On the origin of mitochondria: a multilayer network approach

PeerJ. 2023 Jan 6:11:e14571. doi: 10.7717/peerj.14571. eCollection 2023.

Abstract

Backgound: The endosymbiotic theory is widely accepted to explain the origin of mitochondria from a bacterial ancestor. While ample evidence supports the intimate connection of Alphaproteobacteria to the mitochondrial ancestor, pinpointing its closest relative within sampled Alphaproteobacteria is still an open evolutionary debate. Many different phylogenetic methods and approaches have been used to answer this challenging question, further compounded by the heterogeneity of sampled taxa, varying evolutionary rates of mitochondrial proteins, and the inherent biases in each method, all factors that can produce phylogenetic artifacts. By harnessing the simplicity and interpretability of protein similarity networks, herein we re-evaluated the origin of mitochondria within an enhanced multilayer framework, which is an extension and improvement of a previously developed method.

Methods: We used a dataset of eight proteins found in mitochondria (N = 6 organisms) and bacteria (N = 80 organisms). The sequences were aligned and resulting identity matrices were combined to generate an eight-layer multiplex network. Each layer corresponded to a protein network, where nodes represented organisms and edges were placed following mutual sequence identity. The Multi-Newman-Girvan algorithm was applied to evaluate community structure, and bifurcation events linked to network partition allowed to trace patterns of divergence between studied taxa.

Results: In our network-based analysis, we first examined the topology of the 8-layer multiplex when mitochondrial sequences disconnected from the main alphaproteobacterial cluster. The resulting topology lent firm support toward an Alphaproteobacteria-sister placement for mitochondria, reinforcing the hypothesis that mitochondria diverged from the common ancestor of all Alphaproteobacteria. Additionally, we observed that the divergence of Rickettsiales was an early event in the evolutionary history of alphaproteobacterial clades.

Conclusion: By leveraging complex networks methods to the challenging question of circumscribing mitochondrial origin, we suggest that the entire Alphaproteobacteria clade is the closest relative to mitochondria (Alphaproteobacterial-sister hypothesis), echoing recent findings based on different datasets and methodologies.

Keywords: Complex networks; Evolution; Mitochondria.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Alphaproteobacteria* / genetics
  • Biological Evolution
  • Genes, Mitochondrial
  • Mitochondria* / genetics
  • Phylogeny

Grants and funding

Charbel El-Hani thanks CNPq (grant number 465767/2014-1) and CAPES (grant number 23038.000776/2017-54) for their support of INCT IN-TREE, to CNPq for support in the form of productivity in research grant (grant number 303011/2017-3), and to CAPES and UFBA for Senior Visiting Researcher Grant included in the CAPES-PRINT Program, which funds his stay in the Centre for Social Studies, University of Coimbra, Portugal (grant number 88887.465540/2019-00). Daniel S Carvalho thanks CAPES for the support in form of a scholarship (grant numbers 88887.364931/2019-00 and 88887.511110/2020-00). Roberto F S Andrade received the support of the National Institute of Science and Technology for Complex Systems (INCT-SC Brazil), and of the Brazilian agency CNPq through Grants No. 422561/2018-5 and No. 304257/2019-2. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.