Physics-Informed Neural Networks at the 3rd Biology for Physics Conference

By |2026-09-09T11:11:00+00:00September 9, 2026|CBBL News|

Our student Bernat Casajuana presented a poster at the 3rd Biology for Physics Conference, held September 6 to 10, 2026, at the Barcelona Biomedical Research Park, under the theme “Energy and Information in Living Matter.” The conference combined invited talks, contributed talks, and poster sessions, with a particular focus on connecting early-career researchers with established leaders in the field.

Bernat Casajuana with poster PS.2-23, “Physics-Informed Neural Networks for Parameter Recovery in the Repressilator Oscillatory Model,” at the 3rd Biology for Physics Conference.

The conference explored living systems through nonequilibrium statistical physics, focusing on how biological function depends on energy dissipation and information processing far from equilibrium. Core concepts included entropy production as a signature of irreversibility, thermodynamic and information-theoretic limits on cellular sensing and signaling, and methods for inferring physical laws directly from noisy experimental data.

That last topic is close to what Bernat has been working on with physics-informed neural networks (PINNs), where instead of learning the physical laws from data, the laws are already known and are used to guide a machine-learning model for parameter recovery in the Repressilator, a small synthetic gene network.

Work carried out with Roger Casals-Franch, Adrián López García de Lomana, Pere Martí-Puig, and Jordi Villà-Freixa (IRIS-CC · UVic-UCC · University of Iceland).

Bernat had presented the project a few days earlier, as a talk, at MDAI 2026 in Vic.

Bernat Casajuana Presents Physics-Informed Neural Networks at MDAI 2026

By |2026-09-09T11:12:58+00:00September 9, 2026|CBBL News|

Bernat Casajuana, an undergrad Biomedical student at the CBBL, attended and presented at MDAI 2026, the 23rd International Conference on Modeling Decisions for Artificial Intelligence, held in Vic from September 7 to 9, 2026.

Bernat Casajuana and Pere Martí at MDAI 2026, Vic (September 7–9, 2026).

The meeting focused on the mathematical foundations of decision-making in AI, including the aggregation of information from multiple sources, human decision models, and explainable machine learning—concepts close to how physics-informed neural networks combine data and physical priors in a single model.

Bernat’s talk, “Physics-Informed Neural Networks for Parameter Recovery in the Repressilator Oscillatory Model,” presented work on using PINNs to recover the true kinetic parameters of the Repressilator, a small synthetic gene oscillator, directly from noisy and partially observed simulated data.

Bernat presenting the PINN approach for parameter recovery in the Repressilator model.

Work carried out with Roger Casals-Franch, Adrián López García de Lomana, Pere Martí-Puig, and Jordi Villà-Freixa (IRIS-CC · UVic-UCC · University of Iceland).

Bernat presented his project a few days later, as a poster, at the 3rd Biology for Physics Conference in Barcelona.

Roger Casals Presents Boolyne at ECCB 2026

By |2026-09-01T13:58:13+00:00September 1, 2026|CBBL News, Conferences, PhD, Research|

This week, our researcher Roger Casals presented a poster at ECCB 2026, the 25th European Conference on Computational Biology, held in Geneva and one of the leading events in computational biology, gathering more than 800 posters and 1,500 participants.

Roger Casals standing next to his poster on gene regulatory network inference at ECCB 2026
Roger Casals with poster T.20, “On the prediction of observed cell states from inferred gene regulatory networks,” at ECCB 2026.

He presented Boolyne, a framework for inferring gene regulatory networks (GRNs) directly from single-cell data. Most GRN inference methods only recover static associations between genes, so they can’t explain the mechanistic logic that drives how cells differentiate. Boolyne instead learns Boolean-driven networks that reproduce real cell states and the transitions between them, with the aim of building a genuinely predictive model—one that can anticipate how cells respond to perturbations rather than just describe what’s already been observed.

Roger Casals discussing his poster with a colleague during the ECCB 2026 poster session
Discussing Boolyne with a fellow attendee during the poster session.

Beyond the results, events like ECCB are a valuable chance to exchange ideas with the wider community and bring new questions back to our research.

Work carried out with Pau Badia-i-Mompel, Jordi Villà-Freixa, Julio Saez-Rodriguez, Jovan Tanevski, and Adrián López García de Lomana (IRIS-CC · UVic-UCC · Heidelberg · EMBL-EBI · University of Reykjavík).

This latest result builds on Roger’s earlier work on gene regulatory networks and cell-state transitions from single-cell data, previously presented at scverse 2025 at Stanford, at the XV Bioinformatics Symposium (JBI2025), at the SEBiBC congress, and in the poster selected for the VHIO Award of Computing in Oncology.

Nayanika Das Presents Advances in GPX6 Catalysis at ACS Fall 2026

By |2026-09-01T09:33:30+00:00September 1, 2026|CBBL News, Conferences, PhD, Publications, Research|

Our PhD researcher, Nayanika Das, presented her work at ACS Fall 2026, the American Chemical Society’s national meeting held in Chicago from August 23 to 27, 2026, during the in-person poster session of the Physical Chemistry (PHYS) Division.

Nayanika Das at the ACS Fall 2026 Chicago
Nayanika Das at ACS Fall 2026, Chicago (August 23–27, 2026).

Her contribution, entitled “Computational Analysis of the Free Energy Profile of the First Step of Glutathione Peroxidase 6 (GPX6) Catalysis: Insights into the Role of Selenocysteine and Species-Specific Variations” (Poster 1847, Paper ID 4516513), explores the molecular and evolutionary factors influencing GPX6 catalysis.

Using computational free-energy calculations, the study investigates the role of the catalytic residue—selenocysteine (Sec) or cysteine (Cys)—and species-specific sequence variations. It further examines how interactions between mutations, or epistasis, can influence catalytic properties and contribute to protein evolution.

Nayanika Das next to her poster on GPX6 catalysis during the ACS Fall 2026 poster session
Presenting poster 1847 during the PHYS Division poster session.

The conference provided an excellent opportunity to share this research with an international scientific community and engage in discussions across computational chemistry, biochemistry, and molecular sciences.

The work presented builds on the lab’s related study on GPX6 catalysis, published in the Journal of Chemical Information and Modeling (DOI: 10.1021/acs.jcim.6c01502), with code and analysis openly available on GitHub and the underlying dataset deposited in the CORA/CSUC repository.

Nayanika’s participation in ACS Fall 2026 marks an important milestone in her doctoral research at the intersection of computational chemistry, protein catalysis, and molecular evolution. She gratefully acknowledges COZYME and IRIS-CC for providing the grants that made her participation possible.

EVB Free-Energy Landscapes Reveal Epistasis in GPX6 Evolution

By |2026-09-01T09:33:45+00:00July 21, 2026|CBBL News, PhD, Publications, Research|

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

By |2026-09-01T09:31:00+00:00July 6, 2026|CBBL News, Group, Research|

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

By |2026-09-01T09:33:08+00:00May 14, 2026|CBBL News, PhD, Scientific outreach|

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

By |2026-09-01T09:34:03+00:00February 11, 2026|CBBL News, PhD|

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.

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