ArticleFrontiers in plant science2012
A phylogenetic analysis of the brassicales clade based on an alignment-free sequence comparison method.
Article in Frontiers in plant science, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers.
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28 citing papers in PubMed.
- Article
- BioSet2Vec: extraction of k-mer dictionaries from multiple sets of biological sequences via big data technologies.BMC bioinformatics · 2025Article
- An alignment-free method for phylogeny estimation using maximum likelihood.BMC bioinformatics · 2025Article
- An alignment- and reference-free strategy usingMycology · 2025Article
- Exploring geometry of genome space via Grassmann manifolds.Innovation (Cambridge (Mass.)) · 2024Article
- Unsupervised identification of significant lineages of SARS-CoV-2 through scalable machine learning methods.Proceedings of the National Academy of Sciences of the United States of America · 2024Article
- Genomic Signature in Evolutionary Biology: A Review.Biology · 2023Review
- In silico identification of multiple conserved motifs within the control region of Culicidae mitogenomes.Scientific reports · 2022Article
- An efficient numerical representation of genome sequence: natural vector with covariance component.PeerJ · 2022Article
- The Resolved Mutual Information Function as a Structural Fingerprint of Biomolecular Sequences for Interpretable Machine Learning Classifiers.Entropy (Basel, Switzerland) · 2021Article
- An alignment-free heuristic for fast sequence comparisons with applications to phylogeny reconstruction.BMC bioinformatics · 2020Article
- Positional Correlation Natural Vector: A Novel Method for Genome Comparison.International journal of molecular sciences · 2020Article
- 'Multi-SpaM': a maximum-likelihood approach to phylogeny reconstruction using multiple spaced-word matches and quartet trees.NAR genomics and bioinformatics · 2020Article
- The modular nature of protein evolution: domain rearrangement rates across eukaryotic life.BMC evolutionary biology · 2020Article
- The number of k-mer matches between two DNA sequences as a function of k and applications to estimate phylogenetic distances.PloS one · 2020Article
- Benchmarking of alignment-free sequence comparison methods.Genome biology · 2019Article
- Alignment-free method for DNA sequence clustering using Fuzzy integral similarity.Scientific reports · 2019Article
- Prot-SpaM: fast alignment-free phylogeny reconstruction based on whole-proteome sequences.GigaScience · 2019Article
- A Novel Approach to Clustering Genome Sequences Using Inter-nucleotide Covariance.Frontiers in genetics · 2019Article
- Alignment-free sequence comparison: benefits, applications, and tools.Genome biology · 2017Review
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2 authors.
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Abstract
Phylogenetic analyses reveal the evolutionary derivation of species. A phylogenetic tree can be inferred from multiple sequence alignments of proteins or genes. The alignment of whole genome sequences of higher eukaryotes is a computational intensive and ambitious task as is the computation of phylogenetic trees based on these alignments. To overcome these limitations, we here used an alignment-free method to compare genomes of the Brassicales clade. For each nucleotide sequence a Chaos Game Representation (CGR) can be computed, which represents each nucleotide of the sequence as a point in a square defined by the four nucleotides as vertices. Each CGR is therefore a unique fingerprint of the underlying sequence. If the CGRs are divided by grid lines each grid square denotes the occurrence of oligonucleotides of a specific length in the sequence (Frequency Chaos Game Representation, FCGR). Here, we used distance measures between FCGRs to infer phylogenetic trees of Brassicales species. Three types of data were analyzed because of their different characteristics: (A) Whole genome assemblies as far as available for species belonging to the Malvidae taxon. (B) EST data of species of the Brassicales clade. (C) Mitochondrial genomes of the Rosids branch, a supergroup of the Malvidae. The trees reconstructed based on the Euclidean distance method are in general agreement with single gene trees. The Fitch-Margoliash and Neighbor joining algorithms resulted in similar to identical trees. Here, for the first time we have applied the bootstrap re-sampling concept to trees based on FCGRs to determine the support of the branchings. FCGRs have the advantage that they are fast to calculate, and can be used as additional information to alignment based data and morphological characteristics to improve the phylogenetic classification of species in ambiguous cases.
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