Machine learning ensemble reveals distinct molecular pathways of retinal damage in spaceflown mice.
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| Title: | Machine learning ensemble reveals distinct molecular pathways of retinal damage in spaceflown mice. |
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| Authors: | Casaletto JA; Blue Marble Space, NASA Ames Research Center, Seattle, USA. james.a.casaletto@nasa.gov., Scott RT; Amentum, Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA, 94035, USA., Rathod A; Mountain House High School, Mountain House, CA, 95391, USA., Jain A; Evergreen Valley High School, San Jose, CA, 95148, USA., Chandar A; Lynbrook High School, San Jose, CA, 95129, USA., Adapala A; University of California, Berkeley, Berkeley, CA, 94720, USA., Prajapati A; Thomas S. Wootton High School, Rockville, MD, 20850, USA., Nautiyal A; Lynbrook High School, San Jose, CA, 95129, USA., Jayaraman A; Dunlap High School, Dunlap, IL, 61525, USA., Boddu A; Lynbrook High School, San Jose, CA, 95129, USA., Kelam A; Innovation Academy, Alpharetta, GA, 30009, USA., Jain A; Purdue University, West Lafayette, IN, 47907, USA., Pham B; Cypress Ranch High School, Cypress, TX, 77433, USA., Shastry D; Columbus High School, Columbus, GA, 31904, USA., Narayanan D; Lynbrook High School, San Jose, CA, 95129, USA., Kosaraju E; Solon High School, Solon, OH, 44139, USA., Paley E; Columbia University, New York, NY, 10027, USA., Uribe FP; University of Illinois Urbana-Champaign, Champaign, IL, 61820, USA., Shahid I; The Early/Middle College at the University of North Carolina, Greensboro, NC, 27410, USA., Ye I; Lynbrook High School, San Jose, CA, 95129, USA., Wu J; University of Rochester, Rochester, NY, 14627, USA., Lin J; San Marino High School, San Marino, CA, 91108, USA., Srinivas K; Tomball Memorial High School, Tomball, TX, 77377, USA., Paolieri Della Monica M; University of California, Irvine, Irvine, CA, 92612, USA., Hitt M; Columbia University, New York, NY, 10027, USA., Lin M; University of California, Berkeley, Berkeley, CA, 94720, USA., Volkan M; University of Tokyo, Kashiwa City, Chiba, 277-0827, Japan., Kharya M; Valley Christian High School, San Jose, CA, 95111, USA., Kaul M; Mount Olive High School, Flanders, NJ, 07836, USA., Jaffer MA; George Ranch High School, Richmond, TX, 77469, USA., Ali M; University of Wisconsin Madison, Madison, WI, 53706, USA., Chang NZ; Stony Brook University, Stony Brook, NY, 11790, USA., Ashri N; Charlotte Latin School, Charlotte, NC, 28277, USA., Couderc NB; Harrison High School, Harrison, NY, 10528, USA., Paladugu P; Blue Marble Space, NASA Ames Research Center, Seattle, USA., Sood R; University of California, Berkeley, Berkeley, CA, 94720, USA., Hiremath R; Dublin High School, Dublin, CA, 94568, USA., Pathak R; Stanford University, Stanford, CA, 94305, USA., Dogra S; Del Norte High School, San Diego, CA, 92127, USA., Srinivas S; New Tech High at Coppell, Irving, TX, 75063, USA., Samaddar S; Georgia Institute of Technology, Atlanta, GA, 30332, USA., Gopinath S; The Lawrenceville School, Lawrenceville, NJ, 08648, USA., Sawant S; Georgia Institute of Technology, Atlanta, GA, 30332, USA., Cai S; University of Michigan, Ann Arbor, MI, 48109, USA., Pala V; Carlmont High School, Belmont, CA, 94002, USA., Nair V; Lynbrook High School, San Jose, CA, 95129, USA., Shi Z; Johns Hopkins University, Baltimore, MD, 21218, USA., Anand Narayanan S; Florida State University, Tallahassee, FL, 32304, USA., Thomas DM; Austin Community College, Austin, TX, 78752, USA., Lewkowicz A; Swiss Federal Research Institute WSL, Zürcherstrasse 111, 8903, Birmensdorf, Switzerland.; D-USYS, ETH Zurich, Zurich, Switzerland., Waisberg E; University of Cambridge, Cambridge, CB2 1TN, UK., Ong J; University of Michigan, Kellogg Eye Center, Ann Arbor, MI, 48105, USA., Gebre S; Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA, 94035, USA., Galazka JM; Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA, 94035, USA., Vaishampayan PA; Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA, 94035, USA., Sanders LM; Blue Marble Space, NASA Ames Research Center, Seattle, USA., Mao XW; Loma Linda University Health, Loma Linda, CA, 92354, USA. |
| Source: | NPJ microgravity [NPJ Microgravity] 2026 Jul 03. Date of Electronic Publication: 2026 Jul 03. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Springer Nature Country of Publication: United States NLM ID: 101703605 Publication Model: Print-Electronic Cited Medium: Print ISSN: 2373-8065 (Print) Linking ISSN: 23738065 NLM ISO Abbreviation: NPJ Microgravity |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42399270 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Machine learning ensemble reveals distinct molecular pathways of retinal damage in spaceflown mice. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Casaletto+JA%22">Casaletto JA</searchLink>; Blue Marble Space, NASA Ames Research Center, Seattle, USA. james.a.casaletto@nasa.gov.<br /><searchLink fieldCode="AU" term="%22Scott+RT%22">Scott RT</searchLink>; Amentum, Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA, 94035, USA.<br /><searchLink fieldCode="AU" term="%22Rathod+A%22">Rathod A</searchLink>; Mountain House High School, Mountain House, CA, 95391, USA.<br /><searchLink fieldCode="AU" term="%22Jain+A%22">Jain A</searchLink>; Evergreen Valley High School, San Jose, CA, 95148, USA.<br /><searchLink fieldCode="AU" term="%22Chandar+A%22">Chandar A</searchLink>; Lynbrook High School, San Jose, CA, 95129, USA.<br /><searchLink fieldCode="AU" term="%22Adapala+A%22">Adapala A</searchLink>; University of California, Berkeley, Berkeley, CA, 94720, USA.<br /><searchLink fieldCode="AU" term="%22Prajapati+A%22">Prajapati A</searchLink>; Thomas S. Wootton High School, Rockville, MD, 20850, USA.<br /><searchLink fieldCode="AU" term="%22Nautiyal+A%22">Nautiyal A</searchLink>; Lynbrook High School, San Jose, CA, 95129, USA.<br /><searchLink fieldCode="AU" term="%22Jayaraman+A%22">Jayaraman A</searchLink>; Dunlap High School, Dunlap, IL, 61525, USA.<br /><searchLink fieldCode="AU" term="%22Boddu+A%22">Boddu A</searchLink>; Lynbrook High School, San Jose, CA, 95129, USA.<br /><searchLink fieldCode="AU" term="%22Kelam+A%22">Kelam A</searchLink>; Innovation Academy, Alpharetta, GA, 30009, USA.<br /><searchLink fieldCode="AU" term="%22Jain+A%22">Jain A</searchLink>; Purdue University, West Lafayette, IN, 47907, USA.<br /><searchLink fieldCode="AU" term="%22Pham+B%22">Pham B</searchLink>; Cypress Ranch High School, Cypress, TX, 77433, USA.<br /><searchLink fieldCode="AU" term="%22Shastry+D%22">Shastry D</searchLink>; Columbus High School, Columbus, GA, 31904, USA.<br /><searchLink fieldCode="AU" term="%22Narayanan+D%22">Narayanan D</searchLink>; Lynbrook High School, San Jose, CA, 95129, USA.<br /><searchLink fieldCode="AU" term="%22Kosaraju+E%22">Kosaraju E</searchLink>; Solon High School, Solon, OH, 44139, USA.<br /><searchLink fieldCode="AU" term="%22Paley+E%22">Paley E</searchLink>; Columbia University, New York, NY, 10027, USA.<br /><searchLink fieldCode="AU" term="%22Uribe+FP%22">Uribe FP</searchLink>; University of Illinois Urbana-Champaign, Champaign, IL, 61820, USA.<br /><searchLink fieldCode="AU" term="%22Shahid+I%22">Shahid I</searchLink>; The Early/Middle College at the University of North Carolina, Greensboro, NC, 27410, USA.<br /><searchLink fieldCode="AU" term="%22Ye+I%22">Ye I</searchLink>; Lynbrook High School, San Jose, CA, 95129, USA.<br /><searchLink fieldCode="AU" term="%22Wu+J%22">Wu J</searchLink>; University of Rochester, Rochester, NY, 14627, USA.<br /><searchLink fieldCode="AU" term="%22Lin+J%22">Lin J</searchLink>; San Marino High School, San Marino, CA, 91108, USA.<br /><searchLink fieldCode="AU" term="%22Srinivas+K%22">Srinivas K</searchLink>; Tomball Memorial High School, Tomball, TX, 77377, USA.<br /><searchLink fieldCode="AU" term="%22Paolieri+Della+Monica+M%22">Paolieri Della Monica M</searchLink>; University of California, Irvine, Irvine, CA, 92612, USA.<br /><searchLink fieldCode="AU" term="%22Hitt+M%22">Hitt M</searchLink>; Columbia University, New York, NY, 10027, USA.<br /><searchLink fieldCode="AU" term="%22Lin+M%22">Lin M</searchLink>; University of California, Berkeley, Berkeley, CA, 94720, USA.<br /><searchLink fieldCode="AU" term="%22Volkan+M%22">Volkan M</searchLink>; University of Tokyo, Kashiwa City, Chiba, 277-0827, Japan.<br /><searchLink fieldCode="AU" term="%22Kharya+M%22">Kharya M</searchLink>; Valley Christian High School, San Jose, CA, 95111, USA.<br /><searchLink fieldCode="AU" term="%22Kaul+M%22">Kaul M</searchLink>; Mount Olive High School, Flanders, NJ, 07836, USA.<br /><searchLink fieldCode="AU" term="%22Jaffer+MA%22">Jaffer MA</searchLink>; George Ranch High School, Richmond, TX, 77469, USA.<br /><searchLink fieldCode="AU" term="%22Ali+M%22">Ali M</searchLink>; University of Wisconsin Madison, Madison, WI, 53706, USA.<br /><searchLink fieldCode="AU" term="%22Chang+NZ%22">Chang NZ</searchLink>; Stony Brook University, Stony Brook, NY, 11790, USA.<br /><searchLink fieldCode="AU" term="%22Ashri+N%22">Ashri N</searchLink>; Charlotte Latin School, Charlotte, NC, 28277, USA.<br /><searchLink fieldCode="AU" term="%22Couderc+NB%22">Couderc NB</searchLink>; Harrison High School, Harrison, NY, 10528, USA.<br /><searchLink fieldCode="AU" term="%22Paladugu+P%22">Paladugu P</searchLink>; Blue Marble Space, NASA Ames Research Center, Seattle, USA.<br /><searchLink fieldCode="AU" term="%22Sood+R%22">Sood R</searchLink>; University of California, Berkeley, Berkeley, CA, 94720, USA.<br /><searchLink fieldCode="AU" term="%22Hiremath+R%22">Hiremath R</searchLink>; Dublin High School, Dublin, CA, 94568, USA.<br /><searchLink fieldCode="AU" term="%22Pathak+R%22">Pathak R</searchLink>; Stanford University, Stanford, CA, 94305, USA.<br /><searchLink fieldCode="AU" term="%22Dogra+S%22">Dogra S</searchLink>; Del Norte High School, San Diego, CA, 92127, USA.<br /><searchLink fieldCode="AU" term="%22Srinivas+S%22">Srinivas S</searchLink>; New Tech High at Coppell, Irving, TX, 75063, USA.<br /><searchLink fieldCode="AU" term="%22Samaddar+S%22">Samaddar S</searchLink>; Georgia Institute of Technology, Atlanta, GA, 30332, USA.<br /><searchLink fieldCode="AU" term="%22Gopinath+S%22">Gopinath S</searchLink>; The Lawrenceville School, Lawrenceville, NJ, 08648, USA.<br /><searchLink fieldCode="AU" term="%22Sawant+S%22">Sawant S</searchLink>; Georgia Institute of Technology, Atlanta, GA, 30332, USA.<br /><searchLink fieldCode="AU" term="%22Cai+S%22">Cai S</searchLink>; University of Michigan, Ann Arbor, MI, 48109, USA.<br /><searchLink fieldCode="AU" term="%22Pala+V%22">Pala V</searchLink>; Carlmont High School, Belmont, CA, 94002, USA.<br /><searchLink fieldCode="AU" term="%22Nair+V%22">Nair V</searchLink>; Lynbrook High School, San Jose, CA, 95129, USA.<br /><searchLink fieldCode="AU" term="%22Shi+Z%22">Shi Z</searchLink>; Johns Hopkins University, Baltimore, MD, 21218, USA.<br /><searchLink fieldCode="AU" term="%22Anand+Narayanan+S%22">Anand Narayanan S</searchLink>; Florida State University, Tallahassee, FL, 32304, USA.<br /><searchLink fieldCode="AU" term="%22Thomas+DM%22">Thomas DM</searchLink>; Austin Community College, Austin, TX, 78752, USA.<br /><searchLink fieldCode="AU" term="%22Lewkowicz+A%22">Lewkowicz A</searchLink>; Swiss Federal Research Institute WSL, Zürcherstrasse 111, 8903, Birmensdorf, Switzerland.; D-USYS, ETH Zurich, Zurich, Switzerland.<br /><searchLink fieldCode="AU" term="%22Waisberg+E%22">Waisberg E</searchLink>; University of Cambridge, Cambridge, CB2 1TN, UK.<br /><searchLink fieldCode="AU" term="%22Ong+J%22">Ong J</searchLink>; University of Michigan, Kellogg Eye Center, Ann Arbor, MI, 48105, USA.<br /><searchLink fieldCode="AU" term="%22Gebre+S%22">Gebre S</searchLink>; Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA, 94035, USA.<br /><searchLink fieldCode="AU" term="%22Galazka+JM%22">Galazka JM</searchLink>; Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA, 94035, USA.<br /><searchLink fieldCode="AU" term="%22Vaishampayan+PA%22">Vaishampayan PA</searchLink>; Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA, 94035, USA.<br /><searchLink fieldCode="AU" term="%22Sanders+LM%22">Sanders LM</searchLink>; Blue Marble Space, NASA Ames Research Center, Seattle, USA.<br /><searchLink fieldCode="AU" term="%22Mao+XW%22">Mao XW</searchLink>; Loma Linda University Health, Loma Linda, CA, 92354, USA. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101703605%22">NPJ microgravity</searchLink> [NPJ Microgravity] 2026 Jul 03. <i>Date of Electronic Publication: </i>2026 Jul 03. – 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="%22Springer+Nature%22">Springer Nature </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101703605 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Print <i>ISSN: </i>2373-8065 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2223738065%22">23738065 </searchLink><i>NLM ISO Abbreviation: </i>NPJ Microgravity |
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