人工智能和机器学习在细胞和基因疗法的生物制造中的应用
Eric Neumann1, Karen Weisinger2, Tom Londo3
1IQUrium, 52 Scholl St Duxbury MA 02332, USA, ekneumann@gmail.come.
Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing
|February 27, 2026
概括
人工智能 (AI) 和机器学习 (ML) 越来越多地用于细胞和基因疗法 (CGT) 的生物制造和生物工程. 这些技术增强了关键生物工程过程的设计,扩展和优化.
科学领域:
- 生物技术和生物医学工程 生物技术和生物医学工程
- 计算生物学和生物信息学
背景情况:
- 人工智能 (AI) 和机器学习 (ML) 在生物计算和生物医学研究中显示出重大前景.
- 这些技术正在成为细胞和基因疗法 (CGT) 进步的关键工具.
研究的目的:
- 突出AI/ML在CGT的生物制造和生物工程中的应用.
- 讨论AI/ML在优化CGT开发和生产方面的潜力.
主要方法:
- 研讨会形式,邀请来自学术界和工业界的演讲者.
- 关于AI/ML实施的实践经验和案例研究的演讲.
主要成果:
- 人工智能/机器学习在设计,扩展和优化生物工程过程中的实用性得到了证明.
- 具体应用包括CAR-T细胞,诱导多能干细胞 (iPSC) 和生物分子生产.
结论:
- 人工智能/ML技术将成为CGT未来生物制造和生物工程的核心.
- 利用智能技术对于推动CGT开发和治疗应用至关重要.
相关概念视频
Microorganisms in Medicine and Therapeutics
1.3K
Microorganisms play a fundamental role in vaccine development, gene therapy, and therapeutic production. Their biological properties are harnessed to advance medicine and public health. Beyond immunization, microorganisms contribute to gut health, antibiotic synthesis, and genetic disease treatment.Live Attenuated and Inactivated VaccinesLive attenuated vaccines, such as the measles, mumps, and rubella (MMR) vaccine, utilize weakened forms of pathogens to closely resemble natural infections.
1.3K
Gene Therapy
27.8K
Gene therapy is a technique where a gene is inserted into a person’s cells to prevent or treat a serious disease. The added gene may be a healthy version of the gene that is mutated in the patient, or it could be a different gene that inactivates or compensates for the patient’s disease-causing gene. For example, in patients with severe combined immunodeficiency (SCID) due to a mutation in the gene for the enzyme adenosine deaminase, a functioning version of the gene can be...
27.8K
Synthetic Biology
5.7K
Synthetic biology is an interdisciplinary science that involves using principles from disciplines such as engineering, molecular biology, cell biology, and systems biology. It involves remodeling existing organisms from nature or constructing completely new synthetic organisms for applications such as protein or enzyme production, bioremediation, value-added macromolecule production, and the addition of desirable traits to crops, to name a few.
Golden rice
Golden rice is a genetically modified...
Golden rice
Golden rice is a genetically modified...
5.7K
Recombinant DNA
103.9K
Overview
103.9K
Issues And Trends In Healthcare Delivery System
6.3K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
6.3K
The Central Dogma
34.4K
The central dogma explains the flow of genetic information from DNA nucleotides to the amino acid sequence of proteins.
RNA is the Missing Link Between DNA and Proteins
In the early 1900s, scientists discovered that DNA stores all the information needed for cellular functions and that proteins perform most of these functions. However, the mechanisms of converting genetic information into functional proteins remained unknown for many years. Initially, it was believed that a single gene is...
RNA is the Missing Link Between DNA and Proteins
In the early 1900s, scientists discovered that DNA stores all the information needed for cellular functions and that proteins perform most of these functions. However, the mechanisms of converting genetic information into functional proteins remained unknown for many years. Initially, it was believed that a single gene is...
34.4K


