Search results for "Contrast-enhanced Magnetic Resonance Imaging"

showing 4 items of 4 documents

3D DCE-MRI Radiomic Analysis for Malignant Lesion Prediction in Breast Cancer Patients

2022

Rationale and Objectives: To develop and validate a radiomic model, with radiomic features extracted from breast Dynamic Contrast-Enhanced Magnetic Resonance Imaging (DCE-MRI) from a 1.5T scanner, for predicting the malignancy of masses with enhancement. Images were acquired using an 8-channel breast coil in the axial plane. The rationale behind this study is to show the feasibility of a radio-mics-powered model that could be integrated into the clinical practice by exploiting only standard-of-care DCE-MRI with the goal of reducing the required image pre-processing (ie, normalization and quantitative imaging map generation).Materials and Methods: 107 radiomic features were extracted from a …

Breast cancer Dynamic contrast-enhanced magnetic resonance imagingSupport Vector MachineComputer scienceNormalization (image processing)Breast NeoplasmsFeature selectionBreast cancerBreast cancerDiscriminative modelmedicineHumansRadiology Nuclear Medicine and imagingBreastRetrospective StudiesDynamic contrast-enhanced magnetic resonance imagingRadiomicsSupport vector machinesReceiver operating characteristicbusiness.industryPattern recognitionmedicine.diseaseMagnetic Resonance Imagingmachine learning Radiomics unsupervised feature selection Support vector machinesSupport vector machinemachine learningROC CurveFeature (computer vision)Test setFemaleArtificial intelligenceSettore MED/36 - Diagnostica Per Immagini E Radioterapiabusinessunsupervised feature selectionBreast cancer Dynamic contrast-enhanced magnetic resonance imaging; machine learning Radiomics unsupervised feature selection Support vector machinesAcademic Radiology
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Influence of contrast agent dose and image acquisition timing on the quantitative determination of nonviable myocardial tissue using delayed contrast…

2004

BACKGROUND: Delayed contrast-enhanced magnetic resonance imaging (ceMRI) has been shown to identify areas of irreversible myocardial injury due to infarction (MI) with high spatial resolution, allowing precise quantification of nonviable (hyperenhanced) myocardium. The aim of our study was to investigate the size of nonviable myocardium quantitatively as a function of time post-contrast when inversion time is held constant in patients post-myocardial infarction using two contrast agent (CA) doses. METHODS: Nine patients with chronic MI underwent two MR scans on a 1.5 Tesla system. Contrast-enhanced MRI data in two short-axis (SA) slices were continuously acquired until 40 minutes after CA i…

Gadolinium DTPAMaleTime FactorsHeart VentriclesGadoliniummedia_common.quotation_subjectMyocardial InfarctionContrast Mediachemistry.chemical_elementInfarctionReference ValuesmedicineHumansContrast (vision)Image acquisitionRadiology Nuclear Medicine and imagingMyocardial infarctionContrast-enhanced Magnetic Resonance Imagingmedia_commonDose-Response Relationship DrugRadiological and Ultrasound Technologymedicine.diagnostic_testbusiness.industryMyocardiumMagnetic resonance imagingMiddle AgedImage Enhancementmedicine.diseaseMagnetic Resonance ImagingQuantitative determinationchemistryCardiology and Cardiovascular MedicineNuclear medicinebusiness
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Texture analysis on preoperative contrast-enhanced magnetic resonance imaging identifies microvascular invasion in hepatocellular carcinoma

2019

Abstract Background Radiomic texture analysis quantifies tumor heterogeneity. The aim of this study is to determine if radiomics can predict biologic aggressiveness in HCC and identify tumors with MVI. Methods Single-center, retrospective review of HCC patients undergoing resection/ablation with curative intent from 2009 to 2017. DICOM images from preoperative MRIs were analyzed with texture analysis software. Texture analysis parameters extracted on T1, T2, hepatic arterial phase (HAP) and portal venous phase (PVP) images. Multivariate logistic regression analysis evaluated factors associated with MVI. Results MVI was present in 52.2% (n = 133) of HCCs. On multivariate analysis only T1 mea…

medicine.medical_specialtyCarcinoma HepatocellularMultivariate analysisHepatocellular carcinoma030230 surgeryLogistic regressionTumor heterogeneity03 medical and health sciences0302 clinical medicinemedicineHumansAnalysis softwareNeoplasm InvasivenessContrast-enhanced Magnetic Resonance ImagingRetrospective StudiesHepatologybusiness.industryLiver NeoplasmsGastroenterologymedicine.diseaseMagnetic Resonance Imaging030220 oncology & carcinogenesisHepatocellular carcinomaRadiologybusinessSettore MED/36 - Diagnostica Per Immagini E RadioterapiaArterial phasePreoperative imagingMRI
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Gadolinium accumulation after contrast-enhanced magnetic resonance imaging: Which implications in patients with Crohn's disease?

2017

Crohn's disease (CD) is a chronic inflammatory condition of the bowel, characterized by an alternation of remission and relapse phases, leading to a progressive intestinal damage with loss of function. Magnetic resonance enterography has been widely used in the past for the evaluation of fistulizing disease, but its use increased over time, being considered helpful in different moments of disease course. Intravenous injection of Gadolinium-based contrast agents has been demonstrated to be crucial to assess mucosal inflammation, transmural involvement, and extraintestinal disease. Recently, Gadolinium accumulation in human tissues has been increasingly reported, although clinical implication…

medicine.medical_specialtyPathologyMetabolic Clearance RateGadoliniumchemistry.chemical_elementContrast MediaGadoliniumDiseaseGastroenterology030218 nuclear medicine & medical imaging03 medical and health sciencesGadolinium storage condition0302 clinical medicineCrohn DiseaseInternal medicineMedicineHumansIn patientTissue DistributionContrast-enhanced Magnetic Resonance ImagingCrohn's diseasemedicine.diagnostic_testHepatologybusiness.industryCrohn's disease; Gadolinium; Gadolinium storage condition; Magnetic resonance imaging; Hepatology; GastroenterologyGastroenterologyMagnetic resonance imagingHepatologymedicine.diseaseMagnetic resonance enterographyMagnetic Resonance ImagingCrohn's diseasechemistryDisease Progression030211 gastroenterology & hepatologybusinessDigestive and liver disease : official journal of the Italian Society of Gastroenterology and the Italian Association for the Study of the Liver
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