Google DeepMind 介绍 Calico 用 Co-Scientist 在衰老研究中产出新发现
Opening new paths in aging research
- 1Calico Life Sciences 团队用 Co-Scientist 连接衰老生物学中分散的研究发现,生成值得检验的假说
- 2Co-Scientist 就整合应激反应(ISR)如何受代谢调控提出新假说,Calico 据此细化实验设计
- 3实验带来对 ISR 在健康与疾病中作用的新发现,Calico 团队计划发表结果
- 4Calico AI/ML 负责人 Matt Onsum 称其科学鉴别力令专家印象深刻,帮助筛出值得探索的新想法
AI 假说生成工具在衰老研究的真实实验流程中走完从假说到新发现的全流程,不过成效是厂商与合作方的自述口径。
- 影响:生物医药等研发密集型业务的文献筛选与假说生成环节可能出现新的提效手段;案例成效来自厂商与合作方的自述,结果计划发表但尚未见公开论文。
- 参考:可考虑让研发团队小范围试用 AI 假说生成工具,优先选文献噪音大、验证成本可控的课题;引入前值得先确认该案例论文是否已发表并核对实验口径。
- 依据:成效描述来自 Google DeepMind 官方博客对 Calico 团队评价与实验进展的转述,结果计划发表、暂无独立验证。
Few problems in medicine are more complex or consequential than aging. Its overlapping biological processes often determine how long people can live in good health. At Calico Life Sciences, head of AI/ML Matt Onsum and principal scientist Katherine Labbé are using Co‑Scientist to help connect scattered findings across the biology of aging and turn them into hypotheses worth testing.
That is no small task, because the biology literature is full of mixed-quality findings, dead ends, and results that do not replicate. Onsum says Co-Scientist impressed Calico’s experts with its scientific discernment, helping cut through that noise to help them identify new ideas genuinely worth exploring.
One example came from Calico’s work on the integrated stress response (ISR), a protective cellular mechanism that can also contribute to disease when persistently turned on. The Calico team used Co-Scientist to generate a novel yet plausible hypothesis about how the ISR is regulated by metabolism, which is known to change with age and in various diseases. Researchers also interacted with Co-Scientist to refine the experimental design to test the hypothesis and feed in new information as results emerged. The experiments led to new findings that have important implications for the role of ISR in health and disease and the team plans to publish the results.
来源:Google DeepMind:Blog · deepmind.google