AIMC Topic: Imaging Genomics

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Radiomics and deep learning in lung cancer.

Strahlentherapie und Onkologie : Organ der Deutschen Rontgengesellschaft ... [et al] May 4, 2020
Lung malignancies have been extensively characterized through radiomics and deep learning. By providing a three-dimensional characterization of the lesion, models based on radiomic features from computed tomography (CT) and positron-emission tomograp...
Neoplasm Recurrence, Local Radiotherapy Planning, Computer-Assisted Neoplasm Staging Radiotherapy Radiation Injuries Radiosurgery False Positive Reactions Genotype Treatment Outcome Computational Biology Image Processing, Computer-Assisted Lung Neoplasms Deep Learning Imaging Genomics Databases, Factual Phenotype Tomography, X-Ray Computed Prognosis Forecasting Humans
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Radiogenomic Models Using Machine Learning Techniques to Predict EGFR Mutations in Non-Small Cell Lung Cancer.

Canadian Association of Radiologists journal = Journal l'Association canadienne des radiologistes Feb 17, 2020
BACKGROUND: The purpose of this study was to build radiogenomics models from texture signatures derived from computed tomography (CT) and F-FDG PET-CT (FDG PET-CT) images of non-small cell lung cancer (NSCLC) with and without epidermal growth factor ...
Image Interpretation, Computer-Assisted ErbB Receptors Fluorodeoxyglucose F18 Mutation Radiopharmaceuticals Positron Emission Tomography Computed Tomography Male Imaging Genomics Machine Learning Female Carcinoma, Non-Small-Cell Lung Sensitivity and Specificity Lung Humans Retrospective Studies Aged Reproducibility of Results Predictive Value of Tests Lung Neoplasms
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A novel sand cat swarm optimization algorithm-based SVM for diagnosis imaging genomics in Alzheimer's disease.

Cerebral cortex (New York, N.Y. : 1991) Aug 1, 2024
In recent years, brain imaging genomics has advanced significantly in revealing underlying pathological mechanisms of Alzheimer's disease (AD) and providing early diagnosis. In this paper, we present a framework for diagnosing AD that integrates magn...
Cognitive Dysfunction Support Vector Machine Brain Male Aged Neuroimaging Humans Alzheimer Disease Algorithms Female Imaging Genomics Magnetic Resonance Imaging
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