, image quality and radiation dose have not been systematically compared between these techniques. Thus, the objective of our study is to compare image quality, interpretation reliability, and radiation dose of hand bone age radiographs between slot-scanning and conventional techniques using age- and sex-matched children. METHODS: This retrospective study included children who underwent hand radiographs using slot-scanning between October 1, 2019 and December 31, 2019; and matched children who underwent conventional radiography. Blinded to technique, 5 readers reviewed all radiographs after randomization to rate image quality and to determine bone age using the Greulich and Pyle classification. Dose area product was recorded. Mann-Whitney and t tests were used to compare variables between techniques and intraclass correlation (ICC) to determine observer agreement. RESULTS: Our study cohort of 194 children (128 girls, 66 boys; mean age: 13.7±2.3 y) included 97 slot-scanning and 97 conventional radiographs. One (1%) slot-scanning and no conventional radiograph was rated poor in image quality. There was almost perfect interpretation reliability with slot-scanning with high interobserver (ICC=0.948) and intraobserver (ICC=0.996) agreements, comparable with conventional radiographs (ICCs=0.919 and 0.996, respectively). Dose area product (n=158) was lower (P<0.002) with slot-scanning than with conventional techniques. CONCLUSION: Almost perfect interobserver reliability and intraobserver reproducibility with slot-scanning radiographs (performed using significantly lower radiation doses) suggest that this technique for hand bone age determination can be a reliable adjunct to scoliosis monitoring. LEVEL OF EVIDENCE: Level III.
Assuntos
Determinação da Idade pelo Esqueleto , Ossos da Mão/diagnóstico por imagem , Escoliose/diagnóstico por imagem , Adolescente , Criança , Pré-Escolar , Feminino , Humanos , Masculino , Variações Dependentes do Observador , Reprodutibilidade dos Testes , Estudos RetrospectivosRESUMO
OBJECTIVES: To evaluate grey scale US (GSUS) and power Doppler US synovitis (PDUS), separately or in combination (CombUS), to predict joint damage progression in RA. METHODS: In this cohort study nested in the Swiss RA register, all patients with sequential hand radiographs at their first US assessment were included. We analysed the summations of semi-quantitative GSUS, PDUS and CombUS assessments of both wrists and 16 finger joints (maximum 54 points) at their upper limit of normal, their 50th, 75th or 87.5th percentiles for the progression of joint damage (ΔXray). We adjusted for clinical disease activity measures at baseline, the use of biological DMARDs and other confounders. RESULTS: After a median of 35 months, 69 of 250 patients with CombUS (28%), 73 of 259 patients with PDUS (28%) and 75 of 287 patients with available GSUS data (26%) demonstrated joint damage progression. PDUS beyond upper limit of normal (1/54), GSUS and CombUS each at their 50th (9/54 and 10/54) and their 75th percentiles (14/54 and 15/54) were significantly associated with ΔXray in crude and adjusted models. In subgroup analyses, GSUS beyond 14/54 and CombUS higher than 15/54 remained significantly associated with ΔXray in patients on biological DMARDs, while clinical disease activity measures had no significant prognostic power in this subgroup. CONCLUSION: Higher levels of GSUS and CombUS are associated with the development of erosions. GSUS appears to be an essential component of synovitis assessment and an independent predictor of joint damage progression in patients on biological DMARDs.
Assuntos
Artrite Reumatoide/diagnóstico por imagem , Progressão da Doença , Articulações dos Dedos/diagnóstico por imagem , Sinovite/diagnóstico por imagem , Articulação do Punho/diagnóstico por imagem , Idoso , Antirreumáticos/uso terapêutico , Artrite Reumatoide/tratamento farmacológico , Artrite Reumatoide/fisiopatologia , Feminino , Ossos da Mão/diagnóstico por imagem , Humanos , Masculino , Pessoa de Meia-Idade , Prognóstico , Radiografia , Sinovite/fisiopatologia , Ultrassonografia , Ultrassonografia DopplerRESUMO
OBJECTIVES: To assess the effect of secular change on skeletal maturation and thus on the applicability of the Greulich and Pyle (G&P) and Tanner and Whitehouse (TW3) methods. METHODS: BoneXpert was used to assess bone age from 392 hand trauma radiographs (206 males, 257 left). The paired sample t test was performed to assess the difference between mean bone age (BA) and mean chronological age (CA). ANOVA was used to assess the differences between groups based on socioeconomic status (taken from the Index of Multiple Deprivation). RESULTS: CA ranged from 2 to 15 years for females and 2.5 to 15 years for males. Numbers of children living in low, average and high socioeconomic areas were 216 (55%), 74 (19%) and 102 (26%) respectively. We found no statistically significant difference between BA and CA when using G&P. However, using TW3, CA was underestimated in females beyond the age of 3 years, with significant differences between BA and CA (- 0.43 years, SD 1.05, p = < 0.001) but not in males (0.01 years, SD 0.97, p = 0.76). Of the difference in females, 17.8% was accounted for by socioeconomic status. CONCLUSION: No significant difference exists between BoneXpert-derived BA and CA when using the G&P atlas in our study population. There was a statistically significant underestimation of BoneXpert-derived BA compared with CA in females when using TW3, particularly in those from low and average socioeconomic backgrounds. Secular change has not led to significant advancement in skeletal maturation within our study population. KEY POINTS: ⢠The Greulich and Pyle method can be applied to the present-day United Kingdom (UK) population. ⢠The Tanner and Whitehouse (TW3) method consistently underestimates the age of twenty-first century UK females by an average of 5 months. ⢠Secular change has not advanced skeletal maturity of present-day UK children compared with those of the mid-twentieth century.
Assuntos
Determinação da Idade pelo Esqueleto/métodos , Adolescente , Envelhecimento/fisiologia , Desenvolvimento Ósseo/fisiologia , Criança , Pré-Escolar , Feminino , Ossos da Mão/diagnóstico por imagem , Ossos da Mão/fisiologia , Humanos , Masculino , Radiografia , Estudos Retrospectivos , Caracteres Sexuais , Classe Social , Software , Reino UnidoRESUMO
Due to high migration inflows to Europe, forensic age assessment of living persons has clearly gained importance. If there is a legal justification for X-ray examinations without a medical indication, the Study Group on Forensic Age Diagnostics (AGFAD) recommends the combination of a physical examination with anamnesis, an X-ray examination of the hand and a dental examination with evaluation of an orthopantomogram for age assessments of adolescents and young adults. If the development of the hand skeleton has been completed, an additional CT examination of the clavicles is to be performed. To demonstrate the outcome of forensic age assessments according to AGFAD recommendations with regard to migrants of doubtful minority declaration, this study analyzes the expert reports carried out at the Institute of Legal Medicine, Münster, from 2009 to 2018. A total of 597 age assessments were performed during the study period. A total of 227 age assessments were issued on behalf of youth welfare offices in the legal area of social law, 282 in family law proceedings, 76 in criminal proceedings, and 12 age assessments in immigration law proceedings. In 211 out of 597 cases, the stated age was compatible with the findings of the age assessment. In the remaining 386 cases, the average difference between the stated age and the minimum age was 1.9 years. The average difference between stated age and most probable age was 5.1 years. Of the 521 age assessments carried out outside criminal proceedings, 197 unaccompanied minors with questionable age minority (37.8%) have reached the age of majority beyond doubt. A total of 388 unaccompanied minors (74.5%) have most probably reached the age of majority. Forensic age assessments with the AGFAD methodology make an important contribution to legal certainty, the welfare of the child, and the fair distribution of resources.
Assuntos
Determinação da Idade pelo Esqueleto/métodos , Determinação da Idade pelo Esqueleto/estatística & dados numéricos , Clavícula/diagnóstico por imagem , Medicina Legal , Ossos da Mão/diagnóstico por imagem , Menores de Idade/legislação & jurisprudência , Adolescente , Determinação da Idade pelos Dentes , Feminino , Alemanha , Humanos , Masculino , Exame Físico , Radiografia Panorâmica , Tomografia Computadorizada por Raios X , Adulto JovemRESUMO
OBJECTIVES: This feasibility study aimed to investigate the reliability of multi-factorial age estimation based on MR data of the hand, wisdom teeth and the clavicles with reduced acquisition time. METHODS: The raw MR data of 34 volunteers-acquired on a 3T system and using acquisition times (TA) of 3:46 min (hand), 5:29 min (clavicles) and 10:46 min (teeth)-were retrospectively undersampled applying the commercially available CAIPIRINHA technique. Automatic and radiological age estimation methods were applied to the original image data as well as undersampled data to investigate the reliability of age estimates with decreasing acquisition time. Reliability was investigated determining standard deviation (SSD) and mean (MSD) of signed differences, intra-class correlation (ICC) and by performing Bland-Altman analysis. RESULTS: Automatic age estimation generally showed very high reliability (SSD < 0.90 years) even for very short acquisition times (SSD ≈ 0.20 years for a total TA of 4 min). Radiological age estimation provided highly reliable results for images of the hand (ICC ≥ 0.96) and the teeth (ICC ≥ 0.79) for short acquisition times (TA = 16 s for the hand, TA = 2:21 min for the teeth), imaging data of the clavicles allowed for moderate acceleration (TA = 1:25 min, ICC ≥ 0.71). CONCLUSIONS: The results demonstrate that reliable multi-factorial age estimation based on MRI of the hand, wisdom teeth and the clavicles can be performed using images acquired with a total acquisition time of 4 min.
Assuntos
Determinação da Idade pelo Esqueleto/métodos , Determinação da Idade pelos Dentes/métodos , Clavícula/diagnóstico por imagem , Ossos da Mão/diagnóstico por imagem , Imageamento por Ressonância Magnética , Dente Serotino/diagnóstico por imagem , Adolescente , Estudos de Viabilidade , Ciências Forenses , Humanos , Masculino , Reprodutibilidade dos Testes , Adulto JovemRESUMO
AIM: To assess the applicability of the Greulich & Pyle (G&P) and Tanner & Whitehouse (TW3) methods to children from Saudi Arabia using both subjective (manual) rating and BoneXpert software. MATERIALS AND METHODS: Bone age (BA) was assessed using the G&P and TW3 methods, firstly by independent manual rating of two observers, followed by a single observer using the BoneXpert software program. In total, 420 hand trauma radiographs for Saudi Arabians (220 males, 329 left, age range 1-18 years) performed in the period January 2012 to September 2016 were assessed. Paired sample t test was used to compare the difference between mean BA and mean chronological age (CA) and to compare the difference between manual and BoneXpert ratings. Statistical analysis was undertaken using SPSS v.25. RESULTS: A statistically significant difference was found between BA and CA in males when using the G&P (mean difference -0.36±1 years, p<0.01) and TW3 (mean difference -0.22±0.9 years, p=0.03) methods, but not in females for either G&P (mean difference 0.13±1.2 years) or TW3 (mean difference 0.08±1.1 years). In males, BoneXpert results conformed to the manual ratings for TW3, but not for G&P, for which the mean difference between manual and BoneXpert ratings was -0.27±0.5 years (p<0.01). DISCUSSION: The present results indicate that manual and BoneXpert-derived G&P and TW3 bone age assessment can be applied with no modification to Saudi Arabian females; however, only TW3 BoneXpert-derived BA can be applied without caution to Saudi Arabian males.
Assuntos
Determinação da Idade pelo Esqueleto , Adolescente , Determinação da Idade pelo Esqueleto/métodos , Osso e Ossos/diagnóstico por imagem , Criança , Pré-Escolar , Feminino , Ossos da Mão/diagnóstico por imagem , Humanos , Lactente , Masculino , Radiografia/métodos , Reprodutibilidade dos Testes , Arábia Saudita , Fatores Sexuais , SoftwareRESUMO
AIM: To investigate whether the long-held view that the hand is the commonest site for an enchondroma is actually correct in light of more sensitive imaging techniques that are able to demonstrate small enchondromas at other skeletal sites. MATERIALS AND METHODS: A two-part retrospective study was undertaken. Part 1 comprised a review of the hand radiographs obtained in two major teaching hospitals over a 10-year period to establish the incidence of enchondroma in the hand. Part 2 was a review of a series of enchondromas of the proximal humerus, distal femur, and proximal tibia <4 cm in length on magnetic resonance imaging (MRI) to see which cases were visible or not on corresponding radiographs. RESULTS: Part 1: 84 enchondromas were identified on 116,354 trauma radiographs to give an incidence of 0.07%. Part 2: 157 patients with an enchondroma on MRI <4 cm were reviewed. Only 17% of lesions <2 cm in length were visible on the contemporaneous radiographs. In lesions that were 2-2.9 and 3-3.9 cm the percentage visible on the radiographs increased to 58 and 77%, respectively. CONCLUSION: It is well recognised from existing studies that incidental enchondromas can be seen in approximately 2.5% of routine shoulder and knee MRI scans. This figure is 35 times higher than the incidence found in the series of hand trauma radiographs. This infers that the hand should no longer be considered as the commonest site for an enchondroma. This is because radiographs are relatively insensitive to the detection of small lesions in larger bones, such as the proximal humerus and around the knee, when compared with MRI.
Assuntos
Neoplasias Ósseas/diagnóstico por imagem , Condroma/diagnóstico por imagem , Ossos da Mão/diagnóstico por imagem , Adulto , Humanos , Úmero/diagnóstico por imagem , Imageamento por Ressonância Magnética , Radiografia , Estudos Retrospectivos , Tíbia/diagnóstico por imagemRESUMO
BACKGROUND The purpose of this prospective study was to compare adolescent and post-adolescent growth periods regarding the effectiveness of conventional activator appliance in patients with Class II mandibular retrognathia by using lateral cephalometric radiographs and three-dimensional photogrammetry (3dMDface). MATERIAL AND METHODS We enrolled 2 groups: 15 patients in the adolescent growth period and 17 patients in the post-adolescent growth period. All patients had Class II anomaly with mandibular retrognathia and were treated with conventional activator appliances. Lateral cephalometric radiographs and three-dimensional photogrammetric views were obtained at the beginning and end of the activator treatment of Class II patients. Maxillomandibular discrepancy, mandibular protrusion and lengths, convexity angles, facial heights, and dental measurements were evaluated cephalometrically. Projections of the lips and the chin and volumetric measurements of the lip and the mandibular area were assessed using three-dimensional photogrammetry. RESULTS Conventional activator therapy resulted in similar effects in both growth periods regarding improvements in the mandibular sagittal growth and maxillomandibular relationship (ANB° and the SNB° angles). Mandibular effective length was increased (Co-Gn length) and the maxillary horizontal growth was restricted (decreased SNA° angle) in both groups following the treatment. Treatment duration was significantly longer in the post-adolescent group. Increases in the projections of menton, pogonion, and sublabial points were observed in the three-dimensional photogrammetric views. Total lip volume was reduced while the mandibular volume was significantly increased in both groups. Lower gonial angle showed a greater increase in the post-adolescent group. CONCLUSIONS Correction of Class II anomaly with mandibular retrognathia was achieved with a combination of dental and skeletal changes in both growth periods. Conventional activator therapy may be an alternative treatment approach in the late growth period as it led to significant skeletal and dental changes.
Assuntos
Aparelhos Ativadores , Má Oclusão Classe II de Angle/terapia , Mandíbula/diagnóstico por imagem , Retrognatismo/terapia , Adolescente , Fatores Etários , Desenvolvimento Ósseo , Ossos do Carpo/diagnóstico por imagem , Ossos do Carpo/crescimento & desenvolvimento , Cefalometria , Criança , Feminino , Ossos da Mão/diagnóstico por imagem , Ossos da Mão/crescimento & desenvolvimento , Humanos , Imageamento Tridimensional , Masculino , Má Oclusão Classe II de Angle/diagnóstico por imagem , Mandíbula/anormalidades , Maxila/diagnóstico por imagem , Desenvolvimento Maxilofacial , Fotogrametria , Estudos Prospectivos , Retrognatismo/diagnóstico por imagem , Resultado do TratamentoRESUMO
Background: Rheumatoid arthritis (RA) is a chronic inflammatory arthropathy characterized by excessive synovial hyperplasia and progressive joint destruction. Pro-inflammatory cytokines play major roles in the regulation of synovial inflammation. The contribution of interleukin-34 (IL-34) in RA pathogenesis has been strongly suggested in clinical studies.Aim: To investigate the correlation between plasma IL-34 and disease parameters in RA patients including disease activity score (DAS28), receptor activator of NF-[Formula: see text]B ligand (RANKL) concentration, synovitis and bone erosions under ultrasound.Methods: 60 RA patients and 20 healthy controls were from Huashan Hospital, patient's medical history, physical examination, laboratory examination and ultrasound data were collected and recorded, respectively. Blood samples of all participants were collected and the levels of IL-34 and RANKL were tested. The levels of IL-34 and RANKL in RA patients were compared with those of healthy controls. Furthermore, the correlation between IL-34, RANKL and disease parameters in RA patients was analyzed.Results: Both plasma levels of IL-34 and RANKL in RA patients were significantly higher than the healthy controls (p < .05). IL-34 was significantly related to disease activity scores (r = 0.43, p = .001); RANKL (r = 0.46, p = .0003) and bone erosions by ultrasound (r = 0.38, p = .002).Conclusions: The plasma IL-34 concentration in RA was significantly higher than the healthy controls and was significantly correlated with RANKL, as well as disease activity score and bone erosions by ultrasound. The IL-34 may be a new biological marker for disease activity and predictor for bone erosions in RA. Targeting IL-34 holds promise in the management of RA and, potentially, other osteoclasts driven diseases (erosive osteoarthritis and psoriatic arthritis for example).
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Artrite Reumatoide/patologia , Ossos do Pé/diagnóstico por imagem , Ossos da Mão/diagnóstico por imagem , Interleucinas/sangue , Cápsula Articular/diagnóstico por imagem , Adulto , Artrite Reumatoide/sangue , Artrite Reumatoide/diagnóstico por imagem , Biomarcadores/sangue , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Ligante RANK/sangue , UltrassonografiaRESUMO
Background/aim: The goal of this study was to compare differences in hand and wrist shapes and to evaluate these according to growth and allometry in children on radiographs related to bone age. Materials and methods: The study included 263 males and 189 females. A total of 452 left hand and wrist radiographs were retrospectively collected. Standard anatomical landmarks marked on radiographs. Results: There were seen to be significant differences in comparisons of hand and wrist shapes according to sex (P = 0.009). The most suitable model in the growth models was seen as the Gompertz growth model for both females and males (model P < 0.001). For the relationship between shape and size to evaluate allometry, significant models were obtained in females (model P = 0.017, MSE = 0.0002) and in males (model P < 0.001, MSE = 0.0002). In our study, the difference between the sexes was found mostly in the radiocarpal region. It was observed that the deformation of the carpal bones started in the distal row carpal bones. Conclusion: Significant differences were found in hand and wrist shapes according to sex. Models for growth and allometry of hand and wrist shapes were found to be significant in children.
Assuntos
Antropometria , Ossos do Braço , Ossos da Mão , Mãos , Punho , Adolescente , Ossos do Braço/anatomia & histologia , Ossos do Braço/diagnóstico por imagem , Criança , Desenvolvimento Infantil/fisiologia , Pré-Escolar , Feminino , Mãos/anatomia & histologia , Mãos/diagnóstico por imagem , Ossos da Mão/anatomia & histologia , Ossos da Mão/diagnóstico por imagem , Humanos , Lactente , Masculino , Modelos Estatísticos , Radiografia , Estudos Retrospectivos , Punho/anatomia & histologia , Punho/diagnóstico por imagemRESUMO
Purpose The Radiological Society of North America (RSNA) Pediatric Bone Age Machine Learning Challenge was created to show an application of machine learning (ML) and artificial intelligence (AI) in medical imaging, promote collaboration to catalyze AI model creation, and identify innovators in medical imaging. Materials and Methods The goal of this challenge was to solicit individuals and teams to create an algorithm or model using ML techniques that would accurately determine skeletal age in a curated data set of pediatric hand radiographs. The primary evaluation measure was the mean absolute distance (MAD) in months, which was calculated as the mean of the absolute values of the difference between the model estimates and those of the reference standard, bone age. Results A data set consisting of 14 236 hand radiographs (12 611 training set, 1425 validation set, 200 test set) was made available to registered challenge participants. A total of 260 individuals or teams registered on the Challenge website. A total of 105 submissions were uploaded from 48 unique users during the training, validation, and test phases. Almost all methods used deep neural network techniques based on one or more convolutional neural networks (CNNs). The best five results based on MAD were 4.2, 4.4, 4.4, 4.5, and 4.5 months, respectively. Conclusion The RSNA Pediatric Bone Age Machine Learning Challenge showed how a coordinated approach to solving a medical imaging problem can be successfully conducted. Future ML challenges will catalyze collaboration and development of ML tools and methods that can potentially improve diagnostic accuracy and patient care. © RSNA, 2018 Online supplemental material is available for this article. See also the editorial by Siegel in this issue.
Assuntos
Determinação da Idade pelo Esqueleto/métodos , Interpretação de Imagem Assistida por Computador/métodos , Aprendizado de Máquina , Radiografia/métodos , Algoritmos , Criança , Bases de Dados Factuais , Feminino , Ossos da Mão/diagnóstico por imagem , Humanos , MasculinoRESUMO
OBJECTIVES: The objective of this study was to compare the diagnostic performance of direct C-arm flat panel computed tomography arthrography (FPCT-A) with direct magnetic resonance arthrography (MR-A) of the wrist in patients with clinically suspected pathologies. METHODS: Forty-nine patients underwent tri-compartmental wrist arthrography. FPCT-A was acquired using a high-resolution acquisition mode, followed by a 3-T MR exam using a dedicated wrist coil. Image quality and artifacts of FPCT-A and MR-A were evaluated with regard to the depictability of anatomical structures. The time stamps for the different image acquisitions were recorded for workflow assessment. RESULTS: Image quality was rated significantly superior for all structures for FPCT-A (p < 0.001) as compared to MR-A including intrinsic ligaments, TFCC, cartilage, subchondral bone, and trabeculae. The differences in image quality were highest for cartilage (2.0) and lowest for TFCC (0.9). The artifacts were rated lower in MR-A than in FPCT-A (p < 0.001). The procedure was more time-efficient in FPCT-A than in MR-A. CONCLUSIONS: FPCT-A of the wrist provides superior image quality and optimized workflow as compared to MR-A. Therefore, FPCT-A should be considered in patients scheduled for dedicated imaging of the intrinsic structures of the wrist. KEY POINTS: ⢠FPCT arthrography allows high-resolution imaging of the intrinsic wrist structures. ⢠The image quality is superior as compared to MR arthrography. ⢠The procedure is more time-efficient than MR arthrography.
Assuntos
Artrografia/métodos , Imageamento por Ressonância Magnética , Tomografia Computadorizada por Raios X , Punho/diagnóstico por imagem , Adolescente , Adulto , Idoso , Artralgia/diagnóstico por imagem , Artefatos , Cartilagem Articular/diagnóstico por imagem , Feminino , Ossos da Mão/diagnóstico por imagem , Humanos , Ligamentos/diagnóstico por imagem , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos , Sensibilidade e Especificidade , Traumatismos do Punho/diagnóstico , Adulto JovemRESUMO
Age estimation is a crucial matter in several forensic and legal instances. The literature recommends carrying out hand and wrist radiograph to assess skeletal age. Much research has been conducted to examine the application of various methods in different categories. Our study aims to evaluate the reliability of Greulich and Pyle, Tanner-Whitehouse 2, and FELS methods in Beninese and Italian samples, with a total of 204 subjects, 102 (51 were male and 51 were female) from Benin and 102 (51 were male and 51 were female) from Italy, aged between 4 and 19 years. Hand-wrist radiographs were carried out at Saint Luc Hospital in Cotonou for the African sample and in 2 hospitals in Southern Italy for Italian sample. Skeletal maturity was obtained, applying the 3 methodologies. The arithmetic mean of the 3 ages obtained was calculated, as well as the possible difference between the known chronological age and the estimated mean skeletal age. Data were analyzed statistically using the χ test, Student t test, and Bland-Altman plots. There are no significant statistical differences between real age and skeletal age calculated using the Greulich and Pyle and FELS methods. Comparison between Tanner-Whitehouse 2 and the average of the methods used results in statistically significant, but clinically insignificant, differences.
Assuntos
Determinação da Idade pelo Esqueleto/métodos , Ossos da Mão/crescimento & desenvolvimento , Osteogênese/fisiologia , Articulação do Punho/crescimento & desenvolvimento , Adolescente , Benin , População Negra , Criança , Pré-Escolar , Feminino , Antropologia Forense , Ossos da Mão/diagnóstico por imagem , Humanos , Itália , Masculino , Radiografia , Reprodutibilidade dos Testes , População Branca , Articulação do Punho/diagnóstico por imagem , Adulto JovemRESUMO
INTRODUCTION: The aim of this study was to evaluate the height growth of Class I and III orthodontic patients according to the Fishman skeletal maturation index (SMI) and to compare it with that of a general population. METHODS: The study sample included 81 Class I and 71 Class III adolescents who had height measurements and hand-wrist radiographs taken annually and categorized according to SMI. Height completion rate, residual height, height increase per sequential SMI stage, and height velocity were analyzed. Sex differences were evaluated and comparisons between Class I and Class III groups were made. In addition, the height of orthodontic patients was indirectly compared with that of the general population. RESULTS: In boys and girls, height completion rate was >90% at SMI 6, residual height was fewer than 10 cm at SMI 7, and height increase per sequential SMI stage was greatest from SMI 6 to SMI 7. Height velocity was greatest from SMI 5 to SMI 6 in boys and from SMI 4 to SMI 5 in girls. CONCLUSIONS: There was no significant difference in body height parameters for all SMI stages between Class I and Class III adolescents. Adolescents who had orthodontic treatment were not shorter in stature at growth completion compared with the general population.
Assuntos
Estatura , Má Oclusão Classe III de Angle/terapia , Má Oclusão Classe II de Angle/terapia , Ortodontia Corretiva , Adolescente , Determinação da Idade pelo Esqueleto , Desenvolvimento Ósseo , Criança , Feminino , Gráficos de Crescimento , Mãos/diagnóstico por imagem , Mãos/crescimento & desenvolvimento , Ossos da Mão/diagnóstico por imagem , Ossos da Mão/crescimento & desenvolvimento , Humanos , Estudos Longitudinais , Masculino , Radiografia , República da Coreia , Estudos Retrospectivos , Fatores Sexuais , Punho/diagnóstico por imagem , Punho/crescimento & desenvolvimentoRESUMO
This is the first Egyptian study with detailed clinical and orodental evaluation of eight patients with pycnodysostosis and identification of four mutations in CTSK gene with two novel ones and a founder effect. INTRODUCTION: Pycnodysostosis is a rare autosomal recessive skeletal dysplasia due to mutations in the CTSK gene encoding for cathepsin K, a lysosomal cysteine protease. METHODS: We report on the clinical, orodental, radiological, and molecular findings of eight patients, from seven unrelated Egyptian families with pycnodysostosis. RESULTS: All patients were offspring of consanguineous parents and presented with the typical clinical picture of the disorder including short stature, delayed closure of fontanels, hypoplastic premaxilla, obtuse mandibular angle, and drum stick terminal phalanges with dysplastic nails. Their radiological findings showed increased bone density, acro-osteolysis, and open cranial sutures. Mutational analysis of CTSK gene revealed four distinct homozygous missense mutations including two novel ones, c.164A>C (p. K55T) and c.433G>A (p.V145M). The c.164A>C (p. K55T) mutation was recurrent in three unrelated patients who also shared similar haplotype, suggesting a founder effect. CONCLUSION: Our findings expand the mutational spectrum of CTSK gene and emphasize the importance of full clinical examination of all body systems including thorough orodental evaluation in patients with pycnodysostosis.