A transcription factor atlas of directed differentiation

Transcription factors (TFs) regulate gene programs, thereby controlling diverse cellular processes and cell states. To comprehensively understand TFs and the programs they control, we created a barcoded library of all annotated human TF splice isoforms (>3,500) and applied it to build a TF Atlas...

Full description

Bibliographic Details
Main Authors: Joung, Julia, Ma, Sai, Tay, Tristan, Geiger-Schuller, Kathryn R, Kirchgatterer, Paul C, Verdine, Vanessa K, Guo, Baolin, Arias-Garcia, Mario A, Allen, William E, Singh, Ankita, Kuksenko, Olena, Abudayyeh, Omar O, Gootenberg, Jonathan S, Fu, Zhanyan, Macrae, Rhiannon K, Buenrostro, Jason D, Regev, Aviv, Zhang, Feng
Other Authors: Massachusetts Institute of Technology. Department of Brain and Cognitive Sciences
Format: Article
Language:English
Published: Elsevier BV 2023
Online Access:https://hdl.handle.net/1721.1/150445
_version_ 1826190907689402368
author Joung, Julia
Ma, Sai
Tay, Tristan
Geiger-Schuller, Kathryn R
Kirchgatterer, Paul C
Verdine, Vanessa K
Guo, Baolin
Arias-Garcia, Mario A
Allen, William E
Singh, Ankita
Kuksenko, Olena
Abudayyeh, Omar O
Gootenberg, Jonathan S
Fu, Zhanyan
Macrae, Rhiannon K
Buenrostro, Jason D
Regev, Aviv
Zhang, Feng
author2 Massachusetts Institute of Technology. Department of Brain and Cognitive Sciences
author_facet Massachusetts Institute of Technology. Department of Brain and Cognitive Sciences
Joung, Julia
Ma, Sai
Tay, Tristan
Geiger-Schuller, Kathryn R
Kirchgatterer, Paul C
Verdine, Vanessa K
Guo, Baolin
Arias-Garcia, Mario A
Allen, William E
Singh, Ankita
Kuksenko, Olena
Abudayyeh, Omar O
Gootenberg, Jonathan S
Fu, Zhanyan
Macrae, Rhiannon K
Buenrostro, Jason D
Regev, Aviv
Zhang, Feng
author_sort Joung, Julia
collection MIT
description Transcription factors (TFs) regulate gene programs, thereby controlling diverse cellular processes and cell states. To comprehensively understand TFs and the programs they control, we created a barcoded library of all annotated human TF splice isoforms (>3,500) and applied it to build a TF Atlas charting expression profiles of human embryonic stem cells (hESCs) overexpressing each TF at single-cell resolution. We mapped TF-induced expression profiles to reference cell types and validated candidate TFs for generation of diverse cell types, spanning all three germ layers and trophoblasts. Targeted screens with subsets of the library allowed us to create a tailored cellular disease model and integrate mRNA expression and chromatin accessibility data to identify downstream regulators. Finally, we characterized the effects of combinatorial TF overexpression by developing and validating a strategy for predicting combinations of TFs that produce target expression profiles matching reference cell types to accelerate cellular engineering efforts.
first_indexed 2024-09-23T08:47:28Z
format Article
id mit-1721.1/150445
institution Massachusetts Institute of Technology
language English
last_indexed 2024-09-23T08:47:28Z
publishDate 2023
publisher Elsevier BV
record_format dspace
spelling mit-1721.1/1504452023-04-07T03:50:26Z A transcription factor atlas of directed differentiation Joung, Julia Ma, Sai Tay, Tristan Geiger-Schuller, Kathryn R Kirchgatterer, Paul C Verdine, Vanessa K Guo, Baolin Arias-Garcia, Mario A Allen, William E Singh, Ankita Kuksenko, Olena Abudayyeh, Omar O Gootenberg, Jonathan S Fu, Zhanyan Macrae, Rhiannon K Buenrostro, Jason D Regev, Aviv Zhang, Feng Massachusetts Institute of Technology. Department of Brain and Cognitive Sciences Transcription factors (TFs) regulate gene programs, thereby controlling diverse cellular processes and cell states. To comprehensively understand TFs and the programs they control, we created a barcoded library of all annotated human TF splice isoforms (>3,500) and applied it to build a TF Atlas charting expression profiles of human embryonic stem cells (hESCs) overexpressing each TF at single-cell resolution. We mapped TF-induced expression profiles to reference cell types and validated candidate TFs for generation of diverse cell types, spanning all three germ layers and trophoblasts. Targeted screens with subsets of the library allowed us to create a tailored cellular disease model and integrate mRNA expression and chromatin accessibility data to identify downstream regulators. Finally, we characterized the effects of combinatorial TF overexpression by developing and validating a strategy for predicting combinations of TFs that produce target expression profiles matching reference cell types to accelerate cellular engineering efforts. 2023-04-06T18:13:38Z 2023-04-06T18:13:38Z 2023-01 2023-04-06T18:11:01Z Article http://purl.org/eprint/type/JournalArticle https://hdl.handle.net/1721.1/150445 Joung, Julia, Ma, Sai, Tay, Tristan, Geiger-Schuller, Kathryn R, Kirchgatterer, Paul C et al. 2023. "A transcription factor atlas of directed differentiation." Cell, 186 (1). en 10.1016/j.cell.2022.11.026 Cell Creative Commons Attribution http://creativecommons.org/licenses/by/4.0/ application/pdf Elsevier BV Elsevier
spellingShingle Joung, Julia
Ma, Sai
Tay, Tristan
Geiger-Schuller, Kathryn R
Kirchgatterer, Paul C
Verdine, Vanessa K
Guo, Baolin
Arias-Garcia, Mario A
Allen, William E
Singh, Ankita
Kuksenko, Olena
Abudayyeh, Omar O
Gootenberg, Jonathan S
Fu, Zhanyan
Macrae, Rhiannon K
Buenrostro, Jason D
Regev, Aviv
Zhang, Feng
A transcription factor atlas of directed differentiation
title A transcription factor atlas of directed differentiation
title_full A transcription factor atlas of directed differentiation
title_fullStr A transcription factor atlas of directed differentiation
title_full_unstemmed A transcription factor atlas of directed differentiation
title_short A transcription factor atlas of directed differentiation
title_sort transcription factor atlas of directed differentiation
url https://hdl.handle.net/1721.1/150445
work_keys_str_mv AT joungjulia atranscriptionfactoratlasofdirecteddifferentiation
AT masai atranscriptionfactoratlasofdirecteddifferentiation
AT taytristan atranscriptionfactoratlasofdirecteddifferentiation
AT geigerschullerkathrynr atranscriptionfactoratlasofdirecteddifferentiation
AT kirchgattererpaulc atranscriptionfactoratlasofdirecteddifferentiation
AT verdinevanessak atranscriptionfactoratlasofdirecteddifferentiation
AT guobaolin atranscriptionfactoratlasofdirecteddifferentiation
AT ariasgarciamarioa atranscriptionfactoratlasofdirecteddifferentiation
AT allenwilliame atranscriptionfactoratlasofdirecteddifferentiation
AT singhankita atranscriptionfactoratlasofdirecteddifferentiation
AT kuksenkoolena atranscriptionfactoratlasofdirecteddifferentiation
AT abudayyehomaro atranscriptionfactoratlasofdirecteddifferentiation
AT gootenbergjonathans atranscriptionfactoratlasofdirecteddifferentiation
AT fuzhanyan atranscriptionfactoratlasofdirecteddifferentiation
AT macraerhiannonk atranscriptionfactoratlasofdirecteddifferentiation
AT buenrostrojasond atranscriptionfactoratlasofdirecteddifferentiation
AT regevaviv atranscriptionfactoratlasofdirecteddifferentiation
AT zhangfeng atranscriptionfactoratlasofdirecteddifferentiation
AT joungjulia transcriptionfactoratlasofdirecteddifferentiation
AT masai transcriptionfactoratlasofdirecteddifferentiation
AT taytristan transcriptionfactoratlasofdirecteddifferentiation
AT geigerschullerkathrynr transcriptionfactoratlasofdirecteddifferentiation
AT kirchgattererpaulc transcriptionfactoratlasofdirecteddifferentiation
AT verdinevanessak transcriptionfactoratlasofdirecteddifferentiation
AT guobaolin transcriptionfactoratlasofdirecteddifferentiation
AT ariasgarciamarioa transcriptionfactoratlasofdirecteddifferentiation
AT allenwilliame transcriptionfactoratlasofdirecteddifferentiation
AT singhankita transcriptionfactoratlasofdirecteddifferentiation
AT kuksenkoolena transcriptionfactoratlasofdirecteddifferentiation
AT abudayyehomaro transcriptionfactoratlasofdirecteddifferentiation
AT gootenbergjonathans transcriptionfactoratlasofdirecteddifferentiation
AT fuzhanyan transcriptionfactoratlasofdirecteddifferentiation
AT macraerhiannonk transcriptionfactoratlasofdirecteddifferentiation
AT buenrostrojasond transcriptionfactoratlasofdirecteddifferentiation
AT regevaviv transcriptionfactoratlasofdirecteddifferentiation
AT zhangfeng transcriptionfactoratlasofdirecteddifferentiation