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

Author:

Guzman Carlos12ORCID,Duttke Sascha1ORCID,Zhu Yixin1ORCID,De Arruda Saldanha Camila1,Downes Nicholas L1,Benner Christopher1ORCID,Heinz Sven1ORCID

Affiliation:

1. Department of Medicine, Division of Endocrinology, U.C. San Diego School of Medicine , La Jolla , CA 92093, USA

2. Department of Bioengineering, Graduate Program in Bioinformatics & Systems Biology , U.C. San Diego, La Jolla , CA 92093, USA

Abstract

Abstract 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.

Funder

NIH

UC San Diego

Publisher

Oxford University Press (OUP)

Subject

Genetics

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