| Literature DB >> 30849084 |
Holly Packard1, Zachary W Taylor1, Stephanie L Williams1, Pedro Ivo Guimarães2, Jackson Toth2, Roderick V Jensen1, Ryan S Senger2,3, David D Kuhn4, Ann M Stevens1.
Abstract
A commercial corn ethanol production byproduct (syrup) was used as a bacterial growth medium with the long-term aim to repurpose the resulting microbial biomass as a protein supplement in aquaculture feeds. Anaerobic batch reactors were used to enrich for soil bacteria metabolizing the syrup as the sole nutrient source over an eight-day period with the goal of obtaining pure cultures of facultative organisms from the reactors. Amplification of the V4 variable region of the 16S rRNA gene was performed using barcoded primers to track the succession of microbes enriched for during growth on the syrup. The resulting PCR products were sequenced using Illumina MiSeq protocols, analyzed via the program QIIME, and the alpha-diversity was calculated. Seven bacterial families were the most prevalent in the bioreactor community after eight days of enrichment: Clostridiaceae, Alicyclobacillaceae, Ruminococcaceae, Burkholderiaceae, Bacillaceae, Veillonellaceae, and Enterobacteriaceae. Pure culture isolates obtained from the reactors, and additional laboratory stock strains, capable of facultative growth, were grown aerobically in microtiter plates with the syrup substrate to monitor growth yield. Reactor isolates of interest were identified at a species level using the full 16S rRNA gene and other biomarkers. Bacillus species, commonly used as probiotics in aquaculture, showed the highest biomass yield of the monocultures examined. Binary combinations of monocultures yielded no apparent synergism between organisms, suggesting competition for nutrients instead of cooperative metabolite conversion.Entities:
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Year: 2019 PMID: 30849084 PMCID: PMC6407766 DOI: 10.1371/journal.pone.0212685
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Estimated number of families and alpha diversity of the soil enrichment community.
| Sample Time Point | Estimated Number of Families | Alpha Diversity |
|---|---|---|
| Day 0 | 22 | 3.1 |
| Day 1 | 12 | 2.5 |
| Day 4 | 5.2 | 1.7 |
| Day 5 | 3.7 | 1.3 |
| Day 8 | 8.0 | 2.1 |
a Calculations made using data from three pooled PCR technical replicates from each of the three replicate reactors.
b Shannon index used for alpha diversity calculations and ENF calculation.
Microbes used in this study.
| Strain Code | Strain Identity | Source | Sequenced Gene Target |
|---|---|---|---|
| M1 | ATCC 23857 | Known–not sequenced | |
| M2 | ATCC 9945A | Known–not sequenced | |
| M3 | ATCC 6051 | Known–not sequenced | |
| M5 | ATCC 19434 | Known–not sequenced | |
| M6 | ATCC 11454 | Known–not sequenced | |
| M7 | Virginia Tech Teaching Labs | Known–not sequenced | |
| M8 | Commercial yogurt isolate | Known–not sequenced | |
| M9 | [ | Known–not sequenced | |
| M11 | Syrup contaminant | ITS2 region | |
| UAE1 | Soil enrichment isolate | 16S rRNA gene | |
| UAE2 | Soil enrichment isolate | 16S rRNA gene, | |
| UAE3 | Soil enrichment isolate | 16S rRNA gene | |
| UAE4 | Soil enrichment isolate | 16S rRNA gene, | |
| UAE5 | Soil enrichment isolate | 16S rRNA gene, | |
| UAE6 | Soil enrichment isolate | 16S rRNA gene | |
| UAE7 | Soil enrichment isolate | 16S rRNA gene | |
| UAE8 | Soil enrichment isolate | 16S rRNA gene | |
| UAE10 | Soil enrichment isolate | 16S rRNA gene | |
| UAN4 | Soil enrichment isolate | 16S rRNA gene |
aMultiple species listed for organisms with 100% sequencing identity using the listed gene(s) as sequencing targets.
Fig 1Bacterial community profile across anaerobic syrup enrichment cycles.
Reads were averaged from the PCR pools for each of the three replicate reactors across five time points over the eight-day enrichment. Dominant families listed throughout the enrichment are indicated with the following labels: A = Alicyclobacillaceae, Ba = Bacillaceae, Bu = Burkholderiaceae, C = Clostridiaceae, E = Enterobacteriaceae, P = Pseudomonadaceae, R = Ruminococcaceae, and V = Veillonellaceae.
Growth yields of monocultures on syrup from three production facilities.
| Monoculture | Syrup 1 | Syrup 2 | Syrup 3 | Syrup Average |
|---|---|---|---|---|
| M1 | 0.28 ± 0.12 | 0.41 ± 0.23 | 0.58 ± 0.01 | 0.43 ± 0.12 |
| M2 | 0.09 ± 0.10 | 0.41 ± 0.07 | 0.47 ± 0.04 | 0.32 ± 0.17 |
| M3 | 0.40 ± 0.21 | 0.47 ± 0.27 | 0.57 ± 0.02 | 0.48 ± 0.07 |
| M5 | 0.04 ± 0.01 | 0.15 ± 0.01 | 0.18 ± 0.03 | 0.13 ± 0.06 |
| M6 | 0.10 ± 0.01 | 0.26 ± 0.01 | 0.20 ± 0.02 | 0.19 ± 0.07 |
| M7 | 0.08 ± 0.01 | 0.11 ± 0.01 | 0.20 ± 0.04 | 0.13 ± 0.05 |
| M8 | 0.15 ± 0.00 | 0.28 ± 0.01 | 0.26 ± 0.04 | 0.23 ± 0.06 |
| M9 | 0.02 ± 0.01 | 0.06 ± 0.02 | 0.05 ± 0.01 | 0.04 ± 0.02 |
| M11 | 0.56 ± 0.02 | 0.75 ± 0.07 | 0.56 ± 0.05 | 0.62 ± 0.09 |
| UAE1 | 0.02 ± 0.01 | 0.38 ± 0.24 | 0.18 ± 0.18 | 0.20 ± 0.15 |
| UAE2 | 0.10 ± 0.06 | 0.29 ± 0.02 | 0.52 ± 0.06 | 0.30 ± 0.17 |
| UAE3 | 0.03 ± 0.02 | 0.61 ± 0.18 | 0.12 ± 0.04 | 0.26 ± 0.25 |
| UAE4 | 0.35 ± 0.02 | 0.68 ± 0.05 | 0.53 ± 0.02 | 0.52 ± 0.13 |
| UAE5 | 0.11 ± 0.06 | 0.49 ± 0.08 | 0.53 ± 0.10 | 0.38 ± 0.19 |
| UAE6 | 0.03 ± 0.02 | 0.35 ± 0.03 | 0.23 ± 0.03 | 0.20 ± 0.13 |
| UAE7 | 0.01 ± 0.01 | 0.29 ± 0.08 | 0.24 ± 0.09 | 0.18 ± 0.13 |
| UAE8 | 0.02 ± 0.00 | 0.26 ± 0.07 | 0.16 ± 0.04 | 0.15 ± 0.10 |
| UAE10 | 0.01 ± 0.01 | 0.35 ± 0.01 | 0.07 ± 0.06 | 0.14 ± 0.15 |
| UAN4 | 0.01 ± 0.01 | 0.76 ± 0.05 | 0.13 ± 0.03 | 0.30 ± 0.33 |
aM = monoculture from laboratory isolates. UAE = unknown aerobically plated environmental isolate. UAN = unknown anaerobically plated environmental isolate. Optical density data (OD600) readings from day 1 of growth averaged from three replicate growth assay plates, with data from each plate an average of three replicate wells. Background correction performed by subtracting averages of syrup with PBS wells from each plate. Standard deviations calculated for each individual syrup experiment across the independent replicate plates, and across the independent syrup experiments. Gray boxes denote the organisms with the highest average growth across all syrups.