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Updated: Oct 12, 2025

Using Phylogenetic Analysis to Investigate Eukaryotic Gene Origin
Published on: August 14, 2018
A comparison of supermatrix and supertree methods for multilocus phylogenetics using organismal datasets
Daniel A Janies1, Jonathon Studer2, Samuel K Handelman3
1Department of Bioinformatics and Genomics, College of Computing and Informatics, University of North Carolina at Charlotte, 9201 University City Blvd, Charlotte, NC, 28223, USA.
Supertree methods are not more computationally tractable or accurate than supermatrix approaches for large phylogenomics datasets. Supermatrix searches yield shorter phylogenetic trees and comparable or faster computation times using real organismal data.
Area of Science:
- Phylogenetics
- Computational Biology
- Bioinformatics
Background:
- Supertree methods are proposed for computational tractability in large multilocus phylogenomic datasets.
- These methods involve constructing locus-specific trees and combining them.
- Previous studies using simulated data suggested supertrees are efficient and accurate.
Purpose of the Study:
- To compare the accuracy (tree length) and computational time of supertree methods versus supermatrix approaches.
- To evaluate these methods using real organismal data, not just simulations.
Main Methods:
- Compared supertree (SuperFine, SuperTriplets) and supermatrix (heuristic search in TNT) methods.
- Utilized 20 multilocus datasets from organismal data.
- Assessed tree length using the parsimony criterion and compared computational times.
- Statistical analysis employed the Wilcoxon matched-pairs signed rank test.
Main Results:
- Supermatrix searches resulted in significantly shorter trees compared to both supertree methods (P < 0.0002).
- Supermatrix search was significantly faster than SuperFine + locus-specific search (P < 0.01).
- Supermatrix search computational time was equivalent to SuperTriplets + locus-specific search (P > 0.4).
Conclusions:
- For real phylogenomic data, supertree methods offer no advantage over supermatrix approaches in terms of time or tree length.
- Heuristic search using a supermatrix is recommended over supertree methods for large phylogenomic analyses.
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