Bring diverse data.
We’re seeking cfDNA sequencing datasets, linked clinical outcomes, and partners with samples or cohorts to explore together.
FROM FRAGMENTS TO CLINICAL INTELLIGENCE
Small
fragments.
Big picture.
We’re building a foundation model to turn cell-free DNA data into clinical intelligence. Bring your data, your clinical questions, or your expertise.
↗DATA → FOUNDATION → POSSIBILITIES01 / CI
Move through the fragments
A world of possibilities.CONCEPTUAL VIEW
NOT PATIENT DATA
01 / OUR APPROACH
Your data.
Our shared foundation.
A single dataset can help answer a specific question. Learning across datasets could unlock many more.
We’re bringing together cfDNA data and clinical expertise to learn the biology shared across diagnostic questions. Our aim is to give each new application a stronger starting point.
Learn the common biology.
We’re developing a foundation model that learns patterns across samples, conditions, and datasets, so that new applications can share what it learns.
Develop clinical intelligence.
Together with clinical and diagnostic partners, we want to adapt and evaluate that foundation against questions that matter in care.
ONE FOUNDATION. MANY POSSIBILITIES.
Clinical intelligence.
In many directions.
We want to build a foundation for a wide range of blood-based diagnostics. These are the questions we want to explore with partners.
One cfDNAfoundation modelSHARED BIOLOGY
Disease detection
Can we identify a signal of disease earlier?
Tissue of origin
Where in the body is a signal coming from?
Disease characterisation
Which biological differences could matter for care?
Treatment response
Is a treatment having the intended effect?
Residual disease
Is a disease signal still present after treatment?
Recurrence monitoring
Is a disease signal returning over time?
Potential applications to develop and validate with collaborators.
02 / THE PEOPLE BEHIND THE QUESTION
Biology.
Machine learning.
Clinical ambition.
Founded by Duco Gaillard, a PhD researcher at the Netherlands Cancer Institute and TU Delft, Circulating Intelligence brings together cfDNA fragmentomics and foundation-model research.
We are developing the technology and building collaborations to test it against meaningful clinical questions.
DATA. QUESTIONS. PEOPLE.
What could your
data make possible?
We’re looking for collaborators who want to build the next generation of clinical intelligence with us.
Data & sample partners
Biobanks, cohort teams, sequencing labs, and researchers with cfDNA data or samples.
Discuss a datasetClinical & diagnostic partners
Clinicians, diagnostic developers, and biotech teams with a question to answer.
Bring a clinical questionResearchers & builders
People working across machine learning, genomics, and translation who want to contribute.
Start a conversation