Literature DB >> 33256024

Vaginal Microbiome-Based Bacterial Signatures for Predicting the Severity of Cervical Intraepithelial Neoplasia.

Yoon Hee Lee1,2,3, Gi-Ung Kang4, Se Young Jeon2,3, Setu Bazie Tagele4, Huy Quang Pham4, Min-Sueng Kim4, Sajjad Ahmad4, Da-Ryung Jung5, Yeong-Jun Park4, Hyung Soo Han3,6, Jae-Ho Shin4,5, Gun Oh Chong1,2,3.   

Abstract

Although emerging evidence revealed that the gut microbiome served as a tool and as biomarkers for predicting and detecting specific cancer or illness, it is yet unknown if vaginal microbiome-derived bacterial markers can be used as a predictive model to predict the severity of CIN. In this study, we sequenced V3 region of 16S rRNA gene on vaginal swab samples from 66 participants (24 CIN 1-, 42 CIN 2+ patients) and investigated the taxonomic composition. The vaginal microbial diversity was not significantly different between the CIN 1- and CIN 2+ groups. However, we observed Lactobacillus amylovorus dominant type (16.7%), which does not belong to conventional community state type (CST). Moreover, a minimal set of 33 bacterial species was identified to maximally differentiate CIN 2+ from CIN 1- in a random forest model, which can distinguish CIN 2+ from CIN 1- (area under the curve (AUC) = 0.952). Among the 33 bacterial species, Lactobacillus iners was selected as the most impactful predictor in our model. This finding suggests that the random forest model is able to predict the severity of CIN and vaginal microbiome may play a role as biomarker.

Entities:  

Keywords:  cervical intraepithelial neoplasia; machine learning; vaginal microbiome

Year:  2020        PMID: 33256024      PMCID: PMC7761147          DOI: 10.3390/diagnostics10121013

Source DB:  PubMed          Journal:  Diagnostics (Basel)        ISSN: 2075-4418


  47 in total

1.  Vaginal microbiome of reproductive-age women.

Authors:  Jacques Ravel; Pawel Gajer; Zaid Abdo; G Maria Schneider; Sara S K Koenig; Stacey L McCulle; Shara Karlebach; Reshma Gorle; Jennifer Russell; Carol O Tacket; Rebecca M Brotman; Catherine C Davis; Kevin Ault; Ligia Peralta; Larry J Forney
Journal:  Proc Natl Acad Sci U S A       Date:  2010-06-03       Impact factor: 11.205

Review 2.  Sex steroids and cervical cancer.

Authors:  Dan Hellberg
Journal:  Anticancer Res       Date:  2012-08       Impact factor: 2.480

3.  Vaginal lactobacillus flora of healthy Swedish women.

Authors:  Alejandra Vásquez; Tell Jakobsson; Siv Ahrné; Urban Forsum; Göran Molin
Journal:  J Clin Microbiol       Date:  2002-08       Impact factor: 5.948

4.  Cervical Microbiota Associated with Higher Grade Cervical Intraepithelial Neoplasia in Women Infected with High-Risk Human Papillomaviruses.

Authors:  Chandrika J Piyathilake; Nicholas J Ollberding; Ranjit Kumar; Maurizio Macaluso; Ronald D Alvarez; Casey D Morrow
Journal:  Cancer Prev Res (Phila)       Date:  2016-03-02

5.  Presence of Streptococcus anginosus DNA in esophageal cancer, dysplasia of esophagus, and gastric cancer.

Authors:  H Sasaki; T Ishizuka; M Muto; M Nezu; Y Nakanishi; Y Inagaki; H Watanabe; H Watanabe; M Terada
Journal:  Cancer Res       Date:  1998-07-15       Impact factor: 12.701

6.  Microbiome Helper: a Custom and Streamlined Workflow for Microbiome Research.

Authors:  André M Comeau; Gavin M Douglas; Morgan G I Langille
Journal:  mSystems       Date:  2017-01-03       Impact factor: 6.496

7.  Cervical microbiome is altered in cervical intraepithelial neoplasia after loop electrosurgical excision procedure in china.

Authors:  Hongwei Zhang; Jiaqi Lu; Yingying Lu; Qingqing Cai; Haiou Liu; Congjian Xu
Journal:  Sci Rep       Date:  2018-03-21       Impact factor: 4.379

8.  The Vaginal Microbiome as a Tool to Predict rASRM Stage of Disease in Endometriosis: a Pilot Study.

Authors:  Allison R Perrotta; Giuliano M Borrelli; Carlo O Martins; Esper G Kallas; Sabri S Sanabani; Linda G Griffith; Eric J Alm; Mauricio S Abrao
Journal:  Reprod Sci       Date:  2020-01-06       Impact factor: 2.924

9.  Cloning of 16S rRNA genes amplified from normal and disturbed vaginal microflora suggests a strong association between Atopobium vaginae, Gardnerella vaginalis and bacterial vaginosis.

Authors:  Rita Verhelst; Hans Verstraelen; Geert Claeys; Gerda Verschraegen; Joris Delanghe; Leen Van Simaey; Catharine De Ganck; Marleen Temmerman; Mario Vaneechoutte
Journal:  BMC Microbiol       Date:  2004-04-21       Impact factor: 3.605

10.  Sequencing 16S rRNA gene fragments using the PacBio SMRT DNA sequencing system.

Authors:  Patrick D Schloss; Matthew L Jenior; Charles C Koumpouras; Sarah L Westcott; Sarah K Highlander
Journal:  PeerJ       Date:  2016-03-28       Impact factor: 2.984

View more
  2 in total

1.  Disturbances of Vaginal Microbiome Composition in Human Papillomavirus Infection and Cervical Carcinogenesis: A Qualitative Systematic Review.

Authors:  Ming Wu; Huanrong Li; Hongfei Yu; Ye Yan; Chen Wang; Fei Teng; Aiping Fan; Fengxia Xue
Journal:  Front Oncol       Date:  2022-07-12       Impact factor: 5.738

Review 2.  Novel Vaccine Strategies and Factors to Consider in Addressing Health Disparities of HPV Infection and Cervical Cancer Development among Native American Women.

Authors:  Crystal G Morales; Nicole R Jimenez; Melissa M Herbst-Kralovetz; Naomi R Lee
Journal:  Med Sci (Basel)       Date:  2022-09-13
  2 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.