Study / S16K7CDVS2024-05-09

Multiplex profiling of developmental cis-regulatory elements with quantitative single-cell expression reporters

Jean-Benoît Lalanne, Samuel G. Regalado, Silvia Domcke, Diego Calderon, Beth K. Martin et al.

About this study

The inability to scalably and precisely measure the activity of developmental cis-regulatory elements (CREs) in multicellular systems is a bottleneck in genomics. Here we develop a dual RNA cassette that decouples the detection and quantification tasks inherent to multiplex single-cell reporter assays. The resulting measurement of reporter expression is accurate over multiple orders of magnitude, with a precision approaching the limit set by Poisson counting noise. Together with RNA barcode stabilization via circularization, these scalable single-cell quantitative expression reporters provide high-contrast readouts, analogous to classic in situ assays but entirely from sequencing. Screening >200 regions of accessible chromatin in a multicellular in vitro model of early mammalian development, we identify 13 (8 previously uncharacterized) autonomous and cell-type-specific developmental CREs. We further demonstrate that chimeric CRE pairs generate cognate two-cell-type activity profiles and assess gain- and loss-of-function multicellular expression phenotypes from CRE variants with perturbed transcription factor binding sites. Single-cell quantitative expression reporters can be applied in developmental and multicellular systems to quantitatively characterize native, perturbed and synthetic CREs at scale, with high sensitivity and at single-cell resolution.

Full author list & citation

Jean-Benoît Lalanne, Samuel G. Regalado, Silvia Domcke, Diego Calderon, Beth K. Martin, Xiaoyi Li, Tony Li, Chase C. Suiter, Choli Lee, Cole Trapnell, Jay Shendure. Multiplex profiling of developmental cis-regulatory elements with quantitative single-cell expression reporters. 2024-05-09. https://doi.org/10.1038/s41592-024-02260-3

Experiments 7

E37TB8ZXO

Bulk MPRA developmental CRE activity time series in mouse embryoid bodies

A piggyBac-integrated library of developmental CREs and promoter controls was measured by bulk MPRA during mouse embryoid-body differentiation. The table aggregates mBC-level GSE217679 counts per CRE, replicate and time point and includes the corresponding published activity summary when it matched.

Transposon-integrated MPRAMousemm10
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E7YNIGVCN

Tornado circular versus linear Pol III barcode bulk MPRA

Circular U6-Tornado barcodes and truncated linear barcodes were integrated into K562 cells with piggyBac and compared by bulk RNA/DNA barcode counting. The table provides per-barcode normalized activity for the two barcode architectures in duplicate biological replicates.

Transposon-integrated MPRAHuman
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Raw source data 96 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 96 files (ZIP)geo/GSE217678_bulk_MPRA_counts_PolIII_oBC_vs_linBC.txt.gzgeo/GSE217678_bulk_MPRA_PolIII_BC_list.txt.gzgeo/GSE217679_bulk_MPRA_counts_mEB_series.txt.gzgeo/GSE217680_bulk_MPRA_counts_promoter_series.txt.gzgeo/GSE217686_assigned_oBC_CRE_mBC_joined_counts_sc_rep_mEB_series.txt.gzgeo/GSE217686_mBC_poly_dT_counts_sc_rep_mEB_series.txt.gzgeo/GSE217686_oBC_counts_sc_rep_mEB_series.txt.gzgeo/GSE217689_assigned_oBC_CRE_mBC_joined_counts_sc_rep_promoter_series.txt.gzgeo/GSE217689_mBC_poly_dT_counts_sc_rep_promoter_series.txt.gzgeo/GSE217689_oBC_counts_sc_rep_promoter_series.txt.gzgeo/GSE245189_assigned_oBC_CRE_mBC_joined_counts_sc_rep_mEB_series_v2.txt.gzgeo/GSE245189_mBC_poly_dT_counts_sc_rep_mEB_v2.txt.gzgeo/GSE245189_oBC_counts_sc_rep_mEB_v2.txt.gzgeo/GSE245190_bulk_MPRA_counts_mEB_v2_poolA.txt.gzgeo/GSE245190_bulk_MPRA_counts_mEB_v2_poolB.txt.gzgeo/GSE245191_bulk_MPRA_counts_promoters_architecture_positional_effects.txt.gzgithub/custom_amplicon_structures/CRE_mBC_subassembly.gbgithub/custom_amplicon_structures/mBC_bulkMPRA.gbkgithub/custom_amplicon_structures/mBC_bulkMPRA_v2_P7_idx.gbgithub/custom_amplicon_structures/mBC_CRE_subassembly.gbgithub/custom_amplicon_structures/oBC_bulkMPRA.gbkgithub/custom_amplicon_structures/oBC_CRE_subassembly.gbkgithub/custom_amplicon_structures/oBC_mBC_subassembly.gbkgithub/custom_amplicon_structures/PCR2_oBC_10x_scQer.gbkgithub/custom_amplicon_structures/PCR3_mBC_10x_CS2_scQer.gbkgithub/custom_amplicon_structures/PCR3_mBC_10x_pdT_scQer.gbkgithub/LICENSEgithub/plasmid_maps/p001_PB_MPRA_BM.gbkgithub/plasmid_maps/p002_PB_minP_GFP.gbkgithub/plasmid_maps/p003_PB_EEF1A1p_GFP.gbkgithub/plasmid_maps/p019_PB_oBC.gbkgithub/plasmid_maps/p022_PB_cloning_dock_mBC.gbkgithub/plasmid_maps/p025_PB_oBC_mBC.gbkgithub/plasmid_maps/p027_PB_oBC_minP_puro_GFP_mBC.gbkgithub/plasmid_maps/p028_PB_oBC_EEF1A1p_puro_GFP_mBC.gbkgithub/plasmid_maps/p029_PB_oBC_noP_puro_GFP_mBC.gbkgithub/plasmid_maps/p033_no_oBC_minP_puro_GFP.gbgithub/plasmid_maps/p034_no_oBC_EEF1A1p_puro_GFP.gbgithub/plasmid_maps/p035_no_oBC_noP_puro_GFP.gbgithub/plasmid_maps/p039_no_oBC_UBCp_puro_GFP.gbgithub/plasmid_maps/p040_no_oBC_Pgk1p_puro_GFP.gbgithub/plasmid_maps/p041_PB_oBC_UBCp_puro_GFP_mBC.gbkgithub/plasmid_maps/p042_PB_oBC_Pgk1p_puro_GFP_mBC.gbkgithub/plasmid_maps/p043_PB_oBC_minP_GFP_mBC.gbkgithub/plasmid_maps/p045_oBC_noP_GFP_mBC.gbgithub/plasmid_maps/p051_PB_tornado.gbkgithub/plasmid_maps/p052_PB_truncated_tornado.gbkgithub/plasmid_maps/p053_PB_hU6_oBC.gbkgithub/plasmid_maps/p054_PB_hU6_linBC.gbkgithub/plasmid_maps/p055_PB_oBC_CRE_minP_GFP_mBC.gbkgithub/plasmid_maps/p060_PB_EEFA1_mCherry.gbkgithub/plasmid_maps/p062_PB_oBC_minP_mCherry_mBC.gbgithub/plasmid_maps/p063_oBC_minP_GFP_mBC_new_handles.gbgithub/plasmid_maps/p065_PB_oBC_Lama1_chr17_7784_minP_mCherry_mBC.gbgithub/plasmid_maps/p066_PB_oBC_Lamb1_chr12_2183_minP_mCherry_mBC.gbgithub/plasmid_maps/p067_PB_oBC_Foxa2_chr2_13858_minP_mCherry_mBC.gbgithub/plasmid_maps/p068_PB_oBC_Gata4_chr14_5729_minP_mCherry_mBC.gbgithub/plasmid_maps/p069_PB_oBC_Sox2_chr3_2007_minP_mCherry_mBC.gbgithub/plasmid_maps/p070_PB_oBC_Sox2_chr3_2009_minP_mCherry_mBC.gbgithub/plasmid_maps/p071_PB_oBC_Bend5_chr4_8201_minP_mCherry_mBC.gbgithub/plasmid_maps/p072_PB_oBC_Epas1_chr17_10063_minP_mCherry_mBC.gbgithub/plasmid_maps/p090_no_oBC_minP_GFP_mBC.gbgithub/plasmid_maps/p097_no_cHS4_no_oBC_minP_puro_GFP.gbgithub/plasmid_maps/p098_no_cHS4_no_oBC_EEF1A1p_puro_GFP.gbgithub/plasmid_maps/p099_no_cHS4_no_oBC_noP_puro_GFP.gbgithub/plasmid_maps/p100_no_cHS4_no_oBC_UBCp_puro_GFP.gbgithub/plasmid_maps/p101_no_cHS4_no_oBC_Pgk1p_puro_GFP.gbgithub/plasmid_maps/p102_no_cHS4_oBC_minP_puro_GFP.gbgithub/plasmid_maps/p103_no_cHS4_oBC_EEF1A1p_puro_GFP.gbgithub/plasmid_maps/p104_no_cHS4_oBC_noP_puro_GFP.gbgithub/plasmid_maps/p105_no_cHS4_oBC_UBCp_puro_GFP.gbgithub/plasmid_maps/p106_no_cHS4_oBC_Pgk1p_puro_GFP.gbgithub/plasmid_maps/paired_enhancer_example_P1_Ur_E1_Dr.gbgithub/plasmid_maps/PB-puro-GFP.gbkgithub/plasmid_maps/plasmids_short_descriptiongithub/plasmid_maps/pXL005_PB_no_cHS4.gbgithub/README.mdREADME.txtsupplementary/MOESM01_supplementary_information.pdfsupplementary/MOESM02_reporting_summary.pdfsupplementary/MOESM03_supplementary_data1_promoters_and_CRE_coordinates.xlsxsupplementary/MOESM04_supplementary_data2_human_clonotypes.txtsupplementary/MOESM05_supplementary_data3_positional_effects_architectures.txtsupplementary/MOESM06_supplementary_data4_literature_Sox2_CREs.xlsxsupplementary/MOESM07_supplementary_data5_scQer_activity_specificity.xlsxsupplementary/MOESM08_supplementary_data6_mEB_clonotypes.txtsupplementary/MOESM09_supplementary_data7_bulk_MPRA_time_series.xlsxsupplementary/MOESM10_supplementary_data8_TFBS_mutations.xlsxsupplementary/MOESM11_supplementary_data9_paired_mutated_literature_scQer.xlsxsupplementary/MOESM12_supplementary_data10_reporter_architecture.txtsupplementary/MOESM13_supplementary_data11_oligos_plasmids.xlsxsupplementary/MOESM21_source_data_fig2.xlsxsupplementary/MOESM23_source_data_fig4.xlsxsupplementary/MOESM32_source_data_extended_fig9.xlsxsupplementary/MOESM33_source_data_extended_fig10.xlsxsupplementary/supplementary_information.txt

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