在动物,植物和人类之间分享预测基因组学的方法
Saranya Arirangan1,2, Leticia F de Oliveira3, Md Nazmul Hasan2
1Department of Sociology, Purdue University, West Lafayette, IN, USA.
Nature genetics
|February 4, 2026
概括
在人类,动物和植物生物学上的基因组预测可以统一. 在各个领域之间分享知识和方法将改善所有生命的预测模型.
科学领域:
- 基因组学和生物信息学
- 比较生物学是比较生物学.
- 定量遗传学 是一种定量遗传学.
背景情况:
- 基因组预测在人类,动物和植物生物学中至关重要,以了解遗传变异对复杂特征的影响.
- 尽管有共同的统计基础 (例如,线性混合模型,贝叶斯回归,深度学习),但这些领域的进展并行.
- 农业遗传学开创了混合模型和贝叶斯框架,而人类基因组学则推进了非线性建模和人工智能.
研究的目的:
- 综合跨学科的基因组预测的方法演变.
- 确定整合和跨学科合作的机会.
- 为统一预测基因组学提出路线图.
主要方法:
- 在基因组预测中的方法演变的文学综合.
- 对人类,动物和植物遗传学的方法进行比较分析.
- 建议制定路线图,包括数据标准,基准和培训.
主要成果:
- 基因组预测领域,虽然有共同的基础,但并行进步.
- 农业遗传学和人类基因组学有着不同的但相辅相成的贡献.
- 一种统一的方法可以提高模型的稳定性,可解释性和可通用性.
结论:
- 整合跨物种的基因组预测可以将其确立为一个比较科学.
- 知识转移和共享架构可以提高预测模型的性能.
- 跨学科的合作是释放基因组预测的全部潜力的关键.
相关概念视频
Animal and Plant Cell Structure
48.5K
Animal and plant cells not only differ in their structure, function, and mode of nutrition but also in how they reproduce, specialize, and organize into complex structures.
Cell Division
Though both plant and animal cells divide by mitosis (for non-gametic cells) and meiosis (for gametic cells), they differ in the specifics of this process. Unlike animal cells, plant cells lack centrosomes — an organelle responsible for organizing the spindle fibers and segregating the chromosomes during...
Cell Division
Though both plant and animal cells divide by mitosis (for non-gametic cells) and meiosis (for gametic cells), they differ in the specifics of this process. Unlike animal cells, plant cells lack centrosomes — an organelle responsible for organizing the spindle fibers and segregating the chromosomes during...
48.5K
Genomics
40.7K
Genomics is the science of genomes: it is the study of all the genetic material of an organism. In humans, the genome consists of information carried in 23 pairs of chromosomes in the nucleus, as well as mitochondrial DNA. In genomics, both coding and non-coding DNA is sequenced and analyzed. Genomics allows a better understanding of all living things, their evolution, and their diversity. It has a myriad of uses: for example, to build phylogenetic trees, to improve productivity and...
40.7K
Comparing Mitochondrial, Chloroplast, and Prokaryotic Genomes
16.3K
The present-day mitochondrial and chloroplast genomes have retained some of the characteristics of their ancestral prokaryotes and also have acquired new attributes during their evolution within eukaryotic cells. Like prokaryotic genomes, mitochondrial and chloroplast genomes neither bind with histone-like proteins nor show complex packaging into chromosome-like structures, as observed in eukaryotes. Unlike mitotic cell divisions observed in eukaryotic cells, mitochondria and chloroplasts...
16.3K
Genome Size and the Evolution of New Genes
9.1K
While every living organism has a genome of some kind (be it RNA, or DNA), there is considerable variation in the sizes of these blueprints. One major factor that impacts genome size is whether the organism is prokaryotic or eukaryotic. In prokaryotes, the genome contains little to no non-coding sequence, such that genes are tightly clustered in groups or operons sequentially along the chromosome. Conversely, the genes in eukaryotes are punctuated by long stretches of non-coding sequence.
9.1K
Predicting Molecular Geometry
46.0K
VSEPR Theory for Determination of Electron Pair Geometries
46.0K
Meristems and Plant Growth
49.6K
Plants grow throughout their lives; this is called indeterminate growth, and it distinguishes plants from most animals. Although certain parts of plants stop growing (e.g., leaves and flowers), others grow continuously—like roots and stems.
49.6K


