To Immunity and Beyond

Oxford University

In a series produced by the Oxford Immunology Network, Professor Paul Klenerman talks with colleagues about their recent ground-breaking publications, exploring the original scientific goals, challenges they encountered along the way, and future ambitions in the field. This series will be of interest to anyone studying or working in immunology, medical sciences, biology or related fields. NB: To Immunity and Beyond is for educational purposes only and should not be considered professional medical advice.

  1. 2D AGO

    Unravelling T-Cell Recognition – Insights from Immunology and AI

    A conversation with Professor Hashem Koohy about possibilities for use of AI in driving forward T cell research. In the first To Immunity and Beyond episode of 2026, Paul Klenerman speaks with systems biologist Hashem Koohy, whose career journey from pure mathematics to immunology offers a fresh lens on T cell research. Hashem describes how advances in genomics, data science, and AI led him to focus on one of immunology’s central challenges: understanding how T cells recognise their targets, a process critical to infections, cancer, and immunotherapy. The discussion explores why predicting T cell–antigen interactions remains difficult despite vast datasets and powerful AI tools. Hashem argues that progress requires more than better predictions—it demands clearer biological concepts, realistic expectations, and data designed to answer the right questions. He highlights the importance of cross-disciplinary collaboration and calls for AI to be used not just to generate results, but to reveal the underlying rules of immune recognition. Further reading: T Cell Recognition Community LinkedIn page: https://www.linkedin.com/groups/15319051/ Hudson, D., Fernandes, R.A., Basham, M. et al. Can we predict T cell specificity with digital biology and machine learning? Nat Rev Immunol 23, 511–521 (2023). https://doi.org/10.1038/s41577-023-00835-3 McMaster, B., Thorpe, C., Ogg, G. et al. Can AlphaFold’s breakthrough in protein structure help decode the fundamental principles of adaptive cellular immunity? Nat Methods 21, 766–776 (2024). https://doi.org/10.1038/s41592-024-02240-7 Hashem’s website: https://www.immunointelligence.co.uk/ ImmSilico: https://www.immsilico.com/

    42 min
  2. 06/23/2025

    ‘Dangerous Matter’: A New Opera on Vaccine Science, Memory, and Innovation

    A conversation with Zakiya Leeming and Rachel Hindmarsh about the Thanks for the Memories project and a new opera. The Thanks for the Memories public engagement programme is about to premier a new opera, ‘Dangerous Matter’, at the Royal Northern College of Music on June 24th, 2025, inspired both by the story of Lady Mary Wortley Montagu, and by research into immune memory. On this episode we talk to composer Zakiya Leeming and facilitator Rachel Hindmarsh about how they developed the opera, and find out about their wider creative programme of science and music engagement with secondary school students. The project would like to thank the Wellcome Trust, who have supported the project through an Enriching Engagement Grant. The project would also like to thank researchers at the University of Oxford and University of Manchester who have supported scientific engagement throughout the project. Further reading: · Project website: https://www.immunology.ox.ac.uk/about/public-engagement/thanks-for-the-memories-t4tm · Zakiya Leeming article on the process of writing the opera: https://oxfordroadcorridor.com/medicine-memory-and-the-music-of-defiance/ · Dawn, on the Morning after the Storm - collaboration between Zakiya and the International Severe and Acute Respiratory and Emerging Infection Consortium (ISARIC) during Covid pandemic https://www.youtube.com/watch?v=e0l3S04TfFY; Guardian article about the performance https://www.theguardian.com/music/2021/jun/16/musical-composition-inspired-by-uk-covid-research-to-have-world-premiere · PRISM website https://www.rncm.ac.uk/research/research-activity/research-centres-rncm/prism/

    32 min

About

In a series produced by the Oxford Immunology Network, Professor Paul Klenerman talks with colleagues about their recent ground-breaking publications, exploring the original scientific goals, challenges they encountered along the way, and future ambitions in the field. This series will be of interest to anyone studying or working in immunology, medical sciences, biology or related fields. NB: To Immunity and Beyond is for educational purposes only and should not be considered professional medical advice.