A polymer model for the quantitative reconstruction of 3d chromosome architecture from HiC and GAM data
نویسندگان
چکیده
In this article, we present a polymermodel of the chromosome that can be parameterized to quantitatively reproduce contact probabilities measured in high-throughput chromosome conformation capture (Hi-C) or genome architecture mapping (GAM) experiments. Specifically, our Gaussian effective model (GEM) introduces harmonic potentials to represent interactions detected during such experiments. As a central property, we derive an exact relation between the couplings of these potentials and the resulting contact probabilities. This relation is used here to solve the inverse problem of constructing a GEM which best reproduces the contact probabilities measured experimentally. For that purpose, we present a minimization scheme that searches for the GEM that has contact probabilities as close as possible to the experimental ones. We apply this method to several data sets generated from experiments using the Hi-C or GAM techniques. To illustrate potential applications of our method, we show how the reconstructed couplings can be used to investigate the chromosome organization by Brownian Dynamics.
منابع مشابه
A New Approach for Quantitative Evaluation of Reconstruction Algorithms in SPECT
ABTRACT Background: In nuclear medicine, phantoms are mainly used to evaluate the overall performance of the imaging systems and practically there is no phantom exclusively designed for the evaluation of the software performance. In this study the Hoffman brain phantom was used for quantitative evaluation of reconstruction techniques. The phantom is modified to acquire t...
متن کاملTarget detection Bridge Modelling using Point Cloud Segmentation Obtained from Photogrameric UAV
In recent years, great efforts have been made to generate 3D models of urban structures in photogrammetry and remote sensing. 3D reconstruction of the bridge, as one of the most important urban structures in transportation systems, has been neglected because of its geometric and structural complexity. Due to the UAV technology development in spatial data acquisition, in this study, the point cl...
متن کاملStochastic reconstruction of carbon fiber paper gas diffusion layers of PEFCs: A comparative study
A 3D microstructure of the non-woven gas diffusion layers (GDLs) of polymer electrolyte fuel cells (PEFCs) is reconstructed using a stochastic method. For a commercial GDL, due to the planar orientation of the fibers in the GDL, 2D SEM image of the GDL surface is used to estimate the orientation of the carbon fibers in the domain. Two more microstructures with different fiber orientations are g...
متن کاملConditional Random Fields for Airborne Lidar Point Cloud Classification in Urban Area
Over the past decades, urban growth has been known as a worldwide phenomenon that includes widening process and expanding pattern. While the cities are changing rapidly, their quantitative analysis as well as decision making in urban planning can benefit from two-dimensional (2D) and three-dimensional (3D) digital models. The recent developments in imaging and non-imaging sensor technologies, s...
متن کاملاستفاده از فنّاوریهای نمونهسازی سریع در بازسازی بخشهای مفقود آثار شیشهای با رویکرد استفاده در شیشههای تاریخی
Abstract Although nowadays the advancements in technologies and preservation methods have led to effective conservation of historical and ancient glass works, it is still necessary to develop much less-destructive methods in conservation practices. Rapid prototyping technique (RPT) in recent years has been increasingly implemented in Engineering, Medical, Industrial Design and Architecture fie...
متن کامل