Javascript must be enabled to continue!
PaNDA: Efficient Optimization of Phylogenetic Diversity in Networks
View through CrossRef
Abstract
Phylogenetic diversity plays an important role in biodiversity, conservation, and evolutionary studies by measuring the diversity of a set of taxa based on their phylogenetic relationships. In phylogenetic trees, a subset of
k
taxa with maximum phylogenetic diversity can be found by a simple and efficient greedy algorithm. However, this algorithmic tractability is lost when considering phylogenetic networks, which incorporate reticulate evolutionary events such as hybridization and horizontal gene transfer. To address this challenge, we introduce
PaNDA
(Phylogenetic Network Diversity Algorithms), the first software package and interactive graphical user-interface for exploring, visualizing and maximizing diversity in phylogenetic networks.
PaNDA
includes a novel algorithm to find a subset of
k
taxa with maximum diversity, running in polynomial time for networks of bounded
scanwidth
, a measure of tree-likeness of a network that grows slower than the well-known
level
measure. This algorithm considers the variant of phylogenetic diversity on networks in which the branch lengths of all paths from the root to the selected taxa contribute towards their diversity. We demonstrate the scalability of this algorithm on simulated networks, successfully analyzing level-15 networks with up to 200 taxa in seconds. We also provide a proof-of-concept analysis using a phylogenetic network on
Xiphophorus
species, illustrating how the tool can support diversity studies based on real genomic data. The software is easily installable and freely available at
https://github.com/nholtgrefe/panda
. Additionally, we extend the definition of phylogenetic diversity to semi-directed phylogenetic networks, which are mixed graphs increasingly used in phylogenetic analysis to model uncertainty of the root location. We prove that finding a subset of
k
taxa with maximum diversity remains NP-hard on semi-directed networks, but do present a polynomial-time algorithm for networks with bounded level.
Title: PaNDA: Efficient Optimization of Phylogenetic Diversity in Networks
Description:
Abstract
Phylogenetic diversity plays an important role in biodiversity, conservation, and evolutionary studies by measuring the diversity of a set of taxa based on their phylogenetic relationships.
In phylogenetic trees, a subset of
k
taxa with maximum phylogenetic diversity can be found by a simple and efficient greedy algorithm.
However, this algorithmic tractability is lost when considering phylogenetic networks, which incorporate reticulate evolutionary events such as hybridization and horizontal gene transfer.
To address this challenge, we introduce
PaNDA
(Phylogenetic Network Diversity Algorithms), the first software package and interactive graphical user-interface for exploring, visualizing and maximizing diversity in phylogenetic networks.
PaNDA
includes a novel algorithm to find a subset of
k
taxa with maximum diversity, running in polynomial time for networks of bounded
scanwidth
, a measure of tree-likeness of a network that grows slower than the well-known
level
measure.
This algorithm considers the variant of phylogenetic diversity on networks in which the branch lengths of all paths from the root to the selected taxa contribute towards their diversity.
We demonstrate the scalability of this algorithm on simulated networks, successfully analyzing level-15 networks with up to 200 taxa in seconds.
We also provide a proof-of-concept analysis using a phylogenetic network on
Xiphophorus
species, illustrating how the tool can support diversity studies based on real genomic data.
The software is easily installable and freely available at
https://github.
com/nholtgrefe/panda
.
Additionally, we extend the definition of phylogenetic diversity to semi-directed phylogenetic networks, which are mixed graphs increasingly used in phylogenetic analysis to model uncertainty of the root location.
We prove that finding a subset of
k
taxa with maximum diversity remains NP-hard on semi-directed networks, but do present a polynomial-time algorithm for networks with bounded level.
Related Results
The metabolic rates of giant panda and red panda
The metabolic rates of giant panda and red panda
The giant panda (Ailuropoda melanoleuca) is one of the most endangered vertebrates and an iconic symbol of conservation. While progress has been made in understanding its genome, l...
Be like a panda: reconstructing national identities through China's iconic species
Be like a panda: reconstructing national identities through China's iconic species
Despite lacking clear historical significance, the appeal pandas have to the people of China has played an integral role in the emergence of the country's cultural identity and ide...
Diplomasi Panda dan Hubungan Bilateral China-Jerman Tahun 2016-2019
Diplomasi Panda dan Hubungan Bilateral China-Jerman Tahun 2016-2019
Since the 7th century, China has been giving their endemic animal, Giant Panda, as one of public diplomacy practices also known as Panda Diplomacy. Chinese Panda Diplomacy only app...
Diplomasi Panda dan Hubungan Bilateral China-Jerman Tahun 2016-2019
Diplomasi Panda dan Hubungan Bilateral China-Jerman Tahun 2016-2019
Since the 7th century, China has been giving their endemic animal, Giant Panda, as one of public diplomacy practice also known as Panda Diplomacy. China’s Panda Diplomacy only ap...
Impacts of temperature on giant panda habitat in the north Minshan Mountains
Impacts of temperature on giant panda habitat in the north Minshan Mountains
AbstractUnderstanding the impacts of meteorological factors on giant pandas is necessary for future conservation measures in response to global climate change. We integrated temper...
ACM SIGCOMM computer communication review
ACM SIGCOMM computer communication review
At some point in the future, how far out we do not exactly know, wireless access to the Internet will outstrip all other forms of access bringing the freedom of mobility to the way...
Phylogenetic overdispersion of plant species in southern Brazilian savannas
Phylogenetic overdispersion of plant species in southern Brazilian savannas
Ecological communities are the result of not only present ecological processes, such as competition among species and environmental filtering, but also past and continuing evolutio...
Functional and phylogenetic structure of mammals along elevational gradients in the Central and East Himalayas
Functional and phylogenetic structure of mammals along elevational gradients in the Central and East Himalayas
Abstract
Background
Mountain ecosystems are critical hotspots of global biodiversity, yet the dynamics of community assembly along their elevational...

