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1.
J Med Imaging (Bellingham) ; 3(2): 026001, 2016 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-27081665

RESUMEN

Fetal motion manifests as signal degradation and image artifact in the acquired time series of blood oxygen level dependent (BOLD) functional magnetic resonance imaging (fMRI) studies. We present a robust preprocessing pipeline to specifically address fetal and placental motion-induced artifacts in stimulus-based fMRI with slowly cycled block design in the living fetus. In the proposed pipeline, motion correction is optimized to the experimental paradigm, and it is performed separately in each phase as well as in each region of interest (ROI), recognizing that each phase and organ experiences different types of motion. To obtain the averaged BOLD signals for each ROI, both misaligned volumes and noisy voxels are automatically detected and excluded, and the missing data are then imputed by statistical estimation based on local polynomial smoothing. Our experimental results demonstrate that the proposed pipeline was effective in mitigating the motion-induced artifacts in stimulus-based fMRI data of the fetal brain and placenta.

2.
J Pediatr ; 167(5): 1018-24, 2015 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-26384435

RESUMEN

OBJECTIVE: To compare global and regional cerebral perfusion in newborns with congenital heart disease (CHD) and healthy controls using arterial spin labeling (ASL) magnetic resonance imaging (MRI) prior to open heart surgery. STUDY DESIGN: We performed brain MRIs in 101 newborns (58 controls, 43 CHD) using 3-dimensional fast spin echo pseudo-continuous ASL. Cerebral blood flow (CBF) ASL images were linearly coregistered to T2-weighted images for anatomic delineation and selection of regions-of-interest. Anatomic regions included frontal white matter (FWM), occipital white matter (OWM), thalami, and basal ganglia (BG). RESULTS: Newborns with single ventricle CHD demonstrated significantly lower global (P = .044) and regional BG (P = .025) CBF compared with controls. Mean regional CBF in the thalami in cyanotic newborns with CHD was lower compared with controls (P = .004). Mean regional CBF in thalami (P = .02), BG (P = .01), and OWM (P = .03) among newborns with cyanotic CHD was lower than those with acyanotic CHD. Newborns with CHD ventilated prior to MRI had increased global (P = .016) and OWM (P = .013) CBF compared with those not ventilated. CONCLUSIONS: Newborns with uncorrected cyanotic or single ventricle CHD show disturbances in cerebral perfusion compared to healthy controls using ASL. Cardiac physiology and preoperative hemodynamic compromise play an important role in preoperative alterations in global and regional cerebral perfusion. Our data suggest that ASL may be useful for studying cerebral perfusion in newborns at high risk for cerebral ischemia, such as those with complex CHD.


Asunto(s)
Encéfalo/irrigación sanguínea , Circulación Cerebrovascular/fisiología , Cardiopatías Congénitas/sangre , Imagen por Resonancia Magnética , Velocidad del Flujo Sanguíneo , Encéfalo/patología , Isquemia Encefálica/patología , Procedimientos Quirúrgicos Cardíacos , Femenino , Cardiopatías Congénitas/complicaciones , Hemodinámica , Humanos , Imagenología Tridimensional , Lactante , Recién Nacido , Masculino , Edad Materna , Estudios Prospectivos , Riesgo , Marcadores de Spin
3.
Proc SPIE Int Soc Opt Eng ; 9417: 941700, 2015 Mar 17.
Artículo en Inglés | MEDLINE | ID: mdl-25859294

RESUMEN

Subject motion is a major challenge in functional magnetic resonance imaging studies (fMRI) of the fetal brain and placenta during maternal hyperoxia. We propose a motion correction and volume outlier rejection method for the correction of severe motion artifacts in both fetal brain and placenta. The method is optimized to the experimental design by processing different phases of acquisition separately. It also automatically excludes high-motion volumes and all the missing data are regressed from ROI-averaged signals. The results demonstrate that the proposed method is effective in enhancing motion correction in fetal fMRI without large data loss, compared to traditional motion correction methods.

4.
J Neuroimaging ; 25(2): 200-206, 2015.
Artículo en Inglés | MEDLINE | ID: mdl-25318661

RESUMEN

BACKGROUND AND PURPOSE: We investigated the impact of focal and diffuse corticospinal tracts damage on sensory-motor disability in multiple sclerosis (MS) patients. METHODS: Twenty-five MS patients underwent 3.0 Tesla (3T) magnetic resonance imaging with diffusion tensor imaging (DTI). The Expanded Disability Status Scale (EDSS) and the Timed 25-Foot Walk test (T25FW) quantified patient physical disability. Fractional anisotropy (FA) and mean diffusivity (MD) of the corticospinal tracts, whole brain and corticospinal tracts lesion volume were also computed. Spearman rank correlation analyses measured the associations between DTI-derived metrics and other measures of disease. Partial correlation analyses between DTI and disability measures were performed and corrected for lesion volumes as appropriate. RESULTS: Significant associations were seen between FA of the corticospinal tracts and EDSS (r = -.500, P = .0011), motor-EDSS (r = -.519, P = .008), and T25WF (r = -.637, P = .001) scores and MD of the corticospinal tracts and motor-EDSS (r = .469, P = .018) and T25WF (r = .428, P = .033) scores. When correcting for lesion volumes, only the association between FA of the corticospinal tracts and EDSS (r ≤ -.516, p ≤ .01) or motor-EDSS score (r ≤ -.516, p ≤ .01) persisted. CONCLUSIONS: DTI at 3T shows that the impact of diffuse corticospinal tracts disease on sensory-motor disability is greatly mediated by focal lesions in MS.


Asunto(s)
Imagen de Difusión Tensora/métodos , Trastornos Neurológicos de la Marcha/diagnóstico , Interpretación de Imagen Asistida por Computador/métodos , Esclerosis Múltiple/patología , Enfermedades de la Médula Espinal/patología , Adulto , Evaluación de la Discapacidad , Femenino , Trastornos Neurológicos de la Marcha/etiología , Humanos , Masculino , Persona de Mediana Edad , Esclerosis Múltiple/complicaciones , Tractos Piramidales , Reproducibilidad de los Resultados , Sensibilidad y Especificidad , Enfermedades de la Médula Espinal/complicaciones
5.
J Neuroimaging ; 24(1): 74-8, 2014.
Artículo en Inglés | MEDLINE | ID: mdl-22303896

RESUMEN

BACKGROUND: Human T-cell lymphotropic virus type I (HTLV-I)-associated myelopathy/tropical spastic paraparesis (HAM/TSP) is a disabling neurological disorder characterized by inflammatory changes in the spinal cord. We used a semiautomatic technique to quantify spinal cord volume from 3-dimensional MR images of patients with HAM/TSP. METHODS: Five patients and 5 matched healthy volunteers (HVs) underwent MRI of the cervical and thoracic spinal cord at 1.5 T. Quantification of the spinal cord volume was obtained from 3-dimensional MR images using a semiautomatic technique based on level sets. An unpaired t-test was used to assess statistical significance. RESULTS: Significant differences were found between mean spinal cord volume of HVs and HAM/TSP patients. The thoracic spinal cord volume was 14,050 ± 981 mm(3) for HVs and 8,774 ± 2,218 mm(3) for HAM/TSP patients (P = .0079), a reduction of 38%. The cervical spinal cord volume was 9,721 ± 797 mm(3) for HVs and 6,589 ± 897 mm(3) for HAM/TSP patients (P = .0079), a reduction of 32%. These results suggest that atrophy is evident throughout the spinal cord not routinely quantified. CONCLUSIONS: Semiautomatic spinal cord volume quantification is a sensitive technique for quantifying the extent of spinal cord involvement in HAM/TSP.


Asunto(s)
Algoritmos , Interpretación de Imagen Asistida por Computador/métodos , Imagenología Tridimensional/métodos , Mielitis/patología , Paraparesia Espástica Tropical/patología , Médula Espinal/patología , Adulto , Atrofia , Femenino , Humanos , Aumento de la Imagen/métodos , Imagen por Resonancia Magnética/métodos , Masculino , Persona de Mediana Edad , Mielitis/etiología , Reconocimiento de Normas Patrones Automatizadas/métodos , Reproducibilidad de los Resultados , Sensibilidad y Especificidad
6.
Artículo en Inglés | MEDLINE | ID: mdl-25570466

RESUMEN

Diffusion tensor imaging (DTI) has been widely used to study cerebral white matter microstructure in vivo. There is a plethora of open source tools available to perform pre-processing, analysis and template or atlas construction, however very few have been optimized for use with neonatal DTI data. Here we present a fully automated modular pipeline optimized for neonatal DTI data and the construction of study-specific tensor templates. We compare our methodology to an existing one. It is anticipated that the construction of population or study-specific templates will facilitate better group comparisons of neonatal populations both in health and disease.


Asunto(s)
Algoritmos , Imagen de Difusión Tensora/métodos , Procesamiento de Imagen Asistido por Computador , Encéfalo/anatomía & histología , Femenino , Humanos , Recién Nacido , Masculino
7.
J Neuroimaging ; 23(3): 445-52, 2013 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-23227967

RESUMEN

BACKGROUND AND PURPOSE: Cognitive impairment (CI) is an important component of multiple sclerosis (MS) disability. A complex biological interplay between white matter (WM) and gray matter (GM) disease likely sustains CI. This study aims to address this issue by exploring the association between the extent of normal WM and GM disease and CI. METHODS: Cognitive function of 24 MS patients and 24 healthy volunteers (HVs) was studied using the Automated Neuropsychological Assessment Metrics (ANAM) battery. WM focal lesions and normal appearing WM (NAWM) volume in patients, cortical thickness (CTh) and deep GM structure volumes in both patients and HVs were measured by high field strength (3.0-Tesla; 3T) imaging. RESULTS: An analysis of covariance showed that patients performed worse than HVs on Code Substitution Delayed Memory (P = .04) and Procedural Reaction Time (P = .05) indicative of reduced performance in memory, cognitive flexibility, and processing speed. A summary score (Index of Cognitive Efficiency) indicating global test battery performance was also lower for the patient group (P = .04). Significant associations, as determined by the Spearman rank correlation tests, were noted between each of these 3 cognitive scores and measures of NAWM volume [CDD-TP1(r = .609; P = .0035), PRO-TP1 (r = .456; P = .029) and ICE (r = .489; P = .0129)], CTh (r = .5; P ≤ .05) and volume of subcortical normal appearing GM (NAGM) structures (r = .4; P≤ .04), but not WM lesions. CONCLUSIONS: Both NAWM and NAGM volumes are related to CI in MS. The results highlight once again the urgent need to develop pharmacological strategies protecting patients from widespread neurodegeneration as possible preventive strategies of CI development.


Asunto(s)
Encéfalo/patología , Trastornos del Conocimiento/diagnóstico , Imagen de Difusión por Resonancia Magnética/métodos , Sustancia Gris/patología , Esclerosis Múltiple/diagnóstico , Pruebas Neuropsicológicas , Sustancia Blanca/patología , Adolescente , Adulto , Estudios de Casos y Controles , Trastornos del Conocimiento/etiología , Interpretación Estadística de Datos , Diagnóstico por Computador/métodos , Femenino , Humanos , Masculino , Persona de Mediana Edad , Esclerosis Múltiple/complicaciones , Valores de Referencia , Reproducibilidad de los Resultados , Sensibilidad y Especificidad , Estadística como Asunto , Adulto Joven
8.
Ann Neurol ; 70(1): 22-9, 2011 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-21710622

RESUMEN

OBJECTIVE: Multiple sclerosis (MS) lesions develop around small, inflamed veins. New lesions enhance with gadolinium on magnetic resonance imaging (MRI), reflecting disruption of the blood-brain barrier (BBB). Single time point results from pathology and standard MRI cannot capture the spatiotemporal expansion of lesions. We investigated the development and expansion of new MS lesions, focusing on the dynamics of BBB permeability. METHODS: We performed dynamic contrast-enhanced (DCE) MRI in relapsing-remitting MS. We obtained data over 65 minutes, during and after gadolinium injection. We labeled spatiotemporal enhancement dynamics as centrifugal when initially central enhancement expanded outward and centripetal when initially peripheral enhancement gradually filled the center. RESULTS: We detected 34 enhancing lesions in 200 DCE-MRI scans. In 65%, enhancement first appeared as a closed ring; in 18%, as a nodule; and in 18%, as an open ring. Lesions with initially nodular enhancement were smaller than those initially enhancing as rings (p < 0.0001). All initially nodular lesions enhanced centrifugally, whereas initially ringlike lesions enhanced centripetally, becoming nodular if small (82%) or nearly nodular if larger (18%). Open-ring lesions were periventricular or juxtacortical and enhanced centripetally. Centrifugally enhancing lesions evolved into centripetally enhancing lesions over several days. INTERPRETATION: The rapid change of enhancement dynamics from centrifugal to centripetal reflects the outward growth of MS lesions around their central vein and suggests that factors mediating lesion growth and tissue repair derive from different locations at different times. We propose a model of new lesion growth that unites our imaging observations with existing pathology data.


Asunto(s)
Barrera Hematoencefálica/patología , Esclerosis Múltiple Recurrente-Remitente/patología , Adulto , Barrera Hematoencefálica/metabolismo , Permeabilidad Capilar/fisiología , Femenino , Humanos , Imagen por Resonancia Magnética/métodos , Imagen por Resonancia Magnética/tendencias , Masculino , Persona de Mediana Edad , Esclerosis Múltiple Recurrente-Remitente/metabolismo , Adulto Joven
9.
J Neuroimmune Pharmacol ; 6(3): 354-61, 2011 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-20872081

RESUMEN

Glial activation in the setting of central nervous system inflammation is a key feature of the multiple sclerosis (MS) pathology. Monitoring glial activation in subjects with MS, therefore, has the potential to be informative with respect to disease activity. The translocator protein 18 kDa (TSPO) is a promising biomarker of glial activation that can be imaged by positron emission tomography (PET). To characterize the in vivo TSPO expression in MS, we analyzed brain PET scans in subjects with MS and healthy volunteers in an observational study using [(11)C]PBR28, a newly developed translocator protein-specific radioligand. The [(11)C]PBR28 PET showed altered compartmental distribution of TSPO in the MS brain compared to healthy volunteers (p = 0.019). Focal increases in [(11)C]PBR28 binding corresponded to areas of active inflammation as evidenced by significantly greater binding in regions of gadolinium contrast enhancement compared to contralateral normal-appearing white matter (p = 0.0039). Furthermore, increase in [(11)C]PBR28 binding preceded the appearance of contrast enhancement on magnetic resonance imaging in some lesions, suggesting a role for early glial activation in MS lesion formation. Global [(11)C]PBR28 binding showed correlation with disease duration (p = 0.041), but not with measures of clinical disability. These results further define TSPO as an informative marker of glial activation in MS.


Asunto(s)
Esclerosis Múltiple/diagnóstico por imagen , Esclerosis Múltiple/patología , Neuroglía/patología , Receptores de GABA/biosíntesis , Acetamidas , Adulto , Anciano , Biomarcadores/análisis , Radioisótopos de Carbono , Femenino , Humanos , Imagen por Resonancia Magnética , Masculino , Persona de Mediana Edad , Esclerosis Múltiple/inmunología , Neuroglía/inmunología , Neuroglía/metabolismo , Tomografía de Emisión de Positrones , Piridinas , Radiofármacos
10.
J Neuroimaging ; 21(2): e57-63, 2011 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-20626570

RESUMEN

BACKGROUND AND PURPOSE: Using high-field magnetic resonance imaging (MRI), we investigated the relationships between white matter (WM) lesion volume (LV), normal-appearing WM (NAWM) normalized volume, WM-lesion and NAWM magnetization transfer ratios (MTRs), brain parenchyma fraction (BPF), and cognitive impairment (CI) in multiple sclerosis (MS). METHODS: Twenty-four patients and 24 healthy volunteers (age, sex, and years of education-matched) underwent a 3.0 Tesla (3T) scan and evaluation of depression, fatigue, and CI using the Minimal Assessment of Cognitive Function in MS (MACFIMS) battery. RESULTS: In this clinically relatively well-preserved cohort of patients (median score on the Expanded Disability Status Scale=1.5), CI was detected on Symbol Digit Modalities Test (SDMT), California Verbal Learning Test-II (CVLT-II), and Controlled Oral Word Association Test. MT data were available in 19 pairs on whom correlation analyses were performed. Associations were seen between SDMT and normalized NAWM volume (P=.034, r=.502), CVLT-II long delay and normalized NAWM volume (P=.012, r=.563), WM-LV (P=.024, r=.514), and BPF (P=.002, r=.666). CONCLUSIONS: The use of 3T MRI in a sample of clinically stable MS patients shows the importance of WM disease in hampering processing speed and word retrieval.


Asunto(s)
Trastornos del Conocimiento/fisiopatología , Evaluación de la Discapacidad , Leucoencefalopatías/fisiopatología , Imagen por Resonancia Magnética/métodos , Esclerosis Múltiple/fisiopatología , Adolescente , Adulto , Análisis de Varianza , Estudios de Casos y Controles , Depresión/fisiopatología , Fatiga/fisiopatología , Femenino , Humanos , Interpretación de Imagen Asistida por Computador , Interferón beta/uso terapéutico , Masculino , Persona de Mediana Edad , Pruebas Neuropsicológicas
11.
IEEE Trans Med Imaging ; 29(11): 1927-41, 2010 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-20570765

RESUMEN

Low noise, high resolution, fast and accurate T1 maps from MRI images of the brain can be performed using a dual flip angle method. However, B1 field inhomogeneity, which is particularly problematic at high field strengths (e.g., 3T), limits the ability of the scanner to deliver the prescribed flip angle, introducing errors into the T1 maps that limit the accuracy of quantitative analyses based on those maps. A dual repetition time method was used for acquiring a B1 map to correct that inhomogeneity. Additional inaccuracies due to misregistration of the acquired T1-weighted images were corrected by rigid registration, and the effects of misalignment on the T1 maps were compared to those of B1 inhomogeneity in 19 normal subjects. However, since B1 map acquisition takes up precious scanning time and most retrospective studies do not have B1 map, we designed a template-based correction strategy. B1 maps from different subjects were aligned using a twelve-parameter affine registration. Recomputed T1 maps showed an important improvement with respect to the noncorrected maps: histograms of all corrected maps exhibited two peaks corresponding to white and gray matter tissues, while unimodal histograms were observed in all uncorrected maps because of the inhomogeneity. A method to detect the best nonsubject-specific B1 correction based on a set of features was designed. The optimum set of weighting factors for those features was computed. The best available B1 correction was detected in almost all subjects while corrections comparable to the T1 map corrected using the B1 map from the same subject were detected in the others.


Asunto(s)
Artefactos , Encéfalo/anatomía & histología , Aumento de la Imagen/métodos , Interpretación de Imagen Asistida por Computador/métodos , Imagen por Resonancia Magnética/métodos , Reconocimiento de Normas Patrones Automatizadas/métodos , Técnica de Sustracción , Algoritmos , Humanos , Reproducibilidad de los Resultados , Sensibilidad y Especificidad
12.
Arch Neurol ; 67(4): 447-53, 2010 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-20385911

RESUMEN

BACKGROUND: Fatigue is a common and disabling symptom of multiple sclerosis (MS). Previous studies reported that damage of the corticostriatothalamocortical circuit is critical in its occurrence. OBJECTIVE: To investigate the relationship between fatigue in MS and regional cortical and subcortical gray matter atrophy. DESIGN: Case-control study. SETTING: National Institutes of Health. PARTICIPANTS: Twenty-four patients with MS and 24 matched healthy volunteers who underwent 3.0-T magnetic resonance imaging and evaluations of fatigue (Modified Fatigue Impact Scale) and depression (Center for Epidemiologic Studies Depression Scale). MAIN OUTCOME MEASURES: Relationship between thalamic and basal ganglia volume, cortical thickness of frontal and parietal lobes, and, in patients, T2 lesion volume and normal-appearing white matter volume and the extent of fatigue. RESULTS: Patients were more fatigued than healthy volunteers (P = .04), while controlling for the effect of depression. Modified Fatigue Impact Scale score correlated with cortical thickness of the parietal lobe (r = -0.50, P = .01), explaining 25% of its variance. The posterior parietal cortex was the only parietal area significantly associated with the Modified Fatigue Impact Scale scores. CONCLUSIONS: Cortical atrophy of the parietal lobe had the strongest relationship with fatigue. Given the implications of the posterior parietal cortex in motor planning and integration of information from different sources, our preliminary results suggest that dysfunctions in higher-order aspects of motor control may have a role in determining fatigue in MS.


Asunto(s)
Atrofia/patología , Corteza Cerebral/patología , Síndrome de Fatiga Crónica/etiología , Síndrome de Fatiga Crónica/patología , Esclerosis Múltiple/complicaciones , Esclerosis Múltiple/patología , Adulto , Atrofia/fisiopatología , Mapeo Encefálico , Estudios de Casos y Controles , Corteza Cerebral/fisiopatología , Estudios de Cohortes , Trastorno Depresivo/complicaciones , Trastorno Depresivo/patología , Trastorno Depresivo/fisiopatología , Evaluación de la Discapacidad , Progresión de la Enfermedad , Síndrome de Fatiga Crónica/fisiopatología , Femenino , Humanos , Imagen por Resonancia Magnética , Masculino , Persona de Mediana Edad , Esclerosis Múltiple/fisiopatología , Lóbulo Parietal/patología , Lóbulo Parietal/fisiopatología , Índice de Severidad de la Enfermedad , Adulto Joven
13.
Expert Opin Biol Ther ; 7(7): 1079-91, 2007 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-17665995

RESUMEN

Multiple sclerosis (MS) is an immunological disorder of the CNS. Linked to an initial transient inflammation as the result of blood-brain barrier leakage, the disease progresses into a neurodegenerative phase. MRI is the most powerful paraclinical tool for diagnosing and monitoring MS. Although contrast enhancing lesions are the visible events of blood-brain barrier breakdown, accumulation of hypointense lesions, namely black holes, are recognised as irreversible axonal loss. IFN-beta is administered as a first-line drug in MS patients. However, whether the effect of IFN-beta extends beyond just prevention of blood-brain barrier leakage and further prevents the formation of black holes or promotes their recovery once formed, is not yet understood.


Asunto(s)
Encéfalo/patología , Interferón beta/uso terapéutico , Imagen por Resonancia Magnética , Esclerosis Múltiple/tratamiento farmacológico , Humanos , Aumento de la Imagen , Esclerosis Múltiple/patología , Neuroglía/patología
14.
J Vasc Surg ; 43(3): 467-473, 2006 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-16520157

RESUMEN

OBJECTIVE: To identify the best method for the prediction of postoperative mortality in individual abdominal aortic aneurysm surgery (AAA) patients by comparing statistical modelling with artificial neural networks' (ANN) and clinicians' estimates. METHODS: An observational multicenter study was conducted of prospectively collected postoperative Acute Physiology and Chronic Health Evaluation II data for a 9-year period from 24 intensive care units (ICU) in the Thames region of the United Kingdom. The study cohort consisted of 1205 elective and 546 emergency AAA patients. Four independent physiologic variables-age, acute physiology score, emergency operation, and chronic health evaluation-were used to develop multiple regression and ANN models to predict in-hospital mortality. The models were developed on 75% of the patient population and their validity tested on the remaining 25%. The results from these two models were compared with the observed outcome and clinicians' estimates by using measures of calibration, discrimination, and subgroup analysis. RESULTS: Observed in-hospital mortality for elective surgery was 9.3% (95% confidence interval [CI], 7.7% to 11.1%) and for emergency surgery, 46.7% (95% CI, 42.5 to 51.0%). The ANN and the statistical models were both more accurate than the clinicians' predictions. Only the statistical model was internally valid, however, when applied to the validation set of observations, as evidenced by calibration (Hosmer-Lemeshow C statistic, 14.97; P = .060), discrimination properties (area under receiver operating characteristic curve, 0.869; 95% CI, 0.824 to 0.913), and subgroup analysis. CONCLUSIONS: The prediction of in-hospital mortality in AAA patients by multiple regression is more accurate than clinicians' estimates or ANN modelling. Clinicians can use this statistical model as an objective adjunct to generate informed prognosis.


Asunto(s)
Aneurisma de la Aorta Abdominal/mortalidad , Aneurisma de la Aorta Abdominal/cirugía , Modelos Estadísticos , Femenino , Humanos , Masculino , Redes Neurales de la Computación , Pronóstico
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