System-wide analysis of the transcriptional network of human myelomonocytic leukemia cells predicts attractor structure and phorbol-ester-induced differentiation and dedifferentiation transitions

Sci Rep. 2015 Feb 6:5:8283. doi: 10.1038/srep08283.

Abstract

We present a system-wide transcriptional network structure that controls cell types in the context of expression pattern transitions that correspond to cell type transitions. Co-expression based analyses uncovered a system-wide, ladder-like transcription factor cluster structure composed of nearly 1,600 transcription factors in a human transcriptional network. Computer simulations based on a transcriptional regulatory model deduced from the system-wide, ladder-like transcription factor cluster structure reproduced expression pattern transitions when human THP-1 myelomonocytic leukaemia cells cease proliferation and differentiate under phorbol myristate acetate stimulation. The behaviour of MYC, a reprogramming Yamanaka factor that was suggested to be essential for induced pluripotent stem cells during dedifferentiation, could be interpreted based on the transcriptional regulation predicted by the system-wide, ladder-like transcription factor cluster structure. This study introduces a novel system-wide structure to transcriptional networks that provides new insights into network topology.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Cell Differentiation / drug effects*
  • Cell Differentiation / genetics*
  • Cell Line, Tumor
  • Cluster Analysis
  • Computational Biology / methods
  • Gene Expression Regulation, Leukemic*
  • Gene Regulatory Networks*
  • Humans
  • Leukemia, Myelomonocytic, Acute / genetics*
  • Leukemia, Myelomonocytic, Acute / pathology*
  • Models, Biological*
  • Phorbol Esters / pharmacology*
  • Transcription, Genetic*

Substances

  • Phorbol Esters