DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Optimization of Molecular Methods for Detecting Duckweed-Associated Bacteria

Journal Article · · Plants

The bacterial colonization dynamics of plants can differ between phylogenetically similar bacterial strains and in the context of complex bacterial communities. Quantitative methods that can resolve closely related bacteria within complex communities can lead to a better understanding of plant–microbe interactions. However, current methods often lack the specificity to differentiate phylogenetically similar bacterial strains. In this study, we describe molecular strategies to study duckweed–associated bacteria. We first systematically optimized a bead-beating protocol to co-isolate nucleic acids simultaneously from duckweed and bacteria. We then developed a generic fingerprinting assay to detect bacteria present in duckweed samples. To detect specific duckweed–bacterium associations, we developed a genomics-based computational pipeline to generate bacterial strain-specific primers. These strain-specific primers differentiated bacterial strains from the same genus and enabled the detection of specific duckweed–bacterium associations present in a community context. Moreover, we used these strain-specific primers to quantify the bacterial colonization of duckweed by normalization to a plant reference gene and revealed differences in colonization levels between strains from the same genus. Lastly, confocal microscopy of inoculated duckweed further supported our PCR results and showed bacterial colonization of the duckweed root–frond interface and root interior. The molecular methods introduced in this work should enable the tracking and quantification of specific plant-microbe associations within plant-microbial communities.

Sponsoring Organization:
USDOE
Grant/Contract Number:
SC0018244; AC05-76RL01830
OSTI ID:
1924818
Alternate ID(s):
OSTI ID: 1964170
Journal Information:
Plants, Journal Name: Plants Journal Issue: 4 Vol. 12; ISSN PLANCD; ISSN 2223-7747
Publisher:
MDPI AGCopyright Statement
Country of Publication:
Netherlands
Language:
English

References (115)

Genome-wide identification of bacterial colonization and fitness determinants on the floating macrophyte, duckweed journal January 2022
The Sequence Manipulation Suite: JavaScript Programs for Analyzing and Formatting Protein and DNA Sequences journal June 2000
Diversity of 16S rRNA Genes within Individual Prokaryotic Genomes journal April 2010
The Plant Microbiota: Systems-Level Insights and Perspectives journal November 2016
Whole structures, core taxa, and functional properties of duckweed microbiomes journal June 2022
Generating a high-confidence reference genome map of the Greater Duckweed by integration of cytogenomic, optical mapping, and Oxford Nanopore technologies journal September 2018
Bacterial Production of Indole Related Compounds Reveals Their Role in Association Between Duckweeds and Endophytes journal July 2018
Root colonization and systemic spreading of Azoarcus sp. strain BH72 in grasses. journal April 1994
Effects of Rice Seed Surface Sterilization with Hypochlorite on Inoculated Burkholderia vietnamiensis journal July 2001
Surfactants Degrading Activities in the Rhizosphere of Giant Duckweed (Spirodela polyrrhiza) journal January 2005
In Situ Localization of Azospirillum brasilense in the Rhizosphere of Wheat with Fluorescently Labeled, rRNA-Targeted Oligonucleotide Probes and Scanning Confocal Laser Microscopy journal March 1995
Comparison of different bead-beating RNA extraction strategies: An optimized method for filamentous fungi journal March 2012
Bacterial Endophyte Colonization and Distribution within Plants journal November 2017
Genome-wide identification of bacterial plant colonization genes journal September 2017
Host-associated microbe PCR (hamPCR) enables convenient measurement of both microbial load and community composition journal July 2021
Evaluation and Optimization of DNA Extraction and Purification Procedures for Soil and Sediment Samples journal November 1999
Use of the 16S–23S ribosomal genes spacer region in studies of prokaryotic diversity journal May 1999
Novel primers for quantification of Priestia megaterium populations in soil using qPCR journal December 2022
Life in grasses: diazotrophic endophytes journal April 1998
A renaissance for the pioneering 16S rRNA gene journal October 2008
Evaluation of environmental bacterial communities as a factor affecting the growth of duckweed Lemna minor journal March 2017
Plant immune system activation is necessary for efficient root colonization by auxin-secreting beneficial bacteria journal October 2021
Establishing Causality: Opportunities of Synthetic Communities for Plant Microbiome Research journal August 2017
Primer-BLAST: A tool to design target-specific primers for polymerase chain reaction journal June 2012
The Arabidopsis Thaliana-Pseudomonas Syringae Interaction journal January 2002
Photosynthetic Bradyrhizobia Are Natural Endophytes of the African Wild Rice Oryza breviligulata journal December 2000
A taxonomic study of the Spirillum lipoferum group, with descriptions of a new genus, Azospirillum gen. nov. and two species, Azospirillum lipoferum (Beijerinck) comb. nov. and Azospirillum brasilense sp. nov. journal August 1978
Community dynamics of duckweed-associated bacteria upon inoculation of plant growth-promoting bacteria journal May 2020
Genome-based reclassification of Azospirillum brasilense Sp245 as the type strain of Azospirillum baldaniorum sp. nov
  • dos Santos Ferreira, Natalia; Hayashi Sant’ Anna, Fernando; Massena Reis, Veronica
  • International Journal of Systematic and Evolutionary Microbiology, Vol. 70, Issue 12 https://doi.org/10.1099/ijsem.0.004517
journal December 2020
Quantification and Localization of Bacteria in Plant Tissues Using Quantitative Real-Time PCR and Online Emission Fingerprinting journal June 2006
Assessment, validation and deployment strategy of a two-barcode protocol for facile genotyping of duckweed species journal August 2014
Associations with rhizosphere bacteria can confer an adaptive advantage to plants journal May 2015
Quantification of Azospirillum brasilense FP2 Bacteria in Wheat Roots by Strain-Specific Quantitative PCR journal October 2015
16S rRNA Gene Sequencing for Bacterial Identification in the Diagnostic Laboratory: Pluses, Perils, and Pitfalls journal July 2007
The xylem of rice (Oryza sativa) is colonized byAzorhizobium caulinodans
  • Gopalaswamy, Ganesan; Kannaiyan, Sadasivam; O'Callaghan, Kenneth J.
  • Proceedings of the Royal Society of London. Series B: Biological Sciences, Vol. 267, Issue 1439 https://doi.org/10.1098/rspb.2000.0973
journal January 2000
The Plant Microbiome: From Ecology to Reductionism and Beyond journal September 2020
Methods for Studying Root Colonization by Introduced Beneficial Bacteria book January 2009
Detection of Azospirillum brasilense by qPCR throughout a maize field trial journal April 2021
16S rRNA gene-based profiling of the human infant gut microbiota is strongly influenced by sample processing and PCR primer choice journal June 2015
The truth about metagenomics: quantifying and counteracting bias in 16S rRNA studies journal March 2015
BLAST+: architecture and applications journal January 2009
High-throughput amplicon sequencing of the full-length 16S rRNA gene with single-nucleotide resolution journal July 2019
Infection and Colonization of Rice Seedlings by the Plant Growth-Promoting Bacterium Herbaspirillum seropedicae Z67 journal September 2002
Naive Bayesian Classifier for Rapid Assignment of rRNA Sequences into the New Bacterial Taxonomy journal June 2007
Pan-genome sequence analysis using Panseq: an online tool for the rapid analysis of core and accessory genomic regions journal January 2010
Auxin-Producing Bacteria from Duckweeds Have Different Colonization Patterns and Effects on Plant Morphology journal March 2022
16S rRNA sequencing in routine bacterial identification: A 30-month experiment journal December 2006
Natural Bacterial Assemblages in Arabidopsis thaliana Tissues Become More Distinguishable and Diverse during Host Development journal February 2021
Strain-specific quantification of root colonization by plant growth promoting rhizobacteria Bacillus firmus I-1582 and Bacillus amyloliquefaciens QST713 in non-sterile soil and field conditions journal February 2018
Azospirillum , a free-living nitrogen-fixing bacterium closely associated with grasses: genetic, biochemical and ecological aspects journal October 2000
Adsorption of Azospirillum brasilense to corn roots journal January 1986
Distribution of Epiphytic Bacteria on Freshwater Plants journal March 1986
Search and clustering orders of magnitude faster than BLAST journal August 2010
Plant–microbiome interactions: from community assembly to plant health journal August 2020
Colonization and Competition Dynamics of Plant Growth-Promoting/Inhibiting Bacteria in the Phytosphere of the Duckweed Lemna minor journal January 2019
Microbiota and Host Nutrition across Plant and Animal Kingdoms journal May 2015
Establishment of inoculatedAzospirillum spp. in the rhizosphere and in roots of field grown wheat and sorghum journal February 1986
The Madness of Microbiome: Attempting To Find Consensus “Best Practice” for 16S Microbiome Studies journal February 2018
Isolation and Characterization of Endophytic Colonizing Bacteria from Agronomic Crops and Prairie Plants journal May 2002
SPAdes: A New Genome Assembly Algorithm and Its Applications to Single-Cell Sequencing journal May 2012
Evaluation of different partial 16S rRNA gene sequence regions for phylogenetic analysis of microbiomes journal January 2011
Host preference and invasiveness of commensal bacteria in the Lotus and Arabidopsis root microbiota journal July 2021
Commensal Pseudomonas fluorescens Strains Protect Arabidopsis from Closely Related Pseudomonas Pathogens in a Colonization-Dependent Manner journal February 2022
Sustainable Biodegradation of Phenol by Acinetobacter calcoaceticus P23 Isolated from the Rhizosphere of Duckweed Lemna aoukikusa journal August 2010
A high-throughput method for quantifying growth of phytopathogenic bacteria in Arabidopsis thaliana: Counting bacteria in Arabidopsis journal November 2001
Modular Traits of the Rhizobiales Root Microbiota and Their Evolutionary Relationship with Symbiotic Rhizobia journal July 2018
Evaluation of Methods for the Extraction and Purification of DNA from the Human Microbiome journal March 2012
Application of Bacillus velezensis NJAU-Z9 Enhanced Plant Growth Associated with Efficient Rhizospheric Colonization Monitored by qPCR with Primers Designed from the Whole Genome Sequence journal September 2018
BEDTools: a flexible suite of utilities for comparing genomic features journal January 2010
Assessment of SCAR markers to design real‐time PCR primers for rhizosphere quantification of Azospirillum brasilense phytostimulatory inoculants of maize journal January 2010
GTDB-Tk: a toolkit to classify genomes with the Genome Taxonomy Database journal November 2019
Velvet: Algorithms for de novo short read assembly using de Bruijn graphs journal February 2008
Effect of DNA Extraction Methods and Sampling Techniques on the Apparent Structure of Cow and Sheep Rumen Microbial Communities journal September 2013
Properties of bacterial endophytes and their proposed role in plant growth journal October 2008
The first draft genome of the aquatic model plant Lemna minor opens the route for future stress physiology research and biotechnological applications journal November 2015
Structural and Biochemical Properties of Duckweed Surface Cuticle journal July 2018
Absolute quantitation of microbiota abundance in environmental samples journal June 2018
Comparative analysis of fecal DNA extraction methods with phylogenetic microarray: Effective recovery of bacterial and archaeal DNA using mechanical cell lysis journal May 2010
Relative qPCR to quantify colonization of plant roots by arbuscular mycorrhizal fungi journal January 2021
Evaluation of Established Methods for DNA Extraction and Primer Pairs Targeting 16S rRNA Gene for Bacterial Microbiota Profiling of Olive Xylem Sap journal March 2021
MUSCLE: multiple sequence alignment with high accuracy and high throughput journal March 2004
Methods for the isolation, sterilization and cultivation of Lemnaceae journal August 1980
Simplified and representative bacterial community of maize roots journal March 2017
Are root exudates more important than other sources of rhizodeposits in structuring rhizosphere bacterial communities?: Root exudates and rhizosphere bacteria journal March 2010
Return of the Lemnaceae: duckweed as a model plant system in the genomics and postgenomics era journal July 2021
16S rRNA gene sequencing of mock microbial populations- impact of DNA extraction method, primer choice and sequencing platform journal June 2016
Genomic features of bacterial adaptation to plants journal December 2017
DISCo-microbe: design of an identifiable synthetic community of microbes journal January 2020
RNAmmer: consistent and rapid annotation of ribosomal RNA genes journal April 2007
Review and re-analysis of domain-specific 16S primers journal December 2003
Comprehensive definition of genome features in Spirodela polyrhiza by high-depth physical mapping and short-read DNA sequencing strategies journal February 2017
Molecular identification of Azospirillum spp.: Limitations of 16S rRNA and qualities of rpo D as genetic markers journal January 2017
Current opinion and perspectives on the methods for tracking and monitoring plant growth‒promoting bacteria journal March 2019
New approaches to typing and identification of bacteria using the 16S-23S rDNA spacer region journal January 1996
Phyllosphere Bacterial Community of Floating Macrophytes in Paddy Soil Environments as Revealed by Illumina High-Throughput Sequencing journal October 2014
Bridging the Gap Between Single-Strain and Community-Level Plant-Microbe Chemical Interactions journal February 2020
A communal catalogue reveals Earth’s multiscale microbial diversity journal November 2017
Indole-3-acetic acid in plant–microbe interactions journal January 2014
Full-length 16S rRNA gene amplicon analysis of human gut microbiota using MinION™ nanopore sequencing confers species-level resolution journal January 2021
Automated Approach for Ribosomal Intergenic Spacer Analysis of Microbial Diversity and Its Application to Freshwater Bacterial Communities journal October 1999
Immunolocalization of Dinitrogenase Reductase Produced by Klebsiella pneumoniae in Association with Zea mays L. journal February 2000
Primer3Plus, an enhanced web interface to Primer3 journal May 2007
Microbial interactions within the plant holobiont journal March 2018
The currently used commercial DNA-extraction methods give different results of clostridial and actinobacterial populations derived from human fecal samples journal December 2011
Evaluation of 16S rRNA gene sequencing for species and strain-level microbiome analysis journal November 2019
ALLPATHS: De novo assembly of whole-genome shotgun microreads journal February 2008
Protection of Arabidopsis thaliana against Leaf-Pathogenic Pseudomonas syringae by Sphingomonas Strains in a Controlled Model System journal March 2011
Versatile and open software for comparing large genomes journal January 2004
Gram-positive rhizobacterium Bacillus amyloliquefaciens FZB42 colonizes three types of plants in different patterns journal February 2012
A Synthetic Community Approach Reveals Plant Genotypes Affecting the Phyllosphere Microbiota journal April 2014
Effectiveness of Plant Beneficial Microbes: Overview of the Methodological Approaches for the Assessment of Root Colonization and Persistence journal January 2020
Host-Associated Quantitative Abundance Profiling Reveals the Microbial Load Variation of Root Microbiome journal January 2020
Duckweed hosts a taxonomically similar bacterial assemblage as the terrestrial leaf microbiome journal February 2020
Sensitivity and correlation of hypervariable regions in 16S rRNA genes in phylogenetic analysis journal March 2016
Host-specific and tissue-dependent orchestration of microbiome community structure in traditional rice paddy ecosystems journal June 2020