Cited by 39Heat shock proteins researchGenomics and Phylogenetic StudiesMachine Learning in Bioinformatics

Data-driven large-scale genomic analysis reveals an intricate phylogenetic and functional landscape in J-domain proteins

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Malinverni, Duccio, Zamuner, Stefano, Rebeaud, Mathieu E., Barducci, Alessandro, Nillegoda, Nadinath B., De Los Rios, Paolo·2023·Proceedings of the National Academy of Sciences

Published version of a preprint

Abstract

The 70-kD heat shock protein (Hsp70) chaperone system is a central hub of the proteostasis network that helps maintain protein homeostasis in all organisms. The recruitment of Hsp70 to perform different and specific cellular functions is regulated by the J-domain protein (JDP) co-chaperone family carrying the small namesake J-domain, required to interact and drive the ATPase cycle of Hsp70s. Besides the J-domain, prokaryotic and eukaryotic JDPs display a staggering diversity in domain architecture, function, and cellular localization. Very little is known about the overall JDP family, despite their essential role in cellular proteostasis, development, and its link to a broad range of human diseases. In this work, we leverage the exponentially increasing number of JDP gene sequences identified across all kingdoms owing to the advancements in sequencing technology and provide a broad overview of the JDP repertoire. Using an automated classification scheme based on artificial neural networks (ANNs), we demonstrate that the sequences of J-domains carry sufficient discriminatory information to reliably recover the phylogeny, localization, and domain composition of the corresponding full-length JDP. By harnessing the interpretability of the ANNs, we find that many of the discriminatory sequence positions match residues that form the interaction interface between the J-domain and Hsp70. This reveals that key residues within the J-domains have coevolved with their obligatory Hsp70 partners to build chaperone circuits for specific functions in cells.

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References 86 · Cited by 39

Authors
Malinverni, D., Zamuner, S., Rebeaud, M. E., Barducci, A., Nillegoda, N. B., & De Los Rios, P.
Affiliations
  • St. Jude Children's Research Hospital (US)
  • École Polytechnique Fédérale de Lausanne (CH)
  • Centre National de la Recherche Scientifique (FR)
  • Australian Regenerative Medicine Institute (AU)
  • Institute of Physics, School of Basic Sciences, École Polytechnique Fédérale de Lausanne, CH-1015, Lausanne, Switzerland
Corresponding author
Nillegoda, Nadinath B.
Venue
Proceedings of the National Academy of Sciences
Published
2023-07-31
Volume
120
Issue
32
Pages
e2218217120-e2218217120
ISSN
  • 0027-8424 (ISSN-L)
  • 1091-6490
OpenAlex
W4385409825
Cited by
39
References
86
Citations by year
2026: 6 · 2025: 13 · 2024: 13 · 2023: 6 · 2022: 1
FWCI
1.00
Type
journal article
Language
en
Open access
Locations
  • Proceedings of the National Academy of Sciences (publishedVersion, cc-by-nc-nd)
  • bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc-nd)
  • PubMed Central (publishedVersion, cc-by-nc-nd)
  • PubMed (publishedVersion)
  • HAL (submittedVersion, cc-by-nc-nd)
  • Infoscience (Ecole Polytechnique Fédérale de Lausanne) (submittedVersion, cc-by-nc-nd)
Funders
  • Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung (P2ELP3_181910)
  • DHAC | National Health and Medical Research Council (APP1197021)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Heat shock proteins research
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Machine Learning in Bioinformatics
Keywords
Hsp40, Hsp70 chaperones, Hsp70 co-chaperone, proteostasis, phylogenetic classification, domain architecture, subcellular localization, coevolution, artificial neural networks, sequence classification
MeSH terms
Amino Acid Sequence, Humans, Phylogeny, Molecular Chaperones, HSP70 Heat-Shock Proteins, Genomics, HSP40 Heat-Shock Proteins

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