Study / S6N7XQ4JK2023-04-22

Transcription factor binding site orientation and order are major drivers of gene regulatory activity

Ilias Georgakopoulos-Soares, Chengyu Deng, Vikram Agarwal, Candace S. Y. Chan, Jingjing Zhao et al.

About this study

The gene regulatory code and grammar remain largely unknown, precluding our ability to link phenotype to genotype in regulatory sequences. Here, using a massively parallel reporter assay (MPRA) of 209,440 sequences, we examine all possible pair and triplet combinations, permutations and orientations of eighteen liver-associated transcription factor binding sites (TFBS). We find that TFBS orientation and order have a major effect on gene regulatory activity. Corroborating these results with genomic analyses, we find clear human promoter TFBS orientation biases and similar TFBS orientation and order transcriptional effects in an MPRA that tested 164,307 liver candidate regulatory elements. Additionally, by adding TFBS orientation to a model that predicts expression from sequence we improve performance by 7.7%. Collectively, our results show that TFBS orientation and order have a significant effect on gene regulatory activity and need to be considered when analyzing the functional effect of variants on the activity of these sequences.

Full author list & citation

Ilias Georgakopoulos-Soares, Chengyu Deng, Vikram Agarwal, Candace S. Y. Chan, Jingjing Zhao, Fumitaka Inoue, Nadav Ahituv. Transcription factor binding site orientation and order are major drivers of gene regulatory activity. 2023-04-22. https://doi.org/10.1038/s41467-023-37960-5

Experiments 2

E0CWUYVKC

ENCODE HepG2 candidate regulatory-element lentiMPRA

Secondary analysis of an ENCODE integrated lentiMPRA library containing 164,307 HepG2 candidate regulatory-element sequences; the public processed quantification provides meanVal activity for a subset and includes forward/reverse construct pairs used to study motif orientation and order.

Integrated lentiMPRAHumanhg19
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E52KB3NMS

Synthetic TFBS orientation and order lentiMPRA in HepG2

Integrated lentiviral MPRA of 209,440 designed 200-bp sequences testing motif copy number, orientation, order, spacing, and combinations of 18 liver-associated or general transcription factor binding sites on two neutral backgrounds.

Integrated lentiMPRAHumanhg19
Explore data

Raw source data 39 files

Original supplemental and deposited inputs retained for this study. Download files individually or together as a ZIP; nested folders are preserved. Source reuse terms apply, and sequencing reads may be omitted.

Download all 39 files (ZIP)_build_tables.pyarticle.xmlENCFF093PXS.tsvENCFF093PXS_metadata.jsonENCFF245LAC.fasta.gzENCFF245LAC_metadata.jsonENCODE_analyze_data.pyENCODE_analyze_order.pyENCODE_MPRA_HEPG2_README.mdENCODE_Table_order_effects.csvENCSR359FTN_metadata.jsongithub_README.mdgithub_tree.jsonLibrary_MPRA_TFBSs.txtMPRA_library_data_README.mdmpra_qc.pyMPRA_TFBSs_1-byInsert.tsvMPRA_TFBSs_2-byInsert.tsvMPRA_TFBSs_3-byInsert.tsvPMC10122648_SupplementaryFiles.zipsupplementary_files/41467_2023_37960_Fig1_HTML.gifsupplementary_files/41467_2023_37960_Fig1_HTML.jpgsupplementary_files/41467_2023_37960_Fig2_HTML.gifsupplementary_files/41467_2023_37960_Fig2_HTML.jpgsupplementary_files/41467_2023_37960_Fig3_HTML.gifsupplementary_files/41467_2023_37960_Fig3_HTML.jpgsupplementary_files/41467_2023_37960_Fig4_HTML.gifsupplementary_files/41467_2023_37960_Fig4_HTML.jpgsupplementary_files/41467_2023_37960_Fig5_HTML.gifsupplementary_files/41467_2023_37960_Fig5_HTML.jpgsupplementary_files/41467_2023_37960_Fig6_HTML.gifsupplementary_files/41467_2023_37960_Fig6_HTML.jpgsupplementary_files/41467_2023_37960_Fig7_HTML.gifsupplementary_files/41467_2023_37960_Fig7_HTML.jpgsupplementary_files/41467_2023_37960_MOESM1_ESM.pdfsupplementary_files/41467_2023_37960_MOESM2_ESM.pdfsupplementary_files/41467_2023_37960_MOESM3_ESM.xlsxsupplementary_files/41467_2023_37960_MOESM4_ESM.pdfsupplementary_files/41467_2023_37960_MOESM5_ESM.xlsx

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