Management of CMV, EBV, and HIV viral load quality control data using Unity Real Time.
Duane W NewtonNico VandePoeleJohn C Yundt-PachecoDavid GauthierMichael A BachmanPublished in: Journal of clinical microbiology (2021)
Quality control (QC) rules (Westgard rules) are applied to viral load testing to identify runs that should be reviewed or repeated, but this requires balancing the patient safety benefits of error detection with the cost and inefficiency of false rejection. In this study, we identified the total allowable errors (TEa) from the literature and utilized a commercially available software program (Unity Real Time, Bio-Rad Laboratories) to manage QC data, assess assay performance, and provide QC decision support for both FDA-approved/cleared (Abbott CMV and HIV viral load) as well as laboratory-developed (EBV viral load) assays. Unity Real Time was used to calculate means, SDs, and %CV of negative, low positive and high positive control data from 73-83 days of testing. Sigma values were calculated to measure the test performance relative to a TEa of 0.5 log10. The Sigma value of 5.06 for EBV predicts ∼230 erroneous results per million individual patient tests (0.02% frequency), whereas Sigma values >6 for CMV (11.32) and HIV (7.66) indicate <4 erroneous results per million individual patient tests. Unity Real Time QC Design module utilized these Sigma values to recommend QC rules and provided objective evidence for loosening the laboratory's existing QC rules for run acceptability-potentially reducing false rejection rates by 10-fold for the assay with the most variation (EBV viral load). This study provides a framework for laboratories, with Unity Real Time as a tool, to evaluate assay performance relative to clinical decision points and establish optimal rules for routine monitoring of molecular viral load assay performance.
Keyphrases
- quality control
- patient safety
- epstein barr virus
- high throughput
- antiretroviral therapy
- hiv positive
- hiv infected
- human immunodeficiency virus
- hiv testing
- diffuse large b cell lymphoma
- hepatitis c virus
- quality improvement
- hiv aids
- electronic health record
- men who have sex with men
- case report
- systematic review
- oxidative stress
- machine learning
- emergency department
- single cell
- single molecule
- loop mediated isothermal amplification