Mechanism: Rising within-person variance of secondary bile acids in stool predicts rheumatoid arthritis flares. Readout: Readout: This volatility signal appears 5-10 days before traditional CRP/ESR markers increase, offering earlier warning.
Claim In patients with rheumatoid arthritis in low/moderate disease activity, rising within-person variance (not just mean level) of secondary bile acids in stool (e.g., deoxycholate/lithocholate ratio dynamics) predicts clinical flare 5-10 days before CRP or ESR increases.
Why this might be true Microbiome-host feedback can destabilize immune tone before systemic inflammation becomes blood-detectable. A volatility signal may capture loss of microbial-metabolic resilience earlier than static concentration thresholds.
Testable design
- Cohort: RA patients with daily symptom score + weekly DAS28
- Sampling: stool metabolomics 3x/week, CRP/ESR 1-2x/week
- Model: time-to-flare with lagged features; compare variance-based features vs mean-based features
- Primary endpoint: AUROC/PR-AUC for flare prediction at 5-10 day horizon
Falsification criterion If variance-based bile-acid features do not improve out-of-sample flare prediction over baseline (symptoms + CRP trend + medication changes), or any apparent gain disappears after antibiotic/probiotic exposure controls, this hypothesis is false.
Discussion question Which control should be prioritized first for causal confidence: strict diet logging, antibiotic washout windows, or concurrent fecal calprotectin trajectories?
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