TY - JOUR A1 - Wang, Jingyao A1 - Xue, Yue A1 - He, Yueying A1 - Quan, Hui A1 - Zhang, Jun A1 - Gao, Yi Qin T1 - Characterization of network hierarchy reflects cell state specificity in genome organization Y1 - 2023/02/01 JF - Genome Research JO - Genome Research SP - 247 EP - 260 DO - 10.1101/gr.277206.122 VL - 33 IS - 2 UR - http://genome.cshlp.org/content/33/2/247.abstract N2 - Dynamic chromatin structure acts as the regulator of transcription program in crucial processes including cancer and cell development, but a unified framework for characterizing chromatin structural evolution remains to be established. Here, we performed graph inferences on Hi-C data sets and derived the chromatin contact networks. We discovered significant decreases in information transmission efficiencies in chromatin of colorectal cancer (CRC) and T-cell acute lymphoblastic leukemia (T-ALL) compared to corresponding normal controls through graph statistics. Using network embedding in the Poincaré disk, the hierarchy depths of chromatin from CRC and T-ALL patients were found to be significantly shallower compared to their normal controls. A reverse trend of change in chromatin structure was observed during early embryo development. We found tissue-specific conservation of hierarchy order in chromatin contact networks. Our findings reveal the top-down hierarchy of chromatin organization, which is significantly attenuated in cancer. ER -