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Patients and therapies organize into measurable biological structure.
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Built from real patient transcriptomic cohorts linked to clinical outcomes.
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Input required: gene expression only.
Clinical labels do not fully describe biology.
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Shared biology can produce shared response across diseases.
Many failed trials still contain biological responders.
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Response enrichment emerges from biological alignment.
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No disease-specific retraining.
Input required: gene expression only.
Aggregate failure can still contain recoverable biological structure.
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Biological aging appears as continuous structural drift in transcriptomic space.
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Input required: gene expression only.
Each layer explains a different mechanism of response — from selection to intervention.
Baseline
Observed response rate
Alignment
Selecting patients likely to respond
Movement
Biological change during treatment
Rerouting
Redirecting non-responders
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A biological operating system built from transcriptomics.
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Evidence Dossier