Perspectives for self-driving labs in synthetic biology

被引:30
|
作者
Martin, Hector G. [1 ,2 ,3 ,4 ]
Radivojevic, Tijana [1 ,2 ,3 ]
Zucker, Jeremy [18 ]
Bouchard, Kristofer [1 ,5 ,6 ,7 ]
Sustarich, Jess [3 ,17 ]
Peisert, Sean [5 ,9 ]
Arnold, Dan [8 ]
Hillson, Nathan [1 ,2 ,3 ]
Babnigg, Gyorgy [2 ,15 ]
Marti, Jose M. [1 ,2 ,3 ,10 ]
Mungall, Christopher J. [1 ]
Beckham, Gregg [2 ]
Waldburger, Lucas
Carothers, James [13 ,14 ]
Sundaram, ShivShankar [11 ,12 ]
Agarwal, Deb [5 ]
Simmons, Blake A. [1 ,2 ,3 ]
Backman, Tyler [1 ,3 ]
Banerjee, Deepanwita [1 ,3 ]
Tanjore, Deepti [1 ,2 ,16 ]
Ramakrishnan, Lavanya [5 ]
Singh, Anup [3 ,11 ]
机构
[1] Lawrence Berkeley Natl Lab, Biol Syst & Engn Div, Berkeley, CA 94720 USA
[2] Agile BioFoundry, DOE, Emeryville, CA 94608 USA
[3] Joint BioEnergy Inst, Emeryville, CA 94608 USA
[4] BCAM Basque Ctr Appl Math, Bilbao, Spain
[5] Lawrence Berkeley Natl Lab, Sci Data Div, Berkeley, CA USA
[6] Helen Wills Neurosci Inst, Berkeley, CA USA
[7] Redwood Ctr Theoret Neurosci, Berkeley, CA USA
[8] Lawrence Berkeley Natl Lab, Energy Storage & Distributed Resources Div, Berkeley, CA USA
[9] Univ Calif Davis, Dept Comp Sci, Davis, CA USA
[10] Lawrence Livermore Natl Lab, Global Secur Comp Applicat Div, Livermore, CA USA
[11] Lawrence Livermore Natl Lab, Engn Directorate, Livermore, CA USA
[12] Lawrence Livermore Natl Lab, Ctr Bioengn, Livermore, CA USA
[13] Univ Washington, Mol Engn & Sci Inst, Dept Chem Engn, Seattle, WA USA
[14] Univ Washington, Ctr Synthet Biol, Seattle, WA USA
[15] Argonne Natl Lab, Biosci Div, Argonne, IL USA
[16] Lawrence Berkeley Natl Lab, Adv Biofuels & Bioprod Proc Dev Unit, Berkeley, CA USA
[17] Sandia Natl Labs, Biomat & Biomfg Div, Livermore, CA USA
[18] Pacific Northwest Natl Labs, Earth & Biol Sci Div, Richland, WA USA
基金
美国国家科学基金会;
关键词
EXPERIMENTATION; GENERATION; ROBOT;
D O I
10.1016/j.copbio.2022.102881
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Self-driving labs (SDLs) combine fully automated experiments with artificial intelligence (AI) that decides the next set of experiments. Taken to their ultimate expression, SDLs could usher a new paradigm of scientific research, where the world is probed, interpreted, and explained by machines for human benefit. While there are functioning SDLs in the fields of chemistry and materials science, we contend that synthetic biology provides a unique opportunity since the genome provides a single target for affecting the incredibly wide repertoire of biological cell behavior. However, the level of investment required for the creation of biological SDLs is only warranted if directed toward solving difficult and enabling biological questions. Here, we discuss challenges and opportunities in creating SDLs for synthetic biology.
引用
收藏
页数:8
相关论文
共 50 条
  • [21] Self-driving Cars
    Andrews, Nicola
    LANDFALL, 2024, (247): : 61 - 61
  • [22] This Car Will Not Be Self-Driving
    Lutz, Bob
    FORTUNE, 2014, 170 (08) : 68 - 69
  • [23] Self-driving carsickness
    Diels, Cyriel
    Bos, Jelte E.
    APPLIED ERGONOMICS, 2016, 53 : 374 - 382
  • [24] DRIVING TESTS FOR SELF-DRIVING CARS
    Coelingh, Erik
    Nilsson, Jonas
    Buffum, Jude
    IEEE SPECTRUM, 2018, 55 (03) : 40 - 45
  • [25] Autonomous Chemical Experiments: Challenges and Perspectives on Establishing a Self-Driving Lab
    Seifrid, Martin
    Pollice, Robert
    Aguilar-Granda, Andres
    Chan, Zamyla Morgan
    Hotta, Kazuhiro
    Ser, Cher Tian
    Vestfrid, Jenya
    Wu, Tony C.
    Aspuru-Guzik, Alan
    ACCOUNTS OF CHEMICAL RESEARCH, 2022, 55 (17) : 2454 - 2466
  • [26] Research Acceleration in Self-Driving Labs: Technological Roadmap toward Accelerated Materials and Molecular Discovery
    Delgado-Licona, Fernando
    Abolhasani, Milad
    ADVANCED INTELLIGENT SYSTEMS, 2023, 5 (04)
  • [27] SELF-DRIVING, NOT SELF-EVIDENT
    Leet, Dave
    MECHANICAL ENGINEERING, 2016, 138 (10) : 8 - 8
  • [28] Self-driving cars: A survey
    Badue, Claudine
    Guidolini, Ranik
    Carneiro, Raphael Vivacqua
    Azevedo, Pedro
    Cardoso, Vinicius B.
    Forechi, Avelino
    Jesus, Luan
    Berriel, Rodrigo
    Paixao, Thiago M.
    Mutz, Filipe
    Veronese, Lucas de Paula
    Oliveira-Santos, Thiago
    De Souza, Alberto F.
    EXPERT SYSTEMS WITH APPLICATIONS, 2021, 165
  • [29] Self-Driving Underwater "Aerofluidics"
    Yong, Jiale
    Peng, Yubin
    Wang, Xiuwen
    Li, Jiawen
    Hu, Yanlei
    Chu, Jiaru
    Wu, Dong
    ADVANCED SCIENCE, 2023, 10 (21)
  • [30] Self-driving Cars and Lidar
    Verghese, S.
    2017 CONFERENCE ON LASERS AND ELECTRO-OPTICS (CLEO), 2017,