A multimodal MRI-radiomics deep learning model for survival risk stratification after gamma knife radiosurgery in patients with brain metastases: A multicenter retrospective study.
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| Title: | A multimodal MRI-radiomics deep learning model for survival risk stratification after gamma knife radiosurgery in patients with brain metastases: A multicenter retrospective study. |
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| Authors: | Chen Y; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States., Yuan Q; The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China; Department of Medical Imaging, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China; Department of Medical Imaging, Nanfang Hospital, Southern Medical University, Guangzhou, China., Cramer CK; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States., Helis CA; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States., He G; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States., Chen C; Department of Medical Imaging, Nanfang Hospital, Southern Medical University, Guangzhou, China., Choi A; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States., Young PJ; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States., Wang Y; Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, NC, United States., Xing F; Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, NC, United States., Ruiz J; Department of Medicine (Hematology & Oncology), Wake Forest University School of Medicine, Winston-Salem, NC, United States., Tan J; Department of Radiology, Wake Forest University School of Medicine, Winston-Salem, NC, United States., Lyu Q; Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Connecticut, United States., Whitlow CT; Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Connecticut, United States., Munley MT; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States., Willey J; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States., Tian J; The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China; Department of Medical Imaging, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China. Electronic address: jz.tian@163.com., Chan MD; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States. Electronic address: Michael.Chan@wfusm.edu., Jiang Y; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States. Electronic address: Yuming.Jiang@wfusm.edu. |
| Source: | Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology [Radiother Oncol] 2026 Jul 08; Vol. 222, pp. 111686. Date of Electronic Publication: 2026 Jul 08. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Elsevier Scientific Publishers Country of Publication: Ireland NLM ID: 8407192 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-0887 (Electronic) Linking ISSN: 01678140 NLM ISO Abbreviation: Radiother Oncol Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42419433 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: A multimodal MRI-radiomics deep learning model for survival risk stratification after gamma knife radiosurgery in patients with brain metastases: A multicenter retrospective study. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Chen+Y%22">Chen Y</searchLink>; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Yuan+Q%22">Yuan Q</searchLink>; The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China; Department of Medical Imaging, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China; Department of Medical Imaging, Nanfang Hospital, Southern Medical University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Cramer+CK%22">Cramer CK</searchLink>; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Helis+CA%22">Helis CA</searchLink>; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22He+G%22">He G</searchLink>; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Chen+C%22">Chen C</searchLink>; Department of Medical Imaging, Nanfang Hospital, Southern Medical University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Choi+A%22">Choi A</searchLink>; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Young+PJ%22">Young PJ</searchLink>; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Wang+Y%22">Wang Y</searchLink>; Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Xing+F%22">Xing F</searchLink>; Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Ruiz+J%22">Ruiz J</searchLink>; Department of Medicine (Hematology & Oncology), Wake Forest University School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Tan+J%22">Tan J</searchLink>; Department of Radiology, Wake Forest University School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Lyu+Q%22">Lyu Q</searchLink>; Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Connecticut, United States.<br /><searchLink fieldCode="AU" term="%22Whitlow+CT%22">Whitlow CT</searchLink>; Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Connecticut, United States.<br /><searchLink fieldCode="AU" term="%22Munley+MT%22">Munley MT</searchLink>; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Willey+J%22">Willey J</searchLink>; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Tian+J%22">Tian J</searchLink>; The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China; Department of Medical Imaging, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China. Electronic address: jz.tian@163.com.<br /><searchLink fieldCode="AU" term="%22Chan+MD%22">Chan MD</searchLink>; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States. Electronic address: Michael.Chan@wfusm.edu.<br /><searchLink fieldCode="AU" term="%22Jiang+Y%22">Jiang Y</searchLink>; Department of Radiation Oncology, Wake Forest University School of Medicine, Winston-Salem, NC, United States. Electronic address: Yuming.Jiang@wfusm.edu. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%228407192%22">Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology</searchLink> [Radiother Oncol] 2026 Jul 08; Vol. 222, pp. 111686. <i>Date of Electronic Publication: </i>2026 Jul 08. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Scientific+Publishers%22">Elsevier Scientific Publishers </searchLink><i>Country of Publication: </i>Ireland <i>NLM ID: </i>8407192 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1879-0887 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2201678140%22">01678140 </searchLink><i>NLM ISO Abbreviation: </i>Radiother Oncol <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42419433 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1016/j.radonc.2026.111686 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 111686 Titles: – TitleFull: A multimodal MRI-radiomics deep learning model for survival risk stratification after gamma knife radiosurgery in patients with brain metastases: A multicenter retrospective study. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Chen Y – PersonEntity: Name: NameFull: Yuan Q – PersonEntity: Name: NameFull: Cramer CK – PersonEntity: Name: NameFull: Helis CA – PersonEntity: Name: NameFull: He G – PersonEntity: Name: NameFull: Chen C – PersonEntity: Name: NameFull: Choi A – PersonEntity: Name: NameFull: Young PJ – PersonEntity: Name: NameFull: Wang Y – PersonEntity: Name: NameFull: Xing F – PersonEntity: Name: NameFull: Ruiz J – PersonEntity: Name: NameFull: Tan J – PersonEntity: Name: NameFull: Lyu Q – PersonEntity: Name: NameFull: Whitlow CT – PersonEntity: Name: NameFull: Munley MT – PersonEntity: Name: NameFull: Willey J – PersonEntity: Name: NameFull: Tian J – PersonEntity: Name: NameFull: Chan MD – PersonEntity: Name: NameFull: Jiang Y IsPartOfRelationships: – BibEntity: Dates: – D: 08 M: 07 Text: 2026 Jul 08 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1879-0887 Numbering: – Type: volume Value: 222 Titles: – TitleFull: Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology Type: main |
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