AIMC Topic: Dose-Response Relationship, Radiation

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CODEX, a neural network approach to explore signaling dynamics landscapes.

Molecular systems biology Apr 1, 2021
Current studies of cell signaling dynamics that use live cell fluorescent biosensors routinely yield thousands of single-cell, heterogeneous, multi-dimensional trajectories. Typically, the extraction of relevant information from time series data reli...
Light Intercellular Signaling Peptides and Proteins Tumor Suppressor Protein p53 Proto-Oncogene Proteins c-akt Transforming Growth Factor beta Drosophila Radiation, Ionizing Extracellular Signal-Regulated MAP Kinases Databases as Topic Movement Dose-Response Relationship, Radiation Algorithms Animals Signal Transduction Cell Line Humans Fluorescent Dyes Neural Networks, Computer Machine Learning
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Feasibility Study on Automatic Interpretation of Radiation Dose Using Deep Learning Technique for Dicentric Chromosome Assay.

Radiation research Feb 1, 2021
The interpretation of radiation dose is an important procedure for both radiological operators and persons who are exposed to background or artificial radiations. Dicentric chromosome assay (DCA) is one of the representative methods of dose estimatio...
Humans Deep Learning Chromosome Aberrations Dose-Response Relationship, Radiation Radiation Exposure Biological Assay Automation Radiation Dosage Chromosomes Chromosomes, Human
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Optimization of treatment strategy by using a machine learning model to predict survival time of patients with malignant glioma after radiotherapy.

Journal of radiation research Nov 22, 2019
The purpose of this study was to predict the survival time of patients with malignant glioma after radiotherapy with high accuracy by considering additional clinical factors and optimize the prescription dose and treatment duration for individual pat...
Dose-Response Relationship, Radiation Support Vector Machine Survival Analysis Adolescent Time Factors Child Models, Theoretical Glioma Adult Male Middle Aged Aged, 80 and over Young Adult Humans Machine Learning Female Aged
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A convolutional neural network approach for IMRT dose distribution prediction in prostate cancer patients.

Journal of radiation research Oct 23, 2019
The purpose of the study was to compare a 3D convolutional neural network (CNN) with the conventional machine learning method for predicting intensity-modulated radiation therapy (IMRT) dose distribution using only contours in prostate cancer. In thi...
Algorithms Male Prostatic Neoplasms Radiotherapy Dosage Radiotherapy, Intensity-Modulated Humans Neural Networks, Computer Dose-Response Relationship, Radiation
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Deep convolutional neural network for reduction of contrast-enhanced region on CT images.

Journal of radiation research Oct 23, 2019
This study aims to produce non-contrast computed tomography (CT) images using a deep convolutional neural network (CNN) for imaging. Twenty-nine patients were selected. CT images were acquired without and with a contrast enhancement medium. The trans...
Contrast Media Dose-Response Relationship, Radiation Neural Networks, Computer Humans Tomography, X-Ray Computed Time Factors
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Robot-assisted Extracranial Stereotactic Radiotherapy of Adrenal Metastases in Oligometastatic Non-small Cell Lung Cancer.

Anticancer research Sep 1, 2017
AIM: The aim of this study was to evaluate the efficacy and toxicity of stereotactic body radiation therapy (SBRT) in the treatment of patients with adrenal metastases in oligometastatic non-small-cell lung cancer (NSCLC).
Dose-Response Relationship, Radiation Aged Neoplasms, Second Primary Radiosurgery Aged, 80 and over Adrenal Gland Neoplasms Male Robotics Humans Survival Analysis Middle Aged Female Lung Neoplasms Carcinoma, Non-Small-Cell Lung
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[Role of the tissue antioxidant status in response to chronic irradiation of mice during early ontogenesis].

Radiatsionnaia biologiia, radioecologiia Jan 1, 2015
The response of the liver and blood erythrocyte lipids to the low intensity chronic γ-irradiation action of mice at the dose of 8 cGy during early ontogenesis immediately and 7 months after irradiation is studied. The maintainance of the changed stru...
Erythrocytes Antioxidants Dose-Response Relationship, Radiation Biological Ontologies Liver Animals Gamma Rays Lipid Peroxidation Mice Whole-Body Irradiation
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