Large-scale reconstruction of 3D structures of human chromosomes from chromosomal contact data.
Chromosomes are not positioned randomly within a nucleus, but instead, they adopt preferred spatial conformations to facilitate necessary long-range gene-gene interactions and regulations. Thus, obtaining the 3D shape of chromosomes of a genome is critical for understanding how the genome folds, functions and how its genes interact and are regulated. Here, we describe a method to reconstruct preferred 3D structures of individual chromosomes of the human genome from chromosomal contact data generated by the Hi-C chromosome conformation capturing technique. A novel parameterized objective function was designed for modeling chromosome structures, which was optimized by a gradient descent method to generate chromosomal structural models that could satisfy as many intra-chromosomal contacts as possible. We applied the objective function and the corresponding optimization method to two Hi-C chromosomal data sets of both a healthy and a cancerous human B-cell to construct 3D models of individual chromosomes at resolutions of 1 MB and 200 KB, respectively. The parameters used with the method were calibrated according to an independent fluorescence in situ hybridization experimental data. The structural models generated by our method could satisfy a high percentage of contacts (pairs of loci in interaction) and non-contacts (pairs of loci not in interaction) and were compatible with the known two-compartment organization of human chromatin structures. Furthermore, structural models generated at different resolutions and from randomly permuted data sets were consistent.
Computer Science Department, University of Missouri-Columbia, MO 65211, USA, Informatics Institute, University of Missouri-Columbia, MO 65211, USA and C. Bond Life Science Center, University of Missouri-Columbia, MO 65211, USA.
Tuan
T
Trieu
Jianlin
J
Cheng
D001402:B-Lymphocytes / Q000737:chemistry; D002877:Chromosomes, Human / Q000737:chemistry*; D006801:Humans; D015448:Leukemia, B-Cell / Q000235:genetics; D008958:Models, Molecular; D009690:Nucleic Acid Conformation