Related Experiment Video
Updated: Jan 8, 2026

09:39
Mapping Dysfunctional Protein-Protein Interactions in Disease
Published on: October 24, 2025
510
The Pfaffian Structure of CFN Phylogenetic Networks.
Joseph Cummings1, Elizabeth Gross2, Benjamin Hollering3
1University of Notre Dame, Indiana, USA. josephcummings03@gmail.com.
Journal of Mathematical Biology
|December 24, 2025
Summary
Algebraic methods simplify phylogenetic network inference. New methods using Pfaffians and Gröbner bases reduce complexity, enabling accurate DNA sequence data analysis for identifying evolutionary relationships.
Area of Science:
- Computational Biology and Bioinformatics
- Algebraic Statistics
- Phylogenetics
Background:
- Algebraic techniques have historically advanced phylogenetic identifiability and reconstruction.
- Phylogenetic invariants are crucial for understanding evolutionary models.
- The Cavender-Farris-Neyman (CFN) model is a key model in phylogenetics.
Purpose of the Study:
- To characterize phylogenetic invariants for the CFN model on phylogenetic networks.
- To develop a description of invariants useful for network inference.
- To simplify the representation of invariants for computational efficiency.
Main Methods:
- Studied the ideal of phylogenetic invariants for the CFN model on sunlet networks.
- Utilized Pfaffians to parameterize an affine open patch of the CFN sunlet model.
- Established an isomorphism to a determinantal variety and derived an explicit Gröbner basis.
Main Results:
- The parameterization of the CFN sunlet model factors through skew-symmetric matrices via Pfaffians.
- The affine patch is isomorphic to a determinantal variety with a simplified Gröbner basis.
- This basis uses coordinates instead of .
Conclusions:
- Sunlet networks with at least 6 leaves are identifiable using the derived polynomials.
- Extensive simulations demonstrate the polynomials' accuracy in inferring correct networks from DNA data.
- This algebraic approach offers a computationally efficient method for phylogenetic network inference.
Keywords:
Algebraic varietyGroup-based modelMarkov modelPfaffianPhylogenetic invariantPhylogenetic networkMore Related Videos
Related Concept Videos
Phylogenetic Trees
49.1K
Phylogenetic trees come in many forms. It matters in which sequence the organisms are arranged from the bottom to the top of the tree, but the branches can rotate at their nodes without altering the information. The lines connecting individual nodes can be straight, angled, or even curved.
49.1K
Phylogeny
56.6K
Phylogeny is concerned with the evolutionary diversification of organisms or groups of organisms. A group of organisms with a name is called a taxon (singular). Taxa (plural) can span different levels of the evolutionary hierarchy. For instance, the group containing all birds is a taxon (comprising the class Aves), and the group of all species of daisies (the genus Bellis) is a taxon. Phylogenies can likewise include just one genus (i.e., depict species relationships) or span an entire kingdom.
56.6K
Protein Networks
4.4K
An organism can have thousands of different proteins, and these proteins must cooperate to ensure the health of an organism. Proteins bind to other proteins and form complexes to carry out their functions. Many proteins interact with multiple other proteins creating a complex network of protein interactions.
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
4.4K
Protein Networks
2.8K
2.8K
Evolutionary Relationships through Genome Comparisons
6.8K
Genome comparison is one of the excellent ways to interpret the evolutionary relationships between organisms. The basic principle of genome comparison is that if two species share a common feature, it is likely encoded by the DNA sequence conserved between both species. The advent of genome sequencing technologies in the late 20th century enabled scientists to understand the concept of conservation of domains between species and helped them to deduce evolutionary relationships across diverse...
6.8K
pV-Diagrams
6.0K
The pV diagram, which is a graph of pressure versus volume of the gas under study, is helpful in describing certain aspects of the substance. When the substance behaves like an ideal gas, the ideal gas equation describes the relationship between its pressure and volume. On a pV diagram, it is common to plot an isotherm, which is a curve showing p as a function of V with the number of molecules and the temperature fixed. Then, for an ideal gas, the product of the pressure of the gas and its...
6.0K

