From: Microorganism-regulated mechanisms of temperature effects on the performance of anaerobic digestion
25 °C | 35 °C | 45 °C | 50 °C | 55 °C | Temperature | DCP | Acetic acid | Propionic acid | Butyric acid | NH4 +-N | |
---|---|---|---|---|---|---|---|---|---|---|---|
Firmicutes | 57.72 ± 9.67a | 30.41 ± 1.51b | 52.99 ± 1.17a | 55.67 ± 0.57a | 51.19 ± 2.74a | 0.119 | 0.168 | −0.007 | 0.168 | 0.354 | 0.145 |
Unclassified Clostridiales | 12.54 ± 2.28b | 7.08 ± 0.37c | 18.9 ± 0.81a | 16.68 ± 0.93ab | 15.81 ± 2.56ab | 0.524* | 0.496 | 0.460 | −0.198 | −0.146 | 0.605* |
Unclassified Clostridiaceae | 10.72 ± 3.9a | 2.87 ± 0.47b | 2.99 ± 0.95b | 1.92 ± 0.45b | 2.78 ± 0.96b | −0.628* | −0.575* | −0.548* | 0.688** | 0.755** | −0.802** |
Unclassified Lachnospiraceae | 9.99 ± 1.61a | 1.66 ± 0.07b | 3.36 ± 0.38b | 1.84 ± 0.12b | 2.09 ± 0.12b | −0.722** | −0.608* | −0.549* | 0.863** | 0.941** | −0.753** |
Clostridium | 2.12 ± 0.58bc | 1.47 ± 0.28c | 4.73 ± 1.01a | 3.5 ± 0.39ab | 2.03 ± 0.42bc | 0.284 | 0.549* | 0.411 | −0.097 | −0.143 | 0.348 |
Unclassified Clostridia | 0.74 ± 0.17c | 0.61 ± 0.04c | 2.12 ± 0.25b | 4.77 ± 0.28a | 5.1 ± 0.73a | 0.873** | 0.611* | 0.516* | −0.716** | −0.493 | 0.900** |
Candidate order MBA08 | 0.39 ± 0.01b | 0.27 ± 0.02b | 1.18 ± 0.13b | 4.79 ± 0.44a | 6.03 ± 0.79a | 0.839** | 0.488 | 0.460 | −0.703** | −0.462 | 0.860** |
Unclassified Ruminococcaceae | 1.93 ± 0.28b | 3.42 ± 0.27a | 1.41 ± 0.25bc | 0.94 ± 0.02c | 0.83 ± 0.12c | −0.642** | −0.477 | −0.434 | 0.271 | 0.116 | −0.676** |
Syntrophomonas | 0.12 ± 0.03c | 2.79 ± 1.07a | 0.84 ± 0.24bc | 2.41 ± 0.07ab | 1.11 ± 0.21bc | 0.223 | 0.378 | −0.142 | −0.669** | −0.579* | 0.256 |
Candidate order SHA-98 | 0.25 ± 0.04c | 0.24 ± 0.01c | 1.36 ± 0.17b | 3 ± 0.43a | 2.39 ± 0.42a | 0.836** | 0.748** | 0.482 | −0.701** | −0.512 | 0.879** |
Lactobacillus | 1.65 ± 0.19ab | 1.03 ± 0.17ab | 1.98 ± 0.57a | 1.57 ± 0.16ab | 0.9 ± 0.14b | −0.162 | 0.206 | −0.156 | 0.322 | 0.190 | −0.234 |
Sedimentibacter | 1.38 ± 0.45b | 0.51 ± 0.06c | 2.47 ± 0.12a | 1.47 ± 0.17b | 0.22 ± 0.04c | −0.110 | 0.350 | 0.061 | 0.298 | 0.161 | −0.117 |
Tepidimicrobium | 0.11 ± 0.01c | 0.13 ± 0.02c | 0.56 ± 0.06b | 0.55 ± 0.03b | 0.95 ± 0.16a | 0.872** | 0.417 | 0.730** | −0.619* | −0.522* | 0.934** |
Pelotomaculum | 0.01 ± 0b | 0.02 ± 0.01b | 0.01 ± 0b | 0.05 ± 0.01a | 0.07 ± 0a | 0.723** | 0.283 | 0.405 | −0.646** | −0.438 | 0.793** |
Bacteroidetes | 24.52 ± 7.78ab | 29.16 ± 1.91a | 23.01 ± 0.36ab | 12.84 ± 2.18bc | 4.13 ± 0.63c | −0.702** | −0.316 | −0.453 | 0.506 | 0.300 | −0.813** |
Ruminofilibacter | 0.59 ± 0.08c | 6.17 ± 1.16b | 11.42 ± 1a | 8.12 ± 1.75b | 0.5 ± 0.07c | 0.215 | 0.667** | 0.329 | −0.218 | −0.474 | 0.220 |
OTU84 | 0.44 ± 0.06c | 4.95 ± 0.93b | 9.42 ± 0.95a | 6.6 ± 1.66ab | 0.3 ± 0.07c | 0.210 | 0.655** | 0.322 | −0.209 | −0.461 | 0.217 |
Unclassified Porphyromonadaceae | 2.68 ± 1.31b | 3.19 ± 0.56ab | 5 ± 0.44a | 1.73 ± 0.35b | 1.08 ± 0.2b | −0.280 | −0.005 | 0.186 | 0.364 | 0.051 | −0.338 |
Prevotella | 10.13 ± 0.91a | 0.93 ± 0.14b | 0.2 ± 0.04b | 0.25 ± 0.02b | 0.22 ± 0.04b | −0.816** | −0.696** | −0.708** | 0.877** | 0.980** | −0.819** |
Unclassified Bacteroidales | 1.07 ± 0.55b | 4.97 ± 0.41a | 0.38 ± 0.02b | 0.39 ± 0.04b | 0.48 ± 0.02b | −0.431 | −0.366 | −0.280 | 0.064 | −0.130 | −0.448 |
Bacteroides | 5.87 ± 4.1 | 0.21 ± 0.07 | 0.07 ± 0.02 | 0.09 ± 0.02 | 0.1 ± 0.02 | −0.531* | −0.458 | −0.425 | 0.606* | 0.664** | −0.793** |
Euryarchaeota | 1.7 ± 0.66ab | 0.5 ± 0.06b | 3.08 ± 0.78a | 2.64 ± 0.54a | 2.26 ± 0.56ab | 0.419 | 0.456 | 0.293 | −0.150 | −0.150 | 0.571* |
Methanosarcina | 1.31 ± 0.61ab | 0.05 ± 0.02b | 2.16 ± 0.85a | 1.33 ± 0.36ab | 0.5 ± 0.17ab | 0.019 | 0.254 | −0.040 | 0.180 | 0.115 | 0.028 |
Methanobacterium | 0.03 ± 0.02c | 0.02 ± 0.01c | 0.02 ± 0c | 0.49 ± 0.12b | 0.85 ± 0.22a | 0.714** | 0.287 | 0.419 | −0.594* | −0.366 | 0.791** |
Methanobrevibacter | 0.04 ± 0.01b | 0.12 ± 0.04b | 0.68 ± 0.13a | 0.17 ± 0.05b | 0.1 ± 0.02b | 0.233 | 0.423 | 0.549* | −0.036 | −0.283 | 0.262 |
Methanoculleus | 0.1 ± 0.02b | 0.05 ± 0.03b | 0.07 ± 0.02b | 0.32 ± 0.04a | 0.39 ± 0.08a | 0.706** | 0.379 | 0.357 | −0.566* | −0.323 | 0.754** |
Synergistetes | 0.42 ± 0.09c | 1.22 ± 0.26a | 0.92 ± 0.1ab | 0.62 ± 0.06bc | 0.42 ± 0.06c | −0.123 | 0.119 | 0.180 | −0.030 | −0.388 | −0.154 |
Aminobacterium | 0.15 ± 0.02b | 0.77 ± 0.14a | 0.2 ± 0b | 0.19 ± 0.03b | 0.14 ± 0.04b | −0.289 | −0.177 | −0.126 | −0.023 | −0.283 | −0.314 |
Thermotogae | 0.36 ± 0.04c | 0.25 ± 0.02c | 0.89 ± 0.15c | 11.95 ± 2.11b | 24.14 ± 0.58a | 0.788** | 0.262 | 0.493 | −0.642** | −0.406 | 0.797** |
S1 | 0.32 ± 0.05c | 0.25 ± 0.02c | 0.88 ± 0.15c | 11.93 ± 2.11b | 24.1 ± 0.58a | 0.789** | 0.262 | 0.494 | −0.643** | −0.407 | 0.798** |
WWE1 | 1.34 ± 0.7c | 14.21 ± 1.97a | 7.68 ± 1.3b | 0.56 ± 0.16c | 0.41 ± 0.11c | −0.295 | −0.142 | 0.068 | 0.066 | −0.285 | −0.307 |
W22 | 1.34 ± 0.7c | 14.21 ± 1.97a | 7.68 ± 1.3b | 0.56 ± 0.16c | 0.41 ± 0.11c | −0.295 | −0.142 | 0.068 | 0.066 | −0.285 | −0.307 |