Study / S4550ACLB2025-01-15

Massively parallel characterization of transcriptional regulatory elements

Vikram Agarwal, Fumitaka Inoue, Max Schubach, Dmitry Penzar, Beth K. Martin et al.

About this study

The human genome contains millions of candidate cis-regulatory elements (cCREs) with cell-type-specific activities that shape both health and many disease states. However, we lack a functional understanding of the sequence features that control the activity and cell-type-specific features of these cCREs. Here we used lentivirus-based massively parallel reporter assays (lentiMPRAs) to test the regulatory activity of more than 680,000 sequences, representing an extensive set of annotated cCREs among three cell types (HepG2, K562 and WTC11), and found that 41.7% of these sequences were active. By testing sequences in both orientations, we find promoters to have strand-orientation biases and their 200-nucleotide cores to function as non-cell-type-specific ‘on switches’ that provide similar expression levels to their associated gene. By contrast, enhancers have weaker orientation biases, but increased tissue-specific characteristics. Utilizing our lentiMPRA data, we develop sequence-based models to predict cCRE function and variant effects with high accuracy, delineate regulatory motifs and model their combinatorial effects. Testing a lentiMPRA library encompassing 60,000 cCREs in all three cell types further identified factors that determine cell-type specificity. Collectively, this work provides an extensive catalogue of functional CREs in three widely used cell lines and showcases how large-scale functional measurements can be used to dissect regulatory grammar.

Full author list & citation

Vikram Agarwal, Fumitaka Inoue, Max Schubach, Dmitry Penzar, Beth K. Martin, Pyaree Mohan Dash, Pia Keukeleire, Zicong Zhang, Ajuni Sohota, Jingjing Zhao, Ilias Georgakopoulos-Soares, William S. Noble, Galip Gürkan Yardımcı, Ivan V. Kulakovskiy, Martin Kircher, Jay Shendure, Nadav Ahituv. Massively parallel characterization of transcriptional regulatory elements. 2025-01-15. https://doi.org/10.1038/s41586-024-08430-9

Experiments 8

E3F4RGPIQ

Joint 60,000-element lentiMPRA library in K562

The same approximately 60,000-element joint library of potential enhancers, promoters, and controls was assayed in human K562 cells in three independent lentiviral infections. The table includes the K562 activity score together with the cross-cell joint-library scores and element-specificity values reported by the study.

Integrated lentiMPRAHumanGRCh38
Explore data
E3IF4AUZ6

Pilot HepG2 lentiMPRA library

A pilot library of 9,372 designed 200-bp cis-regulatory element and control sequences was assayed in human HepG2 cells in three independent lentiviral infections. Element activity was quantified from integrated DNA and RNA barcodes as normalized log2(RNA/DNA) scores.

Integrated lentiMPRAHumanGRCh38
Explore data
E3Y1K7E8H

Joint 60,000-element lentiMPRA library in WTC11

The same approximately 60,000-element joint library of potential enhancers, promoters, and controls was assayed in human WTC11 induced pluripotent stem cells in three independent lentiviral infections. The table includes the WTC11 activity score together with the cross-cell joint-library scores and element-specificity values reported by the study.

Integrated lentiMPRAHumanGRCh38
Explore data
E4DBRVKHA

Large-scale HepG2 lentiMPRA library

A 164,307-element library comprising protein-coding promoters, potential enhancers, and controls was assayed in human HepG2 cells in three independent lentiviral infections. Element activity was quantified from integrated DNA and RNA barcodes as normalized log2(RNA/DNA) scores.

Integrated lentiMPRAHumanGRCh38
Explore data
E4OONIX0D

Pilot K562 lentiMPRA library

A pilot library of 7,500 designed 200-bp cis-regulatory element and control sequences was assayed in human K562 cells in three independent lentiviral infections. Element activity was quantified from integrated DNA and RNA barcodes as normalized log2(RNA/DNA) scores.

Integrated lentiMPRAHumanGRCh38
Explore data
E4U6C4U1Q

Large-scale WTC11 lentiMPRA library

A 75,542-element library comprising promoters, a sampled set of potential enhancers, and controls was assayed in human WTC11 induced pluripotent stem cells in three independent lentiviral infections. Element activity was quantified from integrated DNA and RNA barcodes as normalized log2(RNA/DNA) scores.

Integrated lentiMPRAHumanGRCh38
Explore data
E6TFGRCOT

Joint 60,000-element lentiMPRA library in HepG2

The same approximately 60,000-element joint library of potential enhancers, promoters, and controls was assayed in human HepG2 cells in three independent lentiviral infections. The table includes the HepG2 activity score together with the cross-cell joint-library scores and element-specificity values reported by the study.

Integrated lentiMPRAHumanGRCh38
Explore data
E8ZZMRY75

Large-scale K562 lentiMPRA library

A 243,780-element library comprising protein-coding promoters, potential enhancers, intergenic tiles at seven disease-associated loci, and controls was assayed in human K562 cells in three independent lentiviral infections. Element activity was quantified from integrated DNA and RNA barcodes as normalized log2(RNA/DNA) scores.

Integrated lentiMPRAHumanGRCh38
Explore data

Raw source data 3 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 3 files (ZIP)41586_2024_8430_MOESM1_ESM.docx41586_2024_8430_MOESM5_ESM.zipsource_notes.txt

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