Abstract

Dengue and Zika viral infections affect millions of people annually and can be complicated by hemorrhage or neurological manifestations, respectively. However, a thorough understanding of the host response to these viruses is lacking, partly because conventional approaches ignore heterogeneity in virus abundance across cells. We present viscRNA-Seq (virus-inclusive single cell RNA-Seq), an approach to probe the host transcriptome together with intracellular viral RNA at the single cell level. We applied viscRNA-Seq to monitor dengue and Zika virus infection in cultured cells and discovered extreme heterogeneity in virus abundance. We exploited this variation to identify host factors that show complex dynamics and a high degree of specificity for either virus, including proteins involved in the endoplasmic reticulum translocon, signal peptide processing, and membrane trafficking. We validated the viscRNA-Seq hits and discovered novel proviral and antiviral factors. viscRNA-Seq is a powerful approach to assess the genome-wide virus-host dynamics at single cell level.

Article and author information

Author details

  1. Fabio Zanini

    Department of Bioengineering, Stanford University, Stanford, United States
    For correspondence
    fabio.zanini@stanford.edu
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0001-7097-8539
  2. Szu-Yuan Pu

    Department of Medicine, Division of Infectious Diseases, Stanford University, Stanford, United States
    Competing interests
    The authors declare that no competing interests exist.
  3. Elena Bekerman

    Department of Medicine, Division of Infectious Diseases, Stanford University, Stanford, United States
    Competing interests
    The authors declare that no competing interests exist.
  4. Shirit Einav

    Department of Medicine, Division of Infectious Diseases, Stanford University, Stanford, United States
    Competing interests
    The authors declare that no competing interests exist.
  5. Stephen R Quake

    Department of Bioengineering, Stanford University, Stanford, United States
    For correspondence
    quake@stanford.edu
    Competing interests
    The authors declare that no competing interests exist.

Funding

National Institute of Allergy and Infectious Diseases (1U19 AI10966201)

  • Shirit Einav

Stanford Bio-X

  • Shirit Einav

Stanford Institute for Immunity, Transplantation, and Infection

  • Shirit Einav

European Molecular Biology Organization (ALTF 269-2016)

  • Fabio Zanini

Child Health Research Institute

  • Szu-Yuan Pu

Lucile Packard Foundation for Children's Health

  • Szu-Yuan Pu

Stanford Clinical and Translational Science Award (UL1​ ​ TR000093)

  • Szu-Yuan Pu

National Institute of Allergy and Infectious Diseases (5T32AI007502)

  • Elena Bekerman

The funders had no role in study design, data collection and interpretation, or the decision to submit the work for publication.

Reviewing Editor

  1. Arup K Chakraborty, Massachusetts Institute of Technology, United States

Version history

  1. Received: October 19, 2017
  2. Accepted: February 8, 2018
  3. Accepted Manuscript published: February 16, 2018 (version 1)
  4. Version of Record published: February 26, 2018 (version 2)

Copyright

© 2018, Zanini et al.

This article is distributed under the terms of the Creative Commons Attribution License permitting unrestricted use and redistribution provided that the original author and source are credited.

Metrics

  • 9,259
    views
  • 1,617
    downloads
  • 136
    citations

Views, downloads and citations are aggregated across all versions of this paper published by eLife.

Download links

A two-part list of links to download the article, or parts of the article, in various formats.

Downloads (link to download the article as PDF)

Open citations (links to open the citations from this article in various online reference manager services)

Cite this article (links to download the citations from this article in formats compatible with various reference manager tools)

  1. Fabio Zanini
  2. Szu-Yuan Pu
  3. Elena Bekerman
  4. Shirit Einav
  5. Stephen R Quake
(2018)
Single-cell transcriptional dynamics of flavivirus infection
eLife 7:e32942.
https://doi.org/10.7554/eLife.32942

Share this article

https://doi.org/10.7554/eLife.32942

Further reading

    1. Microbiology and Infectious Disease
    Guoqi Li, Xiaohong Cao ... Shihua Wang
    Research Article

    The target of rapamycin (TOR) signaling pathway is highly conserved and plays a crucial role in diverse biological processes in eukaryotes. Despite its significance, the underlying mechanism of the TOR pathway in Aspergillus flavus remains elusive. In this study, we comprehensively analyzed the TOR signaling pathway in A. flavus by identifying and characterizing nine genes that encode distinct components of this pathway. The FK506-binding protein Fkbp3 and its lysine succinylation are important for aflatoxin production and rapamycin resistance. The TorA kinase plays a pivotal role in the regulation of growth, spore production, aflatoxin biosynthesis, and responses to rapamycin and cell membrane stress. As a significant downstream effector molecule of the TorA kinase, the Sch9 kinase regulates aflatoxin B1 (AFB1) synthesis, osmotic and calcium stress response in A. flavus, and this regulation is mediated through its S_TKc, S_TK_X domains, and the ATP-binding site at K340. We also showed that the Sch9 kinase may have a regulatory impact on the high osmolarity glycerol (HOG) signaling pathway. TapA and TipA, the other downstream components of the TorA kinase, play a significant role in regulating cell wall stress response in A. flavus. Moreover, the members of the TapA-phosphatase complexes, SitA and Ppg1, are important for various biological processes in A. flavus, including vegetative growth, sclerotia formation, AFB1 biosynthesis, and pathogenicity. We also demonstrated that SitA and Ppg1 are involved in regulating lipid droplets (LDs) biogenesis and cell wall integrity (CWI) signaling pathways. In addition, another phosphatase complex, Nem1/Spo7, plays critical roles in hyphal development, conidiation, aflatoxin production, and LDs biogenesis. Collectively, our study has provided important insight into the regulatory network of the TOR signaling pathway and has elucidated the underlying molecular mechanisms of aflatoxin biosynthesis in A. flavus.

    1. Microbiology and Infectious Disease
    Brian G Vassallo, Noemie Scheidel ... Dennis H Kim
    Research Article

    The microbiota is a key determinant of the physiology and immunity of animal hosts. The factors governing the transmissibility of viruses between susceptible hosts are incompletely understood. Bacteria serve as food for Caenorhabditis elegans and represent an integral part of the natural environment of C. elegans. We determined the effects of bacteria isolated with C. elegans from its natural environment on the transmission of Orsay virus in C. elegans using quantitative virus transmission and host susceptibility assays. We observed that Ochrobactrum species promoted Orsay virus transmission, whereas Pseudomonas lurida MYb11 attenuated virus transmission relative to the standard laboratory bacterial food Escherichia coli OP50. We found that pathogenic Pseudomonas aeruginosa strains PA01 and PA14 further attenuated virus transmission. We determined that the amount of Orsay virus required to infect 50% of a C. elegans population on P. lurida MYb11 compared with Ochrobactrum vermis MYb71 was dramatically increased, over three orders of magnitude. Host susceptibility was attenuated even further in the presence of P. aeruginosa PA14. Genetic analysis of the determinants of P. aeruginosa required for attenuation of C. elegans susceptibility to Orsay virus infection revealed a role for regulators of quorum sensing. Our data suggest that distinct constituents of the C. elegans microbiota and potential pathogens can have widely divergent effects on Orsay virus transmission, such that associated bacteria can effectively determine host susceptibility versus resistance to viral infection. Our study provides quantitative evidence for a critical role for tripartite host-virus-bacteria interactions in determining the transmissibility of viruses among susceptible hosts.