Metagenomic analysis of spoiled potato and tomato and the use of the dominant bacterial species in plant growth studies
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1 Metagenomic analysis of spoiled potato and tomato and the use of the dominant bacterial species in plant growth studies Khaya Ntushelo Department of Agriculture and Animal Health, University of South Africa, Science Campus, Florida, 1710, South Africa
2 Unisa Science Campus Research Metagenomics Plant-microbe interactions Potato diseases
3 Metagenomics: Introduction Metagenome Handelsman 1988 University of Wisconsin Madison As applicable to bacteria Popular gut, soil, extreme environments, ocean water, sewage Direct study of genetic material from environmental samples Prominence with high-throughput genomic sequencing
4 Known metagenomics projects Sargasso Sea and Global Ocean Survey Metagenomics genetic diversity in marine microbial communities Human Microbiome Project
5 Rationale for our study
6 Introduction: Bacterial metagenomics of potato and tomato Laphalale Skeerpoort Polokwane Hoedspruit Ladanna Vryburg Bothaville Petrusburg Warden
7 Metagenomics: Sample preparation
8 PCR products of the 16S rrna gene run through agarose gel paf:agagtttgatcctggctcag/ phr:aaggaggtgatccagccgca Edwards et al., 1989
9 Analysis of the 16S rrna gene paf:agagtttgatcctggctcag/phr:aaggaggtgatccagccgca Edwards et al., amplified ~ 550 bp of the 16S region targeting the v3-v4 region with Illumina MiSeq 300 x 300 pair-end reads
10 MALDI-TOF
11 MALDI-TOF compared with sequence analysis of the 16S rrna gene Sample code Source Locality Identification by MALDI-TOF Identification by sequence analysis of the 16S rrna gene GeneBank Accession number Comment on mismatch identification Unisa1 a Potato Bothaville Myroides odoratimimus Myroides odoratimimus KP Unisa2 a Potato Bothaville Myroides odoratimimus Myroides odoratimimus KP Unisa3 a Potato Bothaville Myroides odoratimimus Myroides odoratimimus KP KP Unisa4 a Potato Bothaville Myroides odoratimimus Myroides odoratimimus KP Unisa5 b Potato Bothaville Myroides odoratimimus Myroides odoratimimus
12 Results of the 16S rrna gene-based metagenomics Organism/Hit name Cluster size Result count Comment Acinetobacter sp. 1 1 Acricotopus lucens 1 1 Non bacterial hit Alicyclobacillus acidoterrestris 1 1 Non bacterial hit Allenhyphes flinti 1 1 Spoilage bacterium Anaplasma platys 1 1 Canine pathogen Antheraea pernyi 1 1 Non bacterial hit Aphidius ervi 1 1 Non bacterial hit Asterias forbesii 1 1 Non bacterial hit Bacillus halodurans 18 1 Bacillus licheniformis 11 2 Bacillus sp. 9 3 Bacillus subtilis Clastoptera testacea 1 1 Non bacterial hit Danaus affinis 1 1 Non bacterial hit Geobacillus thermoleovorans Enterobacter sp Eucalyptus tereticornis 1 1 Non bacterial hit Fusarium equiseti 1 1 Non bacterial hit Fusarium oxysporum 1 1 Non bacterial hit Galleria mellonella 4 3 Non bacterial hit Geobacillus sp Geobacillus stearothermophilus Myroides sp. 3 1 Nicotiana tabacum 18 3 Non bacterial hit
13 Results of the 16S rrna gene-based metagenomics: Summary Dominant genera Bacillus Geobacillus Enterobacter
14 Bacillus and plants Growth promoter Control of pathogens Effect on germination and on potato growth scanty Bacillus an antagonist of the blackleg pathogen Pbcb New tools, and a variety of combined treatments
15 Bacillus and plants Seed germination AND seedling vigour experiment Okra Seed coated with Bacillus subtilis 5 x 3 x 2 factorial experiment (rep 5x in 3 cycles) Aluminium toxicity, temperature and B & No B In total 450 Petri plates were examined in the data collection, 50 plates for the chemical analysis
16 Seed germination assays Germination percentage, Coleoptile length Chemistries of the germination medium and the germinated seed Cations quantified in the 50 samples K mg/kg P mg/kg Mg mg/kg Ca mg/kg Na mg/kg Al mg/kg Fe mg/kg Zn mg/kg Mn mg/kg B mg/kg Cu mg/kg Avearage (Bacillus) Avearage (No Bacillus) Anions quantified in the 50 samples PO 3-4 mg/kg Fl - mg/kg Cl - mg/kg SO 2-4 mg/kg NO - 3 mg/kg NO - 2 mg/kg Avearage (Bacillus) Avearage (No Bacillus) Secondary metabolite shifts in the germinated seed
17 Seed germination assays Germination percentage, Coleoptile length Chemistries of the germination medium and the germinated seed Cations quantified in the 50 samples K mg/kg P mg/kg Mg mg/kg Ca mg/kg Na mg/kg Al mg/kg Fe mg/kg Zn mg/kg Mn mg/kg B mg/kg Cu mg/kg Avearage (Bacillus) Avearage (No Bacillus) Anions quantified in the 50 samples PO 3-4 mg/kg Fl - mg/kg Cl - mg/kg SO 2-4 mg/kg NO - 3 mg/kg NO - 2 mg/kg Avearage (Bacillus) Avearage (No Bacillus) No differences in the ionic composition of Bacillus-treated and Bacillus-untreated samples: conclusion
18 Effect of Bacillus on the germination on okra
19 Effect of Bacillus on the germination on okra
20 Secondary metabolite shifts due to Bacillus treatment
21 Secondary metabolite shifts due to Bacillus treatment Data output was NMR intensity values Phase correction and baseline correction of the NMR spectra were done using ACD/NMR Processor. NMR intensities were selected from the range zero to 14 ppm. PCA was done using Multibase 2014
22 Bacillus and plants Potato growth, yield and disease suppression studies
23 Data collected in the plant growth studies Growth parameters Stomatal conductance Chlorophyll content Chemical analysis Will extend to a whole range of molecular data
24 Effect of Bacillus on the growth of potato
25 Effect of Bacillus on the growth of potato
26 Preliminary findings A few bacterial species dominate potato and tomato Sequence analysis of the 16S rrna gene and MALDI-TOF give the same result of bacterial species IDs Bacillus one of the dominant species promotes germination of okra growth of potato Not much bacterial cells are needed to cause germination and growth effects Bacillus ineffective in high temperature A small portion of the okra germinating seed chemistry is altered to boost germination
27 Still to come Tuber yield data Bacterial antagonism Molecular interactions between Bacillus and bacterial plant pathogens
28 Acknowledgements Postdoctoral researcher Sheku Kanu MSc student Taboga Mathiba BTech students Livhuwani Nemutandani and Mpho Nematswerani PPRI for providing the Bacillus strains used Inqaba Biotech and the ARC Biotechnology Platform for their facilities and expertise shared University of Pretoria for MALDI-TOF
29
belonging to the Genus Pantoea
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