Optimized prediction of breast cancer tumor microenvironment using MRI-based intratumoral and peritumoral radiomics: a prospective study.

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Title: Optimized prediction of breast cancer tumor microenvironment using MRI-based intratumoral and peritumoral radiomics: a prospective study.
Authors: Kim ES; Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea., Ham S; Healthcare Readiness Institute for Unified Korea, Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea., Seo BK; Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea., Lee JY; Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea., Sun W; Department of Anatomy, Brain Korea 21 Plus Program for Biomedical Science, Korea University College of Medicine, Seoul, Republic of Korea., Jeon M; Department of Computer Science and Engineering, College of Informatics, Korea University, Seoul, Republic of Korea., Joo M; Department of Computer Science and Engineering, College of Informatics, Korea University, Seoul, Republic of Korea., Park S; Department of Computer Science and Engineering, College of Informatics, Korea University, Seoul, Republic of Korea., Wang S; Department of Radiology, University of Cambridge, Cambridge, United Kingdom., Lee B; Department of Anatomy, Brain Korea 21 Plus Program for Biomedical Science, Korea University College of Medicine, Seoul, Republic of Korea., Lee HY; Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea., Bae MS; Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea., Cho KR; Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea., Woo OH; Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea., Song SE; Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea., Kim SY; Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea.
Source: Frontiers in oncology [Front Oncol] 2025 Nov 06; Vol. 15, pp. 1654508. Date of Electronic Publication: 2025 Nov 06 (Print Publication: 2025).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Research Foundation] Country of Publication: Switzerland NLM ID: 101568867 Publication Model: eCollection Cited Medium: Print ISSN: 2234-943X (Print) Linking ISSN: 2234943X NLM ISO Abbreviation: Front Oncol Subsets: PubMed not MEDLINE
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  Data: Optimized prediction of breast cancer tumor microenvironment using MRI-based intratumoral and peritumoral radiomics: a prospective study.
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  Data: <searchLink fieldCode="AU" term="%22Kim+ES%22">Kim ES</searchLink>; Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Ham+S%22">Ham S</searchLink>; Healthcare Readiness Institute for Unified Korea, Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Seo+BK%22">Seo BK</searchLink>; Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Lee+JY%22">Lee JY</searchLink>; Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Sun+W%22">Sun W</searchLink>; Department of Anatomy, Brain Korea 21 Plus Program for Biomedical Science, Korea University College of Medicine, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Jeon+M%22">Jeon M</searchLink>; Department of Computer Science and Engineering, College of Informatics, Korea University, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Joo+M%22">Joo M</searchLink>; Department of Computer Science and Engineering, College of Informatics, Korea University, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Park+S%22">Park S</searchLink>; Department of Computer Science and Engineering, College of Informatics, Korea University, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Wang+S%22">Wang S</searchLink>; Department of Radiology, University of Cambridge, Cambridge, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Lee+B%22">Lee B</searchLink>; Department of Anatomy, Brain Korea 21 Plus Program for Biomedical Science, Korea University College of Medicine, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Lee+HY%22">Lee HY</searchLink>; Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Bae+MS%22">Bae MS</searchLink>; Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Cho+KR%22">Cho KR</searchLink>; Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Woo+OH%22">Woo OH</searchLink>; Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Song+SE%22">Song SE</searchLink>; Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Kim+SY%22">Kim SY</searchLink>; Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea.
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  Data: <searchLink fieldCode="JN" term="%22101568867%22">Frontiers in oncology</searchLink> [Front Oncol] 2025 Nov 06; Vol. 15, pp. 1654508. <i>Date of Electronic Publication: </i>2025 Nov 06 (<i>Print Publication: </i>2025).
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Frontiers+Research+Foundation]%22">Frontiers Research Foundation] </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101568867 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Print <i>ISSN: </i>2234-943X (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%222234943X%22">2234943X </searchLink><i>NLM ISO Abbreviation: </i>Front Oncol <i>Subsets: </i>PubMed not MEDLINE
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              Text: 2025 Nov 06
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