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
  • [41] Serum Human Epididymis Protein 4 and Risk for Ovarian Malignancy Algorithm as New Diagnostic and Prognostic Tools for Epithelial Ovarian Cancer Management
    Bandiera, Elisabetta
    Romani, Chiara
    Specchia, Claudia
    Zanotti, Laura
    Galli, Claudio
    Ruggeri, Giuseppina
    Tognon, Germana
    Bignotti, Eliana
    Tassi, Renata A.
    Odicino, Franco
    Caimi, Luigi
    Sartori, Enrico
    Santin, Alessandro D.
    Pecorelli, Sergio
    Ravaggi, Antonella
    CANCER EPIDEMIOLOGY BIOMARKERS & PREVENTION, 2011, 20 (12) : 2496 - 2506
  • [42] MicroRNA-184 acts as a potential diagnostic and prognostic marker in epithelial ovarian cancer and regulates cell proliferation, apoptosis and inflammation
    Qin, Chong-Zhen
    Lou, Xiao-Ya
    Lv, Qiao-Li
    Cheng, Lin
    Wu, Na-Yiyuan
    Hu, Lei
    Zhou, Hong-Hao
    PHARMAZIE, 2015, 70 (10): : 668 - 673
  • [43] Identification of Serum Periostin as a Potential Diagnostic and Prognostic Marker for Colorectal Cancer
    Dong, Dong
    Zhang, Lufang
    Jia, Li
    Ji, Wei
    Wang, Zhiyong
    Ren, Li
    Niu, Ruifang
    Zhou, Yunli
    CLINICAL LABORATORY, 2018, 64 (06) : 973 - 981
  • [44] Circulating microRNAs as a potential diagnostic marker in chronic pancreatitis, pancreatic cancer and colorectal cancer
    Madro, Agnieszka
    Kazmierak, Weronika
    Grenda, Anna
    Krawczyk, Pawel
    ONCOLOGY IN CLINICAL PRACTICE, 2023, 19 (01): : 34 - 42
  • [45] Assessment of chemokine serum levels in epithelial ovarian cancer patients
    Almeida Falcao-Junior, Joao Oscar
    Teixeira-Carvalho, Andrea
    Candido, Eduardo Batista
    Lages, Elisa Lopes
    Gustavo Ferreira Freitas, G.
    Lamaita, Rivia Mara
    Freire Bonfim, Livia Paula
    Salera, Rafael Borges
    Paulo Traiman, P.
    da Silva-Filho, Agnaldo Lopes
    TUMORI JOURNAL, 2013, 99 (04): : 540 - 544
  • [46] The prognostic and diagnostic potential of kallikrein-related peptidases in ovarian cancer
    Riedel, Maximilian
    Bronger, Holger
    Magdolen, Viktor
    Dreyer, Tobias
    EXPERT REVIEW OF MOLECULAR DIAGNOSTICS, 2021, 21 (06) : 535 - 545
  • [47] Relaxin as a potential diagnostic biomarker for ovarian cancer-A prospective study
    Gkrozou, F.
    Pappa, C.
    Tsonis, O.
    Dimitriou, E.
    Paschopoulos, M.
    EUROPEAN JOURNAL OF OBSTETRICS & GYNECOLOGY AND REPRODUCTIVE BIOLOGY, 2021, 260 : 99 - 104
  • [48] Success rate and safety of tumor debulking with diaphragmatic surgery for advanced epithelial ovarian cancer and peritoneal cancer
    Saitou, Motoaki
    Iida, Yasushi
    Komazaki, Hiromi
    Narui, Chikage
    Matsuno, Kanae
    Kawabata, Ayako
    Ueda, Kazu
    Tanabe, Hiroshi
    Takakura, Satoshi
    Isonishi, Seiji
    Sasaki, Hiroshi
    Okamoto, Aikou
    ARCHIVES OF GYNECOLOGY AND OBSTETRICS, 2015, 291 (03) : 641 - 646
  • [49] Autophagy in clear cell ovarian cancer, a potential marker for hypoxia and poor prognosis?
    Gibson, Spencer B.
    JOURNAL OF PATHOLOGY, 2012, 228 (04) : 434 - 436
  • [50] Exosomes as crucial emerging tools for intercellular communication with therapeutic potential in ovarian cancer
    Malgundkar, Shika Hanif
    Tamimi, Yahya
    FUTURE SCIENCE OA, 2023, 9 (01):