Abstract

Cellular reprogramming through manipulation of defined factors holds great promise for large-scale production of cell types needed for use in therapy and for revealing principles of gene regulation. However, most reprogramming systems are inefficient, converting only a fraction of cells to the desired state. Here, we analyze MYOD-mediated reprogramming of human fibroblasts to myotubes, a well-characterized model system for direct conversion by defined factors, at pseudotemporal resolutionusing single-cell RNA-seq. To expose barriers to efficient conversion, we introduce a novel analytic technique, trajectory alignment, which enables quantitative comparison of gene expression kinetics across two biological processes. Reprogrammed cells navigate a trajectory with branch points that correspond to two alternative decision points, with cells that select incorrect branches terminating at aberrant or incomplete reprogramming outcomes. Analysis of these branch points revealed insulin and BMP signaling as crucial molecular determinants of reprogramming. Single-cell trajectory alignment enables rigorous quantitative comparisons between biological trajectories found in diverse processes in development, reprogramming, and other contexts.

Highlights

  • We show that the myogenic conversion trajectory does contain a path that is similar to normal myoblast differentiation but that many cells diverge from this path toward unproductive reprogramming outcomes

  • We analyzed primary human skeletal muscle myoblast (HSMM) differentiation using single-cell RNA sequencing (RNA-seq) by culturing HSMMs to optimal confluence and withdrawing mitogens from the growth medium (GM) (Trapnell et al, 2014)

  • Monocle showed that HSMM cells follow a largely linear trajectory, albeit with a single small branch corresponding to non-differentiating myoblasts (i.e., ‘‘reserve cells’’) (Qiu et al, 2017a, 2017b)

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Summary

Objectives

Where MATCHER assumes that both experiments examine the same cell type, we aim to align cells of different types that proceed through similar processes

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