Nature - USA (2019-07-18)

(Antfer) #1

Letter reSeArCH


regulation of promoter activity on the timescale of hours by temporar-
ily rendering gene promoters non-permissive. Finally, B-scores were
highly correlated with the observed heterogeneity in the transcriptomes
of individual cells (Fig. 4e). Gene promoter-specific features thus rep-
resent a major contributor to intercellular heterogeneity.
Metabolic labelling using 4sU is applicable to all major model
organisms including vertebrates, insects, plants and yeast. The purine
analogue 6-thioguanine (6sG) now also enables G-to-A conversions
by oxidative-nucleophilic-aromatic substitution (TimeLapse-seq
chemistry)^24. Short, consecutive pulses of 4sU and 6sG followed by
thiol-(SH)-mediated nucleoside conversions may enable two inde-
pendent recordings of transcriptional activity in single cells. Finally,
scSLAM-seq combined with CRISPR-based perturbations will greatly
improve the sensitivity of the respective approaches to decipher the
molecular mechanisms with major implications for developmental
biology, infection and cancer.


Reporting summary
Further information on research design is available in the Nature Research
Reporting Summary linked to this paper.


Data availability
The sequencing data and gene tables are available from the Gene Expression
Omnibus (GEO) with accession number GSE115612. The script files are
available at zenodo (doi: 10.5281/zenodo.1299119). GRAND-SLAM is available
for non-commercial use at http://software.erhard-lab.de.


Online content
Any methods, additional references, Nature Research reporting summaries, source
data, extended data, supplementary information, acknowledgements, peer review
information; details of author contributions and competing interests are available
at https://doi.org/10.1038/s41586-019-1369-y.


Received: 7 August 2018; Accepted: 10 June 2019;
Published online 10 July 2019.



  1. Wagner, A., Regev, A. & Yosef, N. Revealing the vectors of cellular identity with
    single-cell genomics. Nat. Biotechnol. 34 , 1145–1160 (2016).

  2. Dölken, L. et al. High-resolution gene expression profiling for simultaneous
    kinetic parameter analysis of RNA synthesis and decay. RNA 14 , 1959–1972
    (2008).

  3. Herzog, V. A. et al. Thiol-linked alkylation of RNA to assess expression dynamics.
    Nat. Methods 14 , 1198–1204 (2017).

  4. Jürges, C., Dölken, L. & Erhard, F. Dissecting newly transcribed and old RNA
    using GRAND-SLAM. Bioinformatics 34 , i218–i226 (2018).
    5. La Manno, G. et al. RNA velocity of single cells. Nature 560 , 494–498 (2018).
    6. Terhune, S. S., Schröer, J. & Shenk, T. RNAs are packaged into human
    cytomegalovirus virions in proportion to their intracellular concentration.
    J. Virol. 78 , 10390–10398 (2004).
    7. Butler, A., Hoffman, P., Smibert, P., Papalexi, E. & Satija, R. Integrating single-cell
    transcriptomic data across different conditions, technologies, and species.
    Nat. Biotechnol. 36 , 411–420 (2018).
    8. Wu, Z., Zhang, Y., Stitzel, M. L. & Wu, H. Two-phase differential expression
    analysis for single cell RNA-seq. Bioinformatics 34 , 3340–3348 (2018).
    9. Shalek, A. K. et al. Single-cell transcriptomics reveals bimodality in expression
    and splicing in immune cells. Nature 498 , 236–240 (2013).
    10. Marcinowski, L. et al. Real-time transcriptional profiling of cellular and viral gene
    expression during lytic cytomegalovirus infection. PLoS Pathog. 8 , e1002908
    (2012).
    11. Krause, E., de Graaf, M., Fliss, P. M., Dölken, L. & Brune, W. Murine
    cytomegalovirus virion-associated protein M45 mediates rapid NF-κB
    activation after infection. J. Virol. 88 , 9963–9975 (2014).
    12. Fan, J. et al. Characterizing transcriptional heterogeneity through pathway and
    gene set overdispersion analysis. Nat. Methods 13 , 241–244 (2016).
    13. Pachkov, M., Balwierz, P. J., Arnold, P., Ozonov, E. & van Nimwegen, E.
    SwissRegulon, a database of genome-wide annotations of regulatory sites:
    recent updates. Nucleic Acids Res. 41 , D214–D220 (2013).
    14. Lio, C.-W. J. et al. cGAS-STING signaling regulates initial innate control of
    cytomegalovirus infection. J. Virol. 90 , 7789–7797 (2016).
    15. Rand, U. et al. Multi-layered stochasticity and paracrine signal propagation
    shape the type-I interferon response. Mol. Syst. Biol. 8 , 584 (2012).
    16. Hinata, K., Gervin, A. M., Jennifer Zhang, Y. & Khavari, P. A. Divergent gene
    regulation and growth effects by NF-κ B in epithelial and mesenchymal cells of
    human skin. Oncogene 22 , 1955–1964 (2003).
    17. Hodges, C., Bintu, L., Lubkowska, L., Kashlev, M. & Bustamante, C. Nucleosomal
    fluctuations govern the transcription dynamics of RNA polymerase II. Science
    325 , 626–628 (2009).
    18. Tantale, K. et al. A single-molecule view of transcription reveals convoys of RNA
    polymerases and multi-scale bursting. Nat. Commun. 7 , 12248 (2016).
    19. Picelli, S. et al. Smart-seq2 for sensitive full-length transcriptome profiling in
    single cells. Nat. Methods 10 , 1096–1098 (2013).
    20. Zoller, B., Nicolas, D., Molina, N. & Naef, F. Structure of silent transcription
    intervals and noise characteristics of mammalian genes. Mol. Syst. Biol. 11 , 823
    (2015).
    21. Koch, A. et al. Analysis of DNA methylation in cancer: location revisited. Nat. Rev.
    Clin. Oncol. 15 , 459–466 (2018).
    22. Maza, I. et al. Transient acquisition of pluripotency during somatic cell
    transdifferentiation with iPSC reprogramming factors. Nat. Biotechnol. 33 ,
    769–774 (2015).
    23. Reinius, B. & Sandberg, R. Random monoallelic expression of autosomal genes:
    stochastic transcription and allele-level regulation. Nat. Rev. Genet. 16 , 653–664
    (2015).
    24. Kiefer, L., Schofield, J. A. & Simon, M. D. Expanding the nucleoside recoding
    toolkit: revealing RNA population dynamics with 6-thioguanosine. J. Am. Chem.
    Soc. 140 , 14567–14570 (2018).


Publisher’s note: Springer Nature remains neutral with regard to jurisdictional
claims in published maps and institutional affiliations.
© The Author(s), under exclusive licence to Springer Nature Limited 2019

18 JULY 2019 | VOL 571 | NAtUre | 423
Free download pdf