Normalizing real-time PCR results in routine testing

J Vet Diagn Invest. 2024 Jan;36(1):78-85. doi: 10.1177/10406387231206080. Epub 2023 Nov 2.

Abstract

Normalization, the process of controlling for normal variation in sampling and testing, can be achieved in real-time PCR assays by converting sample quantification cycles (Cqs) to "efficiency standardized Cqs" (ECqs). We calculated ECqs as E-ΔCq, where E is amplification efficiency and ΔCq is the difference between sample and reference standard Cqs. To apply this approach to a commercial porcine reproductive and respiratory syndrome virus (PRRSV) RT-qPCR assay, we created reference standards by rehydrating and then diluting (1 × 10-4) a PRRSV modified-live vaccine (PRRS MLV; Ingelvac) with serum or oral fluid (OF) to match the sample matrix to be tested. Sample ECqs were calculated using the mean E and reference standard Cq calculated from the 4 reference standards on each plate. Serum (n = 132) and OF (n = 130) samples were collected from each of 12 pigs vaccinated with a PRRSV MLV from -7 to 42 d post-vaccination, tested, and sample Cqs converted to ECqs. Mean plate Es were 1.75-2.6 for serum and 1.7-2.3 for OF. Mean plate reference standard Cqs were 29.1-31.3 for serum and 29.2-31.5 for OFs. Receiver operating characteristic analysis calculated the area under the curve for serum and OF sample ECqs as 0.999 (95% CI: 0.997, 1.000) and 0.947 (0.890, 1.000), respectively. For serum, diagnostic sensitivity and specificity of the commercial PRRSV RT-qPCR assay were estimated as 97.9% and 100% at an ECq cutoff ≥ 0.20, and for OF, 82.6% and 100%, respectively, at an ECq cutoff ≥ 0.45.

Keywords: ECq; amplification efficiency; normalization; real-time PCR; run-to-run variation.

MeSH terms

  • Animals
  • Antibodies, Viral
  • Porcine Reproductive and Respiratory Syndrome* / diagnosis
  • Porcine Reproductive and Respiratory Syndrome* / prevention & control
  • Porcine respiratory and reproductive syndrome virus* / genetics
  • Real-Time Polymerase Chain Reaction / veterinary
  • Swine
  • Swine Diseases* / diagnosis
  • Vaccines, Attenuated
  • Viral Vaccines*

Substances

  • Antibodies, Viral
  • Viral Vaccines
  • Vaccines, Attenuated
  • 5-chloroquinoxaline-2-sulfanilamide