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Title: From data to knowledge: The future of multi-omics data analysis for the rhizosphere

Journal Article · · Rhizosphere
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  1. Pacific Northwest National Lab. (PNNL), Richland, WA (United States). Earth and Biological Sciences Directorate
  2. Graz Univ. of Technology (Austria). Inst. of Environmental Biotechnology

The rhizosphere is the interface between the root system of a plant and its surrounding soil. The microbiome of the rhizosphere, which is the totality of all microbes present there, represents a complex microbial ecosystem that nourishes the terrestrial biosphere. In order to untangle the complexity of the rhizosphere, and of the rhizospheric microbiome in particular, an integrated multi-omics approach can be applied to reveal the composition of the rhizospheric microbiome (through 16S ribosomal amplicons and metagenomics), the functional properties of the microbiome (through metatranscriptomics and metaproteomics), and the signaling network within the rhizosphere (through metametabolomics). The successful application of integrated multi-omics to rhizospheric science depends on the availability of rhizosphere-specific data and on the appropriate software used to analyze omics data from the rhizosphere. Here, we analyze the availability of software suites that are normally applied to surrogate disciplines (e.g., soil and plants) but which can be used for rhizospheric science. We also identify potential issues, challenges, and opportunities for rhizosphere science.

Research Organization:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE
Grant/Contract Number:
AC05-76RL01830
OSTI ID:
1355769
Alternate ID(s):
OSTI ID: 1496480
Report Number(s):
PNNL-SA-125262; PII: S2452219817300563
Journal Information:
Rhizosphere, Vol. 3, Issue 2; ISSN 2452-2198
Publisher:
ElsevierCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 13 works
Citation information provided by
Web of Science

References (100)

Basic local alignment search tool journal October 1990
Metaproteomic Identification of Diazotrophic Methanotrophs and Their Localization in Root Tissues of Field-Grown Rice Plants journal August 2014
Dedicated Software Enhancing Data-independent Acquisition Methods in Mass Spectrometry journal April 2016
Processing strategies and software solutions for data-independent acquisition in mass spectrometry journal February 2015
Trimmomatic: a flexible trimmer for Illumina sequence data journal April 2014
HORA suite: a database and software for human metabolomics journal September 2007
Fast and sensitive protein alignment using DIAMOND journal November 2014
Revealing structure and assembly cues for Arabidopsis root-inhabiting bacterial microbiota journal August 2012
Prokaryotic Diversity in the Rhizosphere of Organic, Intensive, and Transitional Coffee Farms in Brazil journal June 2015
Using the miraEST Assembler for Reliable and Automated mRNA Transcript Assembly and SNP Detection in Sequenced ESTs journal May 2004
MaxQuant enables high peptide identification rates, individualized p.p.b.-range mass accuracies and proteome-wide protein quantification journal November 2008
Andromeda: A Peptide Search Engine Integrated into the MaxQuant Environment journal April 2011
TANDEM: matching proteins with tandem mass spectra journal February 2004
The khmer software package: enabling efficient nucleotide sequence analysis journal January 2015
A guided tour of the Trans-Proteomic Pipeline journal January 2010
Impact of root exudates and plant defense signaling on bacterial communities in the rhizosphere. A review journal April 2011
Coming of age: ten years of next-generation sequencing technologies journal May 2016
Interactive XCMS Online: Simplifying Advanced Metabolomic Data Processing and Subsequent Statistical Analyses journal June 2014
QUAST: quality assessment tool for genome assemblies journal February 2013
Lorenz Hiltner, a pioneer in rhizosphere microbial ecology and soil bacteriology research journal December 2007
Lambda: the local aligner for massive biological data journal August 2014
FiD: a software for ab initio structural identification of product ions from tandem mass spectrometric data journal October 2008
Metaproteomics : Harnessing the Power of High Performance Mass Spectrometry to Identify the Suite of Proteins That Control Metabolic Activities in Microbial Communities journal March 2013
MzJava: An open source library for mass spectrometry data processing journal November 2015
CAP3: A DNA Sequence Assembly Program journal September 1999
Integration of string and de Bruijn graphs for genome assembly journal January 2016
Multi-omics of permafrost, active layer and thermokarst bog soil microbiomes journal March 2015
A comprehensive evaluation of assembly scaffolding tools journal January 2014
The Oxford Nanopore MinION: delivery of nanopore sequencing to the genomics community journal November 2016
OpenMebius: An Open Source Software for Isotopically Nonstationary 13 C-Based Metabolic Flux Analysis journal January 2014
Integration of omics data: how well does it work for bacteria? journal December 2006
BLAT---The BLAST-Like Alignment Tool journal March 2002
MeltDB 2.0-advances of the metabolomics software system journal August 2013
ProteoWizard: open source software for rapid proteomics tools development journal July 2008
MS-GF+ makes progress towards a universal database search tool for proteomics journal October 2014
Metaproteogenomic analysis of microbial communities in the phyllosphere and rhizosphere of rice journal December 2011
One chromosome, one contig: complete microbial genomes from long-read sequencing and assembly journal February 2015
MOCAT2: a metagenomic assembly, annotation and profiling framework journal April 2016
Fast gapped-read alignment with Bowtie 2 journal March 2012
Multi-Omics Approach Identifies Molecular Mechanisms of Plant-Fungus Mycorrhizal Interaction journal January 2016
MEGAHIT v1.0: A fast and scalable metagenome assembler driven by advanced methodologies and community practices journal June 2016
Fast and accurate short read alignment with Burrows-Wheeler transform journal May 2009
Diverse and divergent protein post-translational modifications in two growth stages of a natural microbial community journal July 2014
Assembly of long error-prone reads using de Bruijn graphs journal December 2016
CoMet—a web server for comparative functional profiling of metagenomes journal May 2011
SOAPdenovo2: an empirically improved memory-efficient short-read de novo assembler journal December 2012
Skyline: an open source document editor for creating and analyzing targeted proteomics experiments journal February 2010
A fast, lock-free approach for efficient parallel counting of occurrences of k-mers journal January 2011
Next-Generation Sequencing Platforms journal June 2013
Efficient counting of k-mers in DNA sequences using a bloom filter journal August 2011
Taxonomical and functional microbial community selection in soybean rhizosphere journal February 2014
Deciphering the Rhizosphere Microbiome for Disease-Suppressive Bacteria journal May 2011
MolFind: A Software Package Enabling HPLC/MS-Based Identification of Unknown Chemical Structures journal September 2012
The metagenomics RAST server – a public resource for the automatic phylogenetic and functional analysis of metagenomes journal September 2008
Large-scale contamination of microbial isolate genomes by Illumina PhiX control journal March 2015
The methylomes of six bacteria journal October 2012
IMP: a pipeline for reproducible reference-independent integrated metagenomic and metatranscriptomic analyses journal December 2016
A survey of computational methods and error rate estimation procedures for peptide and protein identification in shotgun proteomics journal October 2010
Changes in rhizosphere bacterial gene expression following glyphosate treatment journal May 2016
CLARK: fast and accurate classification of metagenomic and genomic sequences using discriminative k-mers journal March 2015
Diversity and heritability of the maize rhizosphere microbiome under field conditions journal April 2013
IDBA-UD: a de novo assembler for single-cell and metagenomic sequencing data with highly uneven depth journal April 2012
Dispersing misconceptions and identifying opportunities for the use of 'omics' in soil microbial ecology journal June 2015
OpenFLUX: efficient modelling software for 13C-based metabolic flux analysis journal January 2009
Web Server Based Complex Mixture Analysis by NMR journal April 2008
VSEARCH: a versatile open source tool for metagenomics journal January 2016
An iterative workflow for mining the human intestinal metaproteome journal January 2011
OpenMS: a flexible open-source software platform for mass spectrometry data analysis journal August 2016
The rise of information science: a changing landscape for soil science journal July 2015
Recovering complete and draft population genomes from metagenome datasets journal March 2016
Fast Identification and Removal of Sequence Contamination from Genomic and Metagenomic Datasets journal March 2011
Quality control and preprocessing of metagenomic datasets journal January 2011
Who is who in litter decomposition? Metaproteomics reveals major microbial players and their biogeochemical functions journal March 2012
Successional Trajectories of Rhizosphere Bacterial Communities over Consecutive Seasons journal August 2015
Antibody-free, targeted mass-spectrometric approach for quantification of proteins at low picogram per milliliter levels in human plasma/serum journal September 2012
Fast and sensitive mapping of nanopore sequencing reads with GraphMap journal April 2016
HPG pore: an efficient and scalable framework for nanopore sequencing data journal February 2016
MetAMOS: a modular and open source metagenomic assembly and analysis pipeline journal January 2013
Comparative metatranscriptomics reveals kingdom level changes in the rhizosphere microbiome of plants journal July 2013
Metabolomics in the Rhizosphere: Tapping into Belowground Chemical Communication journal March 2016
Experiment design to achieve desired statistical power journal May 2011
SWORD—a highly efficient protein database search journal September 2016
Environmental Genome Shotgun Sequencing of the Sargasso Sea journal April 2004
Unambiguous metabolite identification in high-throughput metabolomics by hybrid 1D 1 H NMR/ESI MS 1 approach : Hybrid 1D journal September 2016
Moleculo Long-Read Sequencing Facilitates Assembly and Genomic Binning from Complex Soil Metagenomes journal June 2016
The past, present and future of microbiome analyses journal September 2016
MerCat: a versatile k-mer counter and diversity estimator for database-independent property analysis obtained from metagenomic and/or metatranscriptomic sequencing data posted_content February 2017
A decade of metaproteomics: Where we stand and what the future holds: PROTEOMICS journal September 2015
Kraken: ultrafast metagenomic sequence classification using exact alignments journal January 2014
MVAPACK: A Complete Data Handling Package for NMR Metabolomics journal March 2014
MetaboMiner – semi-automated identification of metabolites from 2D NMR spectra of complex biofluids journal January 2008
MetaboAnalyst: a web server for metabolomic data analysis and interpretation journal May 2009
Soil metaproteomics reveals an inter-kingdom stress response to the presence of black truffles journal May 2016
Velvet: Algorithms for de novo short read assembly using de Bruijn graphs journal February 2008
These Are Not the K-mers You Are Looking For: Efficient Online K-mer Counting Using a Probabilistic Data Structure journal July 2014
Post-translational modifications are enriched within protein functional groups important to bacterial adaptation within a deep-sea hydrothermal vent environment journal September 2016
RAPSearch2: a fast and memory-efficient protein similarity search tool for next-generation sequencing data journal October 2011
QC-Chain: Fast and Holistic Quality Control Method for Next-Generation Sequencing Data journal April 2013
Meta-QC-Chain: Comprehensive and Fast Quality Control Method for Metagenomic Data journal February 2014
The MaSuRCA genome assembler journal August 2013

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