A Viral Mutation Profiling and Discovery Strategy for Sensitive Multiplex Detection of Viruses and Variants in Saliva by Proteomics
Yanjia ZhangiD, Michael R. ShortreediD, Aaron T. TimpermaniD
Abstract
BackgroundDetecting multiple viruses in biofluids such as saliva remains challenging because of rapid mutation and low abundance presenting in the complex matrix. Proteomics analysis provides a complementary method by directly measuring viral peptides and resolving protein-level sequence variation in rapidly evolving viruses such as influenza and SARS-CoV-2. However, the ongoing viral evolution challenges search sensitivity by introducing numerous mutations. Here, we develop a saliva viral proteomics strategy that integrates mutation profiling of clinically relevant viral sequences with single amino acid substitution mutation discovery to enable sensitive detection of both known and emerging variants. ResultsIn silico analysis of SARS-CoV-2 and influenza viral sequences reveals bimodal prevalence distributions of mutated peptides. For mutation profiling of clinically relevant viral sequences, we prioritize high-prevalence peptides, which presumably have higher clinical significance, within a 3-month timespan. Applying a 10% prevalence threshold reduces database size by more than 82.1% for SARS-CoV-2 and 94.5% for influenza. Optimized mutated peptide databases cause <0.8% sensitivity loss compared with searches using viral reference sequences alone, while still covering 97.8% of SARS-CoV-2 and 98.4% of influenza viral populations in the subsequent month. G-PTM-D-based mutation discovery further mitigates the loss of database coverage and enables detection of new variants. In peptide-spiked saliva samples, G-PTM-D detected single-amino-acid variant peptides with femtogram-level sensitivity, outperforming conventional PTM searches and de novo sequencing. ConclusionsThis study provides a scalable framework for mutation profiling and discovery proteomics analysis that enables sensitive detection of both known and emerging viral variants in complex clinical samples.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- One Year of SARS-CoV-2: How Much Has the Virus Changed?
Santiago Vilar, Daniel G. Isom·BiologyPeer-reviewed·Jan 26, 2021
- Buying time: detecting VOCs in SARS-CoV-2 via co-evolutionary signals
Christopher L. Barrett, Andrei C. Bura, … Christian M. Reidys·bioRxiv·Jul 21, 2022
- Unique Peptide Signatures Of SARS-CoV-2 Against Human Proteome Reveal Variants' Immune Escape And Infectiveness
V. Pierros, E. Kontopodis, … G. T. Tsangaris·bioRxiv·Oct 3, 2021
- Large-scale analysis of SARS-CoV-2 spike-glycoprotein mutants demonstrates the need for continuous screening of virus isolates
Barbara Schrörs, Pablo Riesgo-Ferreiro, … Uğur Şahin·PLoS ONEPeer-reviewed·Sep 27, 2021
- High diversity in Delta variant across countries revealed via genome-wide analysis of SARS-CoV-2 beyond the Spike protein
Rohit Suratekar, Pritha Ghosh, … AJ Venkatakrishnan·Molecular Systems BiologyPeer-reviewed·Feb 1, 2022
- Monitoring the spread of SARS-CoV-2 variants in Moscow and the Moscow region using targeted high-throughput sequencing
Nadezhda I. Borisova, Ivan A. Kotov, … В. Г. Акимкин·Problems of VirologyPeer-reviewed·Sep 18, 2021