在治疗干预中使用人工智能驱动的方法:将RNA序列分析转化为生物标志物发现和药物开发
Zehra1, Anam Bakhtiyar2, Asimul Islam1
1Centre for Interdisciplinary Research in Basic Sciences, Jamia Millia Islamia, New Delhi 110025, India.
Drug discovery today
|May 31, 2025
概括
药物转录组学使用人工智能 (AI) 来分析复杂的转录组数据,加速新药和治疗点的发现. 这种方法提高了对疾病机制的理解,以改善治疗开发.
科学领域:
- 药物基因组学 药物基因组学
- 生物信息学是一种生物信息学.
- 计算生物学 计算生物学
背景情况:
- 药物转录学整合了转录学和药理学,以确定治疗点.
- 人工智能 (AI) 的进步对于分析大规模的转录数据集至关重要.
研究的目的:
- 审查人工智能和机器学习 (ML) 在药物转录学中的整合.
- 突出AI在了解疾病机制和识别药物点方面的作用.
- 介绍药物转录学学中使用的AI模型框架.
主要方法:
- 对用于转录基因数据分析的AI和ML技术的审查.
- 对生物标志物和药物开发的基因特征的分析.
- 对药物转录学学AI模型的探索.
主要成果:
- 人工智能和机器学习能够将大量的转录数据转化为可操作的知识.
- 确定生物标志物和药物发现的关键签名基因.
- 通过对疾病机制的AI驱动的洞察力来简化药物发现.
结论:
- 人工智能显著增强了药物转录学研究,以获得有效的治疗方法.
- 优化人工智能模型对于改善治疗结果至关重要.
- 人工智能的整合为未来的药物开发提供了一个强大的框架.
相关概念视频
RNA-seq
9.9K
RNA sequencing, or RNA-Seq, is a high-throughput sequencing technology used to study the transcriptome of a cell. Transcriptomics helps to interpret the functional elements of a genome and identify the molecular constituents of an organism. Additionally, it also helps in understanding the development of an organism and the occurrence of diseases.
Before the discovery of RNA-seq, microarray-based methods and Sanger sequencing were used for transcriptome analysis. However, while...
Before the discovery of RNA-seq, microarray-based methods and Sanger sequencing were used for transcriptome analysis. However, while...
9.9K
Ribosome Profiling
3.5K
Ribosome profiling or ribo-sequencing is a deep sequencing technique that produces a snapshot of active translation in a cell. It selectively sequences the mRNAs protected by ribosomes to get an insight into a cell’s translation landscape at any given point in time.
Applications of ribosome profiling
Ribosome profiling has many applications, including in vivo monitoring of translation inside a particular organ or tissue type and quantifying new protein synthesis levels.
The technique...
Applications of ribosome profiling
Ribosome profiling has many applications, including in vivo monitoring of translation inside a particular organ or tissue type and quantifying new protein synthesis levels.
The technique...
3.5K
Experimental RNAi
6.1K
RNA interference (RNAi) is a cellular mechanism that inhibits gene expression by suppressing its transcription or activating the RNA degradation process. The mechanism was discovered by Andrew Fire and Craig Mello in 1998 in plants. Today, it is observed in almost all eukaryotes, including protozoa, flies, nematodes, insects, parasites, and mammals. This precise cellular mechanism of gene silencing has been developed into a technique that provides an efficient way to identify and determine the...
6.1K


