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Gaining biological insights through supervised data visualization.

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Title: Gaining biological insights through supervised data visualization.
Authors: Rhodes JS; Department of Statistics, Brigham Young University, Provo, UT, USA., Aumon A; Department of Mathematics and Statistics, Université de Montréal, Montreal, Quebec, Canada.; Mila - Quebec AI Institute, Montreal, Quebec, Canada., Morin S; Mila - Quebec AI Institute, Montreal, Quebec, Canada.; Department of Computer Science and Operations Research, Université de Montréal, Montreal, Quebec, Canada., Girard M; Multiple Sclerosis Clinic, Division of Neurology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada., Larochelle C; Multiple Sclerosis Clinic, Division of Neurology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Neuroimmunology Research Laboratory, Centre de Recherche du Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Department of Neurosciences, Université de Montréal, Montreal, Quebec, Canada., Brunet-Ratnasingham E; Department of Medicine, University of California, San Francisco, San Francisco, CA, USA.; Research Centre of the Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Département de Médecine, Université de Montréal, Montreal, Quebec, Canada., Pagliuzza A; Research Centre of the Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada., Marchitto L; Department of Microbiology, Infectious Diseases and Immunology, Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada., Zhang W; Department of Biological Engineering, Utah State University, Logan, UT, USA.; Department of Pathology, University of Utah, Salt Lake City, UT, USA., Cutler A; Department of Mathematics and Statistics, Utah State University, Logan, UT, USA., Grand'Maison F; Neuro Rive-Sud MS Clinic, Charles LeMoyne Hospital, Greenfield Park, Quebec, Canada., Zhou A; Department of Biological Engineering, Utah State University, Logan, UT, USA., Finzi A; Research Centre of the Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Department of Microbiology, Infectious Diseases and Immunology, Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada., Chomont N; Research Centre of the Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Department of Microbiology, Infectious Diseases and Immunology, Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada., Kaufmann DE; Research Centre of the Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Département de Médecine, Université de Montréal, Montreal, Quebec, Canada.; Division of Infectious Diseases, Department of Medicine, Lausanne University Hospital, University of Lausanne, Lausanne, Switzerland., Zandee S; Neuroimmunology Research Laboratory, Centre de Recherche du Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Department of Neurosciences, Université de Montréal, Montreal, Quebec, Canada.; Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada., Prat A; Multiple Sclerosis Clinic, Division of Neurology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Neuroimmunology Research Laboratory, Centre de Recherche du Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Department of Neurosciences, Université de Montréal, Montreal, Quebec, Canada., Wolf G; Department of Mathematics and Statistics, Université de Montréal, Montreal, Quebec, Canada. wolfguy@mila.quebec.; Mila - Quebec AI Institute, Montreal, Quebec, Canada. wolfguy@mila.quebec., Moon KR; Department of Mathematics and Statistics, Utah State University, Logan, UT, USA. kevin.moon@usu.edu.
Source: Nature computational science [Nat Comput Sci] 2026 Jul; Vol. 6 (7), pp. 732-752. Date of Electronic Publication: 2026 Jun 30.
Publication Type: Journal Article
Journal Info: Publisher: Springer Nature Country of Publication: United States NLM ID: 101775476 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2662-8457 (Electronic) Linking ISSN: 26628457 NLM ISO Abbreviation: Nat Comput Sci Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Rhodes+JS%22">Rhodes JS</searchLink>; Department of Statistics, Brigham Young University, Provo, UT, USA.<br /><searchLink fieldCode="AU" term="%22Aumon+A%22">Aumon A</searchLink>; Department of Mathematics and Statistics, Université de Montréal, Montreal, Quebec, Canada.; Mila - Quebec AI Institute, Montreal, Quebec, Canada.<br /><searchLink fieldCode="AU" term="%22Morin+S%22">Morin S</searchLink>; Mila - Quebec AI Institute, Montreal, Quebec, Canada.; Department of Computer Science and Operations Research, Université de Montréal, Montreal, Quebec, Canada.<br /><searchLink fieldCode="AU" term="%22Girard+M%22">Girard M</searchLink>; Multiple Sclerosis Clinic, Division of Neurology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.<br /><searchLink fieldCode="AU" term="%22Larochelle+C%22">Larochelle C</searchLink>; Multiple Sclerosis Clinic, Division of Neurology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Neuroimmunology Research Laboratory, Centre de Recherche du Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Department of Neurosciences, Université de Montréal, Montreal, Quebec, Canada.<br /><searchLink fieldCode="AU" term="%22Brunet-Ratnasingham+E%22">Brunet-Ratnasingham E</searchLink>; Department of Medicine, University of California, San Francisco, San Francisco, CA, USA.; Research Centre of the Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Département de Médecine, Université de Montréal, Montreal, Quebec, Canada.<br /><searchLink fieldCode="AU" term="%22Pagliuzza+A%22">Pagliuzza A</searchLink>; Research Centre of the Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.<br /><searchLink fieldCode="AU" term="%22Marchitto+L%22">Marchitto L</searchLink>; Department of Microbiology, Infectious Diseases and Immunology, Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada.<br /><searchLink fieldCode="AU" term="%22Zhang+W%22">Zhang W</searchLink>; Department of Biological Engineering, Utah State University, Logan, UT, USA.; Department of Pathology, University of Utah, Salt Lake City, UT, USA.<br /><searchLink fieldCode="AU" term="%22Cutler+A%22">Cutler A</searchLink>; Department of Mathematics and Statistics, Utah State University, Logan, UT, USA.<br /><searchLink fieldCode="AU" term="%22Grand'Maison+F%22">Grand'Maison F</searchLink>; Neuro Rive-Sud MS Clinic, Charles LeMoyne Hospital, Greenfield Park, Quebec, Canada.<br /><searchLink fieldCode="AU" term="%22Zhou+A%22">Zhou A</searchLink>; Department of Biological Engineering, Utah State University, Logan, UT, USA.<br /><searchLink fieldCode="AU" term="%22Finzi+A%22">Finzi A</searchLink>; Research Centre of the Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Department of Microbiology, Infectious Diseases and Immunology, Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada.<br /><searchLink fieldCode="AU" term="%22Chomont+N%22">Chomont N</searchLink>; Research Centre of the Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Department of Microbiology, Infectious Diseases and Immunology, Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada.<br /><searchLink fieldCode="AU" term="%22Kaufmann+DE%22">Kaufmann DE</searchLink>; Research Centre of the Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Département de Médecine, Université de Montréal, Montreal, Quebec, Canada.; Division of Infectious Diseases, Department of Medicine, Lausanne University Hospital, University of Lausanne, Lausanne, Switzerland.<br /><searchLink fieldCode="AU" term="%22Zandee+S%22">Zandee S</searchLink>; Neuroimmunology Research Laboratory, Centre de Recherche du Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Department of Neurosciences, Université de Montréal, Montreal, Quebec, Canada.; Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada.<br /><searchLink fieldCode="AU" term="%22Prat+A%22">Prat A</searchLink>; Multiple Sclerosis Clinic, Division of Neurology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Neuroimmunology Research Laboratory, Centre de Recherche du Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada.; Department of Neurosciences, Université de Montréal, Montreal, Quebec, Canada.<br /><searchLink fieldCode="AU" term="%22Wolf+G%22">Wolf G</searchLink>; Department of Mathematics and Statistics, Université de Montréal, Montreal, Quebec, Canada. wolfguy@mila.quebec.; Mila - Quebec AI Institute, Montreal, Quebec, Canada. wolfguy@mila.quebec.<br /><searchLink fieldCode="AU" term="%22Moon+KR%22">Moon KR</searchLink>; Department of Mathematics and Statistics, Utah State University, Logan, UT, USA. kevin.moon@usu.edu.
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  Data: <searchLink fieldCode="JN" term="%22101775476%22">Nature computational science</searchLink> [Nat Comput Sci] 2026 Jul; Vol. 6 (7), pp. 732-752. <i>Date of Electronic Publication: </i>2026 Jun 30.
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