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Deep Gaussian process with uncertainty estimation for microsatellite instability and immunotherapy response prediction from histology.

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Title: Deep Gaussian process with uncertainty estimation for microsatellite instability and immunotherapy response prediction from histology.
Authors: Park S; Vanderbilt University Medical Center, Nashville, TN, USA., Pettigrew MF; Division of Surgical Oncology, Department of Surgery, University of Texas Southwestern Medical Center, Dallas, TX, USA., Cha YJ; Department of Pathology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea., Kim IH; Department of Internal Medicine, Division of Medical Oncology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea., Kim M; Vanderbilt University Medical Center, Nashville, TN, USA., Banerjee I; Department of Radiology, Mayo Clinic, Phoenix, AZ, USA., Barnfather I; Department of Artificial Intelligence and Informatics, Mayo Clinic, Jacksonville, FL, USA., Clemenceau JR; Vanderbilt University Medical Center, Nashville, TN, USA., Jang I; Vanderbilt University Medical Center, Nashville, TN, USA., Kim H; Department of Pathology, Yonsei University College of Medicine, Seoul, Korea., Kim Y; Department of Hospital Pathology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea., Pai RK; Department of Laboratory Medicine and Pathology, Mayo Clinic, Scottsdale, AZ, USA., Park JH; Department of Pathology, SMG-SNU Boramae Medical Center, Seoul National University College of Medicine, Seoul, Korea., Samadder NJ; Department of Gastroenterology and Hepatology, Mayo Clinic, Scottsdale, AZ, USA., Song KY; Division of Gastrointestinal Surgery, Department of Surgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea., Sung JY; Department of Pathology, College of Medicine, Kyung Hee University hospital, Kyung Hee University, Seoul, Korea., Cheong JH; Department of Surgery, Department of Biochemistry and Molecular Biology, Department of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul, Korea. jhcheong@yuhs.ac., Kang J; Department of Surgery, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea. ravic@naver.com., Lee SH; Department of Hospital Pathology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea. hakjjang@gmail.com., Wang SC; Division of Surgical Oncology, Department of Surgery, University of Texas Southwestern Medical Center, Dallas, TX, USA. Sam.Wang@UTSouthwestern.edu., Hwang TH; Vanderbilt University Medical Center, Nashville, TN, USA. taehyun.hwang@vumc.org.
Source: NPJ digital medicine [NPJ Digit Med] 2025 May 19; Vol. 8 (1), pp. 294. Date of Electronic Publication: 2025 May 19.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101731738 Publication Model: Electronic Cited Medium: Internet ISSN: 2398-6352 (Electronic) Linking ISSN: 23986352 NLM ISO Abbreviation: NPJ Digit Med Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Park+S%22">Park S</searchLink>; Vanderbilt University Medical Center, Nashville, TN, USA.<br /><searchLink fieldCode="AU" term="%22Pettigrew+MF%22">Pettigrew MF</searchLink>; Division of Surgical Oncology, Department of Surgery, University of Texas Southwestern Medical Center, Dallas, TX, USA.<br /><searchLink fieldCode="AU" term="%22Cha+YJ%22">Cha YJ</searchLink>; Department of Pathology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea.<br /><searchLink fieldCode="AU" term="%22Kim+IH%22">Kim IH</searchLink>; Department of Internal Medicine, Division of Medical Oncology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea.<br /><searchLink fieldCode="AU" term="%22Kim+M%22">Kim M</searchLink>; Vanderbilt University Medical Center, Nashville, TN, USA.<br /><searchLink fieldCode="AU" term="%22Banerjee+I%22">Banerjee I</searchLink>; Department of Radiology, Mayo Clinic, Phoenix, AZ, USA.<br /><searchLink fieldCode="AU" term="%22Barnfather+I%22">Barnfather I</searchLink>; Department of Artificial Intelligence and Informatics, Mayo Clinic, Jacksonville, FL, USA.<br /><searchLink fieldCode="AU" term="%22Clemenceau+JR%22">Clemenceau JR</searchLink>; Vanderbilt University Medical Center, Nashville, TN, USA.<br /><searchLink fieldCode="AU" term="%22Jang+I%22">Jang I</searchLink>; Vanderbilt University Medical Center, Nashville, TN, USA.<br /><searchLink fieldCode="AU" term="%22Kim+H%22">Kim H</searchLink>; Department of Pathology, Yonsei University College of Medicine, Seoul, Korea.<br /><searchLink fieldCode="AU" term="%22Kim+Y%22">Kim Y</searchLink>; Department of Hospital Pathology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea.<br /><searchLink fieldCode="AU" term="%22Pai+RK%22">Pai RK</searchLink>; Department of Laboratory Medicine and Pathology, Mayo Clinic, Scottsdale, AZ, USA.<br /><searchLink fieldCode="AU" term="%22Park+JH%22">Park JH</searchLink>; Department of Pathology, SMG-SNU Boramae Medical Center, Seoul National University College of Medicine, Seoul, Korea.<br /><searchLink fieldCode="AU" term="%22Samadder+NJ%22">Samadder NJ</searchLink>; Department of Gastroenterology and Hepatology, Mayo Clinic, Scottsdale, AZ, USA.<br /><searchLink fieldCode="AU" term="%22Song+KY%22">Song KY</searchLink>; Division of Gastrointestinal Surgery, Department of Surgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea.<br /><searchLink fieldCode="AU" term="%22Sung+JY%22">Sung JY</searchLink>; Department of Pathology, College of Medicine, Kyung Hee University hospital, Kyung Hee University, Seoul, Korea.<br /><searchLink fieldCode="AU" term="%22Cheong+JH%22">Cheong JH</searchLink>; Department of Surgery, Department of Biochemistry and Molecular Biology, Department of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul, Korea. jhcheong@yuhs.ac.<br /><searchLink fieldCode="AU" term="%22Kang+J%22">Kang J</searchLink>; Department of Surgery, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea. ravic@naver.com.<br /><searchLink fieldCode="AU" term="%22Lee+SH%22">Lee SH</searchLink>; Department of Hospital Pathology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea. hakjjang@gmail.com.<br /><searchLink fieldCode="AU" term="%22Wang+SC%22">Wang SC</searchLink>; Division of Surgical Oncology, Department of Surgery, University of Texas Southwestern Medical Center, Dallas, TX, USA. Sam.Wang@UTSouthwestern.edu.<br /><searchLink fieldCode="AU" term="%22Hwang+TH%22">Hwang TH</searchLink>; Vanderbilt University Medical Center, Nashville, TN, USA. taehyun.hwang@vumc.org.
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  Data: <searchLink fieldCode="JN" term="%22101731738%22">NPJ digital medicine</searchLink> [NPJ Digit Med] 2025 May 19; Vol. 8 (1), pp. 294. <i>Date of Electronic Publication: </i>2025 May 19.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Publishing+Group%22">Nature Publishing Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101731738 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2398-6352 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2223986352%22">23986352 </searchLink><i>NLM ISO Abbreviation: </i>NPJ Digit Med <i>Subsets: </i>PubMed not MEDLINE
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