The Journal of Infectious Diseases · 2021 · 21 citations · 36 references
Life SciencesHealth SciencesMicrobiologyMedical MicrobiologyMicrobiome ResearchVirologyCervical CancerCervical InfectionHuman Papillomavirus InfectionMicrobiome BiomarkersClinical StratificationHpv EpidemiologyHuman Papillomavirus StatusLogistic RegressionLogistic Regression ScoringMicrobiome-based Risk PredictionMicrobiome-based Risk StratificationOperating Characteristic Curves
BACKGROUND: Interplay between vaginal microbiome and human papillomavirus (HPV) remains unclear, partly due to heterogeneity of microbiota. METHODS: We used data from 546 women enrolled in a cross-sectional study in 5 Brazil. We genotyped vaginal samples for HPV and sequenced V3-V4 region of 16S rRNA gene for vaginal microbiome analysis. We used stepwise logistic regression to construct 2 linear scores to predict high-risk HPV (hrHPV) positivity: one based exclusively on presence of individual bacterial taxa (microbiome-based [MB] score) and the other exclusively on participants' sociodemographic, behavioral, and clinical (SBC) characteristics. MB score combined coefficients of 30 (of 116) species. SBC score retained 6 of 25 candidate variables. We constructed receiver operating characteristic curves for scores as hrHPV correlates and compared areas under the curve (AUC) and 95% confidence intervals (CI). RESULTS: Overall, prevalence of hrHPV was 15.8%, and 26.2% had a Lactobacillus-depleted microbiome. AUCs were 0.8022 (95% CI, .7517-.8527) for MB score and 0.7027 (95% CI, .6419-.7636) for SBC score (P = .0163). CONCLUSIONS: The proposed MB score is strongly correlated with hrHPV positivity-exceeding the predictive value of behavioral variables-suggesting its potential as an indicator of infection and possible value for clinical risk stratification.
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FLASH: fast length adjustment of short reads to improve genome assemblies
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UCHIME improves sensitivity and speed of chimera detection
R. C. Edgar, Brian J. Haas, José C. Clemente et al. · Bioinformatics · 2011 · 15.5K citations · Full text
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Vaginal microbiome of reproductive-age women
Jacques Ravel, Pawel Gajer, Zaid Abdo et al. · Proceedings of the National Academy of Sciences · 2010 · 4.2K citations
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