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MIA-Jet:染色质喷射流的多尺度识别算法

MIA-Jet: Multi-scale Identification Algorithm of Chromatin Jets.

作者信息

Kim Sion, Kim Minji

机构信息

Gilbert S. Omenn Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, 48109, USA.

Department of Electrical and Computer Engineering, University of Michigan, Ann Arbor, MI, 48109, USA.

出版信息

bioRxiv. 2025 Sep 1:2025.08.27.672730. doi: 10.1101/2025.08.27.672730.

DOI:10.1101/2025.08.27.672730
PMID:40950200
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12424625/
Abstract

The mammalian genome is organized into large-scale chromosome territories, compartments, domains, and at the smallest scale, chromatin loops and stripes. The newest element is a chromatin jet, a diffused line perpendicular to the main diagonal in the Hi-C contact map, which was reported in quiescent mammalian lymphocytes supporting a two-sided symmetric cohesin loop extrusion model. A similar structure is observed in Repli-HiC data, where relatively thin and straight chromatin fountains indicate coupling of DNA replication forks. However, the precise biological implications of these jet-like structures are unknown due to the limitations in computational methods. We developed MIA-Jet, a multi-scale ridge detection algorithm that can accurately detect jets of variable lengths, widths, and angles. When tested on Hi-C, Repli-HiC, ChIA-PET, ChIA-Drop, and Micro-C data in mouse, human, roundworm, and zebrafish cells, MIA-Jet outperformed existing methods. In human cells, jets were enriched in cohesin loading sites and early replication initiation zones. Applying MIA-Jet to Hi-C data generated from protein-degraded cells revealed that jets are dependent on cohesin but not YY1, and jet signals are strengthened after depleting WAPL. We envision MIA-Jet to be broadly applicable to any 3D genome mapping data, thereby providing new insights into the functional roles of chromatin jets.

摘要

哺乳动物基因组被组织成大规模的染色体区域、区室、结构域,在最小尺度上则是染色质环和条纹。最新发现的元素是染色质流,即在Hi-C接触图谱中垂直于主对角线的扩散线,在静止的哺乳动物淋巴细胞中被报道,支持双侧对称的黏连蛋白环挤压模型。在Repli-HiC数据中也观察到类似结构,其中相对细直的染色质喷泉表明DNA复制叉的耦合。然而,由于计算方法的局限性,这些类似流的结构的确切生物学意义尚不清楚。我们开发了MIA-Jet,一种多尺度脊线检测算法,能够准确检测可变长度、宽度和角度的流。在小鼠、人类、蛔虫和斑马鱼细胞的Hi-C、Repli-HiC、ChIA-PET、ChIA-Drop和Micro-C数据上进行测试时,MIA-Jet的表现优于现有方法。在人类细胞中,流在黏连蛋白加载位点和早期复制起始区域富集。将MIA-Jet应用于从蛋白质降解细胞生成的Hi-C数据,结果表明流依赖于黏连蛋白而非YY1,并且在耗尽WAPL后流信号增强。我们设想MIA-Jet可广泛应用于任何三维基因组图谱数据,从而为染色质流的功能作用提供新的见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0114/12424625/cba045536f6b/nihpp-2025.08.27.672730v1-f0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0114/12424625/02a70037515f/nihpp-2025.08.27.672730v1-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0114/12424625/794ed618dab2/nihpp-2025.08.27.672730v1-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0114/12424625/6feee1c79673/nihpp-2025.08.27.672730v1-f0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0114/12424625/cba045536f6b/nihpp-2025.08.27.672730v1-f0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0114/12424625/02a70037515f/nihpp-2025.08.27.672730v1-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0114/12424625/794ed618dab2/nihpp-2025.08.27.672730v1-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0114/12424625/6feee1c79673/nihpp-2025.08.27.672730v1-f0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0114/12424625/cba045536f6b/nihpp-2025.08.27.672730v1-f0004.jpg

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本文引用的文献

1
Extrusion fountains are restricted by WAPL-dependent cohesin release and CTCF barriers.挤出性染色质纤维受到依赖于WAPL的黏连蛋白释放和CTCF屏障的限制。
Nucleic Acids Res. 2025 Jun 20;53(12). doi: 10.1093/nar/gkaf549.
2
Cohesin organizes 3D DNA contacts surrounding active enhancers in .黏连蛋白在……中组织活跃增强子周围的三维DNA接触。 (注:原文句末的in后面似乎缺少具体内容)
Genome Res. 2025 May 2;35(5):1108-1123. doi: 10.1101/gr.279365.124.
3
SMC motor proteins extrude DNA asymmetrically and can switch directions.SMC运动蛋白不对称地挤压DNA并能转换方向。
Cell. 2025 Feb 6;188(3):749-763.e21. doi: 10.1016/j.cell.2024.12.020. Epub 2025 Jan 16.
4
Comparative study on chromatin loop callers using Hi-C data reveals their effectiveness.使用 Hi-C 数据的染色质环调用程序的比较研究揭示了它们的有效性。
BMC Bioinformatics. 2024 Mar 21;25(1):123. doi: 10.1186/s12859-024-05713-w.
5
The jet-like chromatin structure defines active secondary metabolism in fungi.射流样染色质结构定义了真菌中活跃的次生代谢。
Nucleic Acids Res. 2024 May 22;52(9):4906-4921. doi: 10.1093/nar/gkae131.
6
The shape of chromatin: insights from computational recognition of geometric patterns in Hi-C data.染色质的形态:Hi-C 数据中几何模式的计算识别带来的新见解。
Brief Bioinform. 2023 Sep 20;24(5). doi: 10.1093/bib/bbad302.
7
Enhancer-promoter interactions and transcription are largely maintained upon acute loss of CTCF, cohesin, WAPL or YY1.在急性 CTCF、cohesin、WAPL 或 YY1 缺失的情况下,增强子-启动子相互作用和转录在很大程度上得以维持。
Nat Genet. 2022 Dec;54(12):1919-1932. doi: 10.1038/s41588-022-01223-8. Epub 2022 Dec 5.
8
Topoisomerases I and II facilitate condensin DC translocation to organize and repress X chromosomes in C. elegans.拓扑异构酶 I 和 II 促进 condensin DC 向 X 染色体的转移,以组织和抑制线虫 C. elegans 的 X 染色体。
Mol Cell. 2022 Nov 17;82(22):4202-4217.e5. doi: 10.1016/j.molcel.2022.10.002. Epub 2022 Oct 26.
9
Right on target: Chromatin jets arise from targeted cohesin loading in wild-type cells.精准定位:染色质喷流源自野生型细胞中靶向性黏连蛋白加载。
Mol Cell. 2022 Oct 20;82(20):3755-3757. doi: 10.1016/j.molcel.2022.09.027.
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Mol Cell. 2022 Oct 20;82(20):3769-3780.e5. doi: 10.1016/j.molcel.2022.09.003. Epub 2022 Sep 30.