Study / S9SOS8Z7K2025-07-25

U-rich elements drive pervasive cryptic splicing in 3’ UTR massively parallel reporter assays

Khoa Dao, Courtney F. Jungers, Sergej Djuranovic, Anthony M. Mustoe

About this study

Untranslated RNA sequences play essential roles in orchestrating gene expression. However, the sequence codes and mechanisms underpinning post-transcriptional regulation remain incompletely understood. Here, we revisit the finding from a prior massively parallel reporter assay (MPRA) that AU-rich elements in 3’ untranslated regions (3’ UTRs) can drive upregulation or downregulation of mRNA expression depending on 3’ UTR context. We unexpectedly discover that this variable regulation arises from widespread cryptic splicing, predominately from an unannotated splice donor in the coding sequence of GFP to diverse acceptor sites in reporter 3’ UTRs. Splicing is activated by U-rich sequences, which function as potent position-dependent regulators of 5’ and 3’ splice site choice and overall splicing efficiency. Splicing has diverse impacts on reporter expression, causing both increases and decreases in reporter expression via multiple mechanisms. We further provide evidence that cryptic splicing significantly impacts measurements made by other published 3’ UTR MPRAs. Overall, our work emphasizes U-rich sequences as principal drivers of splicing and provides strategies to minimize cryptic splicing artifacts in reporter assays.

Full author list & citation

Khoa Dao, Courtney F. Jungers, Sergej Djuranovic, Anthony M. Mustoe. U-rich elements drive pervasive cryptic splicing in 3’ UTR massively parallel reporter assays. 2025-07-25. https://doi.org/10.1038/s41467-025-62000-9

Experiments 5

E08NGQHVS

U-87 MG full PTRE-seq 3′ UTR reporter library

Three biological U-87 MG RNA replicates of the 642-reporter synthetic PTRE-seq library, with ten internal barcode copies per reporter identity. Extended reporter amplicon sequencing quantified full-length and cryptically spliced transcript classes.

3' UTR / RNA Stability MPRA (MPRAu)HumanGRCh38
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E1HEEB6JM

SH-SY5Y full PTRE-seq 3′ UTR reporter library

Three biological SH-SY5Y RNA replicates of the 642-reporter synthetic PTRE-seq library, with ten internal barcode copies per reporter identity. Extended reporter amplicon sequencing quantified full-length and cryptically spliced transcript classes.

3' UTR / RNA Stability MPRA (MPRAu)HumanGRCh38
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E38KESFEU

HeLa no-spacer PTRE-seq control library

One HeLa RNA replicate of the otherwise matched PTRE-seq reporter library lacking the 25-nucleotide barcode-to-insert spacer. This control tests whether the standard spacer and reporter architecture contribute to cryptic splice activation.

3' UTR / RNA Stability MPRA (MPRAu)HumanGRCh38
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E4RJHSHA7

HEK293 full PTRE-seq 3′ UTR reporter library

Three biological HEK293 RNA replicates of the 642-reporter synthetic PTRE-seq library, with ten internal barcode copies per reporter identity. Extended reporter amplicon sequencing quantified full-length and cryptically spliced transcript classes.

3' UTR / RNA Stability MPRA (MPRAu)HumanGRCh38
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E60XJWDUM

HeLa full PTRE-seq 3′ UTR reporter library

Two biological HeLa RNA replicates of the 642-reporter synthetic PTRE-seq library, with ten internal barcode copies per reporter identity. The episomal GFP 3′ UTR reporter was sequenced across the coding-sequence/3′ UTR junction to quantify full-length and cryptically spliced transcripts.

3' UTR / RNA Stability MPRA (MPRAu)HumanGRCh38
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Raw source data 55 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 55 files (ZIP)github/2020-11-16 - HELA no spacer_Electropherogram.csvgithub/2023-07-21 - DNA no spacer_Electropherogram.csvgithub/2023-08-04 - 12-17-54-D1000_Electropherogram.csvgithub/2025-03-16 - DNA RNA gel_Electropherogram.csvgithub/barcode_indexed.txtgithub/HELA-1_gap_sequences.txt.gzgithub/HELA-1_palindrome_count.txtgithub/HELA-2_palindrome_count.txtgithub/long_read_seq_report.txtgithub/MustoeLab_Publications_README.mdgithub/plasmidsaurus_length_distribution.txtgithub/ptreseq_raw_count/DNA-1_raw_count.txtgithub/ptreseq_raw_count/DNA-2_raw_count.txtgithub/ptreseq_raw_count/DNA-altprotocol_raw_count.txtgithub/ptreseq_raw_count/DNA-nospacer_raw_count.txtgithub/ptreseq_raw_count/ETOH-1_raw_count.txtgithub/ptreseq_raw_count/ETOH-2_raw_count.txtgithub/ptreseq_raw_count/HEK-1_raw_count.txtgithub/ptreseq_raw_count/HEK-2_raw_count.txtgithub/ptreseq_raw_count/HEK-3_raw_count.txtgithub/ptreseq_raw_count/HELA-1_raw_count.txtgithub/ptreseq_raw_count/HELA-2_raw_count.txtgithub/ptreseq_raw_count/HELA-cPCR_raw_count.txtgithub/ptreseq_raw_count/HELA-nospacer_raw_count.txtgithub/ptreseq_raw_count/SH-1_raw_count.txtgithub/ptreseq_raw_count/SH-2_raw_count.txtgithub/ptreseq_raw_count/SH-3_raw_count.txtgithub/ptreseq_raw_count/U87-1_raw_count.txtgithub/ptreseq_raw_count/U87-2_raw_count.txtgithub/ptreseq_raw_count/U87-3_raw_count.txtgithub/ptreseq_splicing_quantification/DNA_2rep_fraction.txtgithub/ptreseq_splicing_quantification/ETOH_2rep_fraction.txtgithub/ptreseq_splicing_quantification/HEK_3rep_fraction.txtgithub/ptreseq_splicing_quantification/HELA-cPCR_1rep_fraction.txtgithub/ptreseq_splicing_quantification/HELA-ePCR_1rep_fraction.txtgithub/ptreseq_splicing_quantification/HELA-mara_2rep_fraction.txtgithub/ptreseq_splicing_quantification/HELA-nospacer_1rep_fraction.txtgithub/ptreseq_splicing_quantification/HELA_2rep_fraction.txtgithub/ptreseq_splicing_quantification/SH_3rep_fraction.txtgithub/ptreseq_splicing_quantification/U87_3rep_fraction.txtgithub/single_reporter_validation_quantification.xlsxgithub/sup2_readscount_plasmid.xlsxgithub/sup3_readscount_HeLa_total.xlsxgithub/sup4_readscount_HeLa_polysome.xlsxsplice_prediction/ptreseq_full_transcript_prediction_best_sites.txtsplice_prediction/ptreseq_mpra_seq.fa.gzsplice_prediction/ptreseq_ranking_splice_site.csvsra/PRJNA1116243_runinfo.csvsupplementary/41467_2025_62000_MOESM1_ESM.pdfsupplementary/41467_2025_62000_MOESM2_ESM.docxsupplementary/41467_2025_62000_MOESM3_ESM.txtsupplementary/41467_2025_62000_MOESM4_ESM.txtsupplementary/41467_2025_62000_MOESM5_ESM.txtsupplementary/41467_2025_62000_MOESM6_ESM.pdfsupplementary/41467_2025_62000_MOESM8_ESM.xlsx

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