Metagenomic Analysis and Features Selection in Human Oral Microbiota Associated with Periodontal Disease

نویسندگان

  • Wen-Pei Chen
  • Suh-Jen Jane Tsai
  • Yu-Chen Hu
  • Yaw-Ling Lin
چکیده

Metagenomic information provides deeper understanding of the ecological role, metabolism, and evolutionary history of microbes in a given ecosystem by analyzing environmental DNA directly without prior cultivation. In this paper, we propose methods and implement tools to facilitate the bioinformatics analysis of metagenomic data. The open-source metagenomic sequences data analysis softwares were integrated to construct accessible platforms for metagenomic data analysis. The functionality of the platform is examined by composition analysis of human oral microbiome. Furthermore, a feature selection algorithm was also proposed to choice more informative features among many variables. By using the algorithm, the support vector machine can get absolute accuracy with few features.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Metagenomic sequencing reveals microbiota and its functional potential associated with periodontal disease

Although attempts have been made to reveal the relationships between bacteria and human health, little is known about the species and function of the microbial community associated with oral diseases. In this study, we report the sequencing of 16 metagenomic samples collected from dental swabs and plaques representing four periodontal states. Insights into the microbial community structure and ...

متن کامل

A Metagenomic Analysis of Lung Microbiome in Chemically Injured and Healthy Individuals

Background and Aim: The role of the lung microbiome in respiratory complications associated with chemicals such as sulfur mustard or chlorine gas has yet to be determined. The aim of this study was to compare the structure and composition of the lung microbiome in chemically injured and healthy individuals in order to understand the relation between the population of the lung microbiota and res...

متن کامل

Metagenomic Analysis of Subgingival Microbiota Following Non-Surgical Periodontal Therapy: a Pilot Study

This study tested the feasibility of a high throughput metagenomic approach to analyze the pre- and posttreatment of subgingival plaque in two subjects with aggressive periodontitis. DNA was extracted from subgingival samples and subjected to PCR amplification of the c2-c4 regions of the 16S rDNA using primers with bar codes to identify individual samples. The PCR products were pooled and seque...

متن کامل

16S rDNA analysis of periodontal plaque in chronic obstructive pulmonary disease and periodontitis patients

This study investigated if chronic obstructive pulmonary disease (COPD) is correlated with periodontitis via periodontal microbiota and if certain bacteria affect periodontitis as well as COPD. Moreover, the study investigated whether suffering from COPD is associated with a decrease in the richness and diversity of periodontal microbiota. Subgingival plaque was obtained from 105 patients. Bact...

متن کامل

Evaluation of the Association of Sinus Mucosal Thickening with Dental and Periodontal Status Using Cone Beam Computed Tomographic Imaging

Introdouction: Cone Beam Computed Tomography (CBCT) is a relatively new three-dimensional imaging technology, which has been widely used in dental and maxillofacial imaging. Materials and methods: CBCT scans of 506 maxillary sinuses of 253 individuals (39.9% male and 60.1% female) were evaluated retrospectively for assessing the relationship between sinus mucosal thickening (MT) and dental a...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2016