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Basic Characteristics of Mutations
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Mutation Site
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P1640S |
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Mutation Site Sentence
|
Specifically, two mutations occurred within both epitopes, namely ORF1a/nsp3 P1640L and P1640S (Fig. 8c–e and Supplementary Fig. 9f). |
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Mutation Level
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Amino acid level |
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Mutation Type
|
Nonsynonymous substitution |
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Gene/Protein/Region
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ORF1a |
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Standardized Encoding Gene
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ORF1a
|
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Genotype/Subtype
|
Omicron |
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Viral Reference
|
NC_045512.2
|
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Functional Impact and Mechanisms
|
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Disease
|
Cell line
|
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Immune
|
- |
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Target Gene
|
-
|
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Clinical and Epidemiological Correlations
|
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Clinical Information
|
- |
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Treatment
|
- |
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Location
|
- |
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Literature Information
|
|
PMID
|
39609459
|
|
Title
|
Machine learning-enhanced immunopeptidomics applied to T-cell epitope discovery for COVID-19 vaccines
|
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Author
|
Kovalchik KA,Hamelin DJ,Kubiniok P,Bourdin B,Mostefai F,Poujol R,Pare B,Simpson SM,Sidney J,Bonneil E,Courcelles M,Saini SK,Shahbazy M,Kapoor S,Rajesh V,Weitzen M,Grenier JC,Gharsallaoui B,Marechal L,Wu Z,Savoie C,Sette A,Thibault P,Sirois I,Smith MA,Decaluwe H,Hussin JG,Lavallee-Adam M,Caron E
|
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Journal
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Nature communications
|
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Journal Info
|
2024 Nov 28;15(1):10316
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Abstract
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Next-generation T-cell-directed vaccines for COVID-19 focus on establishing lasting T-cell immunity against current and emerging SARS-CoV-2 variants. Precise identification of conserved T-cell epitopes is critical for designing effective vaccines. Here we introduce a comprehensive computational framework incorporating a machine learning algorithm-MHCvalidator-to enhance mass spectrometry-based immunopeptidomics sensitivity. MHCvalidator identifies unique T-cell epitopes presented by the B7 supertype, including an epitope from a + 1-frameshift in a truncated Spike antigen, supported by ribosome profiling. Analysis of 100,512 COVID-19 patient proteomes shows Spike antigen truncation in 0.85% of cases, revealing frameshifted viral antigens at the population level. Our EpiTrack pipeline tracks global mutations of MHCvalidator-identified CD8 + T-cell epitopes from the BNT162b4 vaccine. While most vaccine epitopes remain globally conserved, an immunodominant A*01-associated epitope mutates in Delta and Omicron variants. This work highlights SARS-CoV-2 antigenic features and emphasizes the importance of continuous adaptation in T-cell vaccine development.
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Sequence Data
|
PXD025499
|
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