scENCORE:利用单细胞表观遗传数据,使用图形嵌入来预测色素构造
Ziheng Duan1, Siwei Xu1, Shushrruth Sai Srinivasan1
1Department of Computer Science, University of California, Irvine, 92697 CA, USA.
Briefings in bioinformatics
|March 17, 2024
概括
scENCORE从可访问的表观遗传数据计算重建染色体A/B区,为研究DNA结构和疾病提供了单细胞Hi-C的经济有效替代方案.
科学领域:
- 基因组学就是基因组学.
- 表观遗传学 在表观遗传学中,表观遗传学是指表观遗传学.
- 计算生物学 计算生物学
背景情况:
- 在转录调节过程中,真核细胞DNA被分为活性和抑制状态至关重要.
- 染色质结构的失调与各种疾病有关.
- 单细胞Hi-C提供染色体构造数据,但价格昂贵且难以获得.
研究的目的:
- 开发一种计算方法 (scENCORE) 来从单细胞表观遗传数据中重建染色体部分.
- 为单细胞Hi-C提供一个具有成本效益和可访问的替代方案,用于分析高阶染色体结构.
- 为了研究不同条件下的染色质构成变化及其与疾病的关系.
主要方法:
- scENCORE构建了一个代表色素相互作用频率的长距离表观遗传相关图.
- 它使用节点嵌入来将基因组区域聚集到A/B区.
- 图表是对齐的,以量化色素构造变化.
主要成果:
- scENCORE精确地重建了细胞类型特定的A/B区间,经过Hi-C实验验证.
- 该方法识别了显著的染色体区切换事件.
- 这些切换事件与精神疾病中的潜在调节和转录变化有关.
结论:
- scENCORE可以准确且经济高效地重建A/B隔间.
- 它有助于在复杂组织中划分高阶染色质结构异质性的划分.
- 这种方法有助于理解染色质构成在健康和疾病中的作用.
相关概念视频
Chromatin Immunoprecipitation- ChIP
11.1K
Chromatin immunoprecipitation, or ChIP, is an antibody-based technique used to identify sites on DNA that bind to transcription factors of interest or histone proteins. It also helps determine the type of histone modifications such as acetylation, phosphorylation, or methylation.
Types of ChIP
ChIP can be divided into two types - X-ChIP and N-ChIP. X-ChIP involves in vivo cross-linking of histones and regulatory proteins to DNA, fragmenting the DNA by sonication, and isolating the protein-DNA...
Types of ChIP
ChIP can be divided into two types - X-ChIP and N-ChIP. X-ChIP involves in vivo cross-linking of histones and regulatory proteins to DNA, fragmenting the DNA by sonication, and isolating the protein-DNA...
11.1K
Histone Modification
13.3K
The histone proteins have a flexible N-terminal tail extending out from the nucleosome. These histone tails are often subjected to post-translational modifications such as acetylation, methylation, phosphorylation, and ubiquitination. Particular combinations of these modifications form “histone codes” that influence the chromatin folding and tissue-specific gene expression.
Acetylation
The enzyme histone acetyltransferase adds acetyl group to the histones. Another enzyme, histone...
Acetylation
The enzyme histone acetyltransferase adds acetyl group to the histones. Another enzyme, histone...
13.3K
Chromatin Position Affects Gene Expression
23.3K
Chromatin is the massive complex of DNA and proteins packaged inside the nucleus. The complexity of chromatin folding and how it is packaged inside the nucleus greatly influences access to genetic information. Generally, the nucleus' periphery is considered transcriptionally repressive, while the cell's interior is considered a transcriptionally active area.
Topologically Associated Domains (TADs)
The 3-dimensional positioning of chromatin in the nucleus influences the...
Topologically Associated Domains (TADs)
The 3-dimensional positioning of chromatin in the nucleus influences the...
23.3K
Spreading of Chromatin Modifications
8.3K
The histone proteins in the nucleosomes are post-translationally modified (PTM) to increase or decrease access to DNA. The commonly observed PTMs are methylation, acetylation, phosphorylation, and ubiquitination of lysine amino acids in the histone H3 tail region. These histone modifications have specific meaning for the cell. Hence, they are called "histone code". The protein complex involved in histone modification is termed as "reader-writer" complex.
Writers
The writer...
Writers
The writer...
8.3K
Euchromatin
6.9K
The extent of chromatin compaction can be studied by staining chromatin using specific DNA binding dyes. Under the microscope, the dense-compacted regions take up more dye, appearing darker, while the less-compact areas take up less dye and appear lighter. Based on the compaction level, chromatins are classified into two primary forms – euchromatin and heterochromatin.
Euchromatin is the less dense region of the chromatin and stains lighter. Euchromatin contains histone H3 extensively...
Euchromatin is the less dense region of the chromatin and stains lighter. Euchromatin contains histone H3 extensively...
6.9K
Heterochromatin
12.6K
The extent of chromatin compaction can be studied by staining chromatin using specific DNA binding dyes. Under the microscope, the dense-compacted regions that take up more dye are called heterochromatin. Heterochromatin is further classified into two forms – constitutive heterochromatin and facultative heterochromatin.
Constitutive heterochromatin: It is a highly compact region of chromatin that is mostly concentrated in the centromere and telomere. Unlike euchromatin, the amino acid at...
Constitutive heterochromatin: It is a highly compact region of chromatin that is mostly concentrated in the centromere and telomere. Unlike euchromatin, the amino acid at...
12.6K


