Afshinnekoo, E. et al. Fundamental biological features of spaceflight: advancing the field to enable deep-space exploration. Cell 183, 11621184 (2020).
Article Google Scholar
Loftus, D. J., Rask, J. C., McCrossin, C. G. & Tranfield, E. M. The chemical reactivity of lunar dust: from toxicity to astrobiology. Earth Moon Planets 107, 95105 (2010).
Article Google Scholar
Pohlen, M., Carroll, D., Prisk, G. K. & Sawyer, A. J. Overview of lunar dust toxicity risk. NPJ Microgravity 8, 55 (2022).
Paul, A.-L. & Ferl, R. J. The biology of low atmospheric pressureimplications for exploration mission design and advanced life support. Am. Soc. Gravit. Space Biol. 19, 317 (2005).
Council, N. R. Recapturing a Future for Space Exploration: Life and Physical Sciences Research for a New Era (National Academies Press, 2011).
Goswami, N. et al. Maximizing information from space data resources: a case for expanding integration across research disciplines. Eur. J. Appl. Physiol. 113, 16451654 (2013).
Article Google Scholar
Nangle, S. N. et al. The case for biotech on Mars. Nat. Biotechnol. 38, 401407 (2020).
Article Google Scholar
Costes, S. V., Sanders, L. M. & Scott, R. T. Workshop on Artificial Intelligence & Modeling for Space Biology. Zenodo https://doi.org/10.5281/zenodo.7508535 (2023).
Jordan, M. I. & Mitchell, T. M. Machine learning: trends, perspectives, and prospects. Science 349, 255260 (2015).
Article MathSciNet MATH Google Scholar
Topol, E. J. Deep Medicine: How Artificial Intelligence Can Make Healthcare Human Again (Basic Books, 2019).
Topol, E. J. High-performance medicine: the convergence of human and artificial intelligence. Nat. Med. 25, 4456 (2019).
Article Google Scholar
Scott, R. T. et al. Biomonitoring and precision health in deep space supported by artificial intelligence. Nat. Mach. Intell. https://doi.org/10.1038/s42256-023-00617-5 (2023).
National Academies of Sciences, Engineering, and Medicine, Policy and Global Affairs, Board on Research Data and Information & Committee on Toward an Open Science Enterprise Open Science by Design: Realizing a Vision for 21st Century Research (National Academies Press, 2018).
Wilkinson, M. D. et al. The FAIR guiding principles for scientific data management and stewardship. Sci. Data 3, 160018 (2016).
Article Google Scholar
Berrios, D. C., Beheshti, A. & Costes, S. V. FAIRness and usability for open-access omics data systems. AMIA Annu. Symp. Proc. 2018, 232241 (2018).
Google Scholar
Low, L. A. & Giulianotti, M. A. Tissue chips in space: modeling human diseases in microgravity. Pharm. Res. 37, 8 (2019).
Article Google Scholar
Ronca, A. E., Souza, K. A. & Mains, R. C. (eds) Translational Cell and Animal Research in Space: 19652011 NASA Special Publication NASA/SP-2015-625 (NASA Ames Research Center, 2016).
Alwood, J. S. et al. From the bench to exploration medicine: NASA life sciences translational research for human exploration and habitation missions. NPJ Microgravity 3, 5 (2017).
Schatten, H., Lewis, M. L. & Chakrabarti, A. Spaceflight and clinorotation cause cytoskeleton and mitochondria changes and increases in apoptosis in cultured cells. Acta Astronaut. 49, 399418 (2001).
Article Google Scholar
Shi, L. et al. Spaceflight and simulated microgravity suppresses macrophage development via altered RAS/ERK/NFB and metabolic pathways. Cell. Mol. Immunol. 18, 14891502 (2021).
Article Google Scholar
Ferl, R. J., Koh, J., Denison, F. & Paul, A.-L. Spaceflight induces specific alterations in the proteomes of Arabidopsis. Astrobiology 15, 3256 (2015).
Article Google Scholar
Ou, X. et al. Spaceflight induces both transient and heritable alterations in DNA methylation and gene expression in rice (Oryza sativa L.). Mutat. Res. 662, 4453 (2009).
Article Google Scholar
Overbey, E. G. et al. Spaceflight influences gene expression, photoreceptor integrity, and oxidative stress-related damage in the murine retina. Sci. Rep. 9, 13304 (2019).
Article Google Scholar
Clment, G. & Slenzka, K. Fundamentals of Space Biology: Research on Cells, Animals, and Plants in Space (Springer Science & Business Media, 2006).
Yeung, C. K. et al. Tissue chips in space-challenges and opportunities. Clin. Transl. Sci. 13, 810 (2020).
Article Google Scholar
Low, L. A., Mummery, C., Berridge, B. R., Austin, C. P. & Tagle, D. A. Organs-on-chips: into the next decade. Nat. Rev. Drug Discov. 20, 345361 (2021).
Article Google Scholar
Globus, R. K. & Morey-Holton, E. Hindlimb unloading: rodent analog for microgravity. J. Appl. Physiol. 120, 11961206 (2016).
Article Google Scholar
Simonsen, L. C., Slaba, T. C., Guida, P. & Rusek, A. NASAs first ground-based Galactic cosmic ray simulator: enabling a new era in space radiobiology research. PLoS Biol. 18, e3000669 (2020).
Article Google Scholar
Buckey, J. C. Jr & Homick, J. L. The Neurolab Spacelab Mission: Neuroscience Research in Space: Results from the STS-90, Neurolab Spacelab Mission. NASA Technical Reports Server (NASA, 2003).
Diallo, O. N. et al. Impact of the International Space Station Research Results. NASA Technical Reports Server (NASA, 2019).
Vandenbrink, J. P. & Kiss, J. Z. Space, the final frontier: a critical review of recent experiments performed in microgravity. Plant Sci. 243, 115119 (2016).
Article Google Scholar
Massaro Tieze, S., Liddell, L. C., Santa Maria, S. R. & Bhattacharya, S. BioSentinel: a biological CubeSat for deep space exploration. Astrobiology https://doi.org/10.1089/ast.2019.2068 (2020).
Ricco, A. J., Maria, S. R. S., Hanel, R. P. & Bhattacharya, S. BioSentinel: a 6U nanosatellite for deep-space biological science. IEEE Aerospace Electron. Syst. Mag. 35, 618 (2020).
Article Google Scholar
Chen, Y. et al. Automated cells-to-peptides sample preparation workflow for high-throughput, quantitative proteomic assays of microbes. J. Proteome Res. 18, 37523761 (2019).
Article Google Scholar
Zampieri, M., Sekar, K., Zamboni, N. & Sauer, U. Frontiers of high-throughput metabolomics. Curr. Opin. Chem. Biol. 36, 1523 (2017).
Article Google Scholar
Stephens, Z. D. et al. Big data: astronomical or genomical? PLoS Biol. 13, e1002195 (2015).
Article Google Scholar
Tomczak, K., Czerwiska, P. & Wiznerowicz, M. The Cancer Genome Atlas (TCGA): an immeasurable source of knowledge. Contemp. Oncol. 19, A68A77 (2015).
Google Scholar
Lonsdale, J. et al. The Genotype-Tissue Expression (GTEx) project. Nat. Genet. 45, 580585 (2013).
Article Google Scholar
Atta, L. & Fan, J. Computational challenges and opportunities in spatially resolved transcriptomic data analysis. Nat. Commun. 12, 5283 (2021).
Article Google Scholar
Marx, V. Method of the year: spatially resolved transcriptomics. Nat. Methods 18, 914 (2021).
Article Google Scholar
Deamer, D., Akeson, M. & Branton, D. Three decades of nanopore sequencing. Nat. Biotechnol. 34, 518524 (2016).
Article Google Scholar
Mardis, E. R. DNA sequencing technologies: 20062016. Nat. Protoc. 12, 213218 (2017).
Article Google Scholar
Stuart, T. & Satija, R. Integrative single-cell analysis. Nat. Rev. Genet. 20, 257272 (2019).
Article Google Scholar
Asp, M. et al. A spatiotemporal organ-wide gene expression and cell atlas of the developing human heart. Cell 179, 16471660.e19 (2019).
Article Google Scholar
Giacomello, S. et al. Spatially resolved transcriptome profiling in model plant species. Nat Plants 3, 17061 (2017).
Article Google Scholar
Mao, X. W. et al. Characterization of mouse ocular response to a 35-day spaceflight mission: evidence of blood-retinal barrier disruption and ocular adaptations. Sci. Rep. 9, 8215 (2019).
Article Google Scholar
Jonscher, K. R. et al. Spaceflight activates lipotoxic pathways in mouse liver. PLoS ONE 11, e0152877 (2016).
Article Google Scholar
Beheshti, A. et al. Multi-omics analysis of multiple missions to space reveal a theme of lipid dysregulation in mouse liver. Sci. Rep. 9, 19195 (2019).
Article Google Scholar
Malkani, S. et al. Circulating miRNA spaceflight signature reveals targets for countermeasure development. Cell Rep. 33, 108448 (2020).
Article Google Scholar
da Silveira, W. A. et al. Comprehensive multi-omics analysis reveals mitochondrial stress as a central biological hub for spaceflight impact. Cell 183, 11851201.e20 (2020).
Article Google Scholar
Jiang, P., Green, S. J., Chlipala, G. E., Turek, F. W. & Vitaterna, M. H. Reproducible changes in the gut microbiome suggest a shift in microbial and host metabolism during spaceflight. Microbiome 7, 113 (2019).
Article Google Scholar
Beisel, N. S., Noble, J., Barbazuk, W. B., Paul, A.-L. & Ferl, R. J. Spaceflight-induced alternative splicing during seedling development in Arabidopsis thaliana. NPJ Microgravity 5, 9 (2019).
Polo, S.-H. L. et al. RNAseq analysis of rodent spaceflight experiments is confounded by sample collection techniques. iScience 23, 101733 (2020).
Article Google Scholar
Choi, S., Ray, H. E., Lai, S.-H., Alwood, J. S. & Globus, R. K. Preservation of multiple mammalian tissues to maximize science return from ground based and spaceflight experiments. PLoS ONE 11, e0167391 (2016).
Article Google Scholar
Krishnamurthy, A., Ferl, R. J. & Paul, A.-L. Comparing RNA-seq and microarray gene expression data in two zones of the Arabidopsis root apex relevant to spaceflight. Appl. Plant Sci. 6, e01197 (2018).
Article Google Scholar
Vrana, J. et al. Aquarium: open-source laboratory software for design, execution and data management. Synth. Biol. 6, ysab006 (2021).
Article Google Scholar
Miles, B. & Lee, P. L. Achieving reproducibility and closed-loop automation in biological experimentation with an IoT-enabled lab of the future. SLAS Technol. 23, 432439 (2018).
Article Google Scholar
Visit link:
Biological research and self-driving labs in deep space supported ... - Nature.com
- What Is Machine Learning? | How It Works, Techniques ... [Last Updated On: September 5th, 2019] [Originally Added On: September 5th, 2019]
- Start Here with Machine Learning [Last Updated On: September 22nd, 2019] [Originally Added On: September 22nd, 2019]
- What is Machine Learning? | Emerj [Last Updated On: October 1st, 2019] [Originally Added On: October 1st, 2019]
- Microsoft Azure Machine Learning Studio [Last Updated On: October 1st, 2019] [Originally Added On: October 1st, 2019]
- Machine Learning Basics | What Is Machine Learning? | Introduction To Machine Learning | Simplilearn [Last Updated On: October 1st, 2019] [Originally Added On: October 1st, 2019]
- What is Machine Learning? A definition - Expert System [Last Updated On: October 2nd, 2019] [Originally Added On: October 2nd, 2019]
- Machine Learning | Stanford Online [Last Updated On: October 2nd, 2019] [Originally Added On: October 2nd, 2019]
- How to Learn Machine Learning, The Self-Starter Way [Last Updated On: October 17th, 2019] [Originally Added On: October 17th, 2019]
- definition - What is machine learning? - Stack Overflow [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- Artificial Intelligence vs. Machine Learning vs. Deep ... [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- Machine Learning in R for beginners (article) - DataCamp [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- Machine Learning | Udacity [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- Machine Learning Artificial Intelligence | McAfee [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- Machine Learning [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- AI-based ML algorithms could increase detection of undiagnosed AF - Cardiac Rhythm News [Last Updated On: November 19th, 2019] [Originally Added On: November 19th, 2019]
- The Cerebras CS-1 computes deep learning AI problems by being bigger, bigger, and bigger than any other chip - TechCrunch [Last Updated On: November 19th, 2019] [Originally Added On: November 19th, 2019]
- Can the planet really afford the exorbitant power demands of machine learning? - The Guardian [Last Updated On: November 19th, 2019] [Originally Added On: November 19th, 2019]
- New InfiniteIO Platform Reduces Latency and Accelerates Performance for Machine Learning, AI and Analytics - Business Wire [Last Updated On: November 19th, 2019] [Originally Added On: November 19th, 2019]
- How to Use Machine Learning to Drive Real Value - eWeek [Last Updated On: November 19th, 2019] [Originally Added On: November 19th, 2019]
- Machine Learning As A Service Market to Soar from End-use Industries and Push Revenues in the 2025 - Downey Magazine [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Rad AI Raises $4M to Automate Repetitive Tasks for Radiologists Through Machine Learning - - HIT Consultant [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Machine Learning Improves Performance of the Advanced Light Source - Machine Design [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Synthetic Data: The Diamonds of Machine Learning - TDWI [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- The transformation of healthcare with AI and machine learning - ITProPortal [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Workday talks machine learning and the future of human capital management - ZDNet [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Machine Learning with R, Third Edition - Free Sample Chapters - Neowin [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Verification In The Era Of Autonomous Driving, Artificial Intelligence And Machine Learning - SemiEngineering [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Podcast: How artificial intelligence, machine learning can help us realize the value of all that genetic data we're collecting - Genetic Literacy... [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- The Real Reason Your School Avoids Machine Learning - The Tech Edvocate [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- Siri, Tell Fido To Stop Barking: What's Machine Learning, And What's The Future Of It? - 90.5 WESA [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- Microsoft reveals how it caught mutating Monero mining malware with machine learning - The Next Web [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- The role of machine learning in IT service management - ITProPortal [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- Global Director of Tech Exploration Discusses Artificial Intelligence and Machine Learning at Anheuser-Busch InBev - Seton Hall University News &... [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- The 10 Hottest AI And Machine Learning Startups Of 2019 - CRN: The Biggest Tech News For Partners And The IT Channel [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- Startup jobs of the week: Marketing Communications Specialist, Oracle Architect, Machine Learning Scientist - BetaKit [Last Updated On: November 30th, 2019] [Originally Added On: November 30th, 2019]
- Here's why machine learning is critical to success for banks of the future - Tech Wire Asia [Last Updated On: December 2nd, 2019] [Originally Added On: December 2nd, 2019]
- 3 questions to ask before investing in machine learning for pop health - Healthcare IT News [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Machine Learning Answers: If Caterpillar Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Measuring Employee Engagement with A.I. and Machine Learning - Dice Insights [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Amazon Wants to Teach You Machine Learning Through Music? - Dice Insights [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Machine Learning Answers: If Nvidia Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- AI and machine learning platforms will start to challenge conventional thinking - CRN.in [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Machine Learning Answers: If Twitter Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Machine Learning Answers: If Seagate Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Machine Learning Answers: If BlackBerry Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Amazon Releases A New Tool To Improve Machine Learning Processes - Forbes [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Another free web course to gain machine-learning skills (thanks, Finland), NIST probes 'racist' face-recog and more - The Register [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Kubernetes and containers are the perfect fit for machine learning - JAXenter [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- TinyML as a Service and machine learning at the edge - Ericsson [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- AI and machine learning products - Cloud AI | Google Cloud [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Machine Learning | Blog | Microsoft Azure [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Machine Learning in 2019 Was About Balancing Privacy and Progress - ITPro Today [Last Updated On: December 25th, 2019] [Originally Added On: December 25th, 2019]
- CMSWire's Top 10 AI and Machine Learning Articles of 2019 - CMSWire [Last Updated On: December 25th, 2019] [Originally Added On: December 25th, 2019]
- Here's why digital marketing is as lucrative a career as data science and machine learning - Business Insider India [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- Dell's Latitude 9510 shakes up corporate laptops with 5G, machine learning, and thin bezels - PCWorld [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- Finally, a good use for AI: Machine-learning tool guesstimates how well your code will run on a CPU core - The Register [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- Cloud as the enabler of AI's competitive advantage - Finextra [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- Forget Machine Learning, Constraint Solvers are What the Enterprise Needs - - RTInsights [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- Informed decisions through machine learning will keep it afloat & going - Sea News [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- The Problem with Hiring Algorithms - Machine Learning Times - machine learning & data science news - The Predictive Analytics Times [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- New Program Supports Machine Learning in the Chemical Sciences and Engineering - Newswise [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- AI-System Flags the Under-Vaccinated in Israel - PrecisionVaccinations [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- New Contest: Train All The Things - Hackaday [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- AFTAs 2019: Best New Technology Introduced Over the Last 12 MonthsAI, Machine Learning and AnalyticsActiveViam - www.waterstechnology.com [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Educate Yourself on Machine Learning at this Las Vegas Event - Small Business Trends [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Seton Hall Announces New Courses in Text Mining and Machine Learning - Seton Hall University News & Events [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Looking at the most significant benefits of machine learning for software testing - The Burn-In [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Leveraging AI and Machine Learning to Advance Interoperability in Healthcare - - HIT Consultant [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Adventures With Artificial Intelligence and Machine Learning - Toolbox [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Five Reasons to Go to Machine Learning Week 2020 - Machine Learning Times - machine learning & data science news - The Predictive Analytics Times [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Uncover the Possibilities of AI and Machine Learning With This Bundle - Interesting Engineering [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Learning that Targets Millennial and Generation Z - HR Exchange Network [Last Updated On: January 23rd, 2020] [Originally Added On: January 23rd, 2020]
- Red Hat Survey Shows Hybrid Cloud, AI and Machine Learning are the Focus of Enterprises - Computer Business Review [Last Updated On: January 23rd, 2020] [Originally Added On: January 23rd, 2020]
- Vectorspace AI Datasets are Now Available to Power Machine Learning (ML) and Artificial Intelligence (AI) Systems in Collaboration with Elastic -... [Last Updated On: January 23rd, 2020] [Originally Added On: January 23rd, 2020]
- What is Machine Learning? | Types of Machine Learning ... [Last Updated On: January 23rd, 2020] [Originally Added On: January 23rd, 2020]
- How Machine Learning Will Lead to Better Maps - Popular Mechanics [Last Updated On: January 30th, 2020] [Originally Added On: January 30th, 2020]
- Jenkins Creator Launches Startup To Speed Software Testing with Machine Learning -- ADTmag - ADT Magazine [Last Updated On: January 30th, 2020] [Originally Added On: January 30th, 2020]
- An Open Source Alternative to AWS SageMaker - Datanami [Last Updated On: January 30th, 2020] [Originally Added On: January 30th, 2020]
- Machine Learning Could Aid Diagnosis of Barrett's Esophagus, Avoid Invasive Testing - Medical Bag [Last Updated On: January 30th, 2020] [Originally Added On: January 30th, 2020]
- OReilly and Formulatedby Unveil the Smart Cities & Mobility Ecosystems Conference - Yahoo Finance [Last Updated On: January 30th, 2020] [Originally Added On: January 30th, 2020]