bioRxivBioinformaticsPreprint
Mathematical Characterization of Private and Public Immune Repertoire Sequences
Abstract
Diverse T and B cell repertoires play an important role in mounting effective immune responses against a wide range of pathogens and malignant cells. The number of unique T and B cell clones is characterized by T and B cell receptors (TCRs and BCRs), respectively. Although receptor sequences are generated probabilistically by recombination processes, clinical studies found a high degree of sharing of TCRs and BCRs among different individuals. In this work, we formulate a mathematical and statistical framework to quantify receptor distributions. We define information-theoretic metrics for comparing the frequency of sampled sequences observed across different individuals. Using synthetic and empirical TCR amino acid sequence data, we perform simulations to compare theoretical predictions of this clonal commonality across individuals with corresponding observations. Thus, we quantify the concept of "publicness" or "privateness" of T cell and B cell clones. Our methods can also be used to study the effect of different sampling protocols on the expected commonality of clones and on the confidence levels of this overlap. We also quantify the information loss associated with grouping together certain receptor sequences, as is done in spectratyping.
- Citations
- 0
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
- Predicting the spectrum of TCR repertoire sharing with a data-driven model of recombination
Y. Elhanati, Z. Sethna, … A. M. Walczak·bioRxiv·Mar 2, 2018
- Quantification of inter-sample differences in T cell receptor sequences
R. Yokota, Y. Kaminaga, T. J. Kobayashi·bioRxiv·Apr 20, 2017
- How many different clonotypes do immune repertoires contain?
T. Mora, A. M. Walczak·bioRxiv·Jul 22, 2019
- Single-cell sequencing reveals αβ chain pairing shapes the T cell repertoire
Kristina Grigaityte, Jason A. Carter, … Gurinder S. Atwal·bioRxiv·Nov 2, 2017
- Dynamics of TCRβ repertoires from serial sampling of healthy individuals
J. R. Blundell, I. Ayestaran·bioRxiv·May 11, 2022
- T-cell Receptor Diversity Estimates for Repertoires (TCRDivER) uses sequence similarity to find signatures of immune response
M. Vujovic, P. Marcatili, … T. L. Andresen·bioRxiv·Jan 11, 2021