1. A diagnostic host response biosignature for COVID-19 from RNA profiling of nasal swabs and blood
- Author
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Jing Cheng, Gregory M. Goldgof, Claudia Sanchez San Martin, Christopher E. Mason, Scot Federman, Naomi Akagi, Cem Meydan, Andrew G. Levine, Yale A. Santos, Chiara A. Wabl, Dianna Ng, Venice Servellita, Jonathan Foox, David N. Nguyen, Alicia Sotomayor-Gonzalez, Ray Chan, Joanna Balcerek, Kevin Reyes, Neil M. Neumann, Hugo Guevara, Amelia S. Gliwa, Chao-Yang Pan, Kent Truong, Cynthia S. Chu, Charles Y. Chiu, Tony Li, Lucy M. Han, Allan Gopez, Debra A. Wadford, Steve Miller, Andrea Granados, and Sagar P. Bapat
- Subjects
Disease ,medicine.disease_cause ,Machine Learning ,Transcriptome ,0302 clinical medicine ,Nasopharynx ,2.1 Biological and endogenous factors ,Viral ,030212 general & internal medicine ,Aetiology ,skin and connective tissue diseases ,Lung ,Research Articles ,Coronavirus ,0303 health sciences ,Multidisciplinary ,Reverse Transcriptase Polymerase Chain Reaction ,food and beverages ,SciAdv r-articles ,respiratory system ,Infectious Diseases ,Nasal Swab ,Area Under Curve ,Pneumonia & Influenza ,RNA, Viral ,Biomarker (medicine) ,Infection ,Research Article ,Sensitivity and Specificity ,Vaccine Related ,03 medical and health sciences ,Immune system ,Clinical Research ,Biodefense ,Genetics ,medicine ,Humans ,Gene ,Gene Library ,030304 developmental biology ,SARS-CoV-2 ,business.industry ,Prevention ,Inflammatory and immune system ,fungi ,COVID-19 ,RNA ,Pneumonia ,body regions ,Good Health and Well Being ,Emerging Infectious Diseases ,ROC Curve ,Immunology ,business - Abstract
SARS-CoV-2 infection elicits a distinct host response in nasal swabs and blood that can be used to diagnose COVID-19., 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 (
- Published
- 2021
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