Related Experiment Video
Updated: May 28, 2026

04:52
Following the Dynamics of Structural Variants in Experimentally Evolved Populations
Published on: February 3, 2023
YoyoMut: Interactive Exploration of SARS-CoV-2 Mutation Fixation and Reversion Through Time.
Jana Penic1, Tommaso Alfonsi1, Giovanni Chillemi2,3
1Department of Electronics, Information, and Bioengineering, Politecnico Di Milano, 20133 Milano, Italy.
Life (Basel, Switzerland)
|May 27, 2026
Summary
YoyoMut monitors SARS-CoV-2 mutations, identifying cyclic and reverting changes in proteins like Spike. This helps researchers understand viral evolution and improve vaccine and antibody design.
Area of Science:
- Virology
- Genomics
- Bioinformatics
Background:
- Viral evolution frequently involves reversion of amino acid mutations in structural proteins.
- The SARS-CoV-2 pandemic has generated a vast dataset of whole genome sequences, enabling ecological studies.
- Understanding mutation dynamics is crucial for developing effective countermeasures.
Purpose of the Study:
- To introduce YoyoMut, a tool for automated scanning and reporting of cyclic and reverting mutations in SARS-CoV-2.
- To visualize mutation trends and identify patterns in protein evolution, particularly within the Spike protein.
- To support immunologists and structural biologists in their research and development efforts.
Main Methods:
- Regular scanning of open SARS-CoV-2 genomic data using the YoyoMut tool.
- Reporting on cyclic and reverting mutations across all viral proteins, with a focus on Spike.
- Utilizing fine-grained trend visualization to distinguish mutated from non-mutated positions.
- Employing alternative algorithms for mutation classification (threshold-based or slope inversion).
- Analyzing 3D protein structures to identify spatial clustering of mutated sites.
Main Results:
- Identification of approximately 100 reverting and 50 fixated mutations within the Spike protein in the CoVSpectrum database.
- Demonstration of YoyoMut's capability to detect and classify various mutation patterns.
- Spatial clustering of adjacent mutated positions was identified using 3D protein structures.
Conclusions:
- Automated monitoring of mutation behaviors, including cyclic changes and reversions, aids scientific curation.
- YoyoMut provides informative reports that support daily research activities.
- Prioritizing the analysis of cyclic mutation and reversion models can inform the design of vaccines and anti-Spike monoclonal antibodies, potentially avoiding past development failures.
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