Study / S9DWBVZUM2023-07-05

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

Carlos Guzman, Sascha Duttke, Yixin Zhu, Camila De Arruda Saldanha, Nicholas L Downes et al.

About this study

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.

Full author list & citation

Carlos Guzman, Sascha Duttke, Yixin Zhu, Camila De Arruda Saldanha, Nicholas L Downes, Christopher Benner, Sven Heinz. Combining TSS-MPRA and sensitive TSS profile dissimilarity scoring to study the sequence determinants of transcription initiation. 2023-07-05. https://doi.org/10.1093/nar/gkad562

Experiments 4

E1CQATQJK

K562 episomal TSS-MPRA, long insert library

350-nt construct containing a 303-bp genomic insert library was assayed in K562 cells under basal conditions using promoter / core promoter mpra. The table summarizes element-level reporter activity, barcode-supported RNA/DNA ratios, nucleotide-resolution TSS profiles, and WIP comparison to the paired endogenous csRNA-seq profile.

Promoter / Core Promoter MPRAHumanGRCh38
Explore data
E3D5UKUNP

K562 integrated lenti-TSS-MPRA, short insert library

200-nt construct containing a 153-bp genomic insert library was assayed in K562 cells under basal conditions using integrated lentimpra. The table summarizes element-level reporter activity, barcode-supported RNA/DNA ratios, nucleotide-resolution TSS profiles, and WIP comparison to the paired endogenous csRNA-seq profile.

Integrated lentiMPRAHumanGRCh38
Explore data
E6QYK1BIX

K562 episomal TSS-MPRA, short insert library

200-nt construct containing a 153-bp genomic insert library was assayed in K562 cells under basal conditions using promoter / core promoter mpra. The table summarizes element-level reporter activity, barcode-supported RNA/DNA ratios, nucleotide-resolution TSS profiles, and WIP comparison to the paired endogenous csRNA-seq profile.

Promoter / Core Promoter MPRAHumanGRCh38
Explore data
E97V2L9S7

K562 integrated lenti-TSS-MPRA, long insert library

350-nt construct containing a 303-bp genomic insert library was assayed in K562 cells under basal conditions using integrated lentimpra. The table summarizes element-level reporter activity, barcode-supported RNA/DNA ratios, nucleotide-resolution TSS profiles, and WIP comparison to the paired endogenous csRNA-seq profile.

Integrated lentiMPRAHumanGRCh38
Explore data

Raw source data 18 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 18 files (ZIP)GSE202564_family.soft.gzGSE202564_K562.hg38.long.xlsxGSE202564_K562.hg38.short.xlsxGSE202564_norm.quant.tpm.k562-long.epi1.epi2.csrna1_350bp.csrna2_350bp.core.txt.gzGSE202564_norm.quant.tpm.k562-long.epi1.epi2.csrna1_350bp.csrna2_350bp.txt.gzGSE202564_norm.quant.tpm.k562-long.lenti1.lenti2.csrna1_350bp.csrna2_350bp.core.txt.gzGSE202564_norm.quant.tpm.k562-long.lenti1.lenti2.csrna1_350bp.csrna2_350bp.txt.gzGSE202564_norm.quant.tpm.k562-short.epi1.epi2.csrna1_200bp.csrna2_200bp.txt.gzGSE202564_norm.quant.tpm.k562-short.lenti1.lenti2.csrna1_200bp.csrna2_200bp.txt.gzGSE202564_series_matrix.txt.gzPRJNA836570_runinfo.csvsource_manifest.txtSupplementary_Table_Legends.docxSupplementary_Table_S1.xlsxSupplementary_Table_S2.xlsxSupplementaryFiles.pdfTable_S3.xlsxTable_S4.xlsx

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