EVB Free-Energy Landscapes Reveal Epistasis in GPX6 Evolution

Posted by 21 de July de 2026

A new study from the Computational Biochemistry and Biophysics Lab uses empirical valence bond simulations to show that the catalytic advantage of selenocysteine in GPX6 is not fixed: it depends on the surrounding protein sequence.

  • Article: Epistatic Modulation of Sec/Cys Catalysis in GPX6 Revealed by EVB Free-Energy Landscapes
  • Authors: Nayanika Das, Vijay Baladhye, Jordi Villà-Freixa
  • Journal: Journal of Chemical Information and Modeling
  • DOI: 10.1021/acs.jcim.6c01502
Human GPX6 keeps selenocysteine at its catalytic site, while rodent GPX6 lineages use cysteine. The study asks whether this is a simple residue swap or a deeper evolutionary reorganization. EVB simulations quantified the proton-transfer step that creates the reactive selenolate or thiolate species in human and mouse GPX6 variants.When a catalytic residue is not the whole storyThe same catalytic substitution can have different energetic consequences in different sequence backgrounds, a clear sign of epistasis in enzyme evolution.

Selenium often gives enzymes a chemical advantage. In glutathione peroxidases, selenocysteine can form a highly reactive selenolate, helping the enzyme reduce peroxides. GPX6 is especially informative because mammals have not all kept the same solution: primate GPX6 retains catalytic selenocysteine, whereas rodents and several other mammalian lineages have independently shifted to cysteine.

The new work shows that this evolutionary change cannot be understood by looking only at the catalytic atom. In the human protein, replacing selenocysteine with cysteine raises the activation barrier for the modeled proton-transfer step by 1.43 kcal mol-1. In the mouse protein, introducing selenocysteine lowers the barrier by 2.84 kcal mol-1. The chemistry of selenium matters, but the protein scaffold decides how much it matters.

Epistasis seen through free-energy landscapes

Nayanika Das then explored 20 substitutions close to the catalytic site and used EVB-derived activation barriers to identify energetically accessible paths between human and mouse GPX6. The result is a molecular view of epistasis: a substitution can be favorable, neutral, or unfavorable depending on the other residues already present.

This helps explain why rodent Cys-GPX6 should not be interpreted as a simple loss of selenium chemistry. Instead, the calculations support a model in which the rodent enzyme accumulated compensatory changes that help support catalysis with cysteine. Evolution appears constrained by the energetic landscape, but not locked into a single irreversible route.

The study represents a strong example of how detailed molecular simulations can connect catalytic chemistry with evolutionary history.

Why EVB matters for enzyme evolution and design

Empirical valence bond simulations are useful here because they translate sequence changes into changes in reaction free energy and activation barriers. That makes it possible to ask not only which mutations are present in evolution, but how they reshape the chemical step that an enzyme must perform.

This has implications beyond GPX6. For evolutionary enzymology, EVB can help identify compensatory mutations, alternative mutational routes, and sequence backgrounds where a catalytic residue change becomes viable. For enzyme design, the same logic suggests a practical strategy: use sequence or structure-based models to propose variants, then use EVB to rank them by their predicted catalytic barriers in more than one protein background.

The study therefore positions EVB as a bridge between molecular mechanism, evolutionary contingency, and future enzyme engineering. It shows that catalytic design should not treat active-site substitutions as isolated edits, but as changes whose success depends on the full energetic context of the protein.

Join the lab within the UVic interns programme

Posted by 6 de July de 2026

International research internships at the CBBL through the UVic Interns Programme

Are you an international Bachelor’s, Master’s or PhD student interested in spending a research period in our lab?
The Computational Biochemistry and Biophysics Laboratory (CBBL) at UVic-UCC welcomes motivated students who would like to develop an academic traineeship in computational biology, bioinformatics, molecular modelling, omics data analysis, or related areas.

Through the UVic Interns Programme, international students can apply for a research traineeship at UVic-UCC with an educational purpose, while remaining enrolled at their home university.

Our lab works at the interface of computational biochemistry, biophysics, bioinformatics and quantitative biology. Current research interests include molecular simulations, enzyme function and design, protein–ligand and protein–protein interactions, gene regulatory networks, single-cell and omics data analysis, and computational approaches to complex biological systems.

You can learn more about our research here:

Students interested in joining us for a research stay should send a short motivation letter and CV, indicating their academic background, research interests, preferred dates, and whether the traineeship is connected to an Erasmus+, curricular internship, Master’s thesis, PhD mobility stay, or another mobility scheme.

Contact: Jordi Villà-Freixa
jordi.villa@uvic.cat

We look forward to welcoming motivated international students to Vic and to the CBBL.

Roger Casals wins UVic-UCC’s ninth “Your Thesis in 4 Minutes” contest

Posted by 14 de May de 2026
Roger Casals Franch presenting his thesis at UVic-UCC’s “Your Thesis in 4 Minutes” contest. Image: UVic-UCC / FCTE.

Roger Casals Franch, member of the CBBL and PhD candidate in the UVic-UCC Bioinformatics programme, has won the ninth edition of the University’s “Your Thesis in 4 Minutes” competition. The final took place in the Mercè Torrents room on the Vic campus and brought together fourteen doctoral candidates from the UVic-UCC Doctoral School.

Roger, who works at the Institute for Research and Innovation in Life Sciences and Health in Central Catalonia (IRIS-CC), is a Biotechnology graduate from the Universitat Autònoma de Barcelona and holds a master’s degree in Bioinformatics from the Universitat Oberta de Catalunya.

His awarded presentation, “Every cell tells a different story”, summarizes his thesis, focused on analysing how individual cells respond to the same disease or treatment. The research aims to better understand cellular diversity, a key factor for interpreting what is really happening inside the body.

The jury recognised Casals for presenting a clear, well-structured and accessible talk for a non-specialist audience. They also highlighted his ability to communicate enthusiasm, connect with the audience and hold their attention throughout the presentation.

As winner, Roger will represent UVic-UCC in the Catalan edition of “Present Your Thesis in 4 Minutes”, organised by the Catalan Foundation for Research and Innovation. The competition will bring together representatives from all Catalan universities and will take place on 11 June 2026 at the Pilarín Bayés Library auditorium in Vic.

Sources: FCTE news item and L’Apunt UVic-UCC news item.

Annual Conference of the Interuniversity PhD Program in Bioinformatics Held at UVic-UCC for the Second Time

Posted by 11 de February de 2026

Conference Highlights

Last Friday, February 6, UVic-UCC hosted the annual conference of the Interuniversity PhD Program in Bioinformatics. The program includes students from eight Catalan universities (UAB, UB, UOC, UPC, UdL, URV, UdG, and UVic-UCC) and is promoted by the Bioinformatics Barcelona association. This event—highly relevant within the program and previously held at our university in 2023—allows students from all participating universities to present their research in a scientific conference format. This year, close to one hundred submissions were received. Of these, eight were selected for oral presentations, while the remainder were presented as posters. The conference also featured two invited talks. Dr. Elisenda Bonet-Carne, CEO and co-founder of FetalLife, SL, presented the company’s research, which focuses on developing equipment for the care of premature infants. Dr. Eduard Ocaña, Ramón y Cajal researcher at the Universitat Oberta de Catalunya, presented results from his studies on the origin of eukaryotes.

Organization, Support, and the Role of Bioinformatics

The conference received financial support from the Doctoral Schools of UVic-UCC and UAB, as well as from IRIS-CC through its Bioinformatics and Bioimaging Research Area (ARBB). It was organized by the program’s local node, coordinated by Jordi Villà i Freixa in collaboration with the academic committee of the doctoral program and a technical secretariat formed by PhD students Roger Casals, Gabriel Ruiz, Sergi Soldevila, and Jing Yang, together with FCTE administrative staff member Yolanda Tristancho. The conference was inaugurated by the program coordinator, Dr. Margarida Julià-Sapé (UAB), alongside the Director of the UVic-UCC Doctoral School, Dr. Marta Otero, and the Dean of the FCTE and coordinator of BI-SQUARED, Dr. Malu Calle.

Bioinformatics focuses on studying living systems through the analysis of biological data and, often, through computational simulation. Research in this field has grown exponentially over recent decades as increasingly efficient techniques have been developed to generate experimental genomic, transcriptomic, proteomic, metabolomic, and other types of data. Bioinformatics sits at the intersection of mathematics, statistics, physics, chemistry, biology, medicine, and computer science, aiming to describe life quantitatively and to predict outcomes within its immense complexity.

As Dean Calle recalled at the opening of the conference, these days mark the 25th anniversary of the publication—through two articles in Science and Nature by a public consortium and a private consortium—of the first complete draft of the human genome, a milestone that opened a new era in bioinformatics research. Over the last decade, advances in machine learning and artificial intelligence applied to bioinformatics have provided exceptional momentum, enabling increasingly ambitious exploration of the life sciences and the development of biotechnology in all its dimensions.

Program Outlook and Future Challenges

This interuniversity PhD program builds on the high-level master’s degrees offered by Catalan universities, particularly the MSc in Omics Data Analysis offered by the FCTE, and positions our country as an international reference center in bioinformatics. As emphasized by Dr. Marta Otero, the program’s main future challenges include consolidating the excellence of the theses developed within it while also increasing enrollment.

This will require greater internationalization by seeking global alliances to compete for European funding to finance predoctoral contracts and by promoting mobility stays for current PhD candidates. It will also involve encouraging thesis projects aimed at addressing emerging challenges through interdisciplinary co-supervision, and boosting the development of theses with an industrial doctorate distinction to accelerate the program’s social and economic impact.

Course on molecular dynamics simulations in Concepción, Chile

Posted by 28 de January de 2026

In January 15-19th, invited by the lab of Verónica Andrea Jimenez Curihual, at the Universidad Andrés Bello in its Concepción campus, Jordi Villà-Freixa taugth a course on molecular dynamics simulations with OpenMM and the posterior basic through advanced data analysis using standard tools like MDraj, MDAnalysis, pyemma or deeptime. Several PhD students and postdoctoral researchers (some shown in the picture) attended the course, that served as a way to build on the foundations of a long time collaborative bridge between the two labs.

The course web site and the source github repository are available under a MIT license.

The CBBL Organizes an Update Workshop on Omics Data Analysis at the UVic-UCC

Posted by 19 de December de 2025

The Computational Biochemistry and Biophysics Laboratory (CBBL), part of the Bioinformatics and Bioimaging Research Group (Bi-Squared) at the University of Vic – Central University of Catalonia (UVic-UCC), in collaboration with the Central Catalonia Institute for Health Research (IRIS-CC), organized the workshop “Update in Omics Data Analysis: genome structure, metagenomics and gene regulation”. The session provided a forum to discuss and review recent developments in omics data analysis, aimed at researchers, students, and professionals in the field.

Held shortly before Christmas at the Torre dels Frares Campus in Vic, the event brought together postdoctoral researchers who presented and discussed recent advances in key areas of bioinformatics, including genome structure, metagenomics, and gene regulation using large-scale omics datasets. The workshop concluded with a round-table discussion that encouraged dialogue on emerging challenges and future directions in biological data analysis.

The program featured presentations by:

This workshop aligns with IRIS-CC’s outreach and training initiatives and supports scientific exchange and skills development within the bioinformatics and bioimaging research community.

For more information, please visit the event webpage: Update in Omics Data Analysis: genome structure, metagenomics and gene regulation.

Roger Casals presents his doctoral research at scverse 2025

Posted by 1 de December de 2025

Last November, Roger Casals, PhD candidate at the Computational Biochemistry and Biophysics Lab (CBBL), travelled to Stanford University to take part in scverse 2025, one of the key gatherings for the single-cell and multi-omics community.

During the conference, Roger presented a poster with some of the latest results from his PhD. His project focuses on building gene regulatory networks from single-cell data to understand cell state transitions, a line of work that is becoming increasingly important as we try to make sense of complex biological systems.

Beyond the science, the conference gave Roger the chance to meet many members of the scverse community, discuss ideas in person, and learn from researchers developing cutting-edge tools. Topics like agentic AI and virtual cell models were especially exciting, forecasting us where the field is heading.

Roger’s participation was possible thanks to a travel grant from the conference, along with support from the Department of Biosciences (FCTE), the BI-Squared Group, and IRIS-CC.

 

The CBBL at the JBI2025

Posted by 24 de October de 2025

The CBBL was present in the XV Bioinformatics Symposium (JBI2025), that took place in Madrid on October 22nd-24th, hosted by the CNB/CSIC. The lab presented results on three research projects:

    • Topics Session #4 Single-Cell Omics. Talk by Roger Casals on “Mechanistic inference of cell state transitions via Boolean GRNs from single-cell data” Roger Casals Franch, Pau Badia-i-Mompel, Jordi Villà-Freixa, Julio Saez-Rodriguez, Jovan Tanevski, and Adrián López García de Lomana;

    • “A Bioinformatics Pipeline Reveals a Shared IκBα Interface for NF-κB and Histone Binding”, Martin Floor, Jordi Villà-Freixa, Joan Bertran and Lluís Espinosa; poster on the recent work published in Cell Reports; and
    • Standard-of-Care Therapy Induces Phenotypic Reprogramming of Non-Malignant Oligodendrocytes in Glioblastoma“, Jing Yang, Jordi Villà-Freixa and Adrián López García de Lomana.

PhD Student Nayanika Das Begins Research Visit at the University of Groningen

Posted by 10 de October de 2025

We are delighted to share that our PhD student Nayanika Das has embarked on a research visit to the laboratory of Prof. Gerard Roelfes at the University of Groningen, The Netherlands. This visit marks an exciting step forward in her doctoral work on understanding and optimizing the function of enzymes, this time for proteins containing artificial amino acids.

During her stay, Nayanika will collaborate closely with the Roelfes group to investigate the incorporation of the noncanonical amino acid para-aminophenylalanine (pAF) into the nonenzymatic protein scaffold LmrR. Remarkably, this modification transforms LmrR into a proficient and stereoselective artificial enzyme (LmrR_pAF) — an elegant example of how chemical innovation can endow proteins with entirely new catalytic functions.

Nayanika’s research will combine experimental validation in the laboratory with computational modeling efforts. Specifically, she will contribute to the development of an Empirical Valence Bond (EVB) model aimed at uncovering the molecular details of the mechanism of action of pAF in the reactions catalyzed by LmrR_pAF. By integrating theoretical and experimental approaches, her work will help elucidate how artificial amino acids expand the functional landscape of proteins and open new avenues for biocatalysis and synthetic biology.

We wish Nayanika a productive and inspiring stay in Groningen and look forward to the exciting results that will emerge from this collaboration with the Roelfes Lab.

Lab members participate in an article to uncover the hidden role of key inflammatory protein in stem cell function

Posted by 22 de July de 2025

In a recent article (1), the lab, including our colleague at the UVic-UCC Joan Bertran Comulada, has contributed to characterize how a well-known immune regulator, IκBα, has a surprising second role in the cell — one that could open new doors for understanding and treating inflammation, cancer, and tissue regeneration.

For decades, IκBα has been recognized as the main “off switch” of the NF-κB pathway, a critical system that controls inflammation and immune responses. Some years ago, the lab contributed to an article (2) by the team of Lluís Espinosa and coworkers at the IMIM/UPF revealing that IκBα also works inside the cell nucleus, where it interacts with DNA and chromatin to regulate genes that control stem cell identity and differentiation.

Using an innovative computational tool developed by Martin Floor while a PhD student in the CBBL, called the Fold-Excluded Evolutionary Conservation (FEEC) metric, we identified the exact regions of the protein responsible for each activity. In the study, the researchers looked not only at which parts of the protein are conserved across species, but also at how each residue fits within the protein’s 3D structure. By comparing evolutionary conservation with structural packing, they identified positions that are more conserved than expected based on their structural role. These positions may have additional regulatory or interaction functions, beyond simply maintaining the protein’s stability.

Having identified specific residues responsible for each activity prompted the creation, in this new research, of separation-of-function (SOF) mutants — engineered versions of IκBα that can perform either its traditional NF-κB–related function or its newly discovered chromatin-related one, but not both.

Figure 1 A common domain of IκBα is required for p65-NF-κB and histone H4 binding (1)

The subsequent experimental validation by Espinosa’s lab showed that the chromatin-associated form of IκBα is essential in intestinal stem cells, for their ability to mature into specialized cell types. This effect is independent of IκBα’s inflammatory role, highlighting its distinct influence on gene regulation and tissue health.

These findings redefine IκBα as more than just an inflammation inhibitor — it is also a key epigenetic regulator linking environmental signals to gene expression. The newly developed SOF mutants offer powerful tools to explore IκBα’s dual roles in health and disease and may guide the development of targeted therapies that fine-tune inflammation and regeneration without unwanted side effects.

1) Separation-of-function mutants reveal the NF-κB-independent involvement of IκBα in the regulation of intestinal stemness
Álvarez-Villanueva, Daniel et al.
Cell Reports, Volume 44, Issue 7, 115949, 2025

2) Chromatin-Bound IκBα Regulates a Subset of Polycomb Target Genes in Differentiation and Cancer
Mulero, María Carmen et al.
Cancer Cell, Volume 24, Issue 2, 151 – 166, 2013