Ensemble transformer-based multiple instance learning to predict pathological subtypes and tumor mutational burden from histopathological whole slide images of endometrial and colorectal cancer.

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Title: Ensemble transformer-based multiple instance learning to predict pathological subtypes and tumor mutational burden from histopathological whole slide images of endometrial and colorectal cancer.
Authors: Wang CW; Graduate Institute of Biomedical Engineering, National Taiwan University of Science and Technology, Taipei, 10607, Taiwan., Liu TC; Graduate Institute of Biomedical Engineering, National Taiwan University of Science and Technology, Taipei, 10607, Taiwan., Lai PJ; Graduate Institute of Biomedical Engineering, National Taiwan University of Science and Technology, Taipei, 10607, Taiwan., Muzakky H; Graduate Institute of Biomedical Engineering, National Taiwan University of Science and Technology, Taipei, 10607, Taiwan., Wang YC; Department of Gynecology and Obstetrics, Tri-Service General Hospital, Taipei, 114202, Taiwan; Department of Gynecology and Obstetrics, National Defense Medical Center, Taipei, 11490, Taiwan., Yu MH; Department of Gynecology and Obstetrics, Tri-Service General Hospital, Taipei, 114202, Taiwan; Department of Gynecology and Obstetrics, National Defense Medical Center, Taipei, 11490, Taiwan., Wu CH; Department of Pathology, Tri-Service General Hospital, Taipei, 114202, Taiwan., Chao TK; Department of Pathology, Tri-Service General Hospital, Taipei, 114202, Taiwan; Institute of Pathology and Parasitology, National Defense Medical Center, Taipei, 11490, Taiwan. Electronic address: chaotai.kuang@msa.hinet.net.
Source: Medical image analysis [Med Image Anal] 2025 Jan; Vol. 99, pp. 103372. Date of Electronic Publication: 2024 Oct 21.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 9713490 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1361-8423 (Electronic) Linking ISSN: 13618415 NLM ISO Abbreviation: Med Image Anal Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Ensemble transformer-based multiple instance learning to predict pathological subtypes and tumor mutational burden from histopathological whole slide images of endometrial and colorectal cancer.
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  Data: <searchLink fieldCode="AU" term="%22Wang+CW%22">Wang CW</searchLink>; Graduate Institute of Biomedical Engineering, National Taiwan University of Science and Technology, Taipei, 10607, Taiwan.<br /><searchLink fieldCode="AU" term="%22Liu+TC%22">Liu TC</searchLink>; Graduate Institute of Biomedical Engineering, National Taiwan University of Science and Technology, Taipei, 10607, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lai+PJ%22">Lai PJ</searchLink>; Graduate Institute of Biomedical Engineering, National Taiwan University of Science and Technology, Taipei, 10607, Taiwan.<br /><searchLink fieldCode="AU" term="%22Muzakky+H%22">Muzakky H</searchLink>; Graduate Institute of Biomedical Engineering, National Taiwan University of Science and Technology, Taipei, 10607, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wang+YC%22">Wang YC</searchLink>; Department of Gynecology and Obstetrics, Tri-Service General Hospital, Taipei, 114202, Taiwan; Department of Gynecology and Obstetrics, National Defense Medical Center, Taipei, 11490, Taiwan.<br /><searchLink fieldCode="AU" term="%22Yu+MH%22">Yu MH</searchLink>; Department of Gynecology and Obstetrics, Tri-Service General Hospital, Taipei, 114202, Taiwan; Department of Gynecology and Obstetrics, National Defense Medical Center, Taipei, 11490, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wu+CH%22">Wu CH</searchLink>; Department of Pathology, Tri-Service General Hospital, Taipei, 114202, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chao+TK%22">Chao TK</searchLink>; Department of Pathology, Tri-Service General Hospital, Taipei, 114202, Taiwan; Institute of Pathology and Parasitology, National Defense Medical Center, Taipei, 11490, Taiwan. Electronic address: chaotai.kuang@msa.hinet.net.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%22">Elsevier </searchLink><i>Country of Publication: </i>Netherlands <i>NLM ID: </i>9713490 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1361-8423 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2213618415%22">13618415 </searchLink><i>NLM ISO Abbreviation: </i>Med Image Anal <i>Subsets: </i>MEDLINE
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        Value: 10.1016/j.media.2024.103372
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        Text: English
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      – TitleFull: Ensemble transformer-based multiple instance learning to predict pathological subtypes and tumor mutational burden from histopathological whole slide images of endometrial and colorectal cancer.
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              Text: 2025 Jan
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              Y: 2025
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