人工智能在生命科学中的应用:历史回顾和未来的前景
Lei Shi1, Meng Wang1, Xiu-Jie Wang1,2
1Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing 100101, China.
Fundamental research
|February 6, 2026
概括
人工智能 (AI) 正在彻底改变生物信息学,影响生命科学数据分析. 未来的人工智能开发对于推动生物研究和数据解释至关重要.
科学领域:
- 生物信息学是一种生物信息学.
- 计算生物学 计算生物学
- 生命科学 生命科学
背景情况:
- 人工智能 (AI) 最近的进步,特别是深度学习和变压器神经网络,对科学研究产生了重大影响.
- 生物信息学是一个致力于生命科学数据策划和分析的领域,在整个历史中,由于人工智能技术,它经历了巨大的变革.
研究的目的:
- 审查计算机辅助生命科学数据分析的历史演变.
- 评估人工智能方法在生命科学研究中的特点,贡献和变化,使用文献计量分析.
- 在生命科学研究的背景下讨论人工智能方法的未来挑战.
主要方法:
- 图书统计分析被用来评估AI在生命科学中的作用.
- 生命科学中计算机辅助数据分析的历史审查.
主要成果:
- 人工智能技术已经明显加速并改变了生命科学研究.
- 该审查强调了人工智能对生物信息学和数据分析的影响.
结论:
- 人工智能将继续推动创新,并彻底改变生命科学研究.
- 越来越需要开发专门为生命科学数据量身定制的新型AI方法.
相关概念视频
Applications of Life Tables
364
Life tables are versatile across various fields, providing a quantitative basis for analyzing mortality and survival rates. Whether used by demographers, actuaries, epidemiologists, or sociologists, life tables offer valuable insights into the dynamics of life and death, facilitating informed decisions in public health, insurance, conservation, and beyond. Their broad applicability highlights the interconnectedness of demographic data with practical outcomes in everyday life and strategic...
364
The Tree of Life - Bacteria, Archaea, Eukaryotes
38.7K
The “tree of life” describes the evolution of life and the evolutionary relationships between organisms. The root of the tree is the common ancestor to all life on Earth. All other species radiate from this point, much like the branches of a tree. The numerous tips of these branches on the tree of life represent every living, or extant, species. Extinct species, which are species that no longer exist, can be found towards the center of the tree. Currently, these organisms, both...
38.7K
Half-life of a Reaction
39.1K
The half-life of a reaction (t1/2) is the time required for one-half of a given amount of reactant to be consumed. In each succeeding half-life, half of the remaining concentration of the reactant is consumed. For example, during the decomposition of hydrogen peroxide, during the first half-life (from 0.00 hours to 6.00 hours), the concentration of H2O2 decreases from 1.000 M to 0.500 M. During the second half-life (from 6.00 hours to 12.00 hours), the concentration decreases from 0.500 M to...
39.1K
Review and Preview
8.4K
In statistics, several tools are used to interpret the data. Measures of central tendency represent the characteristics of the data, such as mean, median, and mode. Additionally, measures of variance like standard deviation and range are used to find the spread of data from the mean. Relative standing measures the distance between data locations. Commonly used measures of relative standings are percentile, z score, and quartiles.
Percentiles are a type of fractile that partition data into...
Percentiles are a type of fractile that partition data into...
8.4K
Review and Preview
11.5K
Data are individual items of information obtained from a population or sample. Data may be classified as qualitative (categorical), quantitative continuous, or quantitative discrete. Because it is not practical to measure the entire population in a study, researchers use samples to represent the population. A random sample is a representative group from the population chosen by using a method that gives each individual in the population an equal chance of being included in the sample. Random...
11.5K
Psychology as a Science
3.9K
Psychology, as a scientific discipline, aims to understand the mind and behavior through rigorous and systematic methods. The foundation of psychological research is evidence-based, relying heavily on the scientific method to derive and validate knowledge. This structured approach ensures that findings are reliable, valid, and applicable to broader contexts.
The scientific method in psychology involves six critical steps: making observations, formulating hypotheses, conducting tests, analyzing...
The scientific method in psychology involves six critical steps: making observations, formulating hypotheses, conducting tests, analyzing...
3.9K


