DATMA: Distributed AuTomatic Metagenomic Assembly and annotation framework

Author:

Benavides Andres12,Sanchez Friman3,Alzate Juan F.45,Cabarcas Felipe42

Affiliation:

1. Grupo GICEI, Facultad de Ingeniería Electrónica, Institución Universitaria Pascual Bravo, Medellín, Antioquia, Colombia

2. Grupo SISTEMIC, Ingeniería Electrónica, Facultad de Ingeniería, Universidad de Antioquia UdeA, Medellín, Colombia

3. Barcelona Supercomputing Center, currently at Smart Variable S.L., Barcelona, Spain

4. Centro Nacional de Secuenciación Genómica-CNSG, Sede de Investigación Universitaria-SIU, Universidad de Antioquia UdeA, Medellín, Colombia

5. Departamento de Microbiología y Parasitología, Facultad de Medicina, Universidad de Antioquia UdeA, Medellín, Colombia

Abstract

Background A prime objective in metagenomics is to classify DNA sequence fragments into taxonomic units. It usually requires several stages: read’s quality control, de novo assembly, contig annotation, gene prediction, etc. These stages need very efficient programs because of the number of reads from the projects. Furthermore, the complexity of metagenomes requires efficient and automatic tools that orchestrate the different stages. Method DATMA is a pipeline for fast metagenomic analysis that orchestrates the following: sequencing quality control, 16S rRNA-identification, reads binning, de novo assembly and evaluation, gene prediction, and taxonomic annotation. Its distributed computing model can use multiple computing resources to reduce the analysis time. Results We used a controlled experiment to show DATMA functionality. Two pre-annotated metagenomes to compare its accuracy and speed against other metagenomic frameworks. Then, with DATMA we recovered a draft genome of a novel Anaerolineaceae from a biosolid metagenome. Conclusions DATMA is a bioinformatics tool that automatically analyzes complex metagenomes. It is faster than similar tools and, in some cases, it can extract genomes that the other tools do not. DATMA is freely available at https://github.com/andvides/DATMA.

Funder

Colombia government department COLCIENCIAS Scholarship Program No. 6172

GICEI from Institución Universitaria Pascual Bravo

Medellín-Colombia, SISTEMIC belongs the Universidad de Antioquia

Medellín-Colombia

CNSG from the Universidad de Antioquia; Medellín-Colombia

Publisher

PeerJ

Subject

General Agricultural and Biological Sciences,General Biochemistry, Genetics and Molecular Biology,General Medicine,General Neuroscience

Reference53 articles.

1. Binning metagenomic contigs by coverage and composition;Alneberg;Nature Methods,2014

2. Basic local aligment search tool;Altschul;Journal of Molecular Biology,1990

3. FastQC: a quality control tool for high throughput sequence data;Andrews,2019

4. COMP Superscalar, an interoperable programming framework;Badia;SoftwareX,2015

5. Real-world distributed computer with Ibis;Bal;Computer,2010

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