A diagnostic host response biosignature for COVID-19 from RNA profiling of nasal swabs and blood. Academic Article uri icon

Overview

abstract

  • Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), which causes coronavirus disease-19 (COVID-19), has emerged as the cause of a global pandemic. We used RNA sequencing to analyze 286 nasopharyngeal (NP) swab and 53 whole-blood (WB) samples from 333 patients with COVID-19 and controls. Overall, a muted immune response was observed in COVID-19 relative to other infections (influenza, other seasonal coronaviruses, and bacterial sepsis), with paradoxical down-regulation of several key differentially expressed genes. Hospitalized patients and outpatients exhibited up-regulation of interferon-associated pathways, although heightened and more robust inflammatory responses were observed in hospitalized patients with more clinically severe illness. Two-layer machine learning-based host classifiers consisting of complete (>1000 genes), medium (<100), and small (<20) gene biomarker panels identified COVID-19 disease with 85.1-86.5% accuracy when benchmarked using an independent test set. SARS-CoV-2 infection has a distinct biosignature that differs between NP swabs and WB and can be leveraged for COVID-19 diagnosis.

authors

  • Ng, Dianna L
  • Granados, Andrea C
  • Santos, Yale A
  • Servellita, Venice
  • Goldgof, Gregory M
  • Meydan, Cem
  • Sotomayor-Gonzalez, Alicia
  • Levine, Andrew G
  • Balcerek, Joanna
  • Han, Lucy M
  • Akagi, Naomi
  • Truong, Kent
  • Neumann, Neil M
  • Nguyen, David N
  • Bapat, Sagar P
  • Cheng, Jing
  • Martin, Claudia Sanchez-San
  • Federman, Scot
  • Foox, Jonathan
  • Gopez, Allan
  • Li, Tony
  • Chan, Ray
  • Chu, Cynthia S
  • Wabl, Chiara A
  • Gliwa, Amelia S
  • Reyes, Kevin
  • Pan, Chao-Yang
  • Guevara, Hugo
  • Wadford, Debra
  • Miller, Steve
  • Mason, Christopher E
  • Chiu, Charles Y

publication date

  • February 3, 2021

Research

keywords

  • COVID-19
  • Nasopharynx
  • RNA, Viral
  • SARS-CoV-2

Identity

PubMed Central ID

  • PMC7857687

Scopus Document Identifier

  • 85101018467

Digital Object Identifier (DOI)

  • 10.1126/sciadv.abe5984

PubMed ID

  • 33536218

Additional Document Info

volume

  • 7

issue

  • 6