Long COVID

65+ million people worldwide suffer from Long COVID. There is no validated diagnostic. Standard tests return normal while patients remain disabled. Multi-system analysis may succeed where single-system approaches fail.

4
Hypotheses
65M+
Affected
0
Validated Diagnostics

Hypotheses

LC-1

Multi-System Detection

The Problem

Single biomarkers fail because Long COVID is a multi-system disease. Cardiovascular, autonomic, cognitive, immune, and respiratory systems are all affected—but analyzing each in isolation misses the pattern.

Prediction

Cross-system coordination measures will distinguish Long COVID from recovered with AUC >0.80, outperforming any single biomarker by >10%.

LC-2

Severity Correlation

Prediction

Multi-system coordination scores will correlate with functional impairment (r >0.50) and predict work disability status.

LC-3

Phenotypic Subtypes

Prediction

Unsupervised clustering will reveal ≥3 distinct phenotypes (autonomic-dominant, inflammatory-dominant, neurological-dominant) with different treatment responses.

LC-4

Treatment Response Monitoring

Prediction

Multi-system coordination change will correlate with symptom improvement (r >0.40), enabling objective treatment monitoring.