Assessment of peritoneal microbial features and tumor marker levels as potential diagnostic tools for ovarian cancer

被引:36
作者
Miao, Ruizhong [1 ]
Badger, Taylor C. [2 ]
Groesch, Kathleen [3 ,4 ]
Diaz-Sylvester, Paula L. [3 ,4 ]
Wilson, Teresa [3 ,4 ]
Ghareeb, Allen [3 ,4 ]
Martin, Jongjin Anne [4 ]
Cregger, Melissa [5 ,6 ]
Welge, Michael [7 ]
Bushell, Colleen [8 ]
Auvil, Loretta [7 ]
Zhu, Ruoqing [9 ]
Brard, Laurent [4 ,10 ]
Braundmeier-Fleming, Andrea [2 ,4 ,10 ]
机构
[1] Univ Virginia, Dept Stat, Charlottesville, VA USA
[2] SIU Sch Med, Dept Med Microbiol Immunol & Cell Biol, Springfield, IL 62702 USA
[3] SIU Sch Med, Clin Res Ctr, Springfield, IL USA
[4] SIU Sch Med, Dept Obstet & Gynecol, Springfield, IL 62702 USA
[5] Oak Ridge Natl Lab, Oak Ridge, TN USA
[6] Univ Tennessee, Dept Ecol & Evolutionary Biol, Knoxville, TN USA
[7] Univ Illinois, Natl Ctr Supercomp Applicat, Champaign, IL USA
[8] Univ Illinois, Inst Appl Res, Champaign, IL USA
[9] Univ Illinois, Dept Stat, Champaign, IL 61820 USA
[10] Simmons Canc Inst SIU, Springfield, IL 62702 USA
来源
PLOS ONE | 2020年 / 15卷 / 01期
关键词
REGRESSION SHRINKAGE; GUT MICROBIOTA; BIOMARKERS; CA-125; SERUM; FLUID; HE-4; CULDOCENTESIS; PREDICTION; CARCINOMA;
D O I
10.1371/journal.pone.0227707
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Epithelial ovarian cancer (OC) is the most deadly cancer of the female reproductive system. To date, there is no effective screening method for early detection of OC and current diagnostic armamentarium may include sonographic grading of the tumor and analyzing serum levels of tumor markers, Cancer Antigen 125 (CA-125) and Human epididymis protein 4 (HE4). Microorganisms (bacterial, archaeal, and fungal cells) residing in mucosal tissues including the gastrointestinal and urogenital tracts can be altered by different disease states, and these shifts in microbial dynamics may help to diagnose disease states. We hypothesized that the peritoneal microbial environment was altered in patients with OC and that inclusion of selected peritoneal microbial features with current clinical features into prediction analyses will improve detection accuracy of patients with OC. Blood and peritoneal fluid were collected from consented patients that had sonography confirmed adnexal masses and were being seen at SIU School of Medicine Simmons Cancer Institute. Blood was processed and serum HE4 and CA-125 were measured. Peritoneal fluid was collected at the time of surgery and processed for Next Generation Sequencing (NGS) using 16S V4 exon bacterial primers and bioinformatics analyses. We found that patients with OC had a unique peritoneal microbial profile compared to patients with a benign mass. Using ensemble modeling and machine learning pathways, we identified 18 microbial features that were highly specific to OC pathology. Prediction analyses confirmed that inclusion of microbial features with serum tumor marker levels and control features (patient age and BMI) improved diagnostic accuracy compared to currently used models. We conclude that OC pathogenesis alters the peritoneal microbial environment and that these unique microbial features are important for accurate diagnosis of OC. Our study warrants further analyses of the importance of microbial features in regards to oncological diagnostics and possible prognostic and interventional medicine.
引用
收藏
页数:19
相关论文
共 50 条
  • [31] Free Circulating Tumor DNA as a Diagnostic Marker for Breast Cancer
    Hashad, D.
    Sorour, A.
    Ghazal, A.
    Talaat, I.
    JOURNAL OF CLINICAL LABORATORY ANALYSIS, 2012, 26 (06) : 467 - 472
  • [32] Role of 18F-fluorodeoxyglucose positron emission tomography/computed tomography in the detection of recurrence and peritoneal metastasis from ovarian cancer in correlation with cancer antigen-125 tumor marker levels
    Ghada Ali Elsayed
    Randa Hussien Abdullah
    Remon Zaher Elia
    Khaled Sayed Ahmed
    Egyptian Journal of Radiology and Nuclear Medicine, 55
  • [33] Role of 18F-fluorodeoxyglucose positron emission tomography/computed tomography in the detection of recurrence and peritoneal metastasis from ovarian cancer in correlation with cancer antigen-125 tumor marker levels
    Elsayed, Ghada Ali
    Abdullah, Randa Hussien
    Elia, Remon Zaher
    Ahmed, Khaled Sayed
    EGYPTIAN JOURNAL OF RADIOLOGY AND NUCLEAR MEDICINE, 2024, 55 (01)
  • [34] Characteristics and potential diagnostic value of gut microbiota in ovarian tumor patients
    Wangang Gong
    Gulei Jin
    Yejiang Bao
    Qi Liu
    Maowei Ni
    Junjian Wang
    Shuyu Mao
    Yingli Zhang
    Zhiguo Zheng
    Scientific Reports, 15 (1)
  • [35] Elevated serum annexin A1 as potential diagnostic marker for lung cancer: a retrospective case-control study
    Rong, Biaoxue
    Zhao, Chongchong
    Liu, Hua
    Ming, Zongjuan
    Cai, Xiguang
    Gao, Wenlong
    Yang, Shuanying
    AMERICAN JOURNAL OF TRANSLATIONAL RESEARCH, 2014, 6 (05): : 558 - 569
  • [36] Potential tumor suppressing role of microRNA-545 in epithelial ovarian cancer
    Jia, Xibiao
    Liu, Xiaogang
    Li, Ming
    Zeng, Yu
    Feng, Zaoming
    Su, Xian
    Huang, Yan
    Chen, Maomao
    Yang, Xueyi
    ONCOLOGY LETTERS, 2018, 15 (05) : 6386 - 6392
  • [37] EV-associated miRNAs from peritoneal lavage as potential diagnostic biomarkers in colorectal cancer
    Roman-Canal, Berta
    Tarragona, Jordi
    Pablo Moiola, Cristian
    Gatius, Sonia
    Bonnin, Sarah
    Ruiz-Miro, Maria
    Enrique Sierra, Jose
    Rufas, Maria
    Gonzalez, Esperanza
    Porcel, Jose M.
    Gil-Moreno, Antonio
    Falcon-Perez, Juan M.
    Ponomarenko, Julia
    Matias-Guiu, Xavier
    Colas, Eva
    JOURNAL OF TRANSLATIONAL MEDICINE, 2019, 17 (1)
  • [38] Diagnostic value of serum activin A and follistatin levels in women with peritoneal, ovarian and deep infiltrating endometriosis
    Reis, Fernando M.
    Luisi, Stefano
    Abrao, Mauricio S.
    Rocha, Ana Luiza L.
    Vigano, Paola
    Rezende, Carolina P.
    Florio, Pasquale
    Petraglia, Felice
    HUMAN REPRODUCTION, 2012, 27 (05) : 1445 - 1450
  • [39] Tyrosine kinase A receptor (trkA): A potential marker in epithelial ovarian cancer
    Tapia, Veronica
    Gabler, Fernando
    Munoz, Marcela
    Yazigi, Roberto
    Paredes, Alfonso
    Selman, Alberto
    Vega, Margarita
    Romero, Carmen
    GYNECOLOGIC ONCOLOGY, 2011, 121 (01) : 13 - 23
  • [40] Different levels of serum microRNAs in prostate cancer and benign prostatic hyperplasia: evaluation of potential diagnostic and prognostic role
    Cochetti, Giovanni
    Poli, Giulia
    Guelfi, Gabriella
    Boni, Andrea
    Egidi, Maria Giulia
    Mearini, Ettore
    ONCOTARGETS AND THERAPY, 2016, 9 : 7545 - 7553