tcrBLOSUM: an amino acid substitution matrix for sensitive alignment of distant epitope-specific TCRs
tcrBLOSUM: матрица замен аминокислот для чувствительного выравнивания отдалённых эпитоп-специфичных TCR
2024-11-05
SCID: 54.1/awkgudpj
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BLOSUM62CDR3 alpha and beta chainsT-cell receptorsepitope-specific TCR alignmenttcrBLOSUM substitution matrices
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Abstract (AI)
Deciphering the specificity of T-cell receptor (TCR) repertoires is crucial for monitoring adaptive immune responses and developing targeted immunotherapies and vaccines. To elucidate the specificity of previously unseen TCRs, many methods employ the BLOSUM62 matrix to find TCRs with similar amino acid (AA) sequences. However, while BLOSUM62 reflects the AA substitutions within conserved regions of proteins with similar functions, the remarkable diversity of TCRs means that both TCRs with similar and dissimilar sequences can bind the same epitope. Therefore, reliance on BLOSUM62 may bias detection towards epitope-specific TCRs with similar biochemical properties, overlooking those with more diverse AA compositions. In this study, we introduce tcrBLOSUMa and tcrBLOSUMb, specialized AA substitution matrices for CDR3 alpha and CDR3 beta TCR chains, respectively. The matrices reflect AA frequencies and variations occurring within TCRs that bind the same epitope, revealing that both CDR3 alpha and CDR3 beta display tolerance to a wide range of AA substitutions and differ noticeably from the standard BLOSUM62. By accurately aligning distant TCRs employing tcrBLOSUMb, we were able to improve clustering performance and capture a large number of epitope-specific TCRs with diverse AA compositions and physicochemical profiles overlooked by BLOSUM62. Utilizing both the general BLOSUM62 and specialized tcrBLOSUM matrices in existing computational tools will broaden the range of TCRs that can be associated with their cognate epitopes, thereby enhancing TCR repertoire analysis.
Key Findings
1
BLOSUM62-based alignment can overlook epitope-specific TCRs with diverse amino acid compositions and physicochemical properties.
2
Combining general BLOSUM62 with specialized tcrBLOSUM matrices could broaden computational identification of TCRs associated with cognate epitopes.
3
TCRs recognizing the same epitope tolerate broader amino acid substitutions and differ substantially from substitution patterns represented by BLOSUM62.
4
The study introduces tcrBLOSUMa and tcrBLOSUMb, substitution matrices specialized for CDR3 alpha and CDR3 beta TCR chains.
5
Using tcrBLOSUMb to align distant TCRs improves clustering performance and captures more epitope-specific TCRs missed by BLOSUM62.
Research Object
epitope-specific T-cell receptors (TCRs), particularly their CDR3 alpha and CDR3 beta chains
Research Subject
amino acid substitution tolerance and sequence-alignment sensitivity for detecting distant TCRs that bind the same epitope
Publication Details
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2024-11-05
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