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radiomics in ioert of unilateral breast cancer as a biological dosimetry
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نویسنده
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bagherpour zahra ,enferadi milad ,reiazi reza ,jajroudi mahdie ,nafissi nahid ,rabi mahdavi seied
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منبع
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iranian journal of medical physics - 2022 - دوره : 19 - شماره : 6 - صفحه:322 -328
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چکیده
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Introduction: in this study, radiomic features analysis of ct scan images of the irradiated breast compared to the contralateral breast after a 12 gy boost radiation dose in ioert was conducted to obtain radiation-sensitive indicators (parameters) biological markers or biological dosimeters.material and methods: 35 contrast chest ct scans (with unilateral ductal carcinoma in situ (dcis) who had undergone boost ioert) were used in this study. the total number of 259 ct radiomic features (first-order, textural, gradient, and autoregressive model-based features) were extracted using mazda software. the features that were significantly different in the two breasts were selected. a score was assigned to each of the features and the highest scores were characterized (according to the level of significant differences). the feature selection process was performed using the hybrid feature selection method.results: ct texture analysis indicated that radiation dose causes significant changes in some radiomic features of the breast tissue.conclusion: with more research in the future, we can fit the delta-radiomics values with the received radiation dose and achieve a biological dosimeter to detect low-dose radiation.
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کلیدواژه
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radiomics ,breast cancer ,ioert ,ct scan ,dosimetry
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آدرس
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iran university of medical sciences, school of medicine, department of medical physics, iran, mayo clinic, department of radiology, usa, university of texas md anderson cancer center, department of radiation physics, division of radiation oncology, usa, mashhad university of medical sciences, pharmaceutical research center, iran, iran university of medical sciences, school of medicine, department of general surgery, iran, iran university of medical sciences, radiation biology research center, school of medicine, department of medical physics, iran
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پست الکترونیکی
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srmahdavi@hotmail.com
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Authors
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