Multi-omics peripheral and core regions of cancer

被引:1
作者
Wang, Bingbo [1 ]
Dong, Xianan [1 ]
Hu, Jie [1 ]
Gao, Lin [1 ]
机构
[1] Xidian Univ, Sch Comp Sci & Technol, Xian 710071, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
NETWORK MEDICINE; COMPLEX TRAITS; PATHWAYS; DISEASE; DISCOVERY; GENES; ARCHITECTURE; ASSOCIATION; COMMUNITIES;
D O I
10.1038/s41540-022-00258-1
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Thousands of genes are perturbed by cancer, and these disturbances can be seen in transcriptome, methylation, somatic mutation, and copy number variation omics studies. Understanding their connectivity patterns as an omnigenic neighbourhood in a molecular interaction network (interactome) is a key step towards advancing knowledge of the molecular mechanisms underlying cancers. Here, we introduce a unified connectivity line (CLine) to pinpoint omics-specific omnigenic patterns across 15 curated cancers. Taking advantage of the universality of CLine, we distinguish the peripheral and core genes for each omics aspect. We propose a network-based framework, multi-omics periphery and core (MOPC), to combine peripheral and core genes from different omics into a button-like structure. On the basis of network proximity, we provide evidence that core genes tend to be specifically perturbed in one omics, but the peripheral genes are diversely perturbed in multiple omics. And the core of one omics is regulated by multiple omics peripheries. Finally, we take the MOPC as an omnigenic neighbourhood, describe its characteristics, and explore its relative contribution to network-based mechanisms of cancer. We were able to present how multi-omics perturbations percolate through the human interactome and contribute to an integrated periphery and core.
引用
收藏
页数:14
相关论文
共 82 条
  • [1] A review of the alterations in DNA methylation in esophageal squamous cell carcinoma
    Baba, Yoshifumi
    Watanabe, Masayuki
    Baba, Hideo
    [J]. SURGERY TODAY, 2013, 43 (12) : 1355 - 1364
  • [2] Bailey MH, 2018, CELL, V173, P371, DOI [10.1016/j.cell.2018.02.060, 10.1016/j.cell.2018.07.034]
  • [3] Network medicine: a network-based approach to human disease
    Barabasi, Albert-Laszlo
    Gulbahce, Natali
    Loscalzo, Joseph
    [J]. NATURE REVIEWS GENETICS, 2011, 12 (01) : 56 - 68
  • [4] The infinitesimal model: Definition, derivation, and implications
    Barton, N. H.
    Etheridge, A. M.
    Veber, A.
    [J]. THEORETICAL POPULATION BIOLOGY, 2017, 118 : 50 - 73
  • [5] MOSTWAS: Multi-Omic Strategies for Transcriptome-Wide Association Studies
    Bhattacharya, Arjun
    Li, Yun
    Love, Michael, I
    [J]. PLOS GENETICS, 2021, 17 (03):
  • [6] An Expanded View of Complex Traits: From Polygenic to Omnigenic
    Boyle, Evan A.
    Li, Yang I.
    Pritchard, Jonathan K.
    [J]. CELL, 2017, 169 (07) : 1177 - 1186
  • [7] A standard database for drug repositioning
    Brown, Adam S.
    Patel, Chirag J.
    [J]. SCIENTIFIC DATA, 2017, 4
  • [8] An atlas of genetic correlations across human diseases and traits
    Bulik-Sullivan, Brendan
    Finucane, Hilary K.
    Anttila, Verneri
    Gusev, Alexander
    Day, Felix R.
    Loh, Po-Ru
    Duncan, Laramie
    Perry, John R. B.
    Patterson, Nick
    Robinson, Elise B.
    Daly, Mark J.
    Price, Alkes L.
    Neale, Benjamin M.
    [J]. NATURE GENETICS, 2015, 47 (11) : 1236 - +
  • [9] Leveraging models of cell regulation and GWAS data in integrative network-based association studies
    Califano, Andrea
    Butte, Atul J.
    Friend, Stephen
    Ideker, Trey
    Schadt, Eric
    [J]. NATURE GENETICS, 2012, 44 (08) : 841 - 847
  • [10] Pan-cancer analysis of whole genomes
    Campbell, Peter J.
    Getz, Gad
    Korbel, Jan O.
    Stuart, Joshua M.
    Jennings, Jennifer L.
    Stein, Lincoln D.
    Perry, Marc D.
    Nahal-Bose, Hardeep K.
    Ouellette, B. F. Francis
    Li, Constance H.
    Rheinbay, Esther
    Nielsen, G. Petur
    Sgroi, Dennis C.
    Wu, Chin-Lee
    Faquin, William C.
    Deshpande, Vikram
    Boutros, Paul C.
    Lazar, Alexander J.
    Hoadley, Katherine A.
    Louis, David N.
    Dursi, L. Jonathan
    Yung, Christina K.
    Bailey, Matthew H.
    Saksena, Gordon
    Raine, Keiran M.
    Buchhalter, Ivo
    Kleinheinz, Kortine
    Schlesner, Matthias
    Zhang, Junjun
    Wang, Wenyi
    Wheeler, David A.
    Ding, Li
    Simpson, Jared T.
    O'Connor, Brian D.
    Yakneen, Sergei
    Ellrott, Kyle
    Miyoshi, Naoki
    Butler, Adam P.
    Royo, Romina
    Shorser, Solomon, I
    Vazquez, Miguel
    Rausch, Tobias
    Tiao, Grace
    Waszak, Sebastian M.
    Rodriguez-Martin, Bernardo
    Shringarpure, Suyash
    Wu, Dai-Ying
    Demidov, German M.
    Delaneau, Olivier
    Hayashi, Shuto
    [J]. NATURE, 2020, 578 (7793) : 82 - +