Valades-Cruz Cesar Augusto, Barth Roman, Abdellah Marwan, Shaban Haitham A
SERPICO Project Team, Inria Centre Rennes-Bretagne Atlantique, Rennes, France.
SERPICO Project Team, UMR144 CNRS Institut Curie, PSL Research University, Paris, France.
Nat Protoc. 2025 Jan;20(1):163-179. doi: 10.1038/s41596-024-01038-3. Epub 2024 Aug 28.
To understand the dynamic nature of the genome, the localization and rearrangement of DNA and DNA-binding proteins must be analyzed across the entire nucleus of single living cells. Recently, we developed a computational light microscopy technique, called high-resolution diffusion (Hi-D) mapping, which can accurately detect, classify and map diffusion dynamics and biophysical parameters such as the diffusion constant, the anomalous exponent, drift velocity and model physical diffusion from the data at a high spatial resolution across the genome in living cells. Hi-D combines dense optical flow to detect and track local chromatin and nuclear protein motion genome-wide and Bayesian inference to characterize this local movement at nanoscale resolution. Here we present the Python implementation of Hi-D, with an option for parallelizing the calculations to run on multicore central processing units (CPUs). The functionality of Hi-D is presented to the users via user-friendly documented Python notebooks. Hi-D reduces the analysis time to less than 1 h using a multicore CPU with a single compute node. We also present different applications of Hi-D for live-imaging of DNA, histone H2B and RNA polymerase II sequences acquired with spinning disk confocal and super-resolution structured illumination microscopy.
为了理解基因组的动态性质,必须在单个活细胞的整个细胞核中分析DNA和DNA结合蛋白的定位与重排。最近,我们开发了一种计算光学显微镜技术,称为高分辨率扩散(Hi-D)图谱分析,它能够在活细胞基因组中以高空间分辨率,从数据中准确检测、分类并绘制扩散动力学和生物物理参数,如扩散常数、反常指数、漂移速度以及模拟物理扩散。Hi-D结合了密集光流以在全基因组范围内检测和追踪局部染色质及核蛋白运动,并结合贝叶斯推理以纳米级分辨率表征这种局部运动。在此,我们展示Hi-D的Python实现,提供在多核中央处理器(CPU)上并行化计算的选项。Hi-D的功能通过用户友好的带文档Python笔记本呈现给用户。使用具有单个计算节点的多核CPU时,Hi-D将分析时间缩短至不到1小时。我们还展示了Hi-D在通过转盘共聚焦显微镜和超分辨率结构光照明显微镜获取的DNA、组蛋白H2B和RNA聚合酶II序列的实时成像中的不同应用。