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tRNA functional signatures classify plastids as late-branching cyanobacteria
Travis J Lawrence1,2, Katherine Ch Amrine3,4, Wesley D Swingley5
1Biosciences Division, Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN, 37831, USA. lawrencetj@ornl.gov.
The origin of plastids in eukaryotes is clarified using a new machine learning method, CYANO-MLP. This approach accurately places plastids within a late-branching cyanobacterial group, resolving phylogenetic controversies.
Area of Science:
- Evolutionary Biology
- Genomics
- Biotechnology
Background:
- Eukaryotes acquired oxygenic photosynthesis via endosymbiosis with a cyanobacterial ancestor of plastids.
- The precise phylogenetic position of plastids within Cyanobacteria remains debated, with conflicting results from phylogenomic studies.
- Existing evolutionary models may not adequately fit complex phylogenomic data, leading to uncertainty.
Purpose of the Study:
- To address the controversy surrounding the phylogenetic root of plastids within Cyanobacteria.
- To develop a robust method for accurate phylogenetic classification of cyanobacterial and plastid genomes.
- To investigate biases in phylogenomic analyses stemming from data heterogeneities.
Main Methods:
- Applied Posterior Predictive Analysis to evaluate the fit of evolutionary models to cyanobacterial and plastid phylogenomic datasets.
- Developed CYANO-MLP, a machine learning algorithm utilizing tRNA gene features for genome classification.
- Tested CYANO-MLP's accuracy and robustness against data biases like compositional heterogeneity and unbalanced sampling.
Main Results:
- Identified significant model-data misfit in existing phylogenomic analyses due to heterogeneities in substitution processes and lineage compositions.
- CYANO-MLP accurately and robustly phyloclassifies cyanobacterial genomes, including plastid genomes.
- Plastid genomes were consistently classified into a late-branching cyanobacterial clade, aligning with metabolic and gene transfer data.
Conclusions:
- Phylogenomic data from cyanobacteria and plastids require sophisticated modeling to overcome site-process and compositional heterogeneities.
- CYANO-MLP offers a robust and accurate phyloclassification strategy, overcoming limitations of traditional methods and amino acid recoding.
- The study strongly supports a late-branching origin for plastids within Cyanobacteria, consistent with multiple lines of evidence.
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