Cargando…

A systematic evaluation of the design and context dependencies of massively parallel reporter assays

Massively parallel reporter assays (MPRAs) functionally screen thousands of sequences for regulatory activity in parallel. To date, there has been no systematic comparison of differences in MPRA design. Here, we screen a library of 2,440 candidate liver enhancers and controls for regulatory activity...

Descripción completa

Detalles Bibliográficos
Autores principales: Klein, Jason C., Agarwal, Vikram, Inoue, Fumitaka, Keith, Aidan, Martin, Beth, Kircher, Martin, Ahituv, Nadav, Shendure, Jay
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7727316/
https://www.ncbi.nlm.nih.gov/pubmed/33046894
http://dx.doi.org/10.1038/s41592-020-0965-y
_version_ 1783621074359943168
author Klein, Jason C.
Agarwal, Vikram
Inoue, Fumitaka
Keith, Aidan
Martin, Beth
Kircher, Martin
Ahituv, Nadav
Shendure, Jay
author_facet Klein, Jason C.
Agarwal, Vikram
Inoue, Fumitaka
Keith, Aidan
Martin, Beth
Kircher, Martin
Ahituv, Nadav
Shendure, Jay
author_sort Klein, Jason C.
collection PubMed
description Massively parallel reporter assays (MPRAs) functionally screen thousands of sequences for regulatory activity in parallel. To date, there has been no systematic comparison of differences in MPRA design. Here, we screen a library of 2,440 candidate liver enhancers and controls for regulatory activity in HepG2 cells using nine different MPRA designs. We identify subtle but significant differences that correlate with epigenetic and sequence-level features, as well as differences in dynamic range and reproducibility. We also validate en masse that enhancer activity is robustly independent of orientation, at least for our library and designs. Finally, with a new method, we assemble and test the same enhancers as 192-mers, 354-mers, and 678-mers, and observe surprisingly large differences. This work provides a framework for the experimental design of high-throughput reporter assays, suggesting that the extended sequence context of tested elements, and to a lesser degree the precise assay, influence MPRA results.
format Online
Article
Text
id pubmed-7727316
institution National Center for Biotechnology Information
language English
publishDate 2020
record_format MEDLINE/PubMed
spelling pubmed-77273162021-04-12 A systematic evaluation of the design and context dependencies of massively parallel reporter assays Klein, Jason C. Agarwal, Vikram Inoue, Fumitaka Keith, Aidan Martin, Beth Kircher, Martin Ahituv, Nadav Shendure, Jay Nat Methods Article Massively parallel reporter assays (MPRAs) functionally screen thousands of sequences for regulatory activity in parallel. To date, there has been no systematic comparison of differences in MPRA design. Here, we screen a library of 2,440 candidate liver enhancers and controls for regulatory activity in HepG2 cells using nine different MPRA designs. We identify subtle but significant differences that correlate with epigenetic and sequence-level features, as well as differences in dynamic range and reproducibility. We also validate en masse that enhancer activity is robustly independent of orientation, at least for our library and designs. Finally, with a new method, we assemble and test the same enhancers as 192-mers, 354-mers, and 678-mers, and observe surprisingly large differences. This work provides a framework for the experimental design of high-throughput reporter assays, suggesting that the extended sequence context of tested elements, and to a lesser degree the precise assay, influence MPRA results. 2020-10-12 2020-11 /pmc/articles/PMC7727316/ /pubmed/33046894 http://dx.doi.org/10.1038/s41592-020-0965-y Text en Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms
spellingShingle Article
Klein, Jason C.
Agarwal, Vikram
Inoue, Fumitaka
Keith, Aidan
Martin, Beth
Kircher, Martin
Ahituv, Nadav
Shendure, Jay
A systematic evaluation of the design and context dependencies of massively parallel reporter assays
title A systematic evaluation of the design and context dependencies of massively parallel reporter assays
title_full A systematic evaluation of the design and context dependencies of massively parallel reporter assays
title_fullStr A systematic evaluation of the design and context dependencies of massively parallel reporter assays
title_full_unstemmed A systematic evaluation of the design and context dependencies of massively parallel reporter assays
title_short A systematic evaluation of the design and context dependencies of massively parallel reporter assays
title_sort systematic evaluation of the design and context dependencies of massively parallel reporter assays
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7727316/
https://www.ncbi.nlm.nih.gov/pubmed/33046894
http://dx.doi.org/10.1038/s41592-020-0965-y
work_keys_str_mv AT kleinjasonc asystematicevaluationofthedesignandcontextdependenciesofmassivelyparallelreporterassays
AT agarwalvikram asystematicevaluationofthedesignandcontextdependenciesofmassivelyparallelreporterassays
AT inouefumitaka asystematicevaluationofthedesignandcontextdependenciesofmassivelyparallelreporterassays
AT keithaidan asystematicevaluationofthedesignandcontextdependenciesofmassivelyparallelreporterassays
AT martinbeth asystematicevaluationofthedesignandcontextdependenciesofmassivelyparallelreporterassays
AT kirchermartin asystematicevaluationofthedesignandcontextdependenciesofmassivelyparallelreporterassays
AT ahituvnadav asystematicevaluationofthedesignandcontextdependenciesofmassivelyparallelreporterassays
AT shendurejay asystematicevaluationofthedesignandcontextdependenciesofmassivelyparallelreporterassays
AT kleinjasonc systematicevaluationofthedesignandcontextdependenciesofmassivelyparallelreporterassays
AT agarwalvikram systematicevaluationofthedesignandcontextdependenciesofmassivelyparallelreporterassays
AT inouefumitaka systematicevaluationofthedesignandcontextdependenciesofmassivelyparallelreporterassays
AT keithaidan systematicevaluationofthedesignandcontextdependenciesofmassivelyparallelreporterassays
AT martinbeth systematicevaluationofthedesignandcontextdependenciesofmassivelyparallelreporterassays
AT kirchermartin systematicevaluationofthedesignandcontextdependenciesofmassivelyparallelreporterassays
AT ahituvnadav systematicevaluationofthedesignandcontextdependenciesofmassivelyparallelreporterassays
AT shendurejay systematicevaluationofthedesignandcontextdependenciesofmassivelyparallelreporterassays