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ROADIES
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How did ROADIES perform compared to BUSCO-based pipelines?
It matched or exceeded their accuracy with less manual setup.
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Which tool performs multiple sequence alignment in ROADIES?
PASTA
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Which tool does ROADIES use for pairwise alignments of loci?
LASTZ
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Which software is used to infer gene trees for each locus?
RAxML-NG
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What criterion determines when ROADIES stops adding loci?
When tree topology convergence stabilizes (≥95% stability)
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What type of data does ROADIES not require?
Annotated genes or reference genomes
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What is the first step in the ROADIES pipeline?
Randomly sampling short loci (around 500 bp) across genomes
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What kind of tree-building model does ROADIES use?
The coalescent model (via ASTRAL-Pro3)
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What is “orthology inference”?
The process of identifying genes derived from a common ancestor across species.
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Which dataset did ROADIES find most challenging to resolve?
Birds (Neoaves)
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What is the advantage of using random loci instead of predefined orthologs?
Reduces reference bias and works with incomplete or unannotated genomes
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What does ROADIES stand for?
Reference-free, Orthology-free, Annotation-free, Discordance-aware Estimation of Species Trees
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What does it mean that ROADIES is “reference-free”?
It doesn’t require alignment or mapping to a reference genome.
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What metric does ROADIES use to assess branch support?
localPP (local posterior probability)
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What was ROADIES’ performance compared to the Zoonomia (mammal) tree?
Comparable accuracy to expert-curated reference trees.
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Why does ROADIES use multicopy instead of single-copy genes?
To avoid the need for orthology inference and to better handle gene duplication
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What tool combines gene trees into a species tree?
ASTRAL-Pro3
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Why is ROADIES considered “democratizing” phylogenetics?
It allows non-experts to infer species trees without specialized bioinformatics knowledge.
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What makes ROADIES different from earlier alignment-free methods?
It’s discordance-aware and coalescent-based, not purely distance-based.
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What is “localPP”?
A statistical measure of support for internal branches in a tree.
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What kind of loci does ROADIES select for tree building?
Randomly sampled, short genomic regions (not predefined genes)
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What type of data does ROADIES use as input?
Assembled genomes
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What scripting or workflow engine automates ROADIES?
Snakemake
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What is “incomplete lineage sorting”?
When gene trees differ from the species tree due to ancestral polymorphism.
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What aspect of ROADIES helps it handle polyploidy well?
Using multicopy gene trees and ASTRAL-Pro’s paralogy-aware model.
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What does the term “discordance-aware” refer to in ROADIES?
Accounting for gene tree–species tree discordance (ILS or duplication)
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What biological process likely explains difficulty with bird phylogeny?
Incomplete lineage sorting (ILS) and rapid radiation
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How does ROADIES evaluate convergence between runs?
By comparing tree topologies across iterations
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What is a good normRF?
The closer to 0 the better.
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What is the main goal of the ROADIES pipeline?
To automate and simplify species tree inference directly from genome assemblies.
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Which pipeline did ROADIES outperform that is alignment-free?
MashTree
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What kind of gene trees does ROADIES build — single-copy or multicopy?
Multicopy gene trees
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What are the three runtime modes available in ROADIES?
Accurate, Balanced, and Fast
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What are “multicopy genes”?
Genes with multiple copies (paralogs) within or across species.
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What does “Balanced Mode” aim to optimize?
A compromise between runtime and accuracy.
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What is the primary trade-off between the Fast and Accurate modes in ROADIES?
Fast = less loci, lower confidence; Accurate = slower, higher support.
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What’s the difference between concatenation-based and coalescent-based approaches?
Concatenation merges all loci into one supermatrix; coalescent models gene tree variation explicitly.
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On which dataset did ROADIES produce a perfect match with the reference tree?
Polyploid Bamboos
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What is the final output of the ROADIES pipeline?
An estimated species tree with branch support scores (localPP)
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What were some of the datasets used to test ROADIES?
Mammals, Birds, Flies, Yeast, and Bamboos
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How does ROADIES make large-scale species tree inference more accessible?
It minimizes data prep requirements and computational complexity for users.
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