Identification of human pathways acting on nuclear non-coding RNAs using the Mirror forward genetic approach
Open accessPublished version of a preprint
Abstract
Despite critical roles in diseases, human pathways acting on strictly nuclear non-coding RNAs have been refractory to forward genetics. To enable their forward genetic discovery, we developed a single-cell approach that “Mirrors” activities of nuclear pathways with cytoplasmic fluorescence. Application of Mirror to two nuclear pathways targeting MALAT1’s 3′ end, the pathway of its maturation and the other, the degradation pathway blocked by the triple-helical Element for Nuclear Expression (ENE), identified nearly all components of three complexes: Ribonuclease P and the RNA Exosome, including nuclear DIS3, EXOSC10, and C1D, as well as the Nuclear Exosome Targeting (NEXT) complex. Additionally, Mirror identified DEAD-box helicase DDX59 associated with the genetic disorder Oral-Facial-Digital syndrome (OFD), yet lacking known substrates or roles in nuclear RNA degradation. Knockout of DDX59 exhibits stabilization of the full-length MALAT1 with a stability-compromised ENE and increases levels of 3′-extended forms of small nuclear RNAs. It also exhibits extensive retention of minor introns, including in OFD-associated genes, suggesting a mechanism for DDX59 association with OFD. Mirror efficiently identifies pathways acting on strictly nuclear non-coding RNAs, including essential and indirectly-acting components, and as a result can uncover unexpected links to human disease. Human pathways acting on nuclear ncRNAs have been refractory to forward genetics. Here, the authors develop a forward genetic approach that identifies such pathways and show DDX59 is required for minor intron splicing, suggesting a mechanism for its association with Oral-Facial-Digital syndrome.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
DDX59 has recently been implicated in the degradation of the nuclear noncoding RNA MALAT1, whose levels are also regulated by the RNA exosome.
“DDX59 has recently been implicated in the degradation of the nuclear noncoding RNA MALAT1 whose levels are also regulated by the RNA exosome88.”
From EXOSC3 G191 Variants Trigger System-Wide Recalibration of RNA Processing Machinery (2026) · cites this paper as [88]
The Results section (page not provided) shows that DDX59 knockout stabilizes MALAT1(C8351G), a form with a stability-compromised 3′ end; it also reports that RNA Exosome components are required for degradation of that form. The claim omits this qualification: the same section reports no major effect of DDX59 knockout on endogenous wild-type MALAT1 during the measured time course or on its steady-state levels. (LLM, conf=0.88)
Experimental — accuracy not yet measuredDDX59 has recently been implicated in noncoding RNA degradation along with multiple subunits of the RNA exosome.
“The DEAD-box helicase DDX59, which has recently been implicated in noncoding RNA degradation along with multiple subunits of the RNA exosome, was also significantly upregulated at both transcript and protein levels88.”
From EXOSC3 G191 Variants Trigger System-Wide Recalibration of RNA Processing Machinery (2026) · cites this paper as [88]
DDX59 was significantly upregulated at both transcript and protein levels.
“The DEAD-box helicase DDX59, which has recently been implicated in noncoding RNA degradation along with multiple subunits of the RNA exosome, was also significantly upregulated at both transcript and protein levels88.”
From EXOSC3 G191 Variants Trigger System-Wide Recalibration of RNA Processing Machinery (2026) · cites this paper as [88]
The Results section on DDX59 knockout reports effects on RNA splicing and noncoding RNA stability, but does not report that DDX59 itself was upregulated. Searches for DDX59 transcript and protein expression found no passage establishing significant upregulation at both levels. Page numbers were not available in our copy. (LLM, conf=0.77)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Weick, E.-M., Puno, M. R., Januszyk, K., Zinder, J. C., DiMattia, M. A., & Lima, C. D. (2018) · Cell · doi:10.1016/j.cell.2018.05.041 · Cited by 153 · see citing works
Flagged first, then by citations
Research works printed but not linked: 68
- [1]Brown, J. A., Valenstein, M. L., Yario, T. A., Tycowski, K. T. & Steitz, J. A. Formation of triple-helical structures by the 3’-end sequences of MALAT1 and MENbeta noncoding RNAs. Proc. Natl. Acad. Sci. USA 109, 19202–19207 (2012). 23129630 PMC3511071 · DOI
- [2]Wilusz, J. E. et al. A triple helix stabilizes the 3’ ends of long noncoding RNAs that lack poly(A) tails. Genes Dev. 26, 2392–2407 (2012). 23073843 PMC3489998 · DOI
- [3]Torabi, S. F. et al. RNA stabilization by a poly(A) tail 3’-end binding pocket and other modes of poly(A)-RNA interaction. Science371. 10.1126/science.abe6523 (2021). PMC9491362 33414189 · DOI
- [4]Sunwoo, H. et al. MEN epsilon/beta nuclear-retained non-coding RNAs are up-regulated upon muscle differentiation and are essential components of paraspeckles. Genome Res. 19, 347–359 (2009). 19106332 PMC2661813 · DOI
- [5]Schmitt, A. M. & Chang, H. Y. Long noncoding RNAs in cancer pathways. Cancer Cell 29, 452–463 (2016). 27070700 PMC4831138 · DOI
- [6]Dong, P. et al. Long non-coding RNA NEAT1: a novel target for diagnosis and therapy in human tumors. Front. Genet. 9, 471 (2018). 30374364 PMC6196292 · DOI
- [7]Schmitz, S. U., Grote, P. & Herrmann, B. G. Mechanisms of long noncoding RNA function in development and disease. Cell. Mol. Life Sci. 73, 2491–2509 (2016). 27007508 PMC4894931 · DOI
- [8]Tycowski, K. T. et al. Viral noncoding RNAs: more surprises. Genes Dev. 29, 567–584 (2015). 25792595 PMC4378190 · DOI
- [9]Conrad, N. K., Mili, S., Marshall, E. L., Shu, M. D. & Steitz, J. A. Identification of a rapid mammalian deadenylation-dependent decay pathway and its inhibition by a viral RNA element. Mol. Cell 24, 943–953 (2006). 17189195 · DOI
- [10]Ji, P. et al. MALAT-1, a novel noncoding RNA, and thymosin beta4 predict metastasis and survival in early-stage non-small cell lung cancer. Oncogene 22, 8031–8041 (2003). 12970751 · DOI
- [11]Gutschner, T., Hammerle, M. & Diederichs, S. MALAT1—a paradigm for long noncoding RNA function in cancer. J. Mol. Med. 91, 791–801 (2013). 23529762 · DOI
- [12]Cheng, Y. et al. Role of metastasis-associated lung adenocarcinoma transcript-1 (MALAT-1) in pancreatic cancer. PLoS ONE 13, e0192264 (2018). 29389953 PMC5794178 · DOI
- [13]Gutschner, T. et al. The noncoding RNA MALAT1 is a critical regulator of the metastasis phenotype of lung cancer cells. Cancer Res. 73, 1180–1189 (2013). 23243023 PMC3589741 · DOI
- [14]Yang, L., Bai, H. S., Deng, Y. & Fan, L. High MALAT1 expression predicts a poor prognosis of cervical cancer and promotes cancer cell growth and invasion. Eur. Rev. Med. Pharm. Sci. 19, 3187–3193 (2015). 26400521
- [15]Qiu, M. T., Hu, J. W., Yin, R. & Xu, L. Long noncoding RNA: an emerging paradigm of cancer research. Tumour Biol. 34, 613–620 (2013). 23359273 · DOI
- [16]Chen, W. et al. MALAT1 is a prognostic factor in glioblastoma multiforme and induces chemoresistance to temozolomide through suppressing miR-203 and promoting thymidylate synthase expression. Oncotarget 8, 22783–22799 (2017). 28187000 PMC5410262 · DOI
- [17]Malakar, P. et al. Long noncoding RNA MALAT1 promotes hepatocellular carcinoma development by SRSF1 upregulation and mTOR activation. Cancer Res. 77, 1155–1167 (2017). 27993818 PMC5334181 · DOI
- [18]Wilusz, J. E., Freier, S. M. & Spector, D. L. 3’ end processing of a long nuclear-retained noncoding RNA yields a tRNA-like cytoplasmic RNA. Cell 135, 919–932 (2008). 19041754 PMC2722846 · DOI
- [19]Brown, J. A. et al. Structural insights into the stabilization of MALAT1 noncoding RNA by a bipartite triple helix. Nat. Struct. Mol. Biol. 21, 633–640 (2014). 24952594 PMC4096706 · DOI
- [20]Xu, S. et al. Downregulation of long noncoding RNA MALAT1 induces epithelial-to-mesenchymal transition via the PI3K-AKT pathway in breast cancer. Int J. Clin. Exp. Pathol. 8, 4881–4891 (2015). 26191181 PMC4503053
- [21]Arun, G. et al. Differentiation of mammary tumors and reduction in metastasis upon Malat1 lncRNA loss. Genes Dev. 30, 34–51 (2016). 26701265 PMC4701977 · DOI
- [22]Huarte, M. The emerging role of lncRNAs in cancer. Nat. Med 21, 1253–1261 (2015). 26540387 · DOI
- [23]Lin, L., Li, H., Zhu, Y., He, S. & Ge, H. Expression of metastasis-associated lung adenocarcinoma transcript 1 long non-coding RNA in vitro and in patients with non-small cell lung cancer. Oncol. Lett. 15, 9443–9449 (2018). 29805668 PMC5958634
- [24]Donlic, A. et al. Discovery of small molecule ligands for MALAT1 by tuning an RNA-binding scaffold. Angew. Chem. 57, 13242–13247 (2018). 30134013 PMC6589350 · DOI
- [25]Abulwerdi, F. A. et al. Selective small-molecule targeting of a triple helix encoded by the long noncoding RNA, MALAT1. ACS Chem. Biol. 14, 223–235 (2019). 30620551 PMC6709583 · DOI
- [26]Yu, X., Li, Z., Zheng, H., Chan, M. T. & Wu, W. K. NEAT1: a novel cancer-related long non-coding RNA. Cell Prolif.50. 10.1111/cpr.12329 (2017). PMC6529067 28105699 · DOI
- [27]Nishimoto, Y. et al. The long non-coding RNA nuclear-enriched abundant transcript 1_2 induces paraspeckle formation in the motor neuron during the early phase of amyotrophic lateral sclerosis. Mol. Brain 6, 31 (2013). 23835137 PMC3729541 · DOI
- [28]Liu, X. et al. Long non-coding RNA NEAT1-modulated abnormal lipolysis via ATGL drives hepatocellular carcinoma proliferation. Mol. Cancer 17, 90 (2018). 29764424 PMC5953401 · DOI
- [29]Riva, P., Ratti, A. & Venturin, M. The long non-coding RNAs in neurodegenerative diseases: novel mechanisms of pathogenesis. Curr. Alzheimer Res. 13, 1219–1231 (2016). 27338628 · DOI
- [30]Mitton-Fry, R. M., DeGregorio, S. J., Wang, J., Steitz, T. A. & Steitz, J. A. Poly(A) tail recognition by a viral RNA element through assembly of a triple helix. Science 330, 1244–1247 (2010). 21109672 PMC3074936 · DOI
- [31]Kapranov, P. et al. RNA maps reveal new RNA classes and a possible function for pervasive transcription. Science 316, 1484–1488 (2007). 17510325 · DOI
- [32]Weick, E. M. & Lima, C. D. RNA helicases are hubs that orchestrate exosome-dependent 3’-5’ decay. Curr. Opin. Struct. Biol. 67, 86–94 (2021). 33147539 PMC8087718 · DOI
- [33]Zinder, J. C. & Lima, C. D. Targeting RNA for processing or destruction by the eukaryotic RNA exosome and its cofactors. Genes Dev. 31, 88–100 (2017). 28202538 PMC5322736 · DOI
- [34]Belair, C., Sim, S. & Wolin, S. L. Noncoding RNA surveillance: the ends justify the means. Chem. Rev. 118, 4422–4447 (2018). 29023106 PMC8071604 · DOI
- [35]Alexandrov, A., Shu, M. D. & Steitz, J. A. Fluorescence amplification method for forward genetic discovery of factors in human mRNA degradation. Mol. Cell 65, 191–201 (2017). 28017590 PMC5301997 · DOI
- [36]Shalem, O. et al. Genome-scale CRISPR-Cas9 knockout screening in human cells. Science 343, 84–87 (2014). 24336571 PMC4089965 · DOI · Paper page
- [37]Wu, J. et al. Cryo-EM structure of the human ribonuclease P holoenzyme. Cell 175, 1393–1404.e1311 (2018). 30454648 · DOI
- [39]Tomecki, R. et al. The human core exosome interacts with differentially localized processive RNases: hDIS3 and hDIS3L. EMBO J. 29, 2342–2357 (2010). 20531386 PMC2910271 · DOI
- [40]Lubas, M. et al. Interaction profiling identifies the human nuclear exosome targeting complex. Mol. Cell 43, 624–637 (2011). 21855801 · DOI
- [41]Schilders, G., van Dijk, E. & Pruijn, G. J. C1D and hMtr4p associate with the human exosome subunit PM/Scl-100 and are involved in pre-rRNA processing. Nucleic Acids Res. 35, 2564–2572 (2007). 17412707 PMC1885644 · DOI · Paper page
- [42]Gouge, J. et al. Redox signaling by the RNA polymerase III TFIIB-related factor Brf2. Cell 163, 1375–1387 (2015). 26638071 PMC4671959 · DOI
- [43]Shamseldin, H. E. et al. Mutations in DDX59 implicate RNA helicase in the pathogenesis of orofaciodigital syndrome. Am. J. Hum. Genet. 93, 555–560 (2013). 23972372 PMC3769930 · DOI
- [44]Yang, L. et al. EGFR and Ras regulate DDX59 during lung cancer development. Gene 642, 95–102 (2018). 29133145 · DOI
- [45]Meyers, R. M. et al. Computational correction of copy number effect improves specificity of CRISPR-Cas9 essentiality screens in cancer cells. Nat. Genet. 49, 1779–1784 (2017). 29083409 PMC5709193 · DOI · Paper page
- [46]Koferle, A. et al. Interrogation of cancer gene dependencies reveals paralog interactions of autosome and sex chromosome-encoded genes. Cell Rep. 39, 110636 (2022). 35417719 · DOI
- [47]Puno, M. R. & Lima, C. D. Structural basis for MTR4-ZCCHC8 interactions that stimulate the MTR4 helicase in the nuclear exosome-targeting complex. Proc. Natl. Acad. Sci. USA 115, E5506–e5515 (2018). 29844170 PMC6004480 · DOI
- [48]Puno, M. R., Weick, E. M., Das, M. & Lima, C. D. SnapShot: the RNA exosome. Cell 179, 282–282.e281 (2019). 31539497 · DOI
- [49]Li, B. et al. RIP-PEN-seq identifies a class of kink-turn RNAs as splicing regulators. Nat. Biotechnol. 42, 119–131 (2024). 37037902 PMC12657104 · DOI
- [50]Will, C. L. et al. The human 18S U11/U12 snRNP contains a set of novel proteins not found in the U2-dependent spliceosome. RNA 10, 929–941 (2004). 15146077 PMC1370585 · DOI
- [51]Salpietro, V. et al. A loss-of-function homozygous mutation in DDX59 implicates a conserved DEAD-box RNA helicase in nervous system development and function. Hum. Mutat. 39, 187–192 (2018). 29127725 PMC5814734 · DOI
- [52]Franco, B. & Thauvin-Robinet, C. Update on oral-facial-digital syndromes (OFDS). Cilia 5, 12 (2016). 27141300 PMC4852435 · DOI
- [53]Strong, A. et al. Expanding the genetic landscape of oral-facial-digital syndrome with two novel genes. Am. J. Med. Genet. Part A 185, 2409–2416 (2021). 34132027 PMC8361718 · DOI
- [54]Yamada, M. et al. IFT172 as the 19th gene causative of oral-facial-digital syndrome. Am. J. Med. Genet. Part A 179, 2510–2513 (2019). 31587445 · DOI
- [55]Khatri, D. et al. Deficiency of the minor spliceosome component U4atac snRNA secondarily results in ciliary defects in human and zebrafish. Proc. Natl. Acad. Sci. USA 120, e2102569120 (2023). 36802443 PMC9992838 · DOI
- [56]Cuello, P., Boyd, D. C., Dye, M. J., Proudfoot, N. J. & Murphy, S. Transcription of the human U2 snRNA genes continues beyond the 3’ box in vivo. EMBO J. 18, 2867–2877 (1999). 10329632 PMC1171367 · DOI
- [57]Baillat, D. et al. Integrator, a multiprotein mediator of small nuclear RNA processing, associates with the C-terminal repeat of RNA polymerase II. Cell 123, 265–276 (2005). 16239144 · DOI
- [58]Hrossova, D. et al. RBM7 subunit of the NEXT complex binds U-rich sequences and targets 3’-end extended forms of snRNAs. Nucleic Acids Res. 43, 4236–4248 (2015). 25852104 PMC4417160 · DOI
- [59]Guerrier-Takada, C., Gardiner, K., Marsh, T., Pace, N. & Altman, S. The RNA moiety of ribonuclease P is the catalytic subunit of the enzyme. Cell 35, 849–857 (1983). 6197186 · DOI · Paper page
- [60]Bai, R. et al. Structure of the activated human minor spliceosome. Science371. 10.1126/science.abg0879 (2021). 33509932 · DOI
- [61]Iturrate, A. et al. Mutations in SCNM1 cause orofaciodigital syndrome due to minor intron splicing defects affecting primary cilia. Am. J. Hum. Genet. 109, 1828–1849 (2022). 36084634 PMC9606384 · DOI
- [62]Huang, C. H., Hsiao, H. T., Chu, Y. R., Ye, Y. & Chen, X. Derlin2 protein facilitates HRD1-mediated retro-translocation of sonic hedgehog at the endoplasmic reticulum. J. Biol. Chem. 288, 25330–25339 (2013). 23867461 PMC3757197 · DOI
- [63]Zablowsky, N. et al. High throughput FISH screening identifies small molecules that modulate oncogenic lncRNA MALAT1 via GSK3B and hnRNPs. Non-coding RNA9, 10.3390/ncrna9010002 (2023). PMC9844399 36649031 · DOI
- [64]Chen, C. et al. Single-cell whole-genome analyses by Linear Amplification via Transposon Insertion (LIANTI). Science 356, 189–194 (2017). 28408603 PMC5538131 · DOI
- [65]Dobin, A. et al. STAR: ultrafast universal RNA-seq aligner. Bioinformatics 29, 15–21 (2013). 23104886 PMC3530905 · DOI · Paper page
- [66]Danecek, P. et al. Twelve years of SAMtools and BCFtools. GigaScience10. 10.1093/gigascience/giab008 (2021). PMC7931819 33590861 · DOI
- [67]Robinson, J. T. et al. Integrative genomics viewer. Nat. Biotechnol. 29, 24–26 (2011). 21221095 PMC3346182 · DOI · Paper page
- [68]Sehnal, D. et al. Mol* Viewer: modern web app for 3D visualization and analysis of large biomolecular structures. Nucleic Acids Res. 49, W431–w437 (2021). 33956157 PMC8262734 · DOI · Paper page
- [69]Izumi, M. et al. Blasticidin S-resistance gene (bsr): a novel selectable marker for mammalian cells. Exp. Cell Res. 197, 229–233 (1991). 1720391 · DOI
Cited by
Sorted by citations
EXOSC3 G191 Variants Trigger System-Wide Recalibration of RNA Processing Machinery
Wijeratne, H. R. S., Runnebohm, A. M., Barron, M. P., Hampton, A. J., Li, R., Peck Justice, S. A., Lenceski, S. H., Rooney, J. D., Smith-Kinnaman, W. R., Chang, G. S., et al. (2026) · doi:10.64898/2026.01.26.701775 · Cited by 1 · see citing works
“The DEAD-box helicase DDX59, which has recently been implicated in noncoding RNA degradation along with multiple subunits of the RNA exosome, was also significantly upregulated at both transcript and protein levels 88 .”
- Authors
- Che, R., Panah, M., Mirani, B., Knowles, K., Ostapovich, A., Majumdar, D., Chen, X., DeSimone, J., White, W., Noonan, M., Luo, H., & Alexandrov, A.
- Affiliations
- Clemson University (US)
- Yale University (US)
- Corresponding author
- Alexandrov, Andrei
- Venue
- Nature Communications
- Published
- 2025-05-22
- Volume
- 16
- Issue
- 1
- Pages
- 4741-4741
- ISSN
- 2041-1723 (ISSN-L)
- PMC
- PMC12095793
- OpenAlex
- W4410554692
- Cited by
- 7
- References
- 1
- Citations by year
- 2026: 4 · 2025: 2 · 2024: 1
- FWCI
- 1.80
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Nature Communications (publishedVersion, cc-by-nc-nd)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- PubMed Central (submittedVersion, cc-by-nc-nd)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- U.S. Department of Health & Human Services | NIH | National Human Genome Research Institute (HG009362)
- U.S. Department of Health & Human Services | NIH | National Institute of General Medical Sciences (GM139769)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › RNA Research and Splicing
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer-related molecular mechanisms research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Nuclear Structure and Function
- Keywords
- forward genetics, MALAT1, RNA degradation, RNA exosome, ribonuclease P, oral-facial-digital syndrome, small nuclear RNA, single-cell imaging
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review