| Literature DB >> 28097050 |
Jessica M Morrison1, Chelsea L Murphy1, Kristina Baker1, Richard M Zamor2, Steve J Nikolai2, Shawn Wilder3, Mostafa S Elshahed1, Noha H Youssef1.
Abstract
BACKGROUND: Algae encompass a wide array of photosynthetic organisms that are ubiquitously distributed in aquatic and terrestrial habitats. Algal species often bloom in aquatic ecosystems, providing a significant autochthonous carbon input to the deeper anoxic layers in stratified water bodies. In addition, various algal species have been touted as promising candidates for anaerobic biogas production from biomass. Surprisingly, in spite of its ecological and economic relevance, the microbial community involved in algal detritus turnover under anaerobic conditions remains largely unexplored.Entities:
Keywords: Algal detritus; Anaerobic degradation; Enrichment
Year: 2017 PMID: 28097050 PMCID: PMC5228501 DOI: 10.7717/peerj.2803
Source DB: PubMed Journal: PeerJ ISSN: 2167-8359 Impact factor: 2.984
Percentage of various algal components consumed under different enrichment conditions.
| ZDT enrichment | WWT enrichment | GL enrichment | |||||||
|---|---|---|---|---|---|---|---|---|---|
| Algal detritus components | Kelp | Kelp | Kelp | ||||||
| Carbohydrate | 87 | 96.5 | 52.9 | 99.7 | 98 | 15.7 | 98.3 | 99.2 | 86.2 |
| Protein | 72 | 92.9 | 60 | 94 | 96.9 | 70 | 96 | 97.6 | 82 |
| Lipid | 100 | NA | 71 | 62.5 | NA | 70 | 96 | NA | 86 |
| % Biomass lost | 86.3 | 96 | 56.7 | 94.5 | 98 | 33.6 | 98 | 99 | 83.3 |
Notes.
Carbohydrate, protein, and lipid contents of algal detritus were determined before and after enrichment. Percentages are calculated based on the dry weight at Tf. Original algal detritus composition was as follows (%Carbohydrate: %Protein: %Lipid): Chara, 88:6.5:5.5; Chlorella, 86.7:13.3:0; Kelp, 67.9:14.1:18.
Lipids in Chlorella biomass were BDL.
Based on dry weight remaining at the end of enrichment (DWf), and the initial dry weight used for enrichment (DW0) using the equation: % biomass loss = (DW0 − DWf)/DW0 × 100. Initial dry weight for kelp was equivalent to the weight added to each enrichment bottle since it was in dry powder form. However, initial dry weight for Chara and Chlorella was determined by incubating an amount equivalent to the wet weight added to each enrichment bottle overnight at 40 °C then weighing its dry weight following moisture loss.
Figure 1Total number of bacterial, archaeal, sulfate-reducing, and methanogenic cells in the pre-enrichment sample (■) versus post-enrichment samples at week 4 for GL enrichments or week 7 for ZDT and WWT enrichment (□), post-enrichment samples at week 8 for GL enrichments or week 10 for ZDT and WWT enrichment ( ), and post-enrichment samples at week 13 for GL enrichments or week 16 for ZDT and WWT enrichment ( ) as measured by quantitative PCR.
The enrichment inoculum source is shown on the left, while the algae type used is shown on top. Error bars are averages ± standard deviations from three biological replicates. Linear regression analysis was performed to examine the trend of increase in cell numbers with the weeks of enrichment, and the significance of such trend was tested by calculating the P-values of the F-statistics obtained, where “**” denotes significant P-value < 0.05, “*” denotes p-value > 0.05 but < 0.1, “NS” denotes non-significant P-value > 0.1, and “ND” refers to cases where the linear regression analysis was not performed because two or more samples were below the detection level of the qPCR. In the few cases, denoted by a superscript letter a, where the total cell numbers increased initially then decreased by the last week of enrichment, the linear regression was only carried on total numbers from the first three weeks of enrichments.
Number of OTUs0.03 and OTUs0.1 normalized to the total number of sequences, and the estimated species richness (using both Chao and ACE estimators) normalized to the total number of sequences.
| Kelp | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Source_cutoff | Weeks of enrichment | OTUs | Chao | ACE | OTUs | Chao | ACE | OTUs | Chao | ACE |
| ZDT_0.03 | 0 | 0.193 | 0.373 | 0.501 | 0.193 | 0.373 | 0.501 | 0.193 | 0.373 | 0.501 |
| 7 | 0.021 | 0.040 | 0.056 | 0.031 | 0.054 | 0.067 | 0.060 | 0.130 | 0.255 | |
| 10 | 0.030 | 0.051 | 0.068 | 0.022 | 0.043 | 0.058 | 0.069 | 0.148 | 0.265 | |
| 16 | 0.028 | 0.059 | 0.078 | 0.025 | 0.051 | 0.069 | 0.046 | 0.118 | 0.208 | |
| ZDT_0.1 | 0 | 0.051 | 0.078 | 0.088 | 0.051 | 0.078 | 0.088 | 0.051 | 0.078 | 0.088 |
| 7 | 0.008 | 0.011 | 0.010 | 0.016 | 0.023 | 0.028 | 0.026 | 0.043 | 0.058 | |
| 10 | 0.012 | 0.017 | 0.016 | 0.009 | 0.013 | 0.015 | 0.026 | 0.042 | 0.053 | |
| 16 | 0.011 | 0.016 | 0.019 | 0.009 | 0.012 | 0.014 | 0.019 | 0.029 | 0.040 | |
| GL_0.03 | 0 | 0.043 | 0.091 | 0.140 | 0.043 | 0.091 | 0.140 | 0.043 | 0.091 | 0.140 |
| 4 | 0.008 | 0.019 | 0.033 | 0.014 | 0.025 | 0.035 | ND | ND | ND | |
| 7 | 0.014 | 0.032 | 0.044 | 0.010 | 0.020 | 0.024 | 0.092 | 0.116 | 0.123 | |
| 13 | 0.022 | 0.055 | 0.057 | 0.011 | 0.018 | 0.029 | 0.036 | 0.063 | 0.076 | |
| GL_0.1 | 0 | 0.020 | 0.032 | 0.042 | 0.020 | 0.032 | 0.042 | 0.020 | 0.032 | 0.042 |
| 4 | 0.003 | 0.007 | 0.009 | 0.008 | 0.015 | 0.022 | ND | ND | ND | |
| 7 | 0.006 | 0.015 | 0.020 | 0.005 | 0.009 | 0.010 | 0.051 | 0.058 | 0.061 | |
| 13 | 0.010 | 0.015 | 0.014 | 0.005 | 0.007 | 0.008 | 0.017 | 0.026 | 0.029 | |
| WWT_0.03 | 0 | 0.048 | 0.087 | 0.108 | 0.048 | 0.087 | 0.108 | 0.048 | 0.087 | 0.108 |
| 7 | 0.043 | 0.072 | 0.092 | 0.066 | 0.109 | 0.140 | 0.013 | 0.039 | 0.055 | |
| 10 | 0.020 | 0.036 | 0.046 | 0.033 | 0.052 | 0.061 | 0.020 | 0.043 | 0.064 | |
| 16 | 0.030 | 0.051 | 0.068 | 0.021 | 0.036 | 0.043 | 0.012 | 0.025 | 0.035 | |
| WWT_0.1 | 0 | 0.013 | 0.022 | 0.029 | 0.013 | 0.022 | 0.029 | 0.013 | 0.022 | 0.029 |
| 7 | 0.018 | 0.025 | 0.024 | 0.030 | 0.043 | 0.048 | 0.006 | 0.009 | 0.012 | |
| 10 | 0.006 | 0.009 | 0.009 | 0.013 | 0.019 | 0.019 | 0.006 | 0.010 | 0.014 | |
| 16 | 0.011 | 0.015 | 0.017 | 0.008 | 0.010 | 0.010 | 0.004 | 0.007 | 0.009 | |
Notes.
Source refers to the inoculum source, while cutoff refers to the percentage divergence cutoff used to assign sequences into operational taxonomic units (OTUs). For each inoculum source, the numbers are shown for OTUs at the putative species level (0.03) and the putative order level (0.1).
Not determined due to the small number of sequences obtained for this dataset
Figure 2Microbial community structure analysis in the enrichment microcosms (n = 26) as compared to the pre-enrichment inoculum sources (n = 3).
The inoculum sources are denoted by shapes; ZDT (●), WWT (⬣), and GL (■), and the algae types are denoted by color; Chara (blue), Chlorella (green), Kelp (red), and no algae, i.e., pre-enrichment community, (black). Each enrichment condition (inoculum source × algae type) is represented by 3 sample points corresponding to the weeks during enrichment, except for GL-kelp enrichment where the dataset from week 4 is not shown due to the small number of sequences obtained with this dataset. (A) Non-metric multidimensional scaling plots based on Bray–Curtis dissimilarity indices at the species level (0.03). For Chara and Chlorella enrichments, communities grouped by the inoculum source, while Kelp enrichments grouped by the algae type. (B) Canonical correspondence analysis using the abundant phyla/classes relative abundances to study the effect of algae type and inoculum source on the microbial community composition. Here, the same pattern is observed at the phylum/class level, where the community structure of Chara and Chlorella enrichments were similar and grouped by inoculum source, while the microbial community of Kelp enrichments were quite distinct and grouped together regardless of the inoculum source. This pattern is reflected on the direction of the factors arrows, where the algae type is pointing in the direction of the Kelp enrichments. The CCA also depicts the abundant phyla/classes that seem to shape the microbial community in the different enrichments; Gamma-Proteobacteria in GL Chara and Chlorella enrichments, Spirochaetes and Firmicutes in ZDT-Chlorella enrichment, Delta-Proteobacteria and Bacteroidetes in ZDT-Chara enrichments and WWT Chara and Chlorella enrichments, and Epsilon-Proteobacteria and Firmicutes in Kelp enrichments regardless of the inoculum source. The constrained variables explained 57% of the variance.
Figure 3Microbial community composition in ZDT enrichments.
Abundant phyla/classes are shown as area charts for Chara (i), Chlorella (ii), and Kelp (iii) enrichments for each inoculum source. Phyla that constituted 5% or more of the community at any time during enrichment were considered significant to the degradation process and are shown in the area charts. These include phyla that were abundant prior to enrichment and remained abundant during and after enrichment (e.g., Bacteroidetes in Chara and Chlorella enrichments (i, ii)), and phyla that significantly and progressively increased in abundance with enrichment time (e.g., Firmicutes in Kelp enrichments (iii)). Bar charts depict the relative abundance of abundant genera (>1%) in each of the abundant phyla/classes shown in i-ii-iii. These include Proteobacteria (iv), Bacteroidetes (v), Firmicutes (vi), and Spirochaetes (vii). The X-axis denotes the weeks of enrichment (i–iii), or the weeks of enrichment and algae type (iv–vii). “0” denotes the community composition in the pre-enrichment inoculum source.
Figure 5Microbial community composition in GL enrichments.
Abundant phyla/classes are shown as area charts for Chara (i), Chlorella (ii), and Kelp (iii) enrichments for each inoculum source. Phyla that constituted 5% or more of the community at any time during enrichment were considered significant to the degradation process and are shown in the area charts. These include phyla that were abundant prior to enrichment and remained abundant during and after enrichment (Gamma-Proteobacteria in Chara and Chlorella enrichments (i, ii)), and phyla that significantly and progressively increased in abundance with enrichment time (e.g., Firmicutes in Kelp enrichments (iii)). Bar charts depict the relative abundance of abundant genera (>1%) in each of the abundant phyla/classes shown in i-ii-iii. These include Bacteroidetes (iv), Firmicutes (v), Delta and Epsilon-Proteobacteria (vi), Gamma-Proteobacteria (vii), Alpha and Beta Proteobacteria (viii), and Planctomycetes (ix). The X-axis denotes the weeks of enrichment (i–iii), or the weeks of enrichment and algae type (iv–ix). “0” denotes the community composition in the pre-enrichment inoculum source.
Abundant lineages (>1%) within the abundant/enriched phyla shown in Figs. 3–5.
| Phylum/Class | Class/Order | Family–genus | WWT | ZDT | GL |
|---|---|---|---|---|---|
| Bacteroidetes | Bacteroidales | 0.58 | 4.16 | 0 | |
| 1.47 | 1 | 0.1 | |||
| 2.11 | 0.05 | 6.91 | |||
| 0 | 0 | 1.58 | |||
| 6.1 | 11.45 | 2.78 | |||
| Sphingobacteriales | WCHB1-69-unclassified | 0.76 | 3.73 | 0.84 | |
| Unclassified Bacteroidetes | 14.34 | 4.03 | 0 | ||
| Firmicutes | Clostridiales | 0.003 | 1.36 | 0 | |
| Family XIII | 0.41 | 1.85 | 0.1 | ||
| 0.07 | 0.09 | 1.61 | |||
| 0.02 | 0.03 | 2.38 | |||
| Other | 3.62 | 1.47 | 0 | ||
| 0.16 | 0.45 | 6.87 | |||
| 0 | 0.04 | 2.51 | |||
| 0 | 0 | 3.1 | |||
| Unclassified Clostridiales | 3.75 | 3.4 | 0.07 | ||
| Unclassified Firmicutes | 0.69 | 8.02 | 0 | ||
| Spirochaetes | Spirochaetales | 10.67 | 4.69 | 0 | |
| SHA-4-unclassified | 2.92 | 2.48 | 0 | ||
| Unclassified | 6.91 | 0.29 | 0 | ||
| Delta Proteobacteria | Desulfobacterales | 0.36 | 1.39 | 0 | |
| 0.28 | 0.69 | 1.22 | |||
| Desulfovibrionales | 5.69 | 1.42 | 5.67 | ||
| 1.89 | 5.69 | 0 | |||
| Gamma Proteobacteria | Enterobacteriales | 0 | 4.15 | 0.04 | |
| 0 | 4.2 | 0 | |||
| 0 | 0 | 44.1 | |||
| 0 | 0 | 11 | |||
| Aeromonadales | 0 | 0.11 | 1.87 | ||
| Bacteroidetes | Bacteroidales | 0.16 | 2.27 | 0 | |
| 2.59 | 0.46 | 0.81 | |||
| 0.002 | 0 | 1.7 | |||
| 16.18 | 9.11 | 1.95 | |||
| Other | 1.78 | 0.2 | 2.95 | ||
| Sphingobacteriales | WCHB1-69-unclassified | 2.14 | 0.64 | 5.18 | |
| Unclassified Bacteroidetes | 2.69 | 1.18 | 0 | ||
| Firmicutes | Clostridia/Clostridiales | 0.006 | 8.94 | 0 | |
| 0 | 11.44 | 0 | |||
| Family_XII- | 0 | 3.77 | 0 | ||
| Family XIII | 0.67 | 6.32 | 0.02 | ||
| 0.03 | 0.06 | 7.63 | |||
| 1.56 | 1.69 | 0.94 | |||
| Unclassified Clostridiales | 1.78 | 2.44 | 0 | ||
| Unclassified Firmicutes | 0.82 | 4.87 | 0 | ||
| Spirochaetes | Spirochaetales | 21.65 | 2.62 | 0 | |
| SHA-4-unclassified | 5.87 | 2.35 | 0 | ||
| Unclassified | 0.3 | 0.86 | 0 | ||
| Delta Proteobacteria | Desulfobacterales | 0.03 | 7.31 | 0 | |
| Desulfovibrionales | 2.93 | 1.18 | 21.38 | ||
| 0.7 | 6.38 | 0 | |||
| Gamma Proteobacteria | Enterobacteriales | 0 | 0 | 37.75 | |
| 0 | 0 | 7.64 | |||
| Aeromonadales | 0 | 0 | 8.14 | ||
| Epsilon Proteobacteria | Campylobacterales | 8.54 | 0.01 | 0 | |
| 2.19 | 0.05 | 0.007 | |||
| Gamma Proteobacteria | Aeromonadales | 5.37 | 0.002 | 0 | |
| Enterobacterales | 2.95 | 0.006 | 0 | ||
| 1.71 | 0 | 0 | |||
| Pseudomonadales | 2.41 | 0 | 0.91 | ||
| Other | 2 | 0.992 | 5.09 | ||
| Firmicutes | Clostridiales | 0.49 | 29.55 | 77.73 | |
| 0.02 | 19.56 | 0.68 | |||
| 0.004 | 8.1 | 0 | |||
| 65.89 | 0.01 | 0 | |||
| Bacillales | 0 | 2.1 | 0 | ||