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Updated: May 8, 2026

Microbiological Rapid On-Site Evaluation for Pulmonary Infectious Diseases
Published on: March 1, 2024
Systems Biology and Ratio-Based, Real-Time Disease Surveillance
1Los Alamos National Laboratory, Biosecurity & Public Health, Los Alamos, NM, USA.
This study introduces a novel ratio-based method for early infectious disease detection, analyzing blood leucocyte ratios to identify inflammation and disease stages without needing to know the specific pathogen. The method effectively distinguishes inflamed from non-inflamed birds and identifies different inflammatory phases.
Area of Science:
- * Systems Biology
- * Infectious Disease Surveillance
- * Immunology
Background:
- * Current infectious disease surveillance methods often lack the sensitivity for early detection.
- * Early identification of inflammation is crucial for timely intervention and disease management.
- * Systems Biology approaches offer potential for novel diagnostic strategies.
Purpose of the Study:
- * To evaluate a ratio- and Systems Biology-based method for early detection of inflammation and disease.
- * To determine if the method can distinguish between inflamed (D+) and non-inflamed (D-) states.
- * To assess the method's ability to detect multiple disease stages and its sensitivity to sample size.
Main Methods:
- * Experimental infection of birds with West Nile virus (WNV) served as a reference group.
- * A problem group of WNV-negative birds with inflammation was analyzed.
- * Blood leucocyte ratios were measured over 22 days using a ratio-based system.
Main Results:
- * The ratio-based method successfully distinguished three data classes: one D- and two D+.
- * Two distinct inflammatory stages (early and late) were identified.
- * The method differentiated responders based on speed and identified individuals that recovered versus those remaining inflamed.
Conclusions:
- * Ratio-based analysis of blood leucocytes is a promising method for early inflammation detection.
- * The method is effective even with small sample sizes and does not require prior knowledge of the infectious agent.
- * Utilizing ratios in disease surveillance can enhance the recognition of inflammation patterns, improving early detection capabilities.
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