Study / S6UTSE4JZ2026-08-17

Systematic comparison of estimates of transcription factor activity by ATAC-seq and multiplexed reporter assays

Max Trauernicht, Vinícius H. Franceschini-Santos, Hatice Yücel, Teodora Filipovska, Bas van Steensel

About this study

Transcription factors (TFs) are central to gene regulation and play critical roles in development, cellular homeostasis and disease. The ability to accurately measure TF activity is essential to understanding how TFs respond to signals and regulate target genes. In one commonly used approach, activities of TFs are computationally inferred from genome-wide chromatin accessibility data (ATAC-seq). However, it has remained unclear how well these inferences reflect actual regulatory activity of TFs. An alternative approach employs a collection of synthetic reporters that are designed to each probe the regulatory activity of a single TF. In this study, we systematically compared TF activities as inferred by ATAC-seq with those measured by multiplexed reporters, across diverse perturbations known to alter specific TF activities. We observed considerable overlap between the two methods, but also notable discrepancies. Our findings suggest that reporter assays and chromatin-based inference capture distinct aspects of TF function: reporter assays are more sensitive to signal-responsive TFs, while ATAC-seq better detects chromatin-modifying TFs.

Full author list & citation

Max Trauernicht, Vinícius H. Franceschini-Santos, Hatice Yücel, Teodora Filipovska, Bas van Steensel. Systematic comparison of estimates of transcription factor activity by ATAC-seq and multiplexed reporter assays. 2026-08-17. https://doi.org/10.1038/s44320-026-00240-7

Experiments 4

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mESC primeTF reporter LIF-withdrawal time course

The same episomal primeTF reporter library was profiled in mouse embryonic stem cells after LIF withdrawal for 1, 3, 6, or 24 hours. Reporter activity changes are reported for the 100-TF panel relative to LIF-containing control cells.

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mNPC primeTF reporter stimulation and heat-shock panel

Fully differentiated mouse neural precursor cells were profiled with the episomal primeTF reporter library after heat shock or forskolin stimulation. The table covers 3 h heat shock and 4 h or 24 h forskolin conditions relative to untreated mNPCs.

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mESC primeTF reporter screen under targeted perturbations

An episomal primeTF reporter library probing 100 transcription factors was transfected into mouse embryonic stem cells and profiled after eight unique targeted perturbations. The LIF-removal 24 h endpoint is represented in the separate time-course experiment to avoid duplicating that source condition.

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Raw source data 25 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 25 files (ZIP)bc_annotation_prime.csvbc_annotation_prime_v2.csvDataset_EV1_TF_activity_changes_v2.csvexpected_pDNA_counts.txtprimetime_results/mES_CH_primetime_results.txtprimetime_results/mES_FBS_primetime_results.txtprimetime_results/mES_FK_primetime_results.txtprimetime_results/mES_FOXA1_primetime_results.txtprimetime_results/mES_Heat_primetime_results.txtprimetime_results/mES_LIF1_primetime_results.txtprimetime_results/mES_LIF24_primetime_results.txtprimetime_results/mES_LIF3_primetime_results.txtprimetime_results/mES_LIF6_primetime_results.txtprimetime_results/mES_NPC_primetime_results.txtprimetime_results/mES_POU5F1_primetime_results.txtprimetime_results/mES_SOX2_primetime_results.txtprimetime_results/mES_TFCP2L1_primetime_results.txtprimetime_results/NPC_FK_primetime_results.txtREADME.txtzenodo_reporter_materials/gcf_reporter added.xlsxzenodo_reporter_materials/gcf_reporter_sample_corrections.xlsxzenodo_reporter_materials/lab_notes_tf_reporter_transfections.pdfzenodo_reporter_materials/pooling_added_samples_RNA.xlsxzenodo_reporter_materials/TF_reporter_pooling_gcf.xlsxzenodo_reporter_materials/TF_reporter_pooling_gcf_r1.xlsx

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