Quantifying the similarity of topological domains across normal and cancer human cell types

被引:22
作者
Sauerwald, Natalie [1 ]
Kingsford, Carl [1 ]
机构
[1] Carnegie Mellon Univ, Computat Biol Dept, Pittsburgh, PA 15213 USA
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
CHROMATIN INTERACTIONS; ASSOCIATING DOMAINS; GENOME TOPOLOGY; GENE-REGULATION; ARCHITECTURE; CONFORMATION; ORGANIZATION; PRINCIPLES; PREDICTION; LANDSCAPE;
D O I
10.1093/bioinformatics/bty265
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Three-dimensional chromosome structure has been increasingly shown to influence various levels of cellular and genomic functions. Through Hi-C data, which maps contact frequency on chromosomes, it has been found that structural elements termed topologically associating domains (TADs) are involved in many regulatory mechanisms. However, we have little understanding of the level of similarity or variability of chromosome structure across cell types and disease states. In this study, we present a method to quantify resemblance and identify structurally similar regions between any two sets of TADs. Results: We present an analysis of 23 human Hi-C samples representing various tissue types in normal and cancer cell lines. We quantify global and chromosome-level structural similarity, and compare the relative similarity between cancer and non-cancer cells. We find that cancer cells show higher structural variability around commonly mutated pan-cancer genes than normal cells at these same locations.
引用
收藏
页码:475 / 483
页数:9
相关论文
共 40 条
  • [1] Statistical confidence estimation for Hi-C data reveals regulatory chromatin contacts
    Ay, Ferhat
    Bailey, Timothy L.
    Noble, William Stafford
    [J]. GENOME RESEARCH, 2014, 24 (06) : 999 - 1011
  • [2] Supervised learning method for predicting chromatin boundary associated insulator elements
    Bednarz, Pawel
    Wilczynski, Bartek
    [J]. JOURNAL OF BIOINFORMATICS AND COMPUTATIONAL BIOLOGY, 2014, 12 (06)
  • [3] CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING
    BENJAMINI, Y
    HOCHBERG, Y
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) : 289 - 300
  • [4] Organization and function of the 3D genome
    Bonev, Boyan
    Cavalli, Giacomo
    [J]. NATURE REVIEWS GENETICS, 2016, 17 (11) : 661 - 678
  • [5] Functional implications of genome topology
    Cavalli, Giacomo
    Misteli, Tom
    [J]. NATURE STRUCTURAL & MOLECULAR BIOLOGY, 2013, 20 (03) : 290 - 299
  • [6] Identification of copy number variations and translocations in cancer cells from Hi-C data
    Chakraborty, Abhijit
    Ay, Ferhat
    [J]. BIOINFORMATICS, 2018, 34 (02) : 338 - 345
  • [7] Condensin-driven remodelling of X chromosome topology during dosage compensation
    Crane, Emily
    Bian, Qian
    McCord, Rachel Patton
    Lajoie, Bryan R.
    Wheeler, Bayly S.
    Ralston, Edward J.
    Uzawa, Satoru
    Dekker, Job
    Meyer, Barbara J.
    [J]. NATURE, 2015, 523 (7559) : 240 - U299
  • [8] Chromosome territories, nuclear architecture and gene regulation in mammalian cells
    Cremer, T
    Cremer, C
    [J]. NATURE REVIEWS GENETICS, 2001, 2 (04) : 292 - 301
  • [9] A critical assessment of topologically associating domain prediction tools
    Dali, Rola
    Blanchette, Mathieu
    [J]. NUCLEIC ACIDS RESEARCH, 2017, 45 (06) : 2994 - 3005
  • [10] Capturing chromosome conformation
    Dekker, J
    Rippe, K
    Dekker, M
    Kleckner, N
    [J]. SCIENCE, 2002, 295 (5558) : 1306 - 1311