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1.
Neuroradiology ; 66(4): 463-476, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38353699

RESUMO

Raising public awareness about the relevance of supporting sustainable practices is required owing to the phenomena of global warming caused by the rising production of greenhouse gases. The healthcare sector generates a relevant proportion of the total carbon emissions in developed countries, and radiology is estimated to be a major contributor to this carbon footprint. Neuroradiology markedly contributes to this negative environmental effect, as this radiological subspecialty generates a high proportion of diagnostic and interventional imaging procedures, the majority of them requiring high energy-intensive equipment. Therefore, neuroradiologists and neuroradiological departments are especially responsible for implementing decisions and initiatives able to reduce the unfavourable environmental effects of their activities, by focusing on four strategic pillars-reducing energy, water, and helium use; properly recycling and/or disposing of waste and residues (including contrast media); encouraging environmentally friendly behaviour; and reducing the effects of ionizing radiation on the environment. The purpose of this article is to alert neuroradiologists about their environmental responsibilities and to analyse the most productive strategic axes, goals, and lines of action that contribute to reducing the environmental impact associated with their professional activities.


Assuntos
Gases de Efeito Estufa , Radiologia , Humanos , Pegada de Carbono , Radiologistas
2.
Pediatr Radiol ; 53(1): 159-168, 2023 01.
Artigo em Inglês | MEDLINE | ID: mdl-36063184

RESUMO

Pediatric neuroradiology is a subspecialty within radiology, with possible pathways to train within the discipline from neuroradiology or pediatric radiology. Formalized pediatric neuroradiology training programs are not available in most European countries. We aimed to construct a European consensus document providing recommendations for the safe practice of pediatric neuroradiology. We particularly emphasize imaging techniques that should be available, optimal site conditions and facilities, recommended team requirements and specific indications and protocol modifications for each imaging modality employed for pediatric neuroradiology studies. The present document serves as guidance to the optimal setup and organization for carrying out pediatric neuroradiology diagnostic and interventional procedures. Clinical activities should always be carried out in full agreement with national provisions and regulations. Continued education of all parties involved is a requisite for preserving pediatric neuroradiology practice at a high level.


Assuntos
Radiologia , Humanos , Criança , União Europeia , Consenso , Radiologia/métodos , Europa (Continente)
3.
Medicina (Kaunas) ; 59(12)2023 Dec 13.
Artigo em Inglês | MEDLINE | ID: mdl-38138265

RESUMO

Background and Objectives: Colorectal cancer is the third most common oncological disease worldwide. The standard treatment of locally advanced rectal tumors is neoadjuvant radiochemotherapy in combination with surgical resection. The choice of specific treatment algorithm is highly dependent on MRI findings. The aim of this study is to show the potential role of ADC measurements in rectal cancer and their usage in different clinical scenarios. Materials and Methods: A total of 135 patients had rectal MRI evaluation. Seventy-five (56%) had histologically proven rectal adenocarcinoma and sixty (44%) were evaluated as rectal disease-free. An ADC measurement in the most prominent region of interest was obtained for all patients. Eighteen patients (24% of the rectal cancer group) had a second MRI after neoadjuvant chemoradiotherapy with comparison of the ADC values at the same region of interest as previously measured. Results: Rectal cancer ADC values were found to be significantly lower than the ones in the control group (p < 0.001). A statistically significant correlation was found when ADC values in rectal tumors of different T stages were compared (p = 0.039)-those with higher T stage as in locally advanced disease showed lower ADC values. Patients with extramural vascular invasion showed significantly lower ADC values (p = 0.01). There was a significant increase in ADC values after treatment (p < 0.001), and a negative correlation was observed (r = -0.6572; p = 0.004)-tumors with low initial ADC values showed a higher increase in ADC. Conclusions: ADC measurements have a complementary role in the assessment of rectal cancer and have the potential to predict the response to chemoradiotherapy and improve the planning of proper treatment strategies.


Assuntos
Imagem de Difusão por Ressonância Magnética , Neoplasias Retais , Humanos , Resultado do Tratamento , Imageamento por Ressonância Magnética , Quimiorradioterapia , Terapia Neoadjuvante , Neoplasias Retais/diagnóstico por imagem , Neoplasias Retais/terapia
4.
Int J Legal Med ; 136(6): 1851-1863, 2022 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-35945460

RESUMO

Sex identification is a primary step in forensic analysis of skeletal remains. The accuracy of sex estimation methods greatly depends on the sexual dimorphism manifested by the target anatomical region. The study aims to evaluate the sexual dimorphism in shape and size of the neurocranium and to compare the potential of shape and size of different cranial regions to classify correctly the male and female crania. The study was carried out on computed tomography images of 373 Bulgarian adults (161 males and 212 females). Three-dimensional coordinates of 32 landmarks were acquired. The landmarks were arranged in 4 configurations: neurocranium, frontal bone, parietotemporal region, and occipital bone. For each configuration, the presence of significant sex differences in shape and size was tested. Principal component analysis (PCA) was applied to explore the shape variation. The classification power of size and shape was tested using discriminant analysis and k-means clustering. The neurocranium shows significant sex differences in shape and size. The parietotemporal region is the most dimorphic neurocranial part in size and the frontal bone is the most differing one in shape. The size of the parietotemporal region and frontal bone classifies correctly more than 80% of the crania. The discrimination ability based on shape is rather low as the highest values of about 70% are obtained for the frontal and occipital bone. The PCA plots show large overlapping of the male and female crania. It can be inferred that the sex-specific size differences in the neurocranium are more important than the shape differences.


Assuntos
Determinação do Sexo pelo Esqueleto , Adulto , Análise Discriminante , Feminino , Antropologia Forense , Osso Frontal , Humanos , Masculino , Análise de Componente Principal , Caracteres Sexuais , Determinação do Sexo pelo Esqueleto/métodos , Crânio/anatomia & histologia , Crânio/diagnóstico por imagem
5.
Int J Legal Med ; 135(3): 951-966, 2021 May.
Artigo em Inglês | MEDLINE | ID: mdl-33179173

RESUMO

The aim of the present study is to apply support vector machines (SVM) and artificial neural network (ANN) as sex classifiers and to generate useful classification models for sex estimation based on cranial measurements. Besides, the performance of the generated sub-symbolic machine learning models is compared with models developed through logistic regression (LR). The study was carried out on computed tomography images of 393 Bulgarian adults (169 males and 224 females). The three-dimensional coordinates of 47 landmarks were acquired and used for calculation of the cranial measurements. A total of 64 measurements (linear distances, angles, triangle areas and heights) and 22 indices were calculated. Two datasets were assembled including the linear measurements only and all measurements and index, respectively. An additional third dataset comprising all possible interlandmark distances between the landmarks was constructed. Two machine learning algorithms-SVM and ANN and a traditional statistical analysis LR-were applied to generate models for sex estimation. In addition, two advanced attribute selection techniques (Weka BestFirst and Weka GeneticSearch) were used. The classification accuracy of the models was evaluated by means of 10 × 10-fold cross-validation procedure. All three methods achieved accuracy results higher than 95%. The best accuracy (96.1 ± 0.5%) was obtained by SVM and it was statistically significantly higher than the best results achieved by ANN and LR. SVM and ANN reached higher accuracy by training on the full datasets than the selection datasets, except for the sample described by the interlandmark distances, where the reduction of attributes by the GeneticSearch algorithm improved the accuracy.


Assuntos
Redes Neurais de Computação , Determinação do Sexo pelo Esqueleto/métodos , Crânio/anatomia & histologia , Máquina de Vetores de Suporte , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Pontos de Referência Anatômicos , Bulgária , Cefalometria , Conjuntos de Dados como Assunto , Feminino , Humanos , Modelos Logísticos , Masculino , Pessoa de Meia-Idade , Reprodutibilidade dos Testes
6.
AJR Am J Roentgenol ; 215(3): 695-705, 2020 09.
Artigo em Inglês | MEDLINE | ID: mdl-32755170

RESUMO

OBJECTIVE. The purpose of this article is to review the characteristic CT and MRI findings associated with monogenetic causes of ischemic and hemorrhagic stroke in children and young adults. CONCLUSION. Ischemic and hemorrhagic stroke in children and young adults remains a common cause of acquired disability but is underrecognized. Brain parenchymal and vascular imaging is commonly performed as part of the comprehensive evaluation of young patients presenting with stroke. Familiarity with these patterns of disease enables early recognition of an underlying inherited condition.


Assuntos
Imageamento por Ressonância Magnética , Acidente Vascular Cerebral/diagnóstico por imagem , Acidente Vascular Cerebral/genética , Tomografia Computadorizada por Raios X , Adolescente , Criança , Meios de Contraste , Predisposição Genética para Doença , Humanos , Síndrome , Adulto Jovem
7.
Clin Lab ; 61(11): 1653-8, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26731989

RESUMO

BACKGROUND: Ischemic acute stroke is a leading cause for mortality and invalidity in recent years. Clinical trials show the role of ADMA as endogenous inhibitor of nitric oxide synthase and its connection to acute stroke. An early decrease of serum ADMA levels might help in recovery of the blood stream in patients with acute stroke and non-affective changes in the brain. METHODS: We compared 18 patients with acute stroke before and after thrombolysis and 21 patients (without history of cardiovascular disease, diabetes, kidney and liver injury, non-smokers) before and after thrombolysis. All results were compared to 30 healthy persons. Patients were evaluated by NIHSS, with ultrasound, CT and laboratory methods (traditional risk factors and CRP, D-dimmer, homocysteine, and ADMA). RESULTS: Classic vascular factors showed statistical significance in patients with acute stroke. Serum hsCRP levels and D-dimer in our study showed no connection to acute stroke. We found a statistically significant correlation in patients with stroke between ADMA and homocysteine levels (r = 0.469, p < 0.001). We found no significant difference between basic serum ADMA concentrations in groups with stroke who underwent different treatment (r = -0.449, p < 0.001). In patients with thrombolysis ADMA concentrations are reduced earlier, which also shows that earlier clinical recovery leads to no brain damaging effects. CONCLUSIONS: Through its pathophysiological changes, ADMA might be a predictor for acute stroke (along with already known risk factors) and can be a marker for the outcome of stroke, depending on the treatment.


Assuntos
Arginina/análogos & derivados , Biomarcadores/sangue , Acidente Vascular Cerebral/sangue , Acidente Vascular Cerebral/terapia , Idoso , Arginina/sangue , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Terapia Trombolítica
8.
Folia Med (Plovdiv) ; 56(2): 81-7, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-25181844

RESUMO

The aim of this review was to present the modern concepts of diagnostic imaging in acute stroke. Neuroimaging in acute stroke aims at diagnosing the condition as early as possible and assessing the extent of parenchymal perfusion and the intracranial vessels patency. A modern approach would involve a combination of various imaging modalities as multidetector computed tomography and high field magnetic resonance imaging. A non-enhanced computed tomography (CT) is used to detect hemorrhage or to identify early signs of ischemic stroke. CT angiography finds evidence of intravascular thrombi or significant stenoses, and CT perfusion displays brain tissue at risk of irreversible alterations that can be salvaged therapeutically. Magnetic resonance imaging (MRI) is a more sensitive modality than CT in diagnosing acute brain ischemia. MR diffusion-weighted imaging is more sensitive than conventional MR sequences in hyperacute stage. MR angiography as a non-invasive and non-ionizing imaging method is used as an alternative modality to CT angiography. To find brain tissue at risk diffusion- and perfusion-weighted magnetic resonance imaging modalities are used. The authors present briefly the modern neuroimaging modalities used in patients with transient ischemic attack, minor stroke and venous infarction. By combining different imaging techniques in a multimodal approach we can acquire the information necessary for therapeutic planning and differentiate patients who need thrombolysis.


Assuntos
Neuroimagem/métodos , Acidente Vascular Cerebral/diagnóstico , Doença Aguda , Meios de Contraste , Humanos , Aumento da Imagem/métodos , Planejamento de Assistência ao Paciente , Acidente Vascular Cerebral/terapia
9.
Anthropol Anz ; 81(1): 19-42, 2024 Jan 25.
Artigo em Inglês | MEDLINE | ID: mdl-37498011

RESUMO

Medical imaging and machine learning are beneficial approaches in physical and forensic anthropology. They are particularly useful for the development of models for sex identification based on bone remains. The present study uses machine learning algorithms to create models for sex estimation based on mandibular measurements. The sample included head CT scans of 239 adult Bulgarians (116 males and 123 females). Three-dimensional coordinates of 45 landmarks of the mandible were acquired from segmented polygonal models of the skulls of these individuals. Two datasets of mandibular measurements were assembled. The first dataset included 51 measurements: linear, projective, and angular measurements. The second dataset included 990 interlandmark distances. Seven machine learning algorithms (Support Vector Machines, Neural Network, Naïve Bayes, Random Forest, J48, JRip, and Logistic Regression) were applied to the two datasets, and the classification accuracy was evaluated by 10x5-cross-validation. The selection of the best subsets of attributes specific to each of the abovementioned algorithms was done based on the attribute importance evaluated by an attribute selection scheme. In general, the sub-symbolic algorithms achieved higher results than the symbolic ones, except for the logistic regression. The best classification model was learnt by the Support Vector Machines algorithm, which achieved an accuracy of 95.3% on a dataset described by 19 interlandmark distances. In both datasets, the application of advanced attribute selection has led to an increase in the classification accuracy of all algorithms used in the experiments.


Assuntos
População do Leste Europeu , Mandíbula , Redes Neurais de Computação , Determinação do Sexo pelo Esqueleto , Adulto , Feminino , Humanos , Masculino , Algoritmos , Teorema de Bayes , Mandíbula/anatomia & histologia , Máquina de Vetores de Suporte
10.
Clin Case Rep ; 12(1): e8322, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-38250093

RESUMO

Transient perivascular inflammation of the carotid artery (TIPIC syndrome) is a rare, unclassified vascular syndrome that usually affects the distal part of the common carotid artery and has a favorable prognosis. The disease is often misdiagnosed even by neurologists due to the moderate intensity of clinical symptoms and their transient character. We present a case of a 52-year-old man who experienced two episodes of transient neck pain and moderate local tenderness one and a half years apart. Different imaging modalities, such as ultrasound, CT angiography, and high-resolution 3T MR, were applied to better visualize the perivascular inflammation of the common carotid arteries. Based on the clinical-radiological characteristics of our case and applying the diagnostic criteria, we established the diagnosis of TIPIC syndrome. The patient was treated with nonsteroidal anti-inflammatory drugs for few weeks, and reduction in perivascular changes was observed in both episodes. The case raises questions about the phases of the disease, its duration and the intervals between follow-ups. Our article also increases the awareness of this rare clinical-radiological entity and presents recent data from the literature.

11.
Biology (Basel) ; 12(4)2023 Mar 24.
Artigo em Inglês | MEDLINE | ID: mdl-37106693

RESUMO

Sellar (caroticoclinoid and interclinoid), pterygospinous and pterygoalar bridges are osseous bars of the sphenoid bone, which enclose additional foramina in the skull base and could cause entrapment of nerves, occlusion of vessels and obstruction of surgical corridors. This study aimed to investigate the frequency of sphenoid bone bridges in Bulgarians and to assess the bilateral and sex differences in their distribution. This study was performed on head CT scans of 315 Bulgarians, 148 males and 167 females. The sellar bridges were the most common type of sphenoid bridging; particularly the caroticoclinoid bridge. The pterygospinous bridge was a relatively common finding and the pterygoalar bridge was the most infrequent type of bridging. The total frequency of sellar bridges did not differ significantly between both sides and sexes. The pterygospinous bridge did not indicate significant bilateral differences but showed considerable sex differences concerning the left-side occurrence, which was significantly higher in the male series. There were no considerable bilateral and sex differences in the distribution of the pterygoalar bridging. There were no significant correlations between the different types of sphenoid bone bridges, but each type of bridging showed significant positive correlations between the right and left side co-occurrence in males and females.

12.
Leg Med (Tokyo) ; 65: 102322, 2023 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-37722156

RESUMO

The degree of sexual dimorphism expressed by human bones is of primary importance for the development of accurate methods for sex estimation. The objective of the present study was to investigate sex differences in shape and size of the mandible using geometric morphometric methods. The study also aimed to examine the impact of age on the sex classification ability of the size and shape of the mandible. Computed tomography images of 190 Bulgarians (98 males and 92 females) were used in the study. Polygonal surface models of the skulls were generated and used for digitizing 45 landmarks located on the mandible. The raw three-dimensional coordinates of the landmarks were processed via generalized Procrustes superimposition. The sex differences in mandibular size and shape were evaluated for statistical significance. Multivariate regression was applied for correction of the allometric effect. Principal component analysis, discriminant analysis, and canonical variate analysis were also used in the study. Mandibular size differed significantly between males and females and achieved a sex classification accuracy of 87%. The significance of the sex differences in mandibular shape depended on the type of shape variables used in the analysis. The shape variables provided different classification accuracy: 78% using the Procrustes coordinates and 53% using the regression residuals. The male and female mandibles differed significantly in size and shape, including the allometric component. Mandibular size is a more effective sex indicator than shape. Age has an ambiguous effect on the classification accuracy of the size and shape variables of the mandible.


Assuntos
Besouros , Caracteres Sexuais , Animais , Humanos , Masculino , Feminino , Mandíbula/diagnóstico por imagem , Crânio , Análise Discriminante , Análise de Componente Principal
13.
Korean J Neurotrauma ; 19(2): 249-257, 2023 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-37431372

RESUMO

Severe traumatic brain injury (TBI) is often associated with diffuse axonal injury. Diffuse axonal injury affecting the corpus callosum may present with intraventricular hemorrhage on baseline computed tomography (CT) scan. Posttraumatic corpus callosum damage is a chronic condition that can be diagnosed over the long term using various magnetic resonance imaging (MRI) sequences. Here, we present two cases of severe survivors of TBI with isolated intraventricular hemorrhage detected on an initial CT scan. After acute trauma management, long-term follow-up was performed. Diffusion tensor imaging and subsequent tractography revealed a significant decrease in the fractional anisotropy values and the number of corpus callosum fibers compared with those in healthy control patients. This study presents a possible correlation between traumatic intraventricular hemorrhage on admission CT and long-term corpus callosum impairment detected on MRI in patients with severe head injury by presenting demonstrative cases and conducting a literature review.

14.
J Clin Ultrasound ; 40(9): 607-10, 2012.
Artigo em Inglês | MEDLINE | ID: mdl-22505315

RESUMO

Lenticulostriate vasculopathy (LSV) is a sonographic finding in infancy with obscure etiology and variable diagnostic and prognostic significance. Ischemic infarct in the territory of the lenticulostriate vessels after mild head trauma is a rare pathology. There are no publications on LSV followed by ischemic infarct. We present the case of an 8-month-old boy who suffered mild head trauma and developed an ischemic brain infarct in the territory of preexisting LSV. It is speculated that LSV might be a predisposing factor for ischemic brain infarct after mild head trauma in infants.


Assuntos
Doença Cerebrovascular dos Gânglios da Base/complicações , Doença Cerebrovascular dos Gânglios da Base/diagnóstico , Infarto Encefálico/diagnóstico , Infarto Encefálico/etiologia , Traumatismos Craniocerebrais/complicações , Doença Cerebrovascular dos Gânglios da Base/terapia , Encéfalo/diagnóstico por imagem , Infarto Encefálico/terapia , Causalidade , Dipiridamol/uso terapêutico , Ecoencefalografia/métodos , Seguimentos , Humanos , Lactente , Masculino , Fármacos Neuroprotetores/uso terapêutico , Piracetam/uso terapêutico , Plasma , Inibidores da Agregação Plaquetária/uso terapêutico
15.
Biology (Basel) ; 11(9)2022 Sep 09.
Artigo em Inglês | MEDLINE | ID: mdl-36138812

RESUMO

The level of sexual dimorphism manifested by human bones is an important factor for development of effective sex estimation methods. The aim of the study was to investigate the sexual dimorphism in the size and shape of the viscerocranium using geometric morphometric techniques. It also aimed to explore the sex differences in distinct viscerocranial regions and to establish the most dimorphic region with regard to size and shape. Computed tomography images of 156 males and 184 females were used in the study. Three-dimensional coordinates of 31 landmarks were acquired. Five landmark configurations were constructed from the viscerocranium and its orbital, nasal, maxillary, and zygomatic region. Generalized Procrustes superimposition, principal component analysis, and discriminant analysis were applied to each configuration. The significance of the sex differences in size and shape was assessed and significant differences were found in all configurations. The highest accuracy was obtained from both shape and size of the whole viscerocranium. Based on size only, the highest accuracy was achieved by the nasal region. The accuracy based on shape was generally low for all configurations, but the highest result was attained by the orbital region. Hence, size is a better sex discriminator than shape.

16.
Neuromuscul Disord ; 31(7): 633-641, 2021 07.
Artigo em Inglês | MEDLINE | ID: mdl-34053846

RESUMO

Pathogenic variants in MYH7 cause a wide range of cardiac and skeletal muscle diseases with childhood or adult onset. These include dilated and/or hypertrophic cardiomyopathy, left ventricular non-compaction cardiomyopathy, congenital myopathies with multi-minicores and myofiber type disproportion, myosin storage myopathy, Laing distal myopathy and others (scapulo-peroneal or limb-girdle muscle forms). Here we report the results from molecular genetic analyses (NGS and Sanger sequencing) of 4 patients in two families with variable neuromuscular phenotypes with or without cardiac involvement. Interestingly, variants in MYH7 gene appeared to be the cause in all the cases. A novel nonsense variant c.5746C>T, p.(Gln1916Ter) was found in the patient in Family 1 who deceased at the age of 2 years 4 months with the clinical diagnosis of dilated cardiomyopathy, whose father died before the age of 40 years, due to cardiac failure with clinical diagnosis of suspected limb-girdle muscular dystrophy. A splice acceptor variant c.5560-2A>C in MYH7 was detected in the second proband and her sister, with late onset distal myopathy without cardiac involvement. These different phenotypes (muscular involvement with severe cardiomyopathy and pure late onset neuromuscular phenotype without heart involvement) may result from novel MYH7 variants, which most probably impact the LMM (light meromyosin) domain's function of the mature protein.


Assuntos
Miosinas Cardíacas/genética , Miopatias Distais/genética , Distrofia Muscular do Cíngulo dos Membros/genética , Cadeias Pesadas de Miosina/genética , Penetrância , Adulto , Bulgária , Pré-Escolar , Feminino , Humanos , Lactente , Masculino , Pessoa de Meia-Idade , Músculo Esquelético/patologia , Doenças Musculares/congênito , Doenças Musculares/genética , Mutação , Linhagem , Fenótipo
17.
Radiol Oncol ; 54(4): 419-428, 2020 10 21.
Artigo em Inglês | MEDLINE | ID: mdl-33085642

RESUMO

Background To assess different types of adnexal masses as identified by 3T MRI and to discuss the added value of diffusion techniques compared with conventional sequences. Patients and methods 174 women age between 13 and 87 underwent an MRI examination of the pelvis for a period of three years. Patients were examined in two radiology departments - 135 of them on 3 Tesla MRI Siemens Verio and 39 on 3 Tesla MRI Philips Ingenia. At least one adnexal mass was diagnosed in 98 patients and they are subject to this study. Some of them were reviewed retrospectively. Data from patients' history, physical examination and laboratory tests were reviewed as well. Results 124 ovarian masses in 98 females' group of average age 47.2 years were detected. Following the MRI criteria, 59.2% of the cases were considered benign, 30.6% malignant and 10.2% borderline. Out of all masses 58.1% were classified as cystic, 12.9% as solid and 29% as mixed. Оf histologically proven tumors 74.4% were benign and 25.6% were malignant. All of the malignant tumors had restricted diffusion. 64 out of all patients underwent contrast enhancement. (34 there were a subject of contraindications). 39 (61%) of the masses showed contrast enhancement. Conclusions Classifying adnexal masses is essential for the preoperative management of the patients. 3T MRI protocols, in particular diffusion techniques, increase significantly the accuracy of the diagnostic assessment.


Assuntos
Doenças dos Anexos/diagnóstico por imagem , Imageamento por Ressonância Magnética/métodos , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Meios de Contraste , Diagnóstico Diferencial , Imagem de Difusão por Ressonância Magnética , Feminino , Humanos , Pessoa de Meia-Idade , Compostos Organometálicos
18.
Forensic Sci Int ; 315: 110441, 2020 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-32781389

RESUMO

The aim of the present study is to develop effective and understandable classification models for sex estimation and to identify the most dimorphic linear measurements in adult crania by means of data mining techniques. Furthermore, machine learning models and models developed through logistic regression analysis are compared in terms of performance. Computed tomography scans of 393 adult individuals were used in the study. A landmark-based approach was applied to collect the metric data. The three-dimensional coordinates of 47 landmarks were acquired and used for calculation of linear measurements. Two datasets of cranial measurements were assembled, including 37standard measurements and 1081 interlandmark distances, respectively. Three data mining algorithms were applied: the rule induction algorithms JRIP and Ridor, and the decision tree algorithm J48. Two advanced attribute selection methods (Weka BestFirst and Weka GeneticSearch) were also used. The best accuracy result (91.9 %) was achieved by a set of rules learnt by the JRIP algorithm from the dataset constructed by application of the GeneticSearch selection algorithm to the dataset of standard cranial measurements. The set consisted of five rules including seven cranial measurements. Its accuracy was even better than the classification rates achieved by the logistic regression models. Concerning the second dataset of nonstandard measurements, the best accuracy (88.3 %) was obtained by using classification models learnt by two algorithms - JRIP with a dataset preprocessed by the BestFirst selection algorithm and Ridor with preprocessing by the GeneticSearch selection algorithm. Our experiments show that for the two datasets mentioned above the rule-based models contain smaller sets of rules with shorter lists of measurements and achieve better classification accuracy results in comparison with decision tree-based models.


Assuntos
Algoritmos , Mineração de Dados/métodos , Aprendizado de Máquina , Determinação do Sexo pelo Esqueleto/métodos , Crânio/diagnóstico por imagem , Tomografia Computadorizada por Raios X , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Pontos de Referência Anatômicos , Cefalometria , Árvores de Decisões , Antropologia Forense/métodos , Humanos , Imageamento Tridimensional , Modelos Logísticos , Pessoa de Meia-Idade , Crânio/anatomia & histologia , Adulto Jovem
19.
Epilepsia ; 50(7): 1679-88, 2009 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-19400876

RESUMO

PURPOSE: The restricted genetic diversity and homogeneous molecular basis of Mendelian disorders in isolated founder populations have rarely been explored in epilepsy research. Our long-term goal is to explore the genetic basis of epilepsies in one such population, the Gypsies. The aim of this report is the clinical and genetic characterization of a Gypsy family with a partial epilepsy syndrome. METHODS: Clinical information was collected using semistructured interviews with affected subjects and informants. At least one interictal electroencephalography (EEG) recording was performed for each patient and previous data obtained from records. Neuroimaging included structural magnetic resonance imaging (MRI). Linkage and haplotype analysis was performed using the Illumina IVb Linkage Panel, supplemented with highly informative microsatellites in linked regions and Affymetrix SNP 5.0 array data. RESULTS: We observed an early-onset partial epilepsy syndrome with seizure semiology strongly suggestive of temporal lobe epilepsy (TLE), with mild intellectual deficit co-occurring in a large proportion of the patients. Psychiatric morbidity was common in the extended pedigree but did not cosegregate with epilepsy. Linkage analysis definitively excluded previously reported loci, and identified a novel locus on 5q31.3-q32 with an logarithm of the odds (LOD) score of 3 corresponding to the expected maximum in this family. DISCUSSION: The syndrome can be classified as familial temporal lobe epilepsy (FTLE) or possibly a new syndrome with mild intellectual deficit. The linked 5q region does not contain any ion channel-encoding genes and is thus likely to contribute new knowledge about epilepsy pathogenesis. Identification of the mutation in this family and in additional patients will define the full phenotypic spectrum.


Assuntos
Cromossomos Humanos Par 5/genética , Epilepsias Parciais/genética , Roma (Grupo Étnico)/genética , Adolescente , Adulto , Criança , Eletroencefalografia , Epilepsias Parciais/epidemiologia , Epilepsia do Lobo Temporal/epidemiologia , Epilepsia do Lobo Temporal/genética , Feminino , Efeito Fundador , Ligação Genética/genética , Variação Genética , Haplótipos/genética , Humanos , Imageamento por Ressonância Magnética , Masculino , Polimorfismo de Nucleotídeo Único/genética , Roma (Grupo Étnico)/estatística & dados numéricos , Síndrome
20.
Homo ; 70(1): 63-73, 2019 Aug 29.
Artigo em Inglês | MEDLINE | ID: mdl-31475292

RESUMO

Mastoid Triangle (MT) is a triangle constructed between the landmarks porion, mastoidale and asterion. The aim of the study is to evaluate the sex differences in the MT size in Bulgarian adults and to develop discriminant functions for sex estimation based on the MT sides and area. The study was carried out on 148 head CT scans. A sample of 53 males and 53 females was used for development of discriminant functions, and a test sample of 21 males and 21 females was applied for their validation. Using the software InVesalius©, 3D models of the skulls were segmented and exported in STL format. The 3D coordinates of the landmarks porion, asterion and mastoidale were collected using the software MeshLab©. The MT sides, area and angles were calculated. The sex differences were assessed by the independent t-test. Bilateral differences were evaluated using the paired t-test. Univariate and multivariate discriminant function analyses were applied. The results showed that the MT sides and area differed significantly between both sexes. Sex differences were also established for the angle at mastoidale. Bilateral differences were found in males for the distance porion-mastoidale, which was significantly greater on the right side. The MT dimensions showed sufficient discriminating power for sex estimation among Bulgarians (up to 89%), and the total MT area proved to be the best single sex discriminating trait. The test sample corroborated the usefulness of the MT in sex estimation demonstrating similar or higher overall accuracy rates.


Assuntos
Processo Mastoide/anatomia & histologia , Determinação do Sexo pelo Esqueleto/métodos , Adulto , Idoso , Bulgária , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Análise Multivariada , Valor Preditivo dos Testes , Caracteres Sexuais
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