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Reference-based comparison of adaptive immune receptor repertoires

View ORCID ProfileCédric R. Weber, View ORCID ProfileTeresa Rubio, View ORCID ProfileLonglong Wang, View ORCID ProfileWei Zhang, View ORCID ProfilePhilippe A. Robert, View ORCID ProfileRahmad Akbar, View ORCID ProfileIgor Snapkov, Jinghua Wu, View ORCID ProfileMarieke L. Kuijjer, View ORCID ProfileSonia Tarazona, View ORCID ProfileAna Conesa, View ORCID ProfileGeir K. Sandve, View ORCID ProfileXiao Liu, View ORCID ProfileSai T. Reddy, View ORCID ProfileVictor Greiff
doi: https://doi.org/10.1101/2022.01.23.476436
Cédric R. Weber
1Department of Biosystems Science and Engineering, ETH Zürich, Basel, Switzerland
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Teresa Rubio
2Laboratory of Neurobiology, Centro Investigación Príncipe Felipe, Valencia, Spain
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Longlong Wang
3BGI-Shenzhen, Shenzhen, China
4BGI-Education Center, University of Chinese Academy of Sciences, Shenzhen, China
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Wei Zhang
3BGI-Shenzhen, Shenzhen, China
5Department of Computer Science, City University of Hong Kong, Hong Kong, China
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Philippe A. Robert
6Department of Immunology, University of Oslo, Oslo, Norway
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Rahmad Akbar
6Department of Immunology, University of Oslo, Oslo, Norway
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Igor Snapkov
6Department of Immunology, University of Oslo, Oslo, Norway
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Jinghua Wu
3BGI-Shenzhen, Shenzhen, China
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Marieke L. Kuijjer
7Center for Molecular Medicine Norway, University of Oslo, Oslo, Norway
8Department of Pathology, Leiden University Medical Center, Leiden, the Netherlands
9Leiden Center for Computational Oncology, Leiden University Medical Center, Leiden, the Netherlands
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Sonia Tarazona
10Departamento de Estadística e Investigación Operativa Aplicadas y Calidad, Universitat Politècnica de València, Valencia, Spain
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Ana Conesa
11Institute for Integrative Systems Biology, Spanish National Research Council, Valencia, Spain
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Geir K. Sandve
12Department of Informatics, University of Oslo, Oslo, Norway
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Xiao Liu
3BGI-Shenzhen, Shenzhen, China
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Sai T. Reddy
1Department of Biosystems Science and Engineering, ETH Zürich, Basel, Switzerland
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Victor Greiff
6Department of Immunology, University of Oslo, Oslo, Norway
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  • For correspondence: victor.greiff@medisin.uio.no
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Abstract

B- and T-cell receptor (immune) repertoires can represent an individual’s immune history. While current repertoire analysis methods aim to discriminate between health and disease states, they are typically based on only a limited number of parameters (e.g., clonal diversity, germline usage). Here, we introduce immuneREF: a quantitative multi-dimensional measure of adaptive immune repertoire (and transcriptome) similarity that allows interpretation of immune repertoire variation by relying on both repertoire features and cross-referencing of simulated and experimental datasets. immuneREF is implemented in an R package and was validated based on detection sensitivity of immune repertoires with known similarities and dissimilarities. To quantify immune repertoire similarity landscapes across health and disease, we applied immuneREF to >2400 datasets from individuals with varying immune states (healthy, [autoimmune] disease and infection [Covid-19], immune cell population). Importantly we discovered, in contrast to the current paradigm, that blood-derived immune repertoires of healthy and diseased individuals are highly similar for certain immune states, suggesting that repertoire changes to immune perturbations are less pronounced than previously thought. In conclusion, immuneREF implements population-wide analysis of immune repertoire similarity and thus enables the study of the adaptive immune response across health and disease states.

Competing Interest Statement

V.G. declares advisory board positions in aiNET GmbH, Enpicom B.V, Specifica Inc, Adaptyv Biosystems, and EVQLV. VG is a consultant for Roche/Genentech.

Footnotes

  • ↵# These authors jointly supervised this work.

  • https://github.com/GreiffLab/immuneREF

  • https://immuneref.readthedocs.io

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted January 23, 2022.
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Reference-based comparison of adaptive immune receptor repertoires
Cédric R. Weber, Teresa Rubio, Longlong Wang, Wei Zhang, Philippe A. Robert, Rahmad Akbar, Igor Snapkov, Jinghua Wu, Marieke L. Kuijjer, Sonia Tarazona, Ana Conesa, Geir K. Sandve, Xiao Liu, Sai T. Reddy, Victor Greiff
bioRxiv 2022.01.23.476436; doi: https://doi.org/10.1101/2022.01.23.476436
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Reference-based comparison of adaptive immune receptor repertoires
Cédric R. Weber, Teresa Rubio, Longlong Wang, Wei Zhang, Philippe A. Robert, Rahmad Akbar, Igor Snapkov, Jinghua Wu, Marieke L. Kuijjer, Sonia Tarazona, Ana Conesa, Geir K. Sandve, Xiao Liu, Sai T. Reddy, Victor Greiff
bioRxiv 2022.01.23.476436; doi: https://doi.org/10.1101/2022.01.23.476436

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