Skip to main content
bioRxiv
  • Home
  • About
  • Submit
  • ALERTS / RSS
Advanced Search
New Results

Transcription factor stoichiometry, motif affinity and syntax regulate single-cell chromatin dynamics during fibroblast reprogramming to pluripotency

View ORCID ProfileSurag Nair, Mohamed Ameen, View ORCID ProfileLaksshman Sundaram, View ORCID ProfileAnusri Pampari, View ORCID ProfileJacob Schreiber, Akshay Balsubramani, Yu Xin Wang, David Burns, View ORCID ProfileHelen M Blau, View ORCID ProfileIoannis Karakikes, View ORCID ProfileKevin C Wang, View ORCID ProfileAnshul Kundaje
doi: https://doi.org/10.1101/2023.10.04.560808
Surag Nair
1Department of Computer Science, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Surag Nair
Mohamed Ameen
2Department of Cancer Biology, Stanford University, Stanford, CA, USA
3Cardiovascular Institute, Stanford University, Stanford, CA, USA
4Department of Dermatology, Stanford University, Stanford, CA, USA
5Program in Epithelial Biology, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Laksshman Sundaram
1Department of Computer Science, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Laksshman Sundaram
Anusri Pampari
1Department of Computer Science, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Anusri Pampari
Jacob Schreiber
6Department of Genetics, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Jacob Schreiber
Akshay Balsubramani
6Department of Genetics, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Yu Xin Wang
7Baxter Laboratory for Stem Cell Biology, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
David Burns
7Baxter Laboratory for Stem Cell Biology, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Helen M Blau
7Baxter Laboratory for Stem Cell Biology, Stanford University, Stanford, CA, USA
8Department of Microbiology and Immunology, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Helen M Blau
Ioannis Karakikes
3Cardiovascular Institute, Stanford University, Stanford, CA, USA
9Department of Cardiothoracic Surgery, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Ioannis Karakikes
Kevin C Wang
4Department of Dermatology, Stanford University, Stanford, CA, USA
5Program in Epithelial Biology, Stanford University, Stanford, CA, USA
10Veterans Affairs Palo Alto Healthcare System, Palo Alto, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Kevin C Wang
Anshul Kundaje
1Department of Computer Science, Stanford University, Stanford, CA, USA
6Department of Genetics, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Anshul Kundaje
  • For correspondence: akundaje@stanford.edu
  • Abstract
  • Full Text
  • Info/History
  • Metrics
  • Supplementary material
  • Data/Code
  • Preview PDF
Loading

Abstract

Ectopic expression of OCT4, SOX2, KLF4 and MYC (OSKM) transforms differentiated cells into induced pluripotent stem cells. To refine our mechanistic understanding of reprogramming, especially during the early stages, we profiled chromatin accessibility and gene expression at single-cell resolution across a densely sampled time course of human fibroblast reprogramming. Using neural networks that map DNA sequence to ATAC-seq profiles at base-resolution, we annotated cell-state-specific predictive transcription factor (TF) motif syntax in regulatory elements, inferred affinity- and concentration-dependent dynamics of Tn5-bias corrected TF footprints, linked peaks to putative target genes, and elucidated rewiring of TF- to-gene cis-regulatory networks. Our models reveal that early in reprogramming, OSK, at supraphysiological concentrations, rapidly open transient regulatory elements by occupying non-canonical low-affinity binding sites. As OSK concentration falls, the accessibility of these transient elements decays as a function of motif affinity. We find that these OSK-dependent transient elements sequester the somatic TF AP-1. This redistribution is strongly associated with the silencing of fibroblast-specific genes within individual nuclei. Together, our integrated single-cell resource and models reveal insights into the cis-regulatory code of reprogramming at unprecedented resolution, connect TF stoichiometry and motif syntax to diversification of cell fate trajectories, and provide new perspectives on the dynamics and role of transient regulatory elements in somatic silencing.

Competing Interest Statement

A.K. is on the SAB of PatchBio Inc., SerImmune., AINovo Inc., TensorBio Inc. and OpenTargets, was a consultant with Illumina Inc. and owns shares in DeepGenomics, Immunai, TensorBio and Freenome Inc. M.A. and L.S. are employees of Illumina. A.B. is an employee of Sanofi.

Footnotes

  • ↵# Lead contact: akundaje{at}stanford.edu

  • Minor improvements to text. Minor improvements to methods. Compressed figures and supplementary figures.

  • https://doi.org/10.5281/zenodo.8294147

  • https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE242424

  • https://doi.org/10.5281/zenodo.8313961

  • https://doi.org/10.5281/zenodo.8299710

  • https://kundajelab.github.io/reprogramming-browser/home.html

  • https://github.com/kundajelab/scATAC-reprog

  • https://doi.org/10.7303/syn52331899

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
Back to top
PreviousNext
Posted October 21, 2023.
Download PDF

Supplementary Material

Data/Code
Email

Thank you for your interest in spreading the word about bioRxiv.

NOTE: Your email address is requested solely to identify you as the sender of this article.

Enter multiple addresses on separate lines or separate them with commas.
Transcription factor stoichiometry, motif affinity and syntax regulate single-cell chromatin dynamics during fibroblast reprogramming to pluripotency
(Your Name) has forwarded a page to you from bioRxiv
(Your Name) thought you would like to see this page from the bioRxiv website.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
Share
Transcription factor stoichiometry, motif affinity and syntax regulate single-cell chromatin dynamics during fibroblast reprogramming to pluripotency
Surag Nair, Mohamed Ameen, Laksshman Sundaram, Anusri Pampari, Jacob Schreiber, Akshay Balsubramani, Yu Xin Wang, David Burns, Helen M Blau, Ioannis Karakikes, Kevin C Wang, Anshul Kundaje
bioRxiv 2023.10.04.560808; doi: https://doi.org/10.1101/2023.10.04.560808
Reddit logo Twitter logo Facebook logo LinkedIn logo Mendeley logo
Citation Tools
Transcription factor stoichiometry, motif affinity and syntax regulate single-cell chromatin dynamics during fibroblast reprogramming to pluripotency
Surag Nair, Mohamed Ameen, Laksshman Sundaram, Anusri Pampari, Jacob Schreiber, Akshay Balsubramani, Yu Xin Wang, David Burns, Helen M Blau, Ioannis Karakikes, Kevin C Wang, Anshul Kundaje
bioRxiv 2023.10.04.560808; doi: https://doi.org/10.1101/2023.10.04.560808

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
  • Tweet Widget
  • Facebook Like
  • Google Plus One

Subject Area

  • Genetics
Subject Areas
All Articles
  • Animal Behavior and Cognition (4838)
  • Biochemistry (10738)
  • Bioengineering (8016)
  • Bioinformatics (27182)
  • Biophysics (13939)
  • Cancer Biology (11083)
  • Cell Biology (15987)
  • Clinical Trials (138)
  • Developmental Biology (8758)
  • Ecology (13238)
  • Epidemiology (2067)
  • Evolutionary Biology (17316)
  • Genetics (11665)
  • Genomics (15885)
  • Immunology (10991)
  • Microbiology (25995)
  • Molecular Biology (10608)
  • Neuroscience (56354)
  • Paleontology (417)
  • Pathology (1728)
  • Pharmacology and Toxicology (2999)
  • Physiology (4530)
  • Plant Biology (9590)
  • Scientific Communication and Education (1610)
  • Synthetic Biology (2671)
  • Systems Biology (6960)
  • Zoology (1507)