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  • Review Article
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Context-specific regulation and function of mRNA alternative polyadenylation

Abstract

Alternative cleavage and polyadenylation (APA) is a widespread mechanism to generate mRNA isoforms with alternative 3′ untranslated regions (UTRs). The expression of alternative 3′ UTR isoforms is highly cell type specific and is further controlled in a gene-specific manner by environmental cues. In this Review, we discuss how the dynamic, fine-grained regulation of APA is accomplished by several mechanisms, including cis-regulatory elements in RNA and DNA and factors that control transcription, pre-mRNA cleavage and post-transcriptional processes. Furthermore, signalling pathways modulate the activity of these factors and integrate APA into gene regulatory programmes. Dysregulation of APA can reprogramme the outcome of signalling pathways and thus can control cellular responses to environmental changes. In addition to the regulation of protein abundance, APA has emerged as a major regulator of mRNA localization and the spatial organization of protein synthesis. This role enables the regulation of protein function through the addition of post-translational modifications or the formation of protein–protein interactions. We further discuss recent transformative advances in single-cell RNA sequencing and CRISPR–Cas technologies, which enable the mapping and functional characterization of alternative 3′ UTRs in any biological context. Finally, we discuss new APA-based RNA therapeutics, including compounds that target APA in cancer and therapeutic genome editing of degenerative diseases.

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Fig. 1: Cleavage and polyadenylation of mRNA isoforms at their 3′ ends.
Fig. 2: Overview of regulation of alternative polyadenylation by co-transcriptional and post-transcriptional mechanisms.
Fig. 3: Co-transcriptional regulators of alternative polyadenylation.
Fig. 4: Gene-specific regulation of alternative 3′ UTR isoforms.
Fig. 5: Cell-type-specific regulation of single-UTR and multi-UTR genes is accomplished by different regulatory modes.
Fig. 6: Examples of functions of alternative 3′ UTRs.
Fig. 7: Manipulation of alternative 3′ UTR expression.

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References

  1. Tian, B. & Manley, J. L. Alternative polyadenylation of mRNA precursors. Nat. Rev. Mol. Cell Biol. 18, 18–30 (2017).

    Article  CAS  PubMed  Google Scholar 

  2. Gruber, A. J. & Zavolan, M. Alternative cleavage and polyadenylation in health and disease. Nat. Rev. Genet. 20, 599–614 (2019).

    Article  CAS  PubMed  Google Scholar 

  3. Lianoglou, S., Garg, V., Yang, J. L., Leslie, C. S. & Mayr, C. Ubiquitously transcribed genes use alternative polyadenylation to achieve tissue-specific expression. Genes Dev. 27, 2380–2396 (2013).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  4. Hoque, M. et al. Analysis of alternative cleavage and polyadenylation by 3′ region extraction and deep sequencing. Nat. Methods 10, 133–139 (2013).

    Article  CAS  PubMed  Google Scholar 

  5. Fansler, M. M., Zhen, G. & Mayr, C. Quantification of alternative 3′UTR isoforms from single cell RNA-seq data with scUTRquant. Preprint at bioRxiv https://doi.org/10.1101/2021.11.22.469635 (2021).

    Article  Google Scholar 

  6. Singh, I. et al. Widespread intronic polyadenylation diversifies immune cell transcriptomes. Nat. Commun. 9, 1716 (2018).

    Article  PubMed  PubMed Central  Google Scholar 

  7. Gruber, A. J., Gypas, F., Riba, A., Schmidt, R. & Zavolan, M. Terminal exon characterization with TECtool reveals an abundance of cell-specific isoforms. Nat. Methods 15, 832–836 (2018).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  8. Mayr, C. Regulation by 3′-untranslated regions. Annu. Rev. Genet. 51, 171–194 (2017).

    Article  CAS  PubMed  Google Scholar 

  9. Mayr, C. What are 3′ UTRs doing? Cold Spring Harb. Perspect. Biol. 11, a034728 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  10. Chen, X. & Mayr, C. A working model for condensate RNA-binding proteins as matchmakers for protein complex assembly. RNA 28, 76–87 (2022).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  11. Higgs, D. R. et al. Alpha-thalassaemia caused by a polyadenylation signal mutation. Nature 306, 398–400 (1983).

    Article  CAS  PubMed  Google Scholar 

  12. Gehring, N. H. et al. Increased efficiency of mRNA 3′ end formation: a new genetic mechanism contributing to hereditary thrombophilia. Nat. Genet. 28, 389–392 (2001).

    Article  CAS  PubMed  Google Scholar 

  13. Stacey, S. N. et al. A germline variant in the TP53 polyadenylation signal confers cancer susceptibility. Nat. Genet. 43, 1098–1103 (2011).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  14. Kwon, B. et al. Enhancers regulate 3′ end processing activity to control expression of alternative 3′UTR isoforms. Nat. Commun. 13, 2709 (2022).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  15. Shi, Y. et al. Molecular architecture of the human pre-mRNA 3′ processing complex. Mol. Cell 33, 365–376 (2009).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  16. Schonemann, L. et al. Reconstitution of CPSF active in polyadenylation: recognition of the polyadenylation signal by WDR33. Genes Dev. 28, 2381–2393 (2014).

    Article  PubMed  PubMed Central  Google Scholar 

  17. Chan, S. L. et al. CPSF30 and Wdr33 directly bind to AAUAAA in mammalian mRNA 3′ processing. Genes Dev. 28, 2370–2380 (2014).

    Article  PubMed  PubMed Central  Google Scholar 

  18. Liu, H. & Moore, C. L. On the cutting edge: regulation and therapeutic potential of the mRNA 3′ end nuclease. Trends Biochem. Sci. 46, 772–784 (2021).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  19. Boreikaite, V., Elliott, T., Chin, J. & Passmore, L. A. RBBP6 activates the pre-mRNA 3′-end processing machinery in humans. Genes Dev. 36, 210–224 (2022).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  20. Bogard, N., Linder, J., Rosenberg, A. B. & Seelig, G. A deep neural network for predicting and engineering alternative polyadenylation. Cell 178, 91–106 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  21. Derti, A. et al. A quantitative atlas of polyadenylation in five mammals. Genome Res. 22, 1173–1183 (2012).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  22. Jenal, M. et al. The poly(A)-binding protein nuclear 1 suppresses alternative cleavage and polyadenylation sites. Cell 149, 538–553 (2012).

    Article  CAS  PubMed  Google Scholar 

  23. Gruber, A. R., Martin, G., Keller, W. & Zavolan, M. Cleavage factor Im is a key regulator of 3′ UTR length. RNA Biol. 9, 1405–1412 (2012).

    Article  CAS  PubMed  Google Scholar 

  24. Li, W. et al. Systematic profiling of poly(A)+ transcripts modulated by core 3′ end processing and splicing factors reveals regulatory rules of alternative cleavage and polyadenylation. PLoS Genet. 11, e1005166 (2015).

    Article  PubMed  PubMed Central  Google Scholar 

  25. Lackford, B. et al. Fip1 regulates mRNA alternative polyadenylation to promote stem cell self-renewal. EMBO J. 33, 878–889 (2014).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  26. Masamha, C. P. et al. CFIm25 links alternative polyadenylation to glioblastoma tumour suppression. Nature 510, 412–416 (2014).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  27. Brumbaugh, J. et al. Nudt21 controls cell fate by connecting alternative polyadenylation to chromatin signaling. Cell 172, 629–631 (2018).

    Article  CAS  PubMed  Google Scholar 

  28. Ogorodnikov, A. et al. Transcriptome 3′end organization by PCF11 links alternative polyadenylation to formation and neuronal differentiation of neuroblastoma. Nat. Commun. 9, 5331 (2018).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  29. Kamieniarz-Gdula, K. et al. Selective roles of vertebrate PCF11 in premature and full-length transcript termination. Mol. Cell 74, 158–172 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  30. Marini, F., Scherzinger, D. & Danckwardt, S. TREND-DB-a transcriptome-wide atlas of the dynamic landscape of alternative polyadenylation. Nucleic Acids Res. 49, D243–D253 (2021).

    Article  CAS  PubMed  Google Scholar 

  31. Tang, H. W. et al. The TORC1-regulated CPA complex rewires an RNA processing network to drive autophagy and metabolic reprogramming. Cell Metab. 27, 1040–1054 (2018).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  32. Zheng, D. et al. Cellular stress alters 3′UTR landscape through alternative polyadenylation and isoform-specific degradation. Nat. Commun. 9, 2268 (2018).

    Article  PubMed  PubMed Central  Google Scholar 

  33. Dubbury, S. J., Boutz, P. L. & Sharp, P. A. CDK12 regulates DNA repair genes by suppressing intronic polyadenylation. Nature 564, 141–145 (2018).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  34. Krajewska, M. et al. CDK12 loss in cancer cells affects DNA damage response genes through premature cleavage and polyadenylation. Nat. Commun. 10, 1757 (2019).

    Article  PubMed  PubMed Central  Google Scholar 

  35. LaBella, M. L. et al. Casein kinase 1delta stabilizes mature axons by inhibiting transcription termination of ankyrin. Dev. Cell 53, 130 (2020).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  36. Oktaba, K. et al. ELAV links paused Pol II to alternative polyadenylation in the Drosophila nervous system. Mol. Cell 57, 341–348 (2015).

    Article  CAS  PubMed  Google Scholar 

  37. Legnini, I., Alles, J., Karaiskos, N., Ayoub, S. & Rajewsky, N. FLAM-seq: full-length mRNA sequencing reveals principles of poly(A) tail length control. Nat. Methods 16, 879–886 (2019).

    Article  CAS  PubMed  Google Scholar 

  38. Wang, X. et al. Full-length transcriptome reconstruction reveals a large diversity of RNA and protein isoforms in rat hippocampus. Nat. Commun. 10, 5009 (2019).

    Article  PubMed  PubMed Central  Google Scholar 

  39. Spies, N., Burge, C. B. & Bartel, D. P. 3′ UTR-isoform choice has limited influence on the stability and translational efficiency of most mRNAs in mouse fibroblasts. Genome Res. 23, 2078–2090 (2013).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  40. Gruber, A. R. et al. Global 3′ UTR shortening has a limited effect on protein abundance in proliferating T cells. Nat. Commun. 5, 5465 (2014).

    Article  CAS  PubMed  Google Scholar 

  41. Wang, R., Zheng, D., Yehia, G. & Tian, B. A compendium of conserved cleavage and polyadenylation events in mammalian genes. Genome Res. 28, 1427–1441 (2018).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  42. Mariella, E., Marotta, F., Grassi, E., Gilotto, S. & Provero, P. The length of the expressed 3′ UTR is an intermediate molecular phenotype linking genetic variants to complex diseases. Front. Genet. 10, 714 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  43. Mittleman, B. E. et al. Alternative polyadenylation mediates genetic regulation of gene expression. eLife 9, e57492 (2020).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  44. Li, L. et al. An atlas of alternative polyadenylation quantitative trait loci contributing to complex trait and disease heritability. Nat. Genet. 53, 994–1005 (2021).

    Article  CAS  PubMed  Google Scholar 

  45. Pinto, P. A. et al. RNA polymerase II kinetics in polo polyadenylation signal selection. EMBO J. 30, 2431–2444 (2011).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  46. Berkovits, B. D. & Mayr, C. Alternative 3′ UTRs act as scaffolds to regulate membrane protein localization. Nature 522, 363–367 (2015).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  47. Ma, W. & Mayr, C. A membraneless organelle associated with the endoplasmic reticulum enables 3′UTR-mediated protein-protein interactions. Cell 175, 1492–1506 (2018).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  48. Chen, H. F., Hsu, C. M. & Huang, Y. S. CPEB2-dependent translation of long 3′-UTR Ucp1 mRNA promotes thermogenesis in brown adipose tissue. EMBO J. 37, e99071 (2018).

    Article  PubMed  PubMed Central  Google Scholar 

  49. Lee, S. H. & Mayr, C. Gain of additional BIRC3 protein functions through 3′-UTR-mediated protein complex formation. Mol. Cell 74, 701–712 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  50. Patrick, R. et al. Sierra: discovery of differential transcript usage from polyA-captured single-cell RNA-seq data. Genome Biol. 21, 167 (2020).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  51. Li, W. V., Zheng, D., Wang, R. & Tian, B. MAAPER: model-based analysis of alternative polyadenylation using 3′ end-linked reads. Genome Biol. 22, 222 (2021).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  52. Agarwal, V., Lopez-Darwin, S., Kelley, D. R. & Shendure, J. The landscape of alternative polyadenylation in single cells of the developing mouse embryo. Nat. Commun. 12, 5101 (2021).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  53. Mitschka, S., Fansler, M. M. & Mayr, C. Generation of 3′UTR knockout cell lines by CRISPR/Cas9-mediated genome editing. Methods Enzymol. 655, 427–457 (2021).

    Article  CAS  PubMed  Google Scholar 

  54. Shin, J. et al. CRISPRpas: programmable regulation of alternative polyadenylation by dCas9. Nucleic Acids Res. 50, e25 (2022).

    Article  CAS  PubMed  Google Scholar 

  55. Froehlich, J. J. et al. Parallel genetics of regulatory sequences using scalable genome editing in vivo. Cell Rep. 35, 108988 (2021).

    Article  CAS  PubMed  Google Scholar 

  56. Yaffe, D., Nudel, U., Mayer, Y. & Neuman, S. Highly conserved sequences in the 3′ untranslated region of mRNAs coding for homologous proteins in distantly related species. Nucleic Acids Res. 13, 3723–3737 (1985).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  57. Takagaki, Y., Seipelt, R. L., Peterson, M. L. & Manley, J. L. The polyadenylation factor CstF-64 regulates alternative processing of IgM heavy chain pre-mRNA during B cell differentiation. Cell 87, 941–952 (1996).

    Article  CAS  PubMed  Google Scholar 

  58. Taliaferro, J. M. et al. Distal alternative last exons localize mRNAs to neural projections. Mol. Cell 61, 821–833 (2016).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  59. Lee, S. H. et al. Widespread intronic polyadenylation inactivates tumour suppressor genes in leukaemia. Nature 561, 127–131 (2018).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  60. Ciolli Mattioli, C. et al. Alternative 3′ UTRs direct localization of functionally diverse protein isoforms in neuronal compartments. Nucleic Acids Res. 47, 2560–2573 (2019).

    Article  PubMed  Google Scholar 

  61. Kaida, D. et al. U1 snRNP protects pre-mRNAs from premature cleavage and polyadenylation. Nature 468, 664–668 (2010).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  62. Cugusi, S. et al. Heat shock induces premature transcript termination and reconfigures the human transcriptome. Mol. Cell 82, 1573–1588 (2022).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  63. Luo, W. et al. The conserved intronic cleavage and polyadenylation site of CstF-77 gene imparts control of 3′ end processing activity through feedback autoregulation and by U1 snRNP. PLoS Genet. 9, e1003613 (2013).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  64. Wang, R., Zheng, D., Wei, L., Ding, Q. & Tian, B. Regulation of intronic polyadenylation by PCF11 impacts mRNA expression of long genes. Cell Rep. 26, 2766–2778 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  65. Yu, M. et al. RNA polymerase II-associated factor 1 regulates the release and phosphorylation of paused RNA polymerase II. Science 350, 1383–1386 (2015).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  66. Gregersen, L. H. et al. SCAF4 and SCAF8, mRNA anti-terminator proteins. Cell 177, 1797–1813 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  67. Gromak, N., West, S. & Proudfoot, N. J. Pause sites promote transcriptional termination of mammalian RNA polymerase II. Mol. Cell Biol. 26, 3986–3996 (2006).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  68. Sheridan, R. M., Fong, N., D’Alessandro, A. & Bentley, D. L. Widespread backtracking by RNA Pol II is a major effector of gene activation, 5′ pause release, termination, and transcription elongation rate. Mol. Cell 73, 107–118 (2019).

    Article  CAS  PubMed  Google Scholar 

  69. Skourti-Stathaki, K., Proudfoot, N. J. & Gromak, N. Human senataxin resolves RNA/DNA hybrids formed at transcriptional pause sites to promote Xrn2-dependent termination. Mol. Cell 42, 794–805 (2011).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  70. Beaudoin, J.-D. & Perreault, J.-P. Exploring mRNA 3′-UTR G-quadruplexes: evidence of roles in both alternative polyadenylation and mRNA shortening. Nucleic Acids Res. 41, 5898–5911 (2013).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  71. Nanavaty, V. et al. DNA methylation regulates alternative polyadenylation via CTCF and the Cohesin complex. Mol. Cell 78, 752–764 (2020).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  72. Soles, L. V. & Shi, Y. Crosstalk between mRNA 3′-end processing and epigenetics. Front. Genet. 12, 637705 (2021).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  73. Bataille, A. R. et al. A universal RNA polymerase II CTD cycle is orchestrated by complex interplays between kinase, phosphatase, and isomerase enzymes along genes. Mol. Cell 45, 158–170 (2012).

    Article  CAS  PubMed  Google Scholar 

  74. Zaborowska, J., Egloff, S. & Murphy, S. The pol II CTD: new twists in the tail. Nat. Struct. Mol. Biol. 23, 771–777 (2016).

    Article  CAS  PubMed  Google Scholar 

  75. Cortazar, M. A. et al. Control of RNA Pol II speed by PNUTS-PP1 and Spt5 dephosphorylation facilitates termination by a “sitting duck torpedo” mechanism. Mol. Cell 76, 896–908 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  76. Laitem, C. et al. CDK9 inhibitors define elongation checkpoints at both ends of RNA polymerase II-transcribed genes. Nat. Struct. Mol. Biol. 22, 396–403 (2015).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  77. Krishnamurthy, S., He, X., Reyes-Reyes, M., Moore, C. & Hampsey, M. Ssu72 is an RNA polymerase II CTD phosphatase. Mol. Cell 14, 387–394 (2004).

    Article  CAS  PubMed  Google Scholar 

  78. Huang, K. L. et al. Integrator recruits protein phosphatase 2A to prevent pause release and facilitate transcription termination. Mol. Cell 80, 345–358 (2020).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  79. Cossa, G., Parua, P. K., Eilers, M. & Fisher, R. P. Protein phosphatases in the RNAPII transcription cycle: erasers, sculptors, gatekeepers, and potential drug targets. Genes Dev. 35, 658–676 (2021).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  80. Fan, Z. et al. CDK13 cooperates with CDK12 to control global RNA polymerase II processivity. Sci. Adv. 6, eaaz5041 (2020).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  81. Eaton, J. D. & West, S. Termination of transcription by RNA polymerase II: BOOM! Trends Genet. 36, 664–675 (2020).

    Article  CAS  PubMed  Google Scholar 

  82. Rozenblatt-Rosen, O. et al. The tumor suppressor Cdc73 functionally associates with CPSF and CstF 3′ mRNA processing factors. Proc. Natl Acad. Sci. USA 106, 755–760 (2009).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  83. Yang, Y. et al. PAF complex plays novel subunit-specific roles in alternative cleavage and polyadenylation. PLoS Genet. 12, e1005794 (2016).

    Article  PubMed  PubMed Central  Google Scholar 

  84. Tellier, M. et al. CDK12 globally stimulates RNA polymerase II transcription elongation and carboxyl-terminal domain phosphorylation. Nucleic Acids Res. 48, 7712–7727 (2020).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  85. Chen, F. et al. Context-dependent modulation of Pol II CTD phosphatase SSUP-72 regulates alternative polyadenylation in neuronal development. Genes Dev. 29, 2377–2390 (2015).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  86. Kuehner, J. N., Pearson, E. L. & Moore, C. Unravelling the means to an end: RNA polymerase II transcription termination. Nat. Rev. Mol. Cell Biol. 12, 283–294 (2011).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  87. Xiang, K. et al. Crystal structure of the human symplekin-Ssu72-CTD phosphopeptide complex. Nature 467, 729–733 (2010).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  88. Dantonel, J. C., Murthy, K. G., Manley, J. L. & Tora, L. Transcription factor TFIID recruits factor CPSF for formation of 3′ end of mRNA. Nature 389, 399–402 (1997).

    Article  CAS  PubMed  Google Scholar 

  89. McCracken, S. et al. The C-terminal domain of RNA polymerase II couples mRNA processing to transcription. Nature 385, 357–361 (1997).

    Article  CAS  PubMed  Google Scholar 

  90. Rosonina, E., Bakowski, M. A., McCracken, S. & Blencowe, B. J. Transcriptional activators control splicing and 3′-end cleavage levels. J. Biol. Chem. 278, 43034–43040 (2003).

    Article  CAS  PubMed  Google Scholar 

  91. Calvo, O. & Manley, J. L. The transcriptional coactivator PC4/Sub1 has multiple functions in RNA polymerase II transcription. EMBO J. 24, 1009–1020 (2005).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  92. Nagaike, T. et al. Transcriptional activators enhance polyadenylation of mRNA precursors. Mol. Cell 41, 409–418 (2011).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  93. Harel-Sharvit, L. et al. RNA polymerase II subunits link transcription and mRNA decay to translation. Cell 143, 552–563 (2010).

    Article  CAS  PubMed  Google Scholar 

  94. Trcek, T., Larson, D. R., Moldon, A., Query, C. C. & Singer, R. H. Single-molecule mRNA decay measurements reveal promoter- regulated mRNA stability in yeast. Cell 147, 1484–1497 (2011).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  95. Bregman, A. et al. Promoter elements regulate cytoplasmic mRNA decay. Cell 147, 1473–1483 (2011).

    Article  CAS  PubMed  Google Scholar 

  96. Zid, B. M. & O’Shea, E. K. Promoter sequences direct cytoplasmic localization and translation of mRNAs during starvation in yeast. Nature 514, 117–121 (2014).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  97. Haimovich, G., Choder, M., Singer, R. H. & Trcek, T. The fate of the messenger is pre-determined: a new model for regulation of gene expression. Biochim. Biophys. Acta 1829, 643–653 (2013).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  98. Calvo, O. & Manley, J. L. Strange bedfellows: polyadenylation factors at the promoter. Genes Dev. 17, 1321–1327 (2003).

    Article  CAS  PubMed  Google Scholar 

  99. Xiao, R. et al. Pervasive chromatin-RNA binding protein interactions enable RNA-based regulation of transcription. Cell 178, 107–121 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  100. Baltz, A. G. et al. The mRNA-bound proteome and its global occupancy profile on protein-coding transcripts. Mol. Cell 46, 674–690 (2012).

    Article  CAS  PubMed  Google Scholar 

  101. Brannan, K. W. et al. SONAR discovers RNA-binding proteins from analysis of large-scale protein-protein interactomes. Mol. Cell 64, 282–293 (2016).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  102. Caudron-Herger, M. et al. R-DeeP: proteome-wide and quantitative identification of RNA-dependent proteins by density gradient ultracentrifugation. Mol. Cell 75, 184–199 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  103. Caudron-Herger, M., Jansen, R. E., Wassmer, E. & Diederichs, S. RBP2GO: a comprehensive pan-species database on RNA-binding proteins, their interactions and functions. Nucleic Acids Res. 49, D425–D436 (2021).

    Article  CAS  PubMed  Google Scholar 

  104. Lu, D. et al. CREPT accelerates tumorigenesis by regulating the transcription of cell-cycle-related genes. Cancer Cell 21, 92–104 (2012).

    Article  CAS  PubMed  Google Scholar 

  105. Tan-Wong, S. M. et al. Gene loops enhance transcriptional directionality. Science 338, 671–675 (2012).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  106. Lamas-Maceiras, M., Singh, B. N., Hampsey, M. & Freire-Picos, M. A. Promoter-terminator gene loops affect alternative 3′-end processing in yeast. J. Biol. Chem. 291, 8960–8968 (2016).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  107. Miki, T. S., Carl, S. H. & Großhans, H. Two distinct transcription termination modes dictated by promoters. Genes Dev. 31, 1870–1879 (2017).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  108. Trott, A. J. & Menet, J. S. Regulation of circadian clock transcriptional output by CLOCK:BMAL1. PLoS Genet. 14, e1007156 (2018).

    Article  PubMed  PubMed Central  Google Scholar 

  109. Greenwell, B. J. et al. Isoform-specific regulation of rhythmic gene expression by alternative polyadenylation. Preprint at bioRxiv https://doi.org/10.1101/2020.12.12.422514 (2020).

    Article  Google Scholar 

  110. Zhu, Y. et al. Molecular mechanisms for CFIm-mediated regulation of mRNA alternative polyadenylation. Mol. Cell 69, 62–74 (2018).

    Article  CAS  PubMed  Google Scholar 

  111. Yang, S. W. et al. A cancer-specific ubiquitin ligase drives mRNA alternative polyadenylation by ubiquitinating the mRNA 3′ end processing complex. Mol. Cell 77, 1206–1221 (2020).

    Article  CAS  PubMed  Google Scholar 

  112. Yang, S. W. et al. Structural basis for substrate recognition and chemical inhibition of oncogenic MAGE ubiquitin ligases. Nat. Commun. 11, 4931 (2020).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  113. Mayr, C. & Bartel, D. P. Widespread shortening of 3′UTRs by alternative cleavage and polyadenylation activates oncogenes in cancer cells. Cell 138, 673–684 (2009).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  114. Xia, Z. et al. Dynamic analyses of alternative polyadenylation from RNA-seq reveal a 3′-UTR landscape across seven tumour types. Nat. Commun. 5, 5274 (2014).

    Article  CAS  PubMed  Google Scholar 

  115. Sandberg, R., Neilson, J. R., Sarma, A., Sharp, P. A. & Burge, C. B. Proliferating cells express mRNAs with shortened 3′ untranslated regions and fewer microRNA target sites. Science 320, 1643–1647 (2008).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  116. Neve, J. et al. Subcellular RNA profiling links splicing and nuclear DICER1 to alternative cleavage and polyadenylation. Genome Res. 26, 24–35 (2016).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  117. Katahira, J. et al. Human TREX component Thoc5 affects alternative polyadenylation site choice by recruiting mammalian cleavage factor I. Nucleic Acids Res. 41, 7060–7072 (2013).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  118. Muller-McNicoll, M. et al. SR proteins are NXF1 adaptors that link alternative RNA processing to mRNA export. Genes Dev. 30, 553–566 (2016).

    Article  PubMed  PubMed Central  Google Scholar 

  119. Chen, S. et al. The mRNA export receptor NXF1 coordinates transcriptional dynamics, alternative polyadenylation, and mRNA export. Mol. Cell 74, 118–131 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  120. Silla, T. et al. The human ZC3H3 and RBM26/27 proteins are critical for PAXT-mediated nuclear RNA decay. Nucleic Acids Res. 48, 2518–2530 (2020).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  121. Tang, P. et al. Alternative polyadenylation by sequential activation of distal and proximal PolyA sites. Nat. Struct. Mol. Biol. 29, 21–31 (2022).

    Article  CAS  PubMed  Google Scholar 

  122. Cheng, L. C. et al. Alternative 3′ UTRs play a widespread role in translation-independent mRNA association with the endoplasmic reticulum. Cell Rep. 36, 109407 (2021).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  123. Battle, A., Brown, C. D., Engelhardt, B. E. & Montgomery, S. B. Genetic effects on gene expression across human tissues. Nature 550, 204–213 (2017).

    Article  PubMed  Google Scholar 

  124. Ghosh, S. et al. CFIm-mediated alternative polyadenylation remodels cellular signaling and miRNA biogenesis. Nucleic Acids Res. 50, 3096–3114 (2022).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  125. Sun, M. et al. NUDT21 regulates 3′-UTR length and microRNA-mediated gene silencing in hepatocellular carcinoma. Cancer Lett. 410, 158–168 (2017).

    Article  CAS  PubMed  Google Scholar 

  126. Tan, S. et al. NUDT21 negatively regulates PSMB2 and CXXC5 by alternative polyadenylation and contributes to hepatocellular carcinoma suppression. Oncogene 37, 4887–4900 (2018).

    Article  CAS  PubMed  Google Scholar 

  127. Chu, Y. et al. Nudt21 regulates the alternative polyadenylation of Pak1 and is predictive in the prognosis of glioblastoma patients. Oncogene 38, 4154–4168 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  128. Xing, Y. et al. Downregulation of NUDT21 contributes to cervical cancer progression through alternative polyadenylation. Oncogene 40, 2051–2064 (2021).

    Article  CAS  PubMed  Google Scholar 

  129. Subramanian, A. et al. Alternative polyadenylation is a determinant of oncogenic Ras function. Sci. Adv. 7, eabh0562 (2021).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  130. Haigis, K. M., Cichowski, K. & Elledge, S. J. Tissue-specificity in cancer: the rule, not the exception. Science 363, 1150–1151 (2019).

    Article  CAS  PubMed  Google Scholar 

  131. Bassell, G. J. et al. Sorting of beta-actin mRNA and protein to neurites and growth cones in culture. J. Neurosci. 18, 251–265 (1998).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  132. Miller, S. et al. Disruption of dendritic translation of CaMKIIalpha impairs stabilization of synaptic plasticity and memory consolidation. Neuron 36, 507–519 (2002).

    Article  CAS  PubMed  Google Scholar 

  133. Wu, K. Y. et al. Soluble adenylyl cyclase is required for netrin-1 signaling in nerve growth cones. Nat. Neurosci. 9, 1257–1264 (2006).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  134. An, J. J. et al. Distinct role of long 3′ UTR BDNF mRNA in spine morphology and synaptic plasticity in hippocampal neurons. Cell 134, 175–187 (2008).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  135. Cox, L. J., Hengst, U., Gurskaya, N. G., Lukyanov, K. A. & Jaffrey, S. R. Intra-axonal translation and retrograde trafficking of CREB promotes neuronal survival. Nat. Cell Biol. 10, 149–159 (2008).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  136. Moretti, F. et al. Growth cone localization of the mRNA encoding the chromatin regulator HMGN5 modulates neurite outgrowth. Mol. Cell Biol. 35, 2035–2050 (2015).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  137. Terenzio, M. et al. Locally translated mTOR controls axonal local translation in nerve injury. Science 359, 1416–1421 (2018).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  138. Bauer, K. E. et al. Live cell imaging reveals 3’-UTR dependent mRNA sorting to synapses. Nat. Commun. 10, 3178 (2019).

    Article  PubMed  PubMed Central  Google Scholar 

  139. Tushev, G. et al. Alternative 3′ UTRs modify the localization, regulatory potential, stability, and plasticity of mRNAs in neuronal compartments. Neuron 98, 495–511 (2018).

    Article  CAS  PubMed  Google Scholar 

  140. Hafner, A. S., Donlin-Asp, P. G., Leitch, B., Herzog, E. & Schuman, E. M. Local protein synthesis is a ubiquitous feature of neuronal pre- and postsynaptic compartments. Science 364, eaau3644 (2019).

    Article  CAS  PubMed  Google Scholar 

  141. Haase, G. et al. GDNF acts through PEA3 to regulate cell body positioning and muscle innervation of specific motor neuron pools. Neuron 35, 893–905 (2002).

    Article  CAS  PubMed  Google Scholar 

  142. Bethune, J., Jansen, R. P., Feldbrugge, M. & Zarnack, K. Membrane-associated RNA-binding proteins orchestrate organelle-coupled translation. Trends Cell Biol. 29, 178–188 (2019).

    Article  CAS  PubMed  Google Scholar 

  143. Cheng, L. C. et al. Widespread transcript shortening through alternative polyadenylation in secretory cell differentiation. Nat. Commun. 11, 3182 (2020).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  144. Fernandes, N. & Buchan, J. R. RPS28B mRNA acts as a scaffold promoting cis-translational interaction of proteins driving P-body assembly. Nucleic Acids Res. 48, 6265–6279 (2020).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  145. Beug, S. T., Cheung, H. H., LaCasse, E. C. & Korneluk, R. G. Modulation of immune signalling by inhibitors of apoptosis. Trends Immunol. 33, 535–545 (2012).

    Article  CAS  PubMed  Google Scholar 

  146. Shepard, P. J. et al. Complex and dynamic landscape of RNA polyadenylation revealed by PAS-Seq. RNA 17, 761–772 (2011).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  147. Diag, A., Schilling, M., Klironomos, F., Ayoub, S. & Rajewsky, N. Spatiotemporal m(i)RNA Architecture and 3’ UTR regulation in the C. elegans germline. Dev. Cell 47, 785–800 (2018).

    Article  CAS  PubMed  Google Scholar 

  148. Shulman, E. D. & Elkon, R. Cell-type-specific analysis of alternative polyadenylation using single-cell transcriptomics data. Nucleic Acids Res. 47, 10027–10039 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  149. Burri, D. & Zavolan, M. Shortening of 3′ UTRs in most cell types composing tumor tissues implicates alternative polyadenylation in protein metabolism. RNA 27, 1459–1470 (2021).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  150. Velmeshev, D. et al. Single-cell genomics identifies cell type-specific molecular changes in autism. Science 364, 685–689 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  151. Göpferich, M. et al. Single cell 3′UTR analysis identifies changes in alternative polyadenylation throughout neuronal differentiation and in autism. Preprint at bioRxiv https://doi.org/10.1101/2020.08.12.247627 (2020).

    Article  Google Scholar 

  152. Van Etten, J. L. et al. Targeting a single alternative polyadenylation site coordinately blocks expression of androgen receptor mRNA splice variants in prostate cancer. Cancer Res. 77, 5228–5235 (2017).

    Article  PubMed  PubMed Central  Google Scholar 

  153. Theil, K., Herzog, M. & Rajewsky, N. Post-transcriptional regulation by 3′ UTRs can be masked by regulatory elements in 5′ UTRs. Cell Rep. 22, 3217–3226 (2018).

    Article  CAS  PubMed  Google Scholar 

  154. Mitschka, S. & Mayr, C. Endogenous p53 expression in human and mouse is not regulated by its 3′UTR. eLife 10, e65700 (2021).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  155. Chen, J. C. et al. Morpholino-mediated knockdown of DUX4 toward facioscapulohumeral muscular dystrophy therapeutics. Mol. Ther. 24, 1405–1411 (2016).

    Article  PubMed  PubMed Central  Google Scholar 

  156. Marsollier, A. C. et al. Antisense targeting of 3′ end elements involved in DUX4 mRNA processing is an efficient therapeutic strategy for facioscapulohumeral dystrophy: a new gene-silencing approach. Hum. Mol. Genet. 25, 1468–1478 (2016).

    Article  CAS  PubMed  Google Scholar 

  157. Naveed, A. et al. NEAT1 polyA-modulating antisense oligonucleotides reveal opposing functions for both long non-coding RNA isoforms in neuroblastoma. Cell. Mol. Life Sci. 78, 2213–2230 (2021).

    Article  CAS  PubMed  Google Scholar 

  158. Tian, S. et al. CRISPR-iPAS: a novel dCAS13-based method for alternative polyadenylation interference. Nucleic Acids Res. 50, e26 (2022).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  159. Mätlik, K. et al. Gene knock up via 3′UTR editing to study gene function in vivo. Preprint at bioRxiv https://doi.org/10.1101/775031 (2019).

    Article  Google Scholar 

  160. Wang, Y. et al. Therapeutic genome editing for myotonic dystrophy type 1 using CRISPR/Cas9. Mol. Ther. 26, 2617–2630 (2018).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  161. Zhao, W. et al. CRISPR-Cas9-mediated functional dissection of 3′-UTRs. Nucleic Acids Res. 45, 10800–10810 (2017).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  162. Bae, B. et al. Elimination of Calm1 long 3′-UTR mRNA isoform by CRISPR-Cas9 gene editing impairs dorsal root ganglion development and hippocampal neuron activation in mice. RNA 26, 1414–1430 (2020).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  163. Zhang, J. et al. A PolH transcript with a short 3′UTR enhances PolH expression and mediates cisplatin resistance. Cancer Res. 79, 3714–3724 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  164. Wu, Q. et al. In situ functional dissection of RNA cis-regulatory elements by multiplex CRISPR-Cas9 genome engineering. Nat. Commun. 8, 2109 (2017).

    Article  PubMed  PubMed Central  Google Scholar 

  165. Araki, S. et al. Decoding transcriptome dynamics of genome-encoded polyadenylation and autoregulation with small-molecule modulators of alternative polyadenylation. Cell Chem. Biol. 25, 1470–1484 (2018).

    Article  CAS  PubMed  Google Scholar 

  166. Dutertre, M. et al. A recently evolved class of alternative 3′-terminal exons involved in cell cycle regulation by topoisomerase inhibitors. Nat. Commun. 5, 3395 (2014).

    Article  PubMed  Google Scholar 

  167. Ross, N. T. et al. CPSF3-dependent pre-mRNA processing as a druggable node in AML and Ewing’s sarcoma. Nat. Chem. Biol. 16, 50–59 (2020).

    Article  CAS  PubMed  Google Scholar 

  168. Xiang, Y. et al. Comprehensive characterization of alternative polyadenylation in human cancer. J. Natl Cancer Inst. 110, 379–389 (2018).

    Article  CAS  PubMed  Google Scholar 

  169. Orlandini von Niessen, A. G. et al. Improving mRNA-based therapeutic gene delivery by expression-augmenting 3′ UTRs identified by cellular library screening. Mol. Ther. 27, 824–836 (2019).

    Article  CAS  PubMed  Google Scholar 

  170. Ji, X., Wan, J., Vishnu, M., Xing, Y. & Liebhaber, S. A. αCP poly(C) binding proteins act as global regulators of alternative polyadenylation. Mol. Cell Biol. 33, 2560–2573 (2013).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  171. Gruber, A. J. et al. A comprehensive analysis of 3′ end sequencing data sets reveals novel polyadenylation signals and the repressive role of heterogeneous ribonucleoprotein C on cleavage and polyadenylation. Genome Res. 26, 1145–1159 (2016).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  172. Hilgers, V., Lemke, S. B. & Levine, M. ELAV mediates 3′ UTR extension in the Drosophila nervous system. Genes Dev. 26, 2259–2264 (2012).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  173. Carrasco, J. et al. ELAV and FNE determine neuronal transcript signatures through EXon-activated rescue. Mol. Cell 80, 156–163 (2020).

    Article  CAS  PubMed  Google Scholar 

  174. Chen, X., Lloyd, S. M., Kweon, J., Gamalong, G. M. & Bao, X. Epidermal progenitors suppress GRHL3-mediated differentiation through intronic polyadenylation promoted by CPSF-HNRNPA3 collaboration. Nat. Commun. 12, 448 (2021).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  175. Shen, T. et al. Alternative polyadenylation dependent function of splicing factor SRSF3 contributes to cellular senescence. Aging 11, 1356–1388 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  176. Schwich, O. D. et al. SRSF3 and SRSF7 modulate 3′UTR length through suppression or activation of proximal polyadenylation sites and regulation of CFIm levels. Genome Biol. 22, 82 (2021).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  177. Chatrikhi, R. et al. RNA binding protein CELF2 regulates signal-induced alternative polyadenylation by competing with enhancers of the polyadenylation machinery. Cell Rep. 28, 2795–2806 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  178. Masuda, A. et al. Position-specific binding of FUS to nascent RNA regulates mRNA length. Genes Dev. 29, 1045–1057 (2015).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  179. Masuda, A. et al. tRIP-seq reveals repression of premature polyadenylation by co-transcriptional FUS-U1 snRNP assembly. EMBO Rep. 21, e49890 (2020).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  180. Moreira, A. et al. The upstream sequence element of the C2 complement poly(A) signal activates mRNA 3′ end formation by two distinct mechanisms. Genes Dev. 12, 2522–2534 (1998).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  181. Danckwardt, S. et al. Splicing factors stimulate polyadenylation via USEs at non-canonical 3′ end formation signals. EMBO J. 26, 2658–2669 (2007).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  182. Berg, M. G. et al. U1 snRNP determines mRNA length and regulates isoform expression. Cell 150, 53–64 (2012).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  183. Bava, F. A. et al. CPEB1 coordinates alternative 3′-UTR formation with translational regulation. Nature 495, 121–125 (2013).

    Article  CAS  PubMed  Google Scholar 

  184. Batra, R. et al. Loss of MBNL leads to disruption of developmentally regulated alternative polyadenylation in RNA-mediated disease. Mol. Cell 56, 311–322 (2014).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  185. Liu, Y. et al. Cold-induced RNA-binding proteins regulate circadian gene expression by controlling alternative polyadenylation. Sci. Rep. 3, 2054 (2013).

    Article  PubMed  PubMed Central  Google Scholar 

  186. Licatalosi, D. D. et al. HITS-CLIP yields genome-wide insights into brain alternative RNA processing. Nature 456, 464–469 (2008).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

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Acknowledgements

The authors thank all members of the Mayr laboratory for helpful discussions and critical reading of the manuscript. This work was funded by the NIH Director′s Pioneer Award (DP1-GM123454), a grant from the G. Herold and Leila Y. Mathers Foundation, the Pershing Square Sohn Cancer Research Alliance and an NCI Cancer Center Support Grant (P30 CA008748).

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Mitschka, S., Mayr, C. Context-specific regulation and function of mRNA alternative polyadenylation. Nat Rev Mol Cell Biol 23, 779–796 (2022). https://doi.org/10.1038/s41580-022-00507-5

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