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Robotic search for optimal cell culture in regenerative medicine
by
Terada, Motoki
, Masuda, Tomohiro
, Kamei, Motohisa
, Kanda, Genki N
, Watanabe, Chihaya T
, Motozawa, Naohiro
, Horiguchi, Shuhei A
, Nishida, Mitsuhiro
, Kudo, Taku
, Higashi, Tatsuki
, Matsukuma, Kenji
, Sakai, Noriko
, Tsuzuki, Taku
, Takahashi, Koichi
, Sunagawa, Genshiro A
, Ozawa, Yosuke
, Natsume, Tohru
, Sakurada, Takeshi
, Takahashi, Masayo
in
Automation
/ Bayesian analysis
/ bayesian optimization
/ Cell culture
/ Cell differentiation
/ Computational and Systems Biology
/ Experiments
/ iPS cell
/ LabDroid
/ laboratory automation
/ Medical research
/ Optimization
/ Pigmentation
/ Pluripotency
/ Regenerative medicine
/ retinal pigment epithelium
/ Robotics
/ Robots
/ Stem cells
/ Stem Cells and Regenerative Medicine
2022
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Robotic search for optimal cell culture in regenerative medicine
by
Terada, Motoki
, Masuda, Tomohiro
, Kamei, Motohisa
, Kanda, Genki N
, Watanabe, Chihaya T
, Motozawa, Naohiro
, Horiguchi, Shuhei A
, Nishida, Mitsuhiro
, Kudo, Taku
, Higashi, Tatsuki
, Matsukuma, Kenji
, Sakai, Noriko
, Tsuzuki, Taku
, Takahashi, Koichi
, Sunagawa, Genshiro A
, Ozawa, Yosuke
, Natsume, Tohru
, Sakurada, Takeshi
, Takahashi, Masayo
in
Automation
/ Bayesian analysis
/ bayesian optimization
/ Cell culture
/ Cell differentiation
/ Computational and Systems Biology
/ Experiments
/ iPS cell
/ LabDroid
/ laboratory automation
/ Medical research
/ Optimization
/ Pigmentation
/ Pluripotency
/ Regenerative medicine
/ retinal pigment epithelium
/ Robotics
/ Robots
/ Stem cells
/ Stem Cells and Regenerative Medicine
2022
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Robotic search for optimal cell culture in regenerative medicine
by
Terada, Motoki
, Masuda, Tomohiro
, Kamei, Motohisa
, Kanda, Genki N
, Watanabe, Chihaya T
, Motozawa, Naohiro
, Horiguchi, Shuhei A
, Nishida, Mitsuhiro
, Kudo, Taku
, Higashi, Tatsuki
, Matsukuma, Kenji
, Sakai, Noriko
, Tsuzuki, Taku
, Takahashi, Koichi
, Sunagawa, Genshiro A
, Ozawa, Yosuke
, Natsume, Tohru
, Sakurada, Takeshi
, Takahashi, Masayo
in
Automation
/ Bayesian analysis
/ bayesian optimization
/ Cell culture
/ Cell differentiation
/ Computational and Systems Biology
/ Experiments
/ iPS cell
/ LabDroid
/ laboratory automation
/ Medical research
/ Optimization
/ Pigmentation
/ Pluripotency
/ Regenerative medicine
/ retinal pigment epithelium
/ Robotics
/ Robots
/ Stem cells
/ Stem Cells and Regenerative Medicine
2022
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Robotic search for optimal cell culture in regenerative medicine
Journal Article
Robotic search for optimal cell culture in regenerative medicine
2022
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Overview
Induced differentiation is one of the most experience- and skill-dependent experimental processes in regenerative medicine, and establishing optimal conditions often takes years. We developed a robotic AI system with a batch Bayesian optimization algorithm that autonomously induces the differentiation of induced pluripotent stem cell-derived retinal pigment epithelial (iPSC-RPE) cells. From 200 million possible parameter combinations, the system performed cell culture in 143 different conditions in 111 days, resulting in 88% better iPSC-RPE production than that obtained by the pre-optimized culture in terms of the pigmentation scores. Our work demonstrates that the use of autonomous robotic AI systems drastically accelerates systematic and unbiased exploration of experimental search space, suggesting immense use in medicine and research.
Publisher
eLife Sciences Publications Ltd,eLife Sciences Publications, Ltd
Subject
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