Multi-variate statistical and machine learning reveals the interplay between sex and age in antibody responses to de novo SARS-CoV-2 infection and vaccination
M. Cuperlovic-Culf, S. Bennett, Y. Galipeau, P. S. McCluskie, C. Arnold, S. Bagheri, C. L. Cooper, M.-A. Langlois, J. Fritz, C. A. Piccirillo, A. M. Crawley
Abstract
Prevention of negative COVID19 infection outcomes and infection/vaccine-acquired immunity is associated with the quality of antibody responses, whose variance by age and sex are poorly understood. Integrated, network approaches, identified sex and age effects in antibody responses and neutralization potential of de novo infection and vaccination throughout the Covid-19 pandemic. Cluster analysis found neutralization values followed SARS-CoV-2 specific receptor binding RIgG, spike SIgG and S and RIgA levels based on COVID19 status. Stochastic behavior tests and other analytical methods revealed sex differences only in persons 60y.o. females. Complex correlation analyses found vaccination induced less antibody isotype switching and neutralization in older persons, especially in females. Sex dependent antibody & neutralization behavior decayed fastest in older males and with vaccination. Such sex and age characterization by machine learning can direct studies integrating cell mediated responses to define yet elusive correlates of protection and inform age and sex precision-focused vaccine design.
02 /Specification & Classification
Click any tag to browse matching papersReproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Linking Host Covariates to COVID-19 Vaccine-Induced Antibody Dynamics in a Large Healthcare Worker Cohort
Clemens Peiter, Emma Sala, … Jan Hasenauer·bioRxiv·Jun 12, 2026
- Competent immune responses to SARS-CoV-2 variants in older adults following mRNA vaccination
M. Jergovic, J. L. Uhrlaub, … J. Nikolich-Zugich·bioRxiv·Jul 22, 2021
- The Immunological Factors Predisposing To Severe COVID-19 Are Already Present In Healthy Elderly And Men
- Kinetics and correlates of the neutralizing antibody response to SARS-CoV-2
K. Vanshylla, V. Di Cristianziano, … F. Klein·bioRxiv·Jan 26, 2021
- BBIBP-CorV (Sinopharm) vaccination- induced immunity is affected by age, gender and prior COVID-19 and activates responses to spike and other antigens
Z. Hasan, K. I. Masood, … K. Ghias·bioRxiv·Nov 30, 2022
- In vivo antiviral host response to SARS-CoV-2 by viral load, sex, and age
N. A. P. Lieberman, V. Peddu, … A. L. Greninger·PLOS BiologyPeer-reviewed·Sep 8, 2020