TY - JOUR
T1 - A systematic evaluation of the design and context dependencies of massively parallel reporter assays
AU - Klein, Jason C.
AU - Agarwal, Vikram
AU - Inoue, Fumitaka
AU - Keith, Aidan
AU - Martin, Beth
AU - Kircher, Martin
AU - Ahituv, Nadav
AU - Shendure, Jay
N1 - Publisher Copyright:
© 2020, The Author(s), under exclusive licence to Springer Nature America, Inc.
PY - 2020/11/1
Y1 - 2020/11/1
N2 - Massively parallel reporter assays (MPRAs) functionally screen thousands of sequences for regulatory activity in parallel. To date, there are limited studies that systematically compare 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 that enhancer activity is largely independent of orientation, at least for our library and designs. Finally, we assemble and test the same enhancers as 192-mers, 354-mers and 678-mers and observe sizable 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.
AB - Massively parallel reporter assays (MPRAs) functionally screen thousands of sequences for regulatory activity in parallel. To date, there are limited studies that systematically compare 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 that enhancer activity is largely independent of orientation, at least for our library and designs. Finally, we assemble and test the same enhancers as 192-mers, 354-mers and 678-mers and observe sizable 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.
UR - http://www.scopus.com/inward/record.url?scp=85092381256&partnerID=8YFLogxK
U2 - 10.1038/s41592-020-0965-y
DO - 10.1038/s41592-020-0965-y
M3 - Journal articles
C2 - 33046894
AN - SCOPUS:85092381256
SN - 1548-7091
VL - 17
SP - 1083
EP - 1091
JO - Nature Methods
JF - Nature Methods
IS - 11
ER -