Simple biochemical features underlie transcriptional activation domain diversity and dynamic, fuzzy binding to Mediator

Gene activator proteins comprise distinct DNA-binding and transcriptional activation domains (ADs). Because few ADs have been described, we tested domains tiling all yeast transcription factors for activation in vivo and identified 150 ADs. By mRNA display, we showed that 73% of ADs bound the Med15...

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Main Authors: Adrian L Sanborn, Benjamin T Yeh, Jordan T Feigerle, Cynthia V Hao, Raphael JL Townshend, Erez Lieberman Aiden, Ron O Dror, Roger D Kornberg
Format: Article
Language:English
Published: eLife Sciences Publications Ltd 2021-04-01
Series:eLife
Subjects:
Online Access:https://elifesciences.org/articles/68068
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spelling doaj-5549d912586745288fbfbf368dffa6312021-05-20T16:19:00ZengeLife Sciences Publications LtdeLife2050-084X2021-04-011010.7554/eLife.68068Simple biochemical features underlie transcriptional activation domain diversity and dynamic, fuzzy binding to MediatorAdrian L Sanborn0https://orcid.org/0000-0002-4725-8012Benjamin T Yeh1https://orcid.org/0000-0001-9397-6392Jordan T Feigerle2Cynthia V Hao3https://orcid.org/0000-0003-2183-0698Raphael JL Townshend4Erez Lieberman Aiden5Ron O Dror6Roger D Kornberg7https://orcid.org/0000-0002-2425-7519Department of Structural Biology, Stanford University School of Medicine, Stanford, United States; Department of Computer Science, Stanford University, Stanford, United StatesDepartment of Computer Science, Stanford University, Stanford, United StatesDepartment of Structural Biology, Stanford University School of Medicine, Stanford, United StatesDepartment of Structural Biology, Stanford University School of Medicine, Stanford, United StatesDepartment of Computer Science, Stanford University, Stanford, United StatesThe Center for Genome Architecture, Baylor College of Medicine, Houston, United States; Center for Theoretical Biological Physics, Rice University, Houston, United StatesDepartment of Computer Science, Stanford University, Stanford, United StatesDepartment of Structural Biology, Stanford University School of Medicine, Stanford, United StatesGene activator proteins comprise distinct DNA-binding and transcriptional activation domains (ADs). Because few ADs have been described, we tested domains tiling all yeast transcription factors for activation in vivo and identified 150 ADs. By mRNA display, we showed that 73% of ADs bound the Med15 subunit of Mediator, and that binding strength was correlated with activation. AD-Mediator interaction in vitro was unaffected by a large excess of free activator protein, pointing to a dynamic mechanism of interaction. Structural modeling showed that ADs interact with Med15 without shape complementarity (‘fuzzy’ binding). ADs shared no sequence motifs, but mutagenesis revealed biochemical and structural constraints. Finally, a neural network trained on AD sequences accurately predicted ADs in human proteins and in other yeast proteins, including chromosomal proteins and chromatin remodeling complexes. These findings solve the longstanding enigma of AD structure and function and provide a rationale for their role in biology.https://elifesciences.org/articles/68068transcription factoractivation domainmediator complexmachine learninghigh-throughput screeningmolecular simulation
collection DOAJ
language English
format Article
sources DOAJ
author Adrian L Sanborn
Benjamin T Yeh
Jordan T Feigerle
Cynthia V Hao
Raphael JL Townshend
Erez Lieberman Aiden
Ron O Dror
Roger D Kornberg
spellingShingle Adrian L Sanborn
Benjamin T Yeh
Jordan T Feigerle
Cynthia V Hao
Raphael JL Townshend
Erez Lieberman Aiden
Ron O Dror
Roger D Kornberg
Simple biochemical features underlie transcriptional activation domain diversity and dynamic, fuzzy binding to Mediator
eLife
transcription factor
activation domain
mediator complex
machine learning
high-throughput screening
molecular simulation
author_facet Adrian L Sanborn
Benjamin T Yeh
Jordan T Feigerle
Cynthia V Hao
Raphael JL Townshend
Erez Lieberman Aiden
Ron O Dror
Roger D Kornberg
author_sort Adrian L Sanborn
title Simple biochemical features underlie transcriptional activation domain diversity and dynamic, fuzzy binding to Mediator
title_short Simple biochemical features underlie transcriptional activation domain diversity and dynamic, fuzzy binding to Mediator
title_full Simple biochemical features underlie transcriptional activation domain diversity and dynamic, fuzzy binding to Mediator
title_fullStr Simple biochemical features underlie transcriptional activation domain diversity and dynamic, fuzzy binding to Mediator
title_full_unstemmed Simple biochemical features underlie transcriptional activation domain diversity and dynamic, fuzzy binding to Mediator
title_sort simple biochemical features underlie transcriptional activation domain diversity and dynamic, fuzzy binding to mediator
publisher eLife Sciences Publications Ltd
series eLife
issn 2050-084X
publishDate 2021-04-01
description Gene activator proteins comprise distinct DNA-binding and transcriptional activation domains (ADs). Because few ADs have been described, we tested domains tiling all yeast transcription factors for activation in vivo and identified 150 ADs. By mRNA display, we showed that 73% of ADs bound the Med15 subunit of Mediator, and that binding strength was correlated with activation. AD-Mediator interaction in vitro was unaffected by a large excess of free activator protein, pointing to a dynamic mechanism of interaction. Structural modeling showed that ADs interact with Med15 without shape complementarity (‘fuzzy’ binding). ADs shared no sequence motifs, but mutagenesis revealed biochemical and structural constraints. Finally, a neural network trained on AD sequences accurately predicted ADs in human proteins and in other yeast proteins, including chromosomal proteins and chromatin remodeling complexes. These findings solve the longstanding enigma of AD structure and function and provide a rationale for their role in biology.
topic transcription factor
activation domain
mediator complex
machine learning
high-throughput screening
molecular simulation
url https://elifesciences.org/articles/68068
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