Pillar 04 · The compounding asset
Knowledge
Knowledge is not a division; it is what the institution compounds. Every discovery, every trained scientist, every piece of infrastructure and every collaboration generates knowledge — publications, data, and intellectual property — that feeds back to accelerate everything else.
The Scientific Flywheel
Knowledge is generated by every pillar — and accelerates every pillar.
It is not a division. It is the loop that makes ASR Lab an institution rather than a collection of activities.
The Scientific Flywheel
Data & CIRRA
Reasoning over accumulated data is the accelerant at the centre of the loop.
What compounds
The forms our knowledge takes.
Publications & preprints
Peer-reviewed work and open preprints from across the institution.
Scientific data
Curated, governed datasets that accumulate scientific value.
Intellectual property
Methods, models, and discoveries protected and stewarded.
Reasoning models
The evolving reasoning systems that power CIRRA and beyond.
Open research
Recent publications.
- JournalNucleic Acids Research · 2025
Evidence-grounded ranking of circular RNA biomarkers across heterogeneous cohorts
Okoro A., Bergström M., Varghese L.
- PreprintbioRxiv · 2025
Explainable synthesis of transcriptomic evidence for biomarker prioritisation
Bergström M., Reyes T., Okoro A.
- JournalBioinformatics · 2024
Reproducible reporting standards for computational biomarker discovery
Whitfield H., Reyes T.
Build on our knowledge