Cyndy Thooi

Learning the Language of Bacterial Genomes with a Contextualised Protein Language Model

Learning the Language of Bacterial Genomes with a Contextualised Protein Language Model

Biosciences Seminar Speaker: Maciek Wiatrak, Cambridge University

Place: 305, Bedford Way (26)

Date: 02/10/2025
Time: 11.00-12.00

Bacteria have evolved a vast diversity of functions and behaviours which are currently incompletely understood and poorly predicted from DNA sequence alone. To understand the syntax of bacterial evolution and discover genome-to-phenotype relationships, we curated over 1.3 million genomes spanning bacterial phylogenetic space, representing each as an ordered sequence of proteins which collectively were used to train a transformer-based, contextualised protein language model, Bacformer. By pretraining the model to learn genome-wide evolutionary patterns, Bacformer captures the compositional and positional relationships of proteins and can accurately: predict protein-protein interactions, operon structure (which we validated experimentally), and protein function; infer phenotypic traits and identify likely causal genes; and design template synthethic genomes with desired properties. Thus, Bacformer represents a new foundation model for bacterial genomics that provide biological insights and a framework for prediction, inference, and generative tasks.

 

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Bernal Lecture 2025 to explore the radical legacy of Alan Mackay

Bernal Lecture 2025 to explore the radical legacy of Alan Mackay

Birkbeck’s annual Bernal lecture honours the pioneering spirit of JD Bernal, and this year shines a light on one of his most remarkable protégés.

The 2025 Bernal Lecture will be held under the title “The Harvest of an Eclectic Mind: Alan Mackay and the Rewriting of the Book of Crystallography.” The lecture celebrates the life and work of Alan Mackay, an independent thinker whose bold ideas helped reshape modern crystallography.

Mackay, who joined JD Bernal’s lab at Birkbeck more than 75 years ago, was known for questioning scientific conventions and pushing the boundaries of structural science. His  research on quasicrystals – structures that challenged accepted theories of symmetry and crystallography – later became the basis for a Nobel Prize-winning discovery.

The 2025 lecture will be delivered by Professor John Finney, a former Birkbeck student and close colleague of both Bernal and Mackay. Drawing on personal experience, Professor Finney will explore the unique intellectual environment of Bernal’s laboratory, a space where collaboration, curiosity and radical ideas thrived.

Established in 1968, the Bernal Lecture commemorates JD Bernal (1901–1971), former Professor of Physics and Chair of Crystallography at Birkbeck. A pioneer in X-ray crystallography, Bernal was also known for his interest in the social impact of science and his leadership during the Second World War. His legacy lives on through this annual event, which returned in 2024 after a pandemic-related pause.

Katherine Thompson, from Birkbeck’s Faculty of Science commented:

“Scientific research for the benefit of society is at the heart of Birkbeck, and the Bernal Lecture is always a highlight of our year. This time it is especially meaningful, as we commemorate the life, ideas, and legacy of two remarkable scientists: JD Bernal and Alan Mackay. The lecture will be delivered by John Finney, a former Birkbeck PhD student who knew and worked with both men. John went on to serve as Chief Scientist at the national neutron facility ISIS before becoming Quain Professor of Physics at UCL. We look forward to what promises to be a fascinating and thought-provoking evening.”

The lecture will be taking place on 23 September, 16:00 – 19:00, at Birkbeck Clore Management Centre. The event is open to the public, with all encouraged to attend.

Further Information

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Protein Annotations in the age of AI

Protein Annotations in the age of AI

A not-for-profit symposium highlighting recent AI-based developments to enhance protein family classifications, annotations and analyses. There will be talks from world leaders in structural bioinfomatics on various themes including pioneering protein language models and key international resources including: PDBe, InterPro, UniProt, MGnify, SWISS-MODEL, FrustraEvo and CATH.

Invited Speakers:

  • Christine Orengo — University College London
  • Burkhard Rost — Technical University, Munich, Germany
  • Janet Thornton — European Bioinfomatics Institute, Cambridge
  • David Jones — University College London
  • Gonzalo Parra — Barcelona Supercomputer Centre, Spain
  • Sameer Velankar — European Bioinfomatics Institute, Cambridge
  • Alex Bateman — European Bioinfomatics Institute, Cambridge
  • Maria Martin — European Bioinfomatics Institute, Cambridge
  • Rob Finn — European Bioinfomatics Institute, Cambridge
  • Gerardo Tauriello — Biozentrum, Basle, Switzerland
  • Alexey Murzin — Laboratory of Molecular Biology, Cambridge

If you wish to showcase your research with a poster presentation, please submit a 300-words or less abstract (including references) to Dr. Vaishali Waman at v.waman@ucl.ac.uk before 1st September.

Note: the £10 charge for tickets contributes towards the cost of 2 coffee breaks and lunch.

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Swiss Government Excellence Scholarships 2026/27 for British researchers

Swiss Government Excellence Scholarships 2026/27 for British researchers

The Swiss government offers fellowships for British researchers to undertake a research project in Switzerland.

Switzerland has some of the world’s top universities and research institutes © Switzerland Tourism / Lorenz Richard The Swiss Government Excellence Scholarships give early-stage British researchers (Master’s degree or recent PhD) the opportunity to pursue a research project at postgraduate, doctoral or postdoctoral level at any of Switzerland’s universities or national research institutes. Applicants need to propose a research project that is supported by an academic supervisor at their institution of choice. Maximum duration is 12 months for research projects and 36 months for pursuing a PhD. The application deadline for Scholarships commencing in September 2026 is 5 December 2025.

Details and application guidelines.

For further information please contact Dr Lutz-Peter Berg (lutz-peter.berg@eda.admin.ch) at the Embassy of Switzerland in London.

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Engineering plants and algae into next-generation crops

Potato farmA new project led by UCL seeks to develop the plants and food of the future, supported by UK government funding from the Advanced Research and Invention Agency (ARIA).

Professor Saul Purton (UCL Structural & Molecular Biology) and Dr Scott Lenaghan (University of Tennessee) are co-leading a project, supported by an £8.9 million grant, that aims to harness the power of organisms that capture energy from sunlight (photosynthesis) – both land plants and algae – for the sustainable, affordable, and accessible production of valuable compounds for healthcare and manufacturing.

 

Read the full article here.

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TwinsUK: a study of health and ageing from cells to society

TwinsUK is the UK’s largest study of adult twins who have contributed their health data over up to 30 years. Claire Steves, together with twins involved in the studies – Yvonne Haines and Sandra Coles, will talk about how this collaboration between scientists and participants has contributed to understanding of how we can stay healthy as we age.

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Franca Fraternali Keynote Speaker at 3DSIG/ISMB 2025 in Liverpool

Happy to announce that Prof. Franca Fraternali as a Keynote speaker this year at 3DSIG/ISMB in Liverpool! Prof. Fraternali will present cutting-edge AI and structure-based strategies for antibody design, from chain pairing prediction to beyond-CDR engineering.

You can still register to attend the conference and stay updated about the latest developments in Structural Bioinformatics and Computational Biophysics!

Find more information on the conference: https://www.iscb.org/ismbeccb2025/home

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Frances Brodsky elected a member of the American Academy of Arts and Sciences

frances brodskyCongratulations to Professor Frances Brodsky on being elected a member of the American Academy of Arts and Sciences in the Cellular and Developmental Biology Section of Biological Sciences, in recognition of her outstanding scientific and leadership achievements.

We are proud to see Frances join the ranks of such distinguished individuals whose, in the words of Academy President L.L. Patton, “accomplishments speak volumes about the human capacity for discovery, creativity, leadership, and persistence. They are a stellar testament to the power of knowledge to broaden our horizons and deepen our understanding.”

Frances’s research focuses on membrane traffic in cells, and on the structure and function of clathrin and adaptor proteins that regulate these processes in health and disease.

Find out more about the Brodsky lab: https://www.ucl.ac.uk/biosciences/structural-and-molecular-biology/brodsky-lab/ 

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Thalassinos Lab at UCL Characterises the Structure of a Disease-Associated Conformational Intermediate of Alpha-1-Antitrypsin

For the past 15 years at UCL, the Thalassinos Lab has been studying alpha-1-antitrypsin, focusing on understanding the early misfolding events and how monomers form higher-order oligomers. Despite numerous models reported in the literature, the formation of the dimer as the first step towards higher-order oligomers has always been intriguing, with many different models of the dimer being reported.

Using a combination of cyclic ion mobility and top-down electron capture dissociation, the team has identified and characterised an intermediate misfolded metastable state, where approximately 12% of the molecule at the C-terminus is displaced. Their data supports a polymer mediated by an intermolecular C-terminal domain insertion but also establishes a previously unobserved progression of pathogenic structural changes, thus extending the mechanism of alpha-1-antitrypsin polymerization. Importantly, this intermediate was also observed in alpha-1 protein extracted from human tissue.

Previous proposed intermediates were extrapolated from in vitro studies using methods that study the bulk average. The unique ability of ion mobility mass spectrometry to separate co-existing conformers and perform native top-down fragmentation, along with performing these analyses on ex vivo material, has been crucial. This highlights the power of ion mobility for studying early misfolding events.

The Thalassinos Lab extends their gratitude to the Irving and Lomas labs for their collaboration, and all the patients who provided material for this study. 

For more information: https://pubs.acs.org/doi/epdf/10.1021/jacs.4c18139?ref=article_openPDF

Posted by Cyndy Thooi in News, Publications
Brian Ho’s group published paper in PLOS Journal

Brian Ho’s group published paper in PLOS Journal

Brian Ho’s group recently published a paper in PLOS Journal on 18th July 2024.

Interbacterial competition plays an important role in the dynamics of microbial communities, however the impact of such competition on host defenses is less clear. In this work, we use a zebrafish model to reductively investigate the host response to distinct forms of bacterial antagonism in well-defined bacterial communities. We looked at bacterial killing mediated by the type VI secretion system (T6SS) and observed that this form of bacterial antagonism resulted in prolonged inflammatory responses and an increase in host death, independent of any specific effector or bacterial species. By contrast, bacterial killing mediated by colicins, despite being significantly more efficient in eliminating sensitive bacteria, induced minimal host responses, resulting in a substantially better host outcome. Altogether, these results provide insight into the roles of different antibacterial systems that pathogens and commensals use inside their host.

Full paper can be accessed here.

Posted by Cyndy Thooi in Publications