Factors associated with human papillomavirus (HPV) virus load variations in genital infections in young women
Tessandier, N.; Boue, V.; Kamiya, T.; Supplisson, O.; Murall, C. L.; Reyne, B.; Selinger, C.; Bernat, C.; Grasset, S.; Groc, S.; Rahmoun, M.; Bonneau, M.; Foulongne, V.; Graf, C.; Tribout, V.; Pretet, J.-L.; Reynes, J.; Segondy, M.; Bravo, I. G.; Boulle, N.; Alizon, S.
Show abstract
Human papillomaviruses (HPVs) are the most oncogenic viruses known to humans, with 12 high-risk (HR) genotypes causing nearly all cervical cancers. Cytology is commonly used to screen for cervical lesions but is currently being replaced by testing for high-risk HPV (HR HPV). Although HR HPV screening has a higher sensitivity, its specificity is limited, and it is currently advised to repeat the first screening 4 to 6 months later. To increase the sensitivity of the screening triage, other biomarkers have been suggested, including HPV viral load. Indeed, since 1999, several independent studies have found an association between HR HPV viral load in cervical samples and the severity of cervical disease. Here, we further explore the determinants of variations in HPV viral load in genital infections in young adult women. We analysed samples collected in the PAPCLEAR clinical cohort for participants who were infected by HPV genotypes for which we quantified virus load using qPCR targeting 13 genotypes. We developed a Bayesian statistical model estimating the effect of covariates of interest on the HPV viral load. To analyse precisely the viral load difference between HPV genotypes, phylogenetic distances between HPVs were also integrated in the Bayesian model. Our results fail to identify an effect of anti-HPV vaccination, co-infections by multiple HPVs or tobacco smoking on the detected viral load. On the opposite, swabs contained significantly more viral copies than cervical smears. Our results also highlight that most of the viral load variance could be explained at the genotype level (80%) rather than at the individual level (20%). Our model reveals important differences in viral load detected between the different genotypes tested, with HPV16 being the highest and HPV18 the lowest. The impact of phylogenetic signal on viral load was also estimated to be low, except for a cluster comprised of HPV53, HPV66 and HPV56. These results contribute to identifying the main drivers of HPV viral load detected and could help design needed future screening policies.
Matching journals
The top 13 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Phylogenomics and population genomics of SARS-CoV-2 in Mexico reveals variants of interest (VOI) and a mutation in the Nucleocapsid protein associated with symptomatic versus asymptomatic carriers 89%
- Development of a nextflow bioinformatics pipeline for the detection of SARS-CoV-2 co-infection cases from genomic surveillance in the Philippines 88%
- The structure and diversity of strain level variation in vaginal bacteria 88%
Similar papers in this journal
- HPV detection patterns in young women from the PAPCLEAR longitudinal study: implications for HPV screening policies 94%
- Increased transmissibility of the B.1.1.7 SARS-CoV-2 variant: Evidence from contact tracing data in Oslo, January to February 2021 86%
- Incidence of SARS-CoV-2 infection in a cohort of workers from the University of Porto 86%
Similar papers in this journal
- Endocervical regulatory T cells are associated with decreased genital inflammation and lower HIV target cell abundance 90%
- Expansion of Human Papillomavirus-Specific T Cells in Periphery and Cervix in a Therapeutic Vaccine Recipient Whose Cervical High-Grade Squamous Intraepithelial Lesion Regressed 89%
- IL-7-adjuvanted vaginal vaccine elicits strong mucosal immune responses in non-human primates 88%
Similar papers in this journal
- Prevalence of co-infection between high-risk human papillomavirus and common sexually transmitted infections in cervical specimens 91%
- Cervical and systemic innate immunity predictors of HIV risk linked to genital herpes acquisition and time from HSV-2 seroconversion 89%
- The rise and fall of the new variant of Chlamydia trachomatis in Sweden: mathematical modelling study 89%
Similar papers in this journal
- Prevalence and determinants of oral and cervicogenital HPV infection: baseline analysis of the MHOC cohort study 92%
- Comparison of Self-Collected Vaginal Swabs and First-Void Urine for Detection of Human Papillomavirus in Sexually Active Girls and Women in Three South Asian Countries 91%
- Comparative Assessment of p16/Ki-67 Dual Staining Technology for Cervical Cancer Screening in Women Living with HIV (COMPASS-DUST) – Study Protocol 91%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.