Hidden Forces feed 2024年07月17日
Genomics, Machine Learning, and the Future of Big Data in Medicine | Eric Schadt
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在第15集《隐藏力量》中,主持人Demetri Kofinas与Sema4创始人兼CEO、Mount Sinai医学院精准医学系主任Eric Schadt博士对话。讨论了基因组学在医学上的应用,如何通过大数据和人工智能解析遗传信息,以及这些进步对疾病治疗和预防的潜在影响。

🧬 基因组学的进展:Schadt博士介绍了自人类基因组首次被测序以来的15年里,我们在基因组学领域取得的进步,以及这些进步如何改变了我们对疾病的理解。

🔬 遗传与疾病:探讨了复杂的遗传组合如何表现为身高、骨骼结构、智力等表型,以及这些特征是如何被编码的。

💡 大数据与AI:讨论了大数据和人工智能在医学研究中的作用,特别是在寻找治疗恶性肿瘤和预防疾病的关联性方面的潜力。

🚀 未来医学的承诺与风险:分析了基因组学带来的潜在益处,以及医学中大数据使用可能带来的风险和挑战。

🧔‍♂️ 超越人类:讨论了科技进步与人类未来的关系,以及我们距离超越人类极限的未来还有多远。

In Episode 15 of Hidden Forces, host Demetri Kofinas speaks with Dr. Eric Schadt. Eric Schadt is founder and CEO of Sema4, as well as Dean of Precision Medicine at the Icahn School of Medicine at Mount Sinai. During the course of his 20-year career, Dr. Eric Schadt has built genetics and systems biology groups at Merck. He built the computational biology group at Rosetta. He has served as co-founder of Sage Bionetworks and as Chief Science Officer of Pacific Biosciences. He now serves as the founder and CEO of Sema4. He has published more than 300 peer-reviewed papers in leading scientific journals, and he has contributed to a number of discoveries relating to the genetic basis of common human diseases such as diabetes, obesity and Alzheimer’s.

In today’s conversation, we explore the information technology of biology – DNA – the world of genomics, where big data looms large. We begin by mapping the territory of the human genome and exploring the pathways of disease. We look to understand the ways in which complex genetic combinations express themselves as phenotypes such as height, bone structure, intelligence, and personality. How are these traits coded for? What are the instructions our body uses to repair a damaged cell? What blueprint does it consult before trying to grow new arteries? How does it know to regulate our appetite or when start us down the path of puberty? What happens when these instructions are damaged? How can the smallest difference in the order of life’s code make all the difference for our success, our happiness, and even our survival?

50 years have passed, between the discovery of the double-helix and the mapping of the first human genome. What progress have we made in the 15 years since? How has our ability to sequence new genomes created a paradigm shift in medicine? What is the role of big data and artificial intelligence in finding the correlations needed in order to treat malignancies and prevent diseases? What is the promise of genomics? What are the perils of big data in medicine? What stands between us and some superhuman future?

Producer & Host: Demetri Kofinas

Editor & Engineer: Stylianos Nicolaou

Join the conversation on FacebookInstagram, and Twitter at @hiddenforcespod

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基因组学 精准医学 大数据 人工智能
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