Systems and methods for developing diagnostic tests based on biomarker information from legacy clinical sample sets
View Patent ↗Disclosed are systems and methods for developing diagnostic tests (e.g., detection, screening, monitoring, and prognostic tests) based on biomarker information from legacy clinical sample sets, for which only small sample volumes (e.g., about 0.05 to about 1.0 mL or less per sample) are typically available. For example, biomarkers (e.g., about 10, 50, 100, 150, 200, 300, or more) may be detected in the clinical samples through the use of single molecule detection and each biomarker may be detected in an assay that includes about 1 μL or less of a legacy clinical sample.
1. Apparatus for developing a test for determining a health state, said apparatus comprising:
a single molecule detector for measuring at least 10 biomarkers within each of a plurality of legacy clinical samples, wherein the total volume of each legacy clinical sample conforms to a sample requirement of said single molecule detector; and a processor for generating a model for determining said health state based at least in part on an analysis of said measured biomarkers from said legacy clinical samples.
2. The apparatus of claim 1 , wherein, for each legacy clinical sample, said single molecule detector is configured to measure each biomarker in an assay of said legacy clinical sample, wherein said assay comprises about 1 uL of said legacy clinical sample.
3. The apparatus of claim 2 , wherein said assay comprises an immunoassay.
4. The apparatus of claim 1 , wherein said processor is configured to perform a statistical analysis to determine whether said biomarker correlates with a presence or absence of said health state.
5. The apparatus of claim 1 , wherein said processor comprises a machine learning tool configured to generate a mathematical model or biomarker pattern that diagnoses or predicts said health state.
6. The apparatus of claim 1 , wherein said processor is further configured to analyze clinical information accompanying each legacy clinical sample for an association with said disease.
7. The apparatus of claim 1 , wherein said single molecule detector measures less than 100,000 molecular events for a given biomarker within at least one of said legacy samples.
8. The apparatus of claim 1 , wherein said single molecule detector measures less than 10,000 molecular events for a given biomarker within at least one of said legacy samples.
9. The apparatus of claim 1 , wherein said single molecule detector measures less than 1,000 molecular events for a given biomarker within at least one of said legacy samples.
10. The apparatus of claim 1 , wherein said single molecule detector measures less than 100 molecular events for a given biomarker within at least one of said legacy samples.
11. The apparatus of claim 1 , wherein at least one of said biomarkers is present at a sample concentration of 1 pg/ml or less or is measured using 10 uL or less of sample volume.