Radiomics of magnetic resonance imaging for assessment of pathological complete response to neoadjuvant therapy and long-term survival in breast cancer

Breast cancer (BC) is the most common malignant disease. The use of neoadjuvant drug therapy increases the likelihood of achieving a complete pathomorphological response (pCR), leads to an increase in resectability and ablation; helps to determine the sensitivity of tumor cells to chemopreventive ag...

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Main Authors: N. V. Petrova, G. G. Karmazanovsky, E. V. Kondratyev, A. Yu. Popov, M. V. Rostovtsev, N. Yu. Germanovich, D. V. Kalinin
Format: Article
Language:Russian
Published: QUASAR, LLC 2023-09-01
Series:Исследования и практика в медицине
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Online Access:https://www.rpmj.ru/rpmj/article/view/901
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author N. V. Petrova
G. G. Karmazanovsky
E. V. Kondratyev
A. Yu. Popov
M. V. Rostovtsev
N. Yu. Germanovich
D. V. Kalinin
author_facet N. V. Petrova
G. G. Karmazanovsky
E. V. Kondratyev
A. Yu. Popov
M. V. Rostovtsev
N. Yu. Germanovich
D. V. Kalinin
author_sort N. V. Petrova
collection DOAJ
description Breast cancer (BC) is the most common malignant disease. The use of neoadjuvant drug therapy increases the likelihood of achieving a complete pathomorphological response (pCR), leads to an increase in resectability and ablation; helps to determine the sensitivity of tumor cells to chemopreventive agents, thereby improving the patient’s prognosis. Since pathomorphological assessment occurs aſter surgery, it is necessary to develop methods for non-invasive response assessment for timely correction of the volume of treatment. One such method is magnetic resonance imaging (MRI). Assessment of the obtained images using texture analysis allows to increase the accuracy of the method both in the control of neoadjuvant treatment and in the assessment of the response to neoadjuvant therapy during preoperative planning.This article provides an analysis of the literature data on the potential to improve the prognostic value of breast MRI in assessing the complete pathomorphological response to neoadjuvant drug treatment of breast cancer using texture analysis of data.
format Article
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institution Kabale University
issn 2410-1893
language Russian
publishDate 2023-09-01
publisher QUASAR, LLC
record_format Article
series Исследования и практика в медицине
spelling doaj-art-e44e6aeee132482c98870c52d8ff977e2025-02-03T00:57:40ZrusQUASAR, LLCИсследования и практика в медицине2410-18932023-09-01103697910.17709/410-1893-2023-10-3-6510Radiomics of magnetic resonance imaging for assessment of pathological complete response to neoadjuvant therapy and long-term survival in breast cancerN. V. Petrova0G. G. Karmazanovsky1E. V. Kondratyev2A. Yu. Popov3M. V. Rostovtsev4N. Yu. Germanovich5D. V. Kalinin6A. V. Vishnevsky National Medical Research Center of SurgeryA. V. Vishnevsky National Medical Research Center of Surgery; Pirogov Russian National Research Medical UniversityA. V. Vishnevsky National Medical Research Center of SurgeryA. V. Vishnevsky National Medical Research Center of SurgeryA. V. Vishnevsky National Medical Research Center of Surgery; M. E. Zhadkevich City Clinical hospital of the Ministry of Health of Russia; Russian Medical Academy of Continuing Professional EducationA. V. Vishnevsky National Medical Research Center of SurgeryA. V. Vishnevsky National Medical Research Center of SurgeryBreast cancer (BC) is the most common malignant disease. The use of neoadjuvant drug therapy increases the likelihood of achieving a complete pathomorphological response (pCR), leads to an increase in resectability and ablation; helps to determine the sensitivity of tumor cells to chemopreventive agents, thereby improving the patient’s prognosis. Since pathomorphological assessment occurs aſter surgery, it is necessary to develop methods for non-invasive response assessment for timely correction of the volume of treatment. One such method is magnetic resonance imaging (MRI). Assessment of the obtained images using texture analysis allows to increase the accuracy of the method both in the control of neoadjuvant treatment and in the assessment of the response to neoadjuvant therapy during preoperative planning.This article provides an analysis of the literature data on the potential to improve the prognostic value of breast MRI in assessing the complete pathomorphological response to neoadjuvant drug treatment of breast cancer using texture analysis of data.https://www.rpmj.ru/rpmj/article/view/901breast cancerneoadjuvant therapymripathological complete responseradiomicstexture analysis
spellingShingle N. V. Petrova
G. G. Karmazanovsky
E. V. Kondratyev
A. Yu. Popov
M. V. Rostovtsev
N. Yu. Germanovich
D. V. Kalinin
Radiomics of magnetic resonance imaging for assessment of pathological complete response to neoadjuvant therapy and long-term survival in breast cancer
Исследования и практика в медицине
breast cancer
neoadjuvant therapy
mri
pathological complete response
radiomics
texture analysis
title Radiomics of magnetic resonance imaging for assessment of pathological complete response to neoadjuvant therapy and long-term survival in breast cancer
title_full Radiomics of magnetic resonance imaging for assessment of pathological complete response to neoadjuvant therapy and long-term survival in breast cancer
title_fullStr Radiomics of magnetic resonance imaging for assessment of pathological complete response to neoadjuvant therapy and long-term survival in breast cancer
title_full_unstemmed Radiomics of magnetic resonance imaging for assessment of pathological complete response to neoadjuvant therapy and long-term survival in breast cancer
title_short Radiomics of magnetic resonance imaging for assessment of pathological complete response to neoadjuvant therapy and long-term survival in breast cancer
title_sort radiomics of magnetic resonance imaging for assessment of pathological complete response to neoadjuvant therapy and long term survival in breast cancer
topic breast cancer
neoadjuvant therapy
mri
pathological complete response
radiomics
texture analysis
url https://www.rpmj.ru/rpmj/article/view/901
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