Sex Determination by the Machine Learning Algorithms Through Using Morphometric Measurements of the Carpal, Metacarpal, and Phalangeal Bones / Determinación del Sexo Mediante Algoritmos de Aprendizaje Automático Mediante el Uso de Mediciones Morfométricas de los Huesos del Carpo, el Metacarpo y las Falanges

SUMMARY: In the study, it was aimed to predict sex from hand measurements using machine learning algorithms (MLA). Measurements were made on MR images of 60 men and 60 women. Determined parameters; hand length (HL), palm length (PL), hand width (HW), wrist width (EBG), metacarpal I length (MIL), metacarpal I width (MIW), metacarpal II length (MIIL), metacarpal II width (MIIW), metacarpal III length (MIIL), metacarpal III width (MIIIW), metacarpal IV length (MIVL), metacarpal IV width (MIVW), metacarpal V length (MVL), metacarpal V width (MVW), phalanx I length (PILL), measured as phalanx II length (PIIL), phalanx III length (PIIL), phalanx IV length (PIVL), phalanx V length (PVL). In addition, the hand index (HI) was calculated. Logistic Regression (LR), Random Forest (RF), Linear Discriminant Analysis (LDA), K-nearest neighbour (KNN) and Naive Bayes (NB) were used as MLAs. In the study, the KNN algorithm's Accuracy, SEN, F1 and Specificity ratios were determined as 88 %. In this study using MLA, it is understood that the highest accuracy belongs to the KNN algorithm. Except for the hand's MIIW, MIIIW, MIVW, MVW, HI variables, other variables were statistically significant in terms of sex difference.

En el estudio, el objetivo era predecir el sexo a partir de mediciones manuales utilizando algoritmos de aprendizaje automático (MLA). Las mediciones se realizaron en imágenes de RM de 60 hombres y 60 mujeres. Parámetros determinados; longitud de la mano (HL), longitud de la palma (PL), ancho de la mano (HW), ancho de la muñeca (EBG), longitud del metacarpiano I (MIL), ancho del metacarpiano I (MIW), longitud del metacarpiano II (MIIL), ancho del metacarpiano II (MIIW), longitud del metacarpiano III (MIIL), ancho del metacarpiano III (MIIIW), longitud del metacarpiano IV (MIVL), ancho del metacarpiano IV (MIVW), longitud del metacarpiano V (MVL), ancho del metacarpiano V (MVW), longitud de la falange I (PILL), medido como longitud de la falange II (PIIL), longitud de la falange III (PIIL), longitud de la falange IV (PIVL), longitud de la falange V (PVL). Además, se calculó el índice de la mano (HI). Regresión logística (LR), Random Forest (RF), Análisis discriminante lineal (LDA), K-vecino más cercano (KNN) y Naive Bayes (NB) se utilizaron como MLA. En el estudio, las proporciones de precisión, SEN, F1 y especificidad del algoritmo KNN se determinaron en un 88 %. En este estudio que utiliza MLA, se entiende que la mayor precisión pertenece al algoritmo KNN. Excepto por las variables MIIW, MIIIW, MIVW, MVW, HI de la mano, otras variables fueron estadísticamente significativas en términos de diferencia de sexo.

Classification and regression tree analysis for predicting morphological hand types based on radiography data / Análisis de árbol de clasificación y regresión para predecir tipos morfológicos de la mano basados en datos radiográficos

SUMMARY: Analysis and systematization of the longitudinal dimensions of the phalanges of the index and ring fingers for the classification of morphological types of the hand using classification and regression trees (CART). X-rays of the hands of 50 men and 50 women (mean age 47.16 (10.1) years, range 23-65 years) were studied. Each hand, depending on the ratio of the length of the index and ring fingers, was classified into three types: radial (R, 2d>4d), indefinite (N, 2d=4d), ulnar (U, 2d>4d). Morphometry of radiographs included measurements of the lengths of the proximal (PP), middle (MP), and distal (DP) phalanges. The sex differences of the analyzed indicators are statistically significant. There were no significant bilateral differences between the phalanges of the II and IV fingers in length, regardless of sex (p>0.05). A set of rules for classifying the morphological types of the hand depending on the lengths of the phalanges of the index and ring fingers was created by constructing a binary decision tree. The CART method demonstrates the usefulness of this statistical procedure for developing a scientifically based prediction of the morphological type of the hand. The results of this study can be the basis of an algorithm for determining the morphological type of the hand depending on the length of the phalanges of the fingers.

RESUMEN: En este estudio se realizó un análisis y sistematización de las dimensiones longitudinales de las falanges de los dedos índice y anular para la clasificación de tipos morfológicos de la mano, mediante árboles de clasificación y regresión (CART). Se estudiaron radiografías de las manos de 50 hombres y 50 mujeres (edad media 47,16 (10,1) años, rango 23-65 años). Cada mano, según la proporción de la longitud de los dedos índice y anular, se clasificó en tres tipos: radial (R, 2d> 4d), indefinida (N, 2d = 4d), ulnar (U, 2d> 4d). La morfometría de las radiografías incluyó mediciones de las longitudes de las falanges proximal (FP), media (FM) y distal (FD). Las diferencias de sexo de los indicadores analizados fueron estadísticamente significativas. No hubo diferencias bilaterales significativas entre las falanges de los dedos II y IV en longitud, independientemente del sexo (p> 0,05). Se creó un conjunto de reglas para clasificar los tipos morfológicos de la mano en función de las longitudes de las falanges de los dedos índice y anular mediante la construcción de un árbol de decisión binario. El método CART demuestra la utilidad de este procedimiento estadístico para desarrollar una predicción con base científica del tipo morfológico de la mano. Los resultados de este estudio pueden ser la base de un algoritmo para determinar el tipo morfológico de la mano en función de la longitud de las falanges de los dedos.

Massa óssea por ultrassonografia quantitativa de falanges em jovens praticantes de karatê / Bone mass by quantitative ultrasound of finger phalanges in young karate practitioners

RESUMO Objetivo: Avaliar a massa óssea pela ultrassonografia quantitativa de falanges em jovens praticantes de karatê em relação a um grupo controle. Métodos: Amostra constituída por 162 praticantes de karatê (52 meninas) e 326 controles escolares (110 meninas) saudáveis, de 6 a 16 anos de idade, do oeste do Paraná. Foram avaliados peso, estatura, índice de massa corporal (IMC), Amplitude Dependent Speed of Sound (AD-SoS) e Bone Time Transmission (BTT), e os valores de IMC, AD-SoS e BTT transformados em escore Z. Aplicaram-se testes de Mann-Whitney, qui-quadrado ou Exato de Fisher e regressão linear múltipla, sendo significante p≤0,05. Resultados: Para ambos os sexos, os praticantes de karatê apresentaram valores superiores do escore Z do BTT comparados aos controles. Quanto à AD-SoS, as meninas do grupo de controle apresentaram valor absoluto e de escore Z superiores aos apresentados pelas praticantes de karatê do mesmo sexo. Ao avaliar a frequência relativa e absoluta de acordo com o escore Z do BTT em ambos os grupos, os meninos praticantes de karatê apresentaram maior frequência de massa óssea adequada. Nas meninas praticantes de karatê, a idade apresentou poder de explicação de 42% na variação da AD-SoS e o peso de 45% na variação do BTT. Nos meninos praticantes de karatê, a idade apresentou poder de explicação de 26% na variação da AD-SoS e a estatura 36% na variação do BTT. Conclusões: Nesse grupo de crianças e adolescentes, independentemente do sexo, os praticantes de karatê apresentaram maior massa óssea em relação ao grupo controle, sendo o BTT mais sensível para essa avaliação.

ABSTRACT Objective: To evaluate bone mass by quantitative ultrasound of the phalanges in young karate practitioners compared to a control group. Methods: Sample composed of 162 karate practitioners (52 females) and 326 healthy controls (110 females) aged 6 to 16 years old, in Western Paraná (Southern Brazil). Weight, height, BMI, amplitude-dependent speed of sound (AD-SoS) and bone transmission time (BTT) were evaluated. BMI, AD-SoS and BTT values were converted to Z scores. Mann-Whitney, chi-square or Fisher Exact tests and multiple linear regression were applied, with significance level set at p≤0.05. Results: Both genders showed higher values of BTT as Z scores when compared to control group. Females from the control group had higher AD-SoS values (m/s and Z score) compared to female karate practitioners. When relative and absolute frequencies were assessed according to BTT Z score in both groups, male karate practitioners' bone mass was shown to be adequate more frequently. In female practitioners, age and weight were independent predictors of AD-SoS (R2=0.42) and BTT (R2=0.45), respectively. Among male karate practitioners, age was related to 26% of AD-SoS variances and height was responsible for 36% of BTT variances. Conclusions: Children and adolescents who practice karate were shown to have more bone mass in comparison to the control group, regardless of gender. BTT was more sensitive for this evaluation.

Syndrome in question

Abstract The Iso-Kikuchi Syndrome is a rare condition characterized by nail dysplasia involving the index fingers, including micronychia, polyonychia, anonychia, irregular lunula, malalignment and hemionychogryphosis. On the antero-posterior image, radiologic examination reveals a narrowing of the distal phalanx. The lateral image shows a Y-shaped bifurcation of the distal phalanx. We report a case of a patient with typical clinical and radiologic signs of Iso-Kikuchi Syndrome.

First Korean Family with a Mutation in TPM2 Associated with Sheldon-Hall Syndrome

Sheldon-Hall syndrome (SHS) is a rare autosomal dominant, inherited arthrogryposis syndrome characterized by multiple congenital contractures of the distal limbs. To date, four genes that encode the skeletal muscle fiber complex have been confirmed as the causative genes. Mutations in MYH3 have been identified most frequently and few cases of SHS caused by TPM2 mutations have been reported worldwide. This report describes, for the first time, a Korean family with two generations of SHS resulting from a rare TPM2 mutation, p.R133W. The affected mother and daughter manifested typical facial features of SHS including a triangular face with downslanting palpebral fissures, small mouth, high arched palate, and prominent nasolabial folds, and showed camptodactyly of fingers and deformities of feet with congenital vertical tali. Generalized myopathy with relative sparing of the slow-twitch muscle fibers was also revealed by electromyography in the affected mother.

Digital radiograph of the middle phalanx of the third finger (MP3) region as a tool for skeletal maturity assessment.

Objective: To evaluate the reliability of the digital radiograph of the middle phalanx of the third finger (MP3) in skeletal maturity assessment Study Design: Fifty children (24 girls and 26 boys) belonging to the circumpubertal age-group were selected for the study. Two radiographs - lateral cephalogram and digital radiograph of the MP3 region - were taken in each child. Age assessment was based on the changes in shape of the cervical vertebrae and the epiphysis of the middle phalanx of the third finger of the left hand. The radiographs were assessed by three examiners. The inter- and intraexaminer variability were determined by the Wilcoxon rank sign test and the Kruskal-Wallis test and were found to be nonsignificant. Examiner 3 showed the best intraexaminer agreement and was selected to evaluate the radiographs for the entire study. Results: The correlation determined between the MP3 stages and cervical vertebrae maturity index (CVMI) stages, the peak-wise distribution of the MP3 stages, and the correlation between the MP3 stages and the chronological age were found to be highly significant. Conclusions: Digital radiograph of the MP3 region is definitely a simple, reliable, cost-effective, and time-saving technique for the assessment of skeletal maturity.

Método simplificado para determinar el potencial de crecimiento en pacientes de Ortodoncia / A simplified method to determine the potential growth in Orthodontics patients

Se realizó una investigación de innovación tecnológica, de corte transversal, con el objetivo de presentar un método simplificado para determinar el potencial de crecimiento en pacientes tributarios de tratamiento ortodóncico, en una muestra de 150 pacientes entre 8 y 16 años, que ingresaron en la Clínica de Ortodoncia de la Facultad de Estomatología de la Habana, entre los años 2004 y 2006. A cada paciente se le realizó una radiografía de la mano izquierda y por primera vez en Cuba se estudiaron en la misma muestra, tres métodos de evaluación del potencial de crecimiento (métodos TW2, Grave y Brown, y determinación de los estadios de maduración de la falange media del tercer dedo). Una vez determinados éstos, se calcularon la correlación y la concordancia entre los mismos. Hubo altos coeficientes de correlación (hembras rho= 0,888 y varones rho= 0,921) y de concordancia (hembras Kappa= 1,000 y varones Kappa= 0,964). Se concluyó que la evaluación del potencial de crecimiento que presentaron los pacientes de Ortodoncia puede ser efectuada mediante la realización de una radiografía de la falange media del tercer dedo de la mano izquierda, lo cual constituye un útil método simplificado de evaluación(AU)

A cross-sectional technological innovation research was conducted to tender a simplified method to determine the potential growth of 150 Orthodontics patients aged between 8 and 16 admitted in the Orthodontics Clinic from the Stomatology of Ciudad de La Habana in 2004 and 2006. Each patient underwent left hand X-ray and for the first time in Cuba and in the same sample it was possible to study three assessment methods of potential growth (TW2 Method, Grave and Brown and stage determination of maturation of middle phalanx of third finger). After determination, we estimated the correlation and concordance among them, noting high correlation coefficients (rho females= 0,888 and rho= males 0,921) and of concordance (Kappa females= 1,000 and Kappa males= 0,964). We conclude that the assessment of potential growth in Orthodontics patients may be conducted by X-ray of middle phalanx of third finger of left hand being a simplified method to this end(AU)