Evidence map›Paper›PMID 30626670›Full record

ArticleJournal of virology2019

West Nile Virus-Inclusive Single-Cell RNA Sequencing Reveals Heterogeneity in the Type I Interferon Response within Single Cells.

Justin T O'Neal, Amit A Upadhyay, Amber Wolabaugh, Nirav B Patel, Steven E Bosinger, Mehul S Suthar

Open access · bronzeAbstract read
In one paragraph

Article in Journal of virology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 47 papers.

0numbers the graph read from it
0cells of the map it votes in
47citing papers in PubMed
7.3field-weighted citation impact, top 3% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

47 citing papers in PubMed, 61 citations in OpenAlex.

  1. Article
  2. Article
  3. Article
  4. Intrinsic OASL expression governs heterogeneity in interferon induction during influenza A virus infection.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  5. Article
  6. Review
  7. Advances in Single-Cell Sequencing for Infectious Diseases: Progress and Perspectives.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025
    Review
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. A single-cell atlas of thebioRxiv : the preprint server for biology · 2024
    Article
  15. Unraveling flavivirus pathogenesis: from bulk to single-cell RNA-sequencing strategies.The Korean journal of physiology & pharmacology : official journal of the Korean Physiological Society and the Korean Society of Pharmacology · 2024
    Review
  16. Article
  17. Review
  18. Review
  19. Article
  20. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors at 2 institutions in 1 country.

Justin T O'NealDepartment of Pediatrics, Division of Infectious Disease, Emory University School of Medicine, Atlanta, Georgia, USA.
Amit A UpadhyayEmory Vaccine Center, Yerkes National Primate Research Center, Atlanta, Georgia, USA.
Amber WolabaughEmory Vaccine Center, Yerkes National Primate Research Center, Atlanta, Georgia, USA.
Nirav B PatelYerkes Genomics Core, Yerkes National Primate Research Center, Atlanta, Georgia, USA.
Steven E BosingerEmory Vaccine Center, Yerkes National Primate Research Center, Atlanta, Georgia, USA.
Mehul S SutharDepartment of Pediatrics, Division of Infectious Disease, Emory University School of Medicine, Atlanta, Georgia, USA mehul.s.suthar@emory.edu.ORCID 0000-0002-2686-8380
Emory University · USEmory National Primate Research Center

Funding

Yerkes National Primate Research Center Role of type-I IFN in regulating COVID-19 induced inflammation and pathogenesisP51OD011132 · OD · EMORY UNIVERSITY · PI Joon Sup Lee · 2012 to 2026
$167.0M
Systems Biology Identifies Restriction Factors for West Nile VirusU19AI106772 · NIAID · UNIVERSITY OF WISCONSIN-MADISON · PI WATERS, KATRINA M. · 2013 to 2017
$26.1M
West Nile Virus and host control of innate defensesU19AI083019 · NIAID · UNIVERSITY OF WASHINGTON · PI DIAMOND, MICHAEL S · 2009 to 2018
$22.5M
Simultaneous antigen receptor repertoire profiling and single-cell transcriptomics in T and B lymphocytes from limited clinical samplesU24AI120134 · NIAID · EMORY UNIVERSITY · PI BOSINGER, STEVEN EDWARD · 2015 to 2024
$6.5M
Identifying host genetic determinants that regulate dendritic cell activationR21AI113485 · NIAID · EMORY UNIVERSITY · PI SUTHAR, MEHUL SHAMAL · 2015 to 2016
$494k
NIAID NIH HHS R21 AI113485NIAID NIH HHS U19 AI083019NIAID NIH HHS U19 AI106772NIAID NIH HHS U24 AI120134NIH HHS P51 OD011132
6 · The paper itself

Abstract

West Nile virus (WNV) is a neurotropic mosquito-borne flavivirus of global importance. Neuroinvasive WNV infection results in encephalitis and can lead to prolonged neurological impairment or death. Type I interferon (IFN-I) is crucial for promoting antiviral defenses through the induction of antiviral effectors, which function to restrict viral replication and spread. However, our understanding of the antiviral response to WNV infection is mostly derived from analysis of bulk cell populations. It is becoming increasingly apparent that substantial heterogeneity in cellular processes exists among individual cells, even within a seemingly homogenous cell population. Here, we present WNV-inclusive single-cell RNA sequencing (scRNA-seq), an approach to examine the transcriptional variation and viral RNA burden across single cells. We observed that only a few cells within the bulk population displayed robust transcription of IFN-β mRNA, and this did not appear to depend on viral RNA abundance within the same cell. Furthermore, we observed considerable transcriptional heterogeneity in the IFN-I response, with genes displaying high unimodal and bimodal expression patterns. Broadly, IFN-stimulated genes negatively correlated with viral RNA abundance, corresponding with a precipitous decline in expression in cells with high viral RNA levels. Altogether, we demonstrated the feasibility and utility of WNV-inclusive scRNA-seq as a high-throughput technique for single-cell transcriptomics and WNV RNA detection. This approach can be implemented in other models to provide insights into the cellular features of protective immunity and identify novel therapeutic targets.

Indexed as

AnimalsAntiviral AgentsCell LineCulicidaeInterferon Type IMiceRNA, ViralSequence Analysis, RNASingle-Cell AnalysisVirus ReplicationWest Nile FeverWest Nile virusAntiviral AgentsInterferon Type IRNA, ViralflavivirusRNA-seqsingle celltype I interferon

Identifiers

PMID30626670
PMCPMC6401468
OpenAlexW2950337946

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.