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Barker R, Kruse CPS, Johnson C, Saravia-Butler A, Fogle H, Chang HS, Trane RM, Kinscherf N, Villacampa A, Manzano A, Herranz R, Davin LB, Lewis NG, Perera I, Wolverton C, Gupta P, Jaiswal P, Reinsch SS, Wyatt S, Gilroy S. Meta-analysis of the space flight and microgravity response of the Arabidopsis plant transcriptome. NPJ Microgravity 2023; 9:21. [PMID: 36941263 PMCID: PMC10027818 DOI: 10.1038/s41526-023-00247-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2021] [Accepted: 01/10/2023] [Indexed: 03/23/2023] Open
Abstract
Spaceflight presents a multifaceted environment for plants, combining the effects on growth of many stressors and factors including altered gravity, the influence of experiment hardware, and increased radiation exposure. To help understand the plant response to this complex suite of factors this study compared transcriptomic analysis of 15 Arabidopsis thaliana spaceflight experiments deposited in the National Aeronautics and Space Administration's GeneLab data repository. These data were reanalyzed for genes showing significant differential expression in spaceflight versus ground controls using a single common computational pipeline for either the microarray or the RNA-seq datasets. Such a standardized approach to analysis should greatly increase the robustness of comparisons made between datasets. This analysis was coupled with extensive cross-referencing to a curated matrix of metadata associated with these experiments. Our study reveals that factors such as analysis type (i.e., microarray versus RNA-seq) or environmental and hardware conditions have important confounding effects on comparisons seeking to define plant reactions to spaceflight. The metadata matrix allows selection of studies with high similarity scores, i.e., that share multiple elements of experimental design, such as plant age or flight hardware. Comparisons between these studies then helps reduce the complexity in drawing conclusions arising from comparisons made between experiments with very different designs.
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Affiliation(s)
- Richard Barker
- Department of Botany, University of Wisconsin, Madison, WI, 53706, USA
| | - Colin P S Kruse
- Los Alamos National Laboratory, Bioscience Division, Los Alamos, NM, 87545, USA
| | | | - Amanda Saravia-Butler
- Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA, 94035, USA
- Logyx, LLC, Mountain View, CA, 94043, USA
| | - Homer Fogle
- Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA, 94035, USA
- Bionetics, Yorktown, VA, 23693, USA
| | - Hyun-Seok Chang
- Department of Botany, University of Wisconsin, Madison, WI, 53706, USA
| | - Ralph Møller Trane
- Department of Statistics, University of Wisconsin, Madison, WI, 53706, USA
| | - Noah Kinscherf
- Department of Botany, University of Wisconsin, Madison, WI, 53706, USA
| | - Alicia Villacampa
- Centro de Investigaciones Biológicas Margarita Salas (CSIC), 28040, Madrid, Spain
| | - Aránzazu Manzano
- Centro de Investigaciones Biológicas Margarita Salas (CSIC), 28040, Madrid, Spain
| | - Raúl Herranz
- Centro de Investigaciones Biológicas Margarita Salas (CSIC), 28040, Madrid, Spain
| | - Laurence B Davin
- Institute of Biological Chemistry, Washington State University, Pullman, WA, 99164-741, USA
| | - Norman G Lewis
- Institute of Biological Chemistry, Washington State University, Pullman, WA, 99164-741, USA
| | - Imara Perera
- Department of Plant and Microbial Biology, North Carolina State University, Raleigh, NC, 27695, USA
| | - Chris Wolverton
- Department of Botany and Microbiology, Ohio Wesleyan University, Delaware, OH, 43015, USA
| | - Parul Gupta
- Department of Botany and Plant Pathology, Oregon State University, Corvallis, OR, 97331, USA
| | - Pankaj Jaiswal
- Department of Botany and Plant Pathology, Oregon State University, Corvallis, OR, 97331, USA
| | - Sigrid S Reinsch
- Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA, 94035, USA
| | - Sarah Wyatt
- Department of Environmental and Plant Biology, Ohio University, Athens, OH, 45701, USA
| | - Simon Gilroy
- Department of Botany, University of Wisconsin, Madison, WI, 53706, USA.
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