collapse_tree_at_resolution: Collapse nodes of a tree at a phylogenetic resolution.

In castor: Efficient Phylogenetics on Large Trees

Collapse nodes of a tree at a phylogenetic resolution.

Description

Given a rooted tree and a phylogenetic resolution threshold, collapse all nodes whose distance to all descending tips does not exceed the threshold (or whose sum of descending edge lengths does not exceed the threshold), into new tips. This function can be used to obtain a "coarser" version of the tree, or to cluster closely related tips into a single tip.

Usage

collapse_tree_at_resolution(tree, 
                            resolution             = 0, 
                            by_edge_count          = FALSE,
                            shorten                = TRUE,
                            rename_collapsed_nodes = FALSE,
                            criterion              = 'max_tip_depth')

Arguments

tree	A rooted tree of class "phylo". The root is assumed to be the unique node with no incoming edge.
resolution	Numeric, specifying the phylogenetic resolution at which to collapse the tree. This is the maximum distance a descending tip can have from a node, such that the node is collapsed into a new tip. If set to 0 (default), then only nodes whose descending tips are identical to the node will be collapsed.
by_edge_count	Logical. Instead of considering edge lengths, consider edge counts as phylogenetic distance between nodes and tips. This is the same as if all edges had length equal to 1.
shorten	Logical, indicating whether collapsed nodes should be turned into tips at the same location (thus potentially shortening the tree). If FALSE, then the incoming edge of each collapsed node is extended by some length L, where L is the distance of the node to its farthest descending tip (thus maintaining the height of the tree).
rename_collapsed_nodes	Logical, indicating whether collapsed nodes should be renamed using a representative tip name (the farthest descending tip). See details below.
criterion	Character, specifying the criterion to use for collapsing (i.e. how to interpret resolution). 'max_tip_depth': Collapse nodes based on their maximum distance to any descending tip. 'sum_tip_paths': Collapse nodes based on the sum of descending edges (each edge counted once). 'max_tip_pair_dist': Collapse nodes based on the maximum distance between any pair of descending tips.

Details

The tree is traversed from root to tips and nodes are collapsed into tips as soon as the criterion equals or falls below the resolution threshold.

The input tree may include multi-furcations (i.e. nodes with more than 2 children) as well as mono-furcations (i.e. nodes with only one child). Tip labels and uncollapsed node labels of the collapsed tree are inheritted from the original tree. If rename_collapsed_nodes==FALSE, then labels of collapsed nodes will be the node labels from the original tree (in this case the original tree should include node labels). If rename_collapsed_nodes==TRUE, each collapsed node is given the label of its farthest descending tip. If shorten==TRUE, then edge lengths are the same as in the original tree. If shorten==FALSE, then edges leading into collapsed nodes may be longer than before.

Value

A list with the following elements:

tree	A new rooted tree of class "phylo", containing the collapsed tree.
root_shift	Numeric, indicating the phylogenetic distance between the old and the new root. Will always be non-negative.
collapsed_nodes	Integer vector, listing indices of collapsed nodes in the original tree (subset of 1,..,Nnodes).
farthest_tips	Integer vector of the same length as collapsed_nodes, listing indices of the farthest tips for each collapsed node. Hence, farthest_tips[n] will be the index of a tip in the original tree that descended from node collapsed_nodes[n] and had the greatest distance from that node among all descending tips.
new2old_clade	Integer vector of length equal to the number of tips+nodes in the collapsed tree, with values in 1,..,Ntips+Nnodes, mapping tip/node indices of the collapsed tree to tip/node indices in the original tree.
new2old_edge	Integer vector of length equal to the number of edges in the collapsed tree, with values in 1,..,Nedges, mapping edge indices of the collapsed tree to edge indices in the original tree.
old2new_clade	Integer vector of length equal to the number of tips+nodes in the original tree, mapping tip/node indices of the original tree to tip/node indices in the collapsed tree. Non-mapped tips/nodes (i.e., missing from the collapsed tree) will be represented by zeros.

Author(s)

Stilianos Louca

Examples

# generate a random tree
tree = generate_random_tree(list(birth_rate_intercept=1),max_tips=1000)$tree

# print number of nodes
cat(sprintf("Simulated tree has %d nodes\n",tree$Nnode))

# collapse any nodes with tip-distances < 20
collapsed = collapse_tree_at_resolution(tree, resolution=20)$tree

# print number of nodes
cat(sprintf("Collapsed tree has %d nodes\n",collapsed$Nnode))

castor documentation built on June 29, 2024, 9:08 a.m.