Machine Learning Algorithms for Sex Classification by Using Variables of Orbital Structures: A Computed Tomography Study / Algoritmos de Aprendizaje Automático para la Clasificación del Sexo Mediante el Uso de Variables de Estructuras Orbitales: Un Estudio de Tomografía Computarizada

SUMMARY: Since machine learning algorithms give more reliable results, they have been used in the field of health in recent years. The orbital variables give very successful results in classifying sex correctly. This research has focused on sex determination using certain variables obtained from the orbital images of the computerized tomography (CT) by using machine learning algorithms (ML). In this study 12 variables determined on 600 orbital images of 300 individuals (150 men and 150 women) were tested with different ML. Decision tree (DT), K-Nearest Neighbour (KNN), Logistic Regression (LR), Random Forest (RF), Linear Discriminant Analysis (LDA), and Naive Bayes (NB) algorithms of ML were used for unsupervised learning. Statistical analyses of the variables were conducted with Minitab® 21.2 (64-bit) program. ACC rate of NB, DT, KNN, and LR algorithms was found as % 83 while the ACC rate of LDA and RFC algorithms was determined as % 85. According to Shap analysis, the variable with the highest degree of effect was found as BOW. The study has determined the sex with high accuracy at the ratios of 0.83 and 0.85 through using the variables of the orbital CT images, and the related morphometric data of the population under question was acquired, emphasizing the racial variation.

Dado que los algoritmos de aprendizaje automático dan resultados más fiables, en los últimos años han sido utilizados en el campo de la salud. Las variables orbitales dan resultados muy exitosos a la hora de clasificar correctamente el sexo. Esta investigación se ha centrado en la determinación del sexo utilizando determinadas variables obtenidas a partir de las imágenes orbitales de la tomografía computarizada (TC) mediante el uso de algoritmos de aprendizaje automático (AA). En este estudio se probaron 12 variables determinadas en 600 imágenes orbitales de 300 individuos (150 hombres y 150 mujeres) con diferentes AA. Se utilizaron algoritmos de AA de árbol de decisión (DT), K-Nearest Neighbour, regresión logística (RL), Random Forest (RF), análisis discriminante lineal (ADL) y Naive Bayes (NB) para el aprendizaje no supervisado. Los análisis estadísticos de las variables se realizaron con el programa Minitab® 21.2 (64 bits). La tasa de ACC de los algoritmos NB, DT, KNN y RL se encontró en % 83, mientras que la tasa de ACC de los algoritmos ADL y RFC se determinó en % 85. Según el análisis de Sharp, la variable con el mayor grado de efecto se encontró como BOW. El estudio determinó el sexo con alta precisión en las proporciones de 0,83 y 0,85 mediante el uso de las variables de las imágenes de TC orbitales, y se adquirieron los datos morfométricos relacionados de la población en cuestión, enfatizando la variación racial.

Clinical outcomes and radiological assessment of vascular anatomy in patients who underwent D3 left hemicolectomy.

Background: Adequate blood supply is one of the key factors for colorectal anastomosis healing. Various variants of vascular anatomy often come as a surprise to surgeons during operations. Objectives: The aims of this study were to carry out a comparative analysis of three-dimensional-computed tomography (3D-CT) angiography data with intraoperative data and a detailed analysis of variants of the anatomy of splenic flexure. Material and methods: In this study, we included 103 patients (56 males and 47 females; mean age 64.2 ± 11.6) with the left-sided colon and rectal cancer who underwent preoperative 3D-CT angiography at Ternopil University Hospital between 2016 and 2022. Results: According to the recently proposed classification, there are four types of blood supply to the splenic flexure of the colon: Our analysis showed that type 1 was found in 83 (80.6%) patients, type 2 in 9 (8.7%), type 3 in 10 (9.7%), and type 4 in 1 (1%). All patients underwent local left radical hemicolectomy with resection of complete mesocolic excision (CME), central vascular ligation (CVL) and resección (R0). Seven cases were operated laparoscopically; and the median quantity of removal lymph nodes was 21.54 ± 7.32. Positive lymph nodes were revealed in 24.3% cases. AL was diagnosed in one patient. Conclusions: Careful pre-operative analysis of vascular anatomy on 3D-CT angiography will assess the vascularization of the splenic flexure of the colon, reduce intraoperative time to identify structures, and develop a personalized strategy for surgery which potentially can reduce the risk of anastomotic leakage.

Antecedentes: El suministro de sangre adecuado es uno de los factores clave para la curación de la anastomosis colorrectal. Varias variantes de la anatomía vascular a menudo sorprenden a los cirujanos durante las operaciones. Objetivo: Realizar un análisis comparativo de los datos de la angiografía tridimensional por tomografía computarizada (3D-TC) con los datos intraoperatorios y un análisis detallado de las variantes de la anatomía del ángulo esplénico. Método: Se incluyeron en el estudio 103 pacientes con cáncer de colon y recto del lado izquierdo que se sometieron a una angiografía 3D-TC preoperatoria en el Hospital Universitario de Ternopil. Resultados: De acuerdo con la clasificación propuesta recientemente, existen cuatro tipos de irrigación del ángulo esplénico del colon. Nuestro análisis mostró que el tipo 1 se encontró en 83 (80.6%) pacientes, el tipo 2 en 9 (8.7%), el tipo 3 en 10 (9.7%) y el tipo 4 en 1 (1%). Todos los pacientes fueron sometidos a hemicolectomía radical izquierda local con resección de escisión mesocólica completa (CME), ligadura vascular central (CVL) y resección (R0). Siete pacientes fueron operados por vía laparoscópica. La mediana de ganglios extirpados fue de 21.54 ± 7.32. Se revelaron ganglios linfáticos positivos en el 24.3% de los casos. Se diagnosticó fuga anastomótica en un paciente. Conclusiones: El análisis preoperatorio cuidadoso de la anatomía vascular en la angiografía 3D-TC evaluará la vascularización del ángulo esplénico del colon, reducirá el tiempo intraoperatorio para identificar estructuras y desarrollará una estrategia personalizada para la cirugía.

Imaging-anatomic Measurements of Carotid Artery Bifurcation

ABSTRACT Objective: To have anatomic measurements of carotid artery bifurcation (CAB) with 64-spiral computed tomography angiography (64-SCTA), and provide anatomic basis for related research. Methods: Imaging data of 92 subjects (45 males, 47 females, the age range 20-82 years and mean age 48.4 ± 6.1 years) without pathology of CAB, who underwent 64-SCTA in head and neck from June 1, 2008 to June 30, 2010, were selected from the Picture Archiving and Communication Systems in Zhongshan Hospital of Xiamen University, Fujian, China. On the 3D images, the angle and size of CAB were measured, and the statistical comparisons of measurements were made between the bilateral, sex and age groups. Results: The measurements of CAB were divided into young (≤ 40 years) and older (> 40 years) groups: bifurcation angle is 36.206° ± 10.210° and 49.343° ± 16.489°, respectively; the inner diameter of common carotid artery (CCA) is 6.820 ± 0.635 and 6.845 ± 0.838 mm, respectively; the proximal inner diameter of internal carotid artery (ICA) is 7.143 ± 0.992 and 7.476 ± 1.630 mm, of the enlargement is 7.568 ± 1.069 and 8.554 ± 1.733 mm, of the distal is 4.897 ± 0.508 and 5.123 ± 0.699 mm, respectively; the inner diameter of external carotid artery (ECA) is 4.324 ± 0.580 and 4.104 ± 0.638 mm, respectively. There were statistically significant differences in all the measurements between male and female groups, in the bifurcation angle, inner diameters of ICA and ECA between young and older groups, and in the bifurcation angle between the left and right (p < 0.05). Conclusion: A 64-SCTA with 3D image post-processing technique can clearly observe and show the CAB. All CAB measurements will provide the objective basis for applied anatomy, imaging diagnosis and surgery treatment.

Tomographic Study of Femoral Positioning in Anterior Cruciate Ligament Reconstruction Using the Transtibial Technique.

Purpose: To analyze the location of the femoral tunnel by three-dimensional computed tomography (3D CT) of the lateral condyle in patients who underwent arthroscopic single-bundle anterior cruciate ligament (ACL) reconstruction, performed using a modified transtibial technique, and to compare the results with data from the literature. Materials and Methods: Seventeen patients with ACL lesions underwent modified transtibial ACL reconstruction. Postoperatively, 3D CT examinations were performed and the images were analyzed by the quadrant system described by Bernard and Hertel to define the femoral tunnel coordinates. Results: The mean value of femoral tunnel location coordinates was 37.1±5.9 in the horizontal plane and 23.9±7.5 in the vertical plane. Compared with other studies using the transtibial or transportal technique, femoral positioning was improved in the vertical plane. The outside-in technique provided the best results both in the vertical and horizontal planes. Conclusions: The modified transtibial technique was not effective for systematically anatomic femoral tunnel positioning; however, it was relatively better than the conventional transtibial technique.

O uso das reconstruções tomográficas tridimensionais no diagnóstico do trauma facial: relato de três casos e revisão da literatura / The use of three-dimensional tomographic reconstructions in the diagnosis on facial trauma: report of three cases and literature review

As fraturas do complexo maxilofacial exigem uma compreensão tridimensional detalhada do padrãodo dano. A avaliação radiográfica adequada do paciente é a base para o planejamento da cirurgia reparadora. Para a efetivação das manobras cirúrgicas que envolvem esse tipo de trauma, a anatomia e o diagnóstico por imagem exercem importante papel. As imagens tridimensionais são especialmente úteis ao cirurgião porque permitem a representação panorâmica do complexo facial e da fratura, o que facilita o planejamento do tratamento. O presente trabalho visa a relatar umaapresentação de três casos clínicos, bem como uma revisão de literatura, discutindo sobre a utilização das reconstruções tomográficas tridimensionais no diagnóstico do trauma facial.

Fractures on the maxillofacial complex demand a detailed threedimensionalcomprehension of the damaged area. A correct radiographic evaluation is essential for the planning of the repair surgery. The surgical maneuvers involving this type of trauma dependon the knowledge of anatomy and an image diagnosis. The threedimensionalimages are especially important for the surgeons due to the fact that they allow a panoramic representation of the facialcomplex and of the fracture, facilitating the treatment planning. This study aims to report three clinical cases, as well as a literature review, discussing the utilization of three-dimensionaltomography reconstructions on the diagnosis of the facial trauma.