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Quantifying Neutralizing Antibodies in Patients with COVID-19 by a Two-Variable Generalized Additive Model

Kuan‐Ting Liu, Yu‐Nong Gong, Chung‐Guei Huang, Peng-Nien Huang, Kar-Yee Yu, Hou-Chen Lee, Sun-Che Lee, Huan-Jung Chiang, Yu-An Kung, Yueh‐Te Lin, Mei–Jen Hsiao, Po‐Wei Huang, Sheng‐Yu Huang, Hsin-Tai Wu, Chih‐Ching Wu, Rei‐Lin Kuo, Kuan‐Fu Chen, Chuan-Tien Hung, Kasopefoluwa Y. Oguntuyo, Christian S. Stevens, Shreyas Kowdle, Hsin-Ping Chiu, Benhur Lee, Guang‐Wu Chen, Shin‐Ru Shih

2022mSphere18 citationsDOIOpen Access PDF

Abstract

Herein, we present a new approach for serological testing for SARS-CoV-2 antibodies using innovative laboratory methods that demonstrate a combination of biology and mathematics. The traditional virus neutralization test is the gold standard method; however, it is time-consuming and poses a risk to medical personnel. Thus, there is a demand for methods that rapidly quantify neutralizing antibody titers in patients with COVID-19 or examine vaccine efficacy at a biosafety level 2 containment facility. Therefore, we used a two-variable generalized additive model to analyze the results of the enzyme-linked immunosorbent assay and found the method to serve as a surrogate to quantify neutralizing antibody titers. This methodology has potential for clinical use in assessing vaccine efficacy.

Topics & Concepts

SerologyCoronavirus disease 2019 (COVID-19)VirologySevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)AntibodyGold standard (test)Neutralization2019-20 coronavirus outbreakNeutralizing antibodyMedicineImmunologyMathematicsStatisticsInfectious disease (medical specialty)Internal medicineOutbreakDiseaseSARS-CoV-2 and COVID-19 ResearchSARS-CoV-2 detection and testingCOVID-19 epidemiological studies
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