Cargando…

Combining TSS-MPRA and sensitive TSS profile dissimilarity scoring to study the sequence determinants of transcription initiation

Cis-regulatory elements (CREs) can be classified by the shapes of their transcription start site (TSS) profiles, which are indicative of distinct regulatory mechanisms. Massively parallel reporter assays (MPRAs) are increasingly being used to study CRE regulatory mechanisms, yet the degree to which...

Descripción completa

Detalles Bibliográficos
Autores principales: Guzman, Carlos, Duttke, Sascha, Zhu, Yixin, De Arruda Saldanha, Camila, Downes, Nicholas L, Benner, Christopher, Heinz, Sven
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10450201/
https://www.ncbi.nlm.nih.gov/pubmed/37403796
http://dx.doi.org/10.1093/nar/gkad562
_version_ 1785095146351624192
author Guzman, Carlos
Duttke, Sascha
Zhu, Yixin
De Arruda Saldanha, Camila
Downes, Nicholas L
Benner, Christopher
Heinz, Sven
author_facet Guzman, Carlos
Duttke, Sascha
Zhu, Yixin
De Arruda Saldanha, Camila
Downes, Nicholas L
Benner, Christopher
Heinz, Sven
author_sort Guzman, Carlos
collection PubMed
description Cis-regulatory elements (CREs) can be classified by the shapes of their transcription start site (TSS) profiles, which are indicative of distinct regulatory mechanisms. Massively parallel reporter assays (MPRAs) are increasingly being used to study CRE regulatory mechanisms, yet the degree to which MPRAs replicate individual endogenous TSS profiles has not been determined. Here, we present a new low-input MPRA protocol (TSS-MPRA) that enables measuring TSS profiles of episomal reporters as well as after lentiviral reporter chromatinization. To sensitively compare MPRA and endogenous TSS profiles, we developed a novel dissimilarity scoring algorithm (WIP score) that outperforms the frequently used earth mover's distance on experimental data. Using TSS-MPRA and WIP scoring on 500 unique reporter inserts, we found that short (153 bp) MPRA promoter inserts replicate the endogenous TSS patterns of ∼60% of promoters. Lentiviral reporter chromatinization did not improve fidelity of TSS-MPRA initiation patterns, and increasing insert size frequently led to activation of extraneous TSS in the MPRA that are not active in vivo. We discuss the implications of our findings, which highlight important caveats when using MPRAs to study transcription mechanisms. Finally, we illustrate how TSS-MPRA and WIP scoring can provide novel insights into the impact of transcription factor motif mutations and genetic variants on TSS patterns and transcription levels.
format Online
Article
Text
id pubmed-10450201
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Oxford University Press
record_format MEDLINE/PubMed
spelling pubmed-104502012023-08-26 Combining TSS-MPRA and sensitive TSS profile dissimilarity scoring to study the sequence determinants of transcription initiation Guzman, Carlos Duttke, Sascha Zhu, Yixin De Arruda Saldanha, Camila Downes, Nicholas L Benner, Christopher Heinz, Sven Nucleic Acids Res Methods Online Cis-regulatory elements (CREs) can be classified by the shapes of their transcription start site (TSS) profiles, which are indicative of distinct regulatory mechanisms. Massively parallel reporter assays (MPRAs) are increasingly being used to study CRE regulatory mechanisms, yet the degree to which MPRAs replicate individual endogenous TSS profiles has not been determined. Here, we present a new low-input MPRA protocol (TSS-MPRA) that enables measuring TSS profiles of episomal reporters as well as after lentiviral reporter chromatinization. To sensitively compare MPRA and endogenous TSS profiles, we developed a novel dissimilarity scoring algorithm (WIP score) that outperforms the frequently used earth mover's distance on experimental data. Using TSS-MPRA and WIP scoring on 500 unique reporter inserts, we found that short (153 bp) MPRA promoter inserts replicate the endogenous TSS patterns of ∼60% of promoters. Lentiviral reporter chromatinization did not improve fidelity of TSS-MPRA initiation patterns, and increasing insert size frequently led to activation of extraneous TSS in the MPRA that are not active in vivo. We discuss the implications of our findings, which highlight important caveats when using MPRAs to study transcription mechanisms. Finally, we illustrate how TSS-MPRA and WIP scoring can provide novel insights into the impact of transcription factor motif mutations and genetic variants on TSS patterns and transcription levels. Oxford University Press 2023-07-05 /pmc/articles/PMC10450201/ /pubmed/37403796 http://dx.doi.org/10.1093/nar/gkad562 Text en © The Author(s) 2023. Published by Oxford University Press on behalf of Nucleic Acids Research. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Methods Online
Guzman, Carlos
Duttke, Sascha
Zhu, Yixin
De Arruda Saldanha, Camila
Downes, Nicholas L
Benner, Christopher
Heinz, Sven
Combining TSS-MPRA and sensitive TSS profile dissimilarity scoring to study the sequence determinants of transcription initiation
title Combining TSS-MPRA and sensitive TSS profile dissimilarity scoring to study the sequence determinants of transcription initiation
title_full Combining TSS-MPRA and sensitive TSS profile dissimilarity scoring to study the sequence determinants of transcription initiation
title_fullStr Combining TSS-MPRA and sensitive TSS profile dissimilarity scoring to study the sequence determinants of transcription initiation
title_full_unstemmed Combining TSS-MPRA and sensitive TSS profile dissimilarity scoring to study the sequence determinants of transcription initiation
title_short Combining TSS-MPRA and sensitive TSS profile dissimilarity scoring to study the sequence determinants of transcription initiation
title_sort combining tss-mpra and sensitive tss profile dissimilarity scoring to study the sequence determinants of transcription initiation
topic Methods Online
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10450201/
https://www.ncbi.nlm.nih.gov/pubmed/37403796
http://dx.doi.org/10.1093/nar/gkad562
work_keys_str_mv AT guzmancarlos combiningtssmpraandsensitivetssprofiledissimilarityscoringtostudythesequencedeterminantsoftranscriptioninitiation
AT duttkesascha combiningtssmpraandsensitivetssprofiledissimilarityscoringtostudythesequencedeterminantsoftranscriptioninitiation
AT zhuyixin combiningtssmpraandsensitivetssprofiledissimilarityscoringtostudythesequencedeterminantsoftranscriptioninitiation
AT dearrudasaldanhacamila combiningtssmpraandsensitivetssprofiledissimilarityscoringtostudythesequencedeterminantsoftranscriptioninitiation
AT downesnicholasl combiningtssmpraandsensitivetssprofiledissimilarityscoringtostudythesequencedeterminantsoftranscriptioninitiation
AT bennerchristopher combiningtssmpraandsensitivetssprofiledissimilarityscoringtostudythesequencedeterminantsoftranscriptioninitiation
AT heinzsven combiningtssmpraandsensitivetssprofiledissimilarityscoringtostudythesequencedeterminantsoftranscriptioninitiation