Related Experiment Video
Updated: Feb 13, 2026

Using Wavelet Entropy to Demonstrate how Mindfulness Practice Increases Coordination between Irregular Cerebral and Cardiac Activities
Published on: May 10, 2017
Clonal interference can cause wavelet-like oscillations of multilocus linkage disequilibrium
Victor Garcia1, Emily C Glassberg2, Arbel Harpak2
1Department of Biology, Stanford University, 371 Serra Mall, Stanford, CA 94305, USA victor.garcia_palencia@alumni.ethz.ch.
Multilocus linkage disequilibrium (MLD) in pathogens like HIV can oscillate, revealing interference between beneficial mutations. The oscillation frequency indicates the rate of within-host adaptation.
Area of Science:
- Evolutionary biology
- Population genetics
- Virology
Background:
- Pathogen adaptation, such as within-host evolution of human immunodeficiency virus (HIV), frequently involves multiple genetic loci.
- The simultaneous emergence of beneficial mutations on different genetic backgrounds can lead to interference, impacting their evolutionary trajectories.
Purpose of the Study:
- To investigate the relationship between evolutionary dynamics of within-host pathogen adaptation and multilocus linkage disequilibrium (MLD).
- To determine if MLD can serve as a signature for interference among multiple advantageous mutations during pathogen evolution.
Main Methods:
- Utilized deterministic early infection models to simulate pathogen evolution.
- Analyzed multilocus linkage disequilibrium (MLD) as a measure of multi-way allele associations.
- Explored parameter regimes relevant to human immunodeficiency virus (HIV) evolution.
Main Results:
- Deterministic models simulating HIV evolution induced oscillating MLD patterns over time, resembling wavelets.
- The frequency of these MLD oscillations was found to be directly proportional to the rate of adaptation.
- This oscillatory signature demonstrated robustness to genetic drift but could be diminished by significant variation in the fitness effects of beneficial mutations.
Conclusions:
- MLD oscillations can serve as a detectable signature of interference among multiple, equally advantageous mutations during within-host pathogen adaptation.
- Interpreting MLD patterns, particularly oscillations, can provide insights into the evolutionary dynamics and adaptation rates of pathogens like HIV.
Related Concept Videos
Phosphodiester Linkages
Phosphodiester bond forms when a phosphoric acid molecule (H3PO4) links with two hydroxyl groups (–OH) of two other molecules, forming two ester bonds. Two water molecules are released in this process. The phosphodiester bond is commonly found in nucleic acids (DNA and RNA) and plays a critical role in their structure and function.
Phosphodiester Bonds Link Nucleotides Together
DNA and RNA are polynucleotides or long chains of nucleotides that are linked together. A nucleotide is...
Ligand Binding and Linkage
Ligand Binding and Linkage
Interference and Diffraction
RNA Interference
This process occurs naturally in cells, often through the activity of genomically-encoded microRNAs. Researchers can take advantage of this mechanism by introducing synthetic RNAs to deactivate specific genes for research or therapeutic purposes. For example, RNAi could be used...
Oscillations In An LC Circuit

