Clinical validation of an AI-based blood testing device for diagnosis and prognosis of acute infection and sepsis.
Summary
In a 1,222-patient ED cohort, a 29-mRNA isothermal amplification test with ML (TriVerity) outperformed CRP/PCT/WBC for bacterial/viral differentiation and predicted 7-day critical care interventions. High rule-in specificity and rule-out sensitivity suggest potential for antibiotic stewardship, pending interventional trials.
Key Findings
- TriVerity achieved AUROC 0.83 for bacterial and 0.91 for viral infection, outperforming CRP, procalcitonin, and WBC.
- Severity score AUROC 0.78 for predicting need for critical care interventions within 7 days, improving over qSOFA.
- Rule-in specificity >92% and rule-out sensitivity >95% across scores; projected 60–70% reduction in inappropriate antibiotic decisions.
Clinical Implications
May enable earlier, more accurate differentiation of bacterial vs viral infections and severity risk stratification in ED workflows, reducing unnecessary antibiotics and optimizing resource allocation.
Why It Matters
Demonstrates clinically validated host-response diagnostics with superior accuracy over standard biomarkers, offering an actionable path for early sepsis triage and antimicrobial stewardship.
Limitations
- No interventional testing to show clinical outcome improvement; actionability remains to be proven.
- Device/instrument requirements and costs may affect scalability; real-world impact on antibiotic use needs trial confirmation.
Future Directions
Conduct interventional trials testing TriVerity-guided care pathways on antibiotic stewardship and patient outcomes; assess cost-effectiveness and integration into ED workflows.
Study Information
- Study Type
- Cohort
- Research Domain
- Diagnosis
- Evidence Level
- II - Prospective diagnostic validation cohort with adjudicated endpoints; non-randomized.
- Study Design
- OTHER