Bioceuticals.AI
EBV program

Why EBV first

Epstein–Barr virus infects most adults and persists in B cells for life. In 2025 a Stanford team reported that EBV turns a small share of B cells into drivers of lupus autoimmunity — a network-level cascade the RNA QR code is built to read. EBV-infected B cell lines are also among the most sequenced human cells, so the first readout can be run on public data alone.

Illustration: Epstein–Barr virus particles
Source

Younis et al., Science Translational Medicine (2025); Stanford Medicine news release, Nov 12, 2025. Related indications under study by others: multiple sclerosis, rheumatoid arthritis, Crohn's disease, Sjögren's.

I. First readout

Three analyses on existing public data, success criteria fixed before we look

A. EBV-infected vs normal B cells

Public EBV-infected B cell lines (GEUVADIS) scored against normal B cells (DICE). Success criterion: the Disruption Index separates infected from normal cells on held-out samples.

B. Lupus patients over time

Public lupus blood datasets (e.g. GSE65391, GSE88884) scored against controls and against recorded disease activity. Success criterion: the Disruption Index tracks disease activity.

C. Approved-drug screen

Public drug-response profiles (Connectivity Map) scored for restoring the EBV pattern. Success criterion: about twelve approved drugs ranked for a second stage.

No new patients and no laboratory costs: all three analyses run on public data, with held-out samples and pre-registered criteria. The pre-registrations and results will be posted on this page as they are completed. RETROSPECTIVE · PUBLIC DATA (GEO/TCGA) · PRELIMINARY

Illustration: a viral cascade through a cell network
Illustration. EBV persists in B cells; the program scores how far the infected network has moved and what moves it back.
II. What the program does and does not claim

Measures and scores; does not diagnose or treat

The platform compresses a whole transcriptome into roughly eighty modules and reports two numbers: how far a disease state has moved a cell's gene network (the Disruption Index) and how far an intervention moves it back (the Restoration Index). It identifies candidate compounds for further study. It is not a diagnostic and it does not treat any condition.