Rational Reprogramming of Cellular States by Combinatorial Perturbation

Cell Rep. 2019 Jun 18;27(12):3486-3499.e6. doi: 10.1016/j.celrep.2019.05.079.

Abstract

Ectopic expression of transcription factors (TFs) can reprogram cell state. However, because of the large combinatorial space of possible TF cocktails, it remains difficult to identify TFs that reprogram specific cell types. Here, we develop Reprogram-Seq to experimentally screen thousands of TF cocktails for reprogramming performance. Reprogram-Seq leverages organ-specific cell-atlas data with single-cell perturbation and computational analysis to predict, evaluate, and optimize TF combinations that reprogram a cell type of interest. Focusing on the cardiac system, we perform Reprogram-Seq on MEFs using an undirected library of 48 cardiac factors and, separately, a directed library of 10 epicardial-related TFs. We identify a combination of three TFs, which efficiently reprogram MEFs to epicardial-like cells that are transcriptionally, molecularly, morphologically, and functionally similar to primary epicardial cells. Reprogram-Seq holds promise to accelerate the generation of specific cell types for regenerative medicine.

Keywords: cardiac; cellular reprogramming; single-cell RNA-Seq; single-cell perturbation; transcription factor.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't
  • Research Support, U.S. Gov't, Non-P.H.S.

MeSH terms

  • Activating Transcription Factor 3 / genetics
  • Activating Transcription Factor 3 / metabolism
  • Animals
  • Basic Helix-Loop-Helix Transcription Factors / genetics
  • Basic Helix-Loop-Helix Transcription Factors / metabolism
  • Cell Line
  • Cellular Reprogramming / genetics*
  • Computational Biology / methods*
  • Embryonic Stem Cells / cytology
  • Embryonic Stem Cells / metabolism
  • Fibroblasts / cytology
  • Fibroblasts / metabolism
  • GATA6 Transcription Factor / genetics
  • GATA6 Transcription Factor / metabolism
  • Gene Expression Regulation, Developmental / genetics
  • Mice
  • Pericardium / cytology*
  • Pericardium / metabolism*
  • RNA-Seq
  • Single-Cell Analysis / methods*
  • Software
  • Transcription Factors / genetics
  • Transcription Factors / metabolism*

Substances

  • Activating Transcription Factor 3
  • Atf3 protein, mouse
  • Basic Helix-Loop-Helix Transcription Factors
  • GATA6 Transcription Factor
  • Gata6 protein, mouse
  • Hand2 protein, mouse
  • Transcription Factors