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cshmmv2's Introduction

Introduction

This version is modified based on the CSHMM tool and the web visualization tool developed and implemented by Chieh Lin & Jun Ding and is associated with the published work [1] (refered to as Lin & Ding version).

Installation

See the original CSHMM for setting up the environments.

Example usages

  1. generate initialization file by using run_init.q
  2. run CSHMM using run_cshmm.q.
  3. for visualization

What changed compared to Lin & Ding version

  1. Enable initialize the model using existing cell type labels
  2. In the web visualization,
  • enable displaying the average expression level of a TF's targets per path
  • for each DE gene, enable displaying the TFs regulating it in the DE results
  • change the coloring rules to color all cells with darker color indicating higher expression.
  • enable displaying average expression per path
  • enable downloading TFs and eTFs.

Authors

Initial contributors:

Other contributors:

To-do list

  1. Update the readme.pdf file for the web visualization tool.

References

[1] Hurley, Killian, Jun Ding, Carlos Villacorta-Martin, Michael J. Herriges, Anjali Jacob, Marall Vedaie, Konstantinos D. Alysandratos, et al. 2020. “Reconstructed Single-Cell Fate Trajectories Define Lineage Plasticity Windows during Differentiation of Human PSC-Derived Distal Lung Progenitors.” Cell Stem Cell 26 (4): 593–608.e8.

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