| Literature DB >> 28743928 |
Yan Wang1, Jing Sun2, Hang Zhong2, Nianzhen Li1, Hengyong Xu1, Qing Zhu3, Yiping Liu4.
Abstract
To date, no report has demonstrated the use of beneficial microbes for contributing to the flavour characteristics and gut microbiota diversity of chicken. Here, we selected six probiotics obtained from our laboratory and supplemented them in six different combinations to 420 newborn male Qingjiaoma chickens under the same controlled living environment (60 birds, no probiotic supplements). The results showed that chicken supplemented with Bacillus species showed beneficial effects in body weight. Acetate is the major fermentation production in the chicken caecum, and chicken supplemented with Pediococcus pentosaceus had the average higher short chain fatty acids (SCFAs) contents. In chicken caecal microflora, the abundance of Bacteroidetes bacteria was positively correlated with the content of propionate, butyrate, and isobutyrate, whereas an increase in acetate content was positively correlated to the abundance of Firmicutes. Compared to chickens without probiotic supplement, chickens supplemented with P. pentosaceus had more characteristic flavour compounds in the sampled breast meat, especially higher concentrations of (E)-2-heptenal, (E,E)-2,4-nonadienal, and certain C6-C9 unsaturated fatty acids. This resulted in a stronger chicken-fatty or fatty odour which directly improved the flavour. These findings suggest that probiotics can improve chicken meat flavour and increase gut microbiota diversity.Entities:
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Year: 2017 PMID: 28743928 PMCID: PMC5527115 DOI: 10.1038/s41598-017-06677-z
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Growth and meat production at 74 days of age of Qingjiaoma chickens given different probiotic-supplemented fermented feed.
| Performance Metric | Chickens fed with a variety of probiotic supplements | Control Group | |||||
|---|---|---|---|---|---|---|---|
| Group 1 | Group 2 | Group 3 | Group 4 | Group 5 | Group 6 | Group 7a | |
| Average body weight (g) | 3132.67 ± 211.5 | 3140.00 ± 222.3 | 3201.33 ± 290.6* | 3013.08 ± 292.4 | 3060.00 ± 271.1 | 3086.67 ± 250.5 | 2928.67 ± 256.5 |
| Carcass percentage (%) | 80.15 ± 0.028 | 79.34 ± 0.027 | 80.61 ± 0.022 | 80.13 ± 0.028 | 79.29 ± 0.014 | 80.53 ± 0.025 | 80.19 ± 0.035 |
| Breast muscle percentage (%) | 35.98 ± 0.027 | 37.80 ± 0.028 | 35.72 ± 0.033 | 34.95 ± 0.043 | 33.25 ± 0.046 | 36.15 ± 0.027 | 35.64 ± 0.38 |
| Thigh muscle percentage (%) | 37.13 ± 0.029 | 38.40 ± 0.025 | 37.63 ± 0.017 | 38.80 ± 0.034 | 35.43 ± 0.079 | 43.50 ± 0.110 | 35.00 ± 0.105 |
| Abdominal fat percentage (%) | 2.16 ± 0.008 | 1.98 ± 0.007 | 1.73 ± 0.008 | 2.14 ± 0.007 | 2.61% ± 0.011 | 2.00 ± 0.009 | 1.46 ± 0.009 |
| Subcutaneous fat thickness (cm) | 0.68 ± 0.08 | 0.76 ± 0.13 | 0.55 ± 0.05 | 0.61 ± 0.21 | 0.66 ± 0.12 | 0.73 ± 0.086 | 0.64 ± 0.28 |
| Feed conversion ratio | 2.29 | 2.45 | 2.36 | 2.53 | 2.37 | 2.46 | 2.55 |
| Morbidity and mortality cases | 2b | 2c | 0 | 1d | 0 | 0 | 3e |
Asterisk (*) represents the significant difference of average body weight of Qingjiaoma chickens between Group 3 and the control group Group 7 (P value = 0.0055).
aGroup 7 is the negative control group of chickens were fed without any probiotic supplement.
bOne bird in Group 1 was crushed by misplaced feed utensils at Day 1.
cOne bird in Group 2 fell from the cage and hurt its leg at 5 days of age. To control the experimental conditions, this bird was eliminated from our analysis.
dOne bird was eliminated from this group due to a wry neck caused by the improper subcutaneous injection of Bird Flu vaccine, to control the experimental condition this bird was eliminated for our analysis.
eTwo birds in the control group were eliminated by debeaking stress, which induced a very weak capability of food intake beginning at day 8, so we eliminated them at Day 11, respectively; At Day 17, another bird was eliminated with a wry neck that caused by the improper subcutaneous injection of Bird Flu vaccine.
Comparison of partial flavor components in breast meat of birds with and without probiotic additive.
| Component | RTa | Average concentration (μg/g) | Control group | |||||
|---|---|---|---|---|---|---|---|---|
| Chickens fed with a variety of probiotic supplements | ||||||||
| Group 1 | Group 2 | Group 3 | Group 4 | Group 5 | Group 6 | Group 7 | ||
| 2-Butanone, 3-methyl- | 2.700 | 1.15e-04 ± 5.90e-05 | 3.73e-05 ± 5.56e-06 | 3.02e-06 ± 3.36e-07 (0.025) | 1.31e-06 ± 2.50e-07 (0.023) | 1.73e-06 ± 6.10e-07 (0.023) | 1.23e-05 ± 2.02e-06 (0.029) | 1.1.81e-04 ± 4.32e-06 |
| Butanal, 3-methyl | 3.492 | 6.74e-05 ± 5.45e-05 | 4.85e-06 ± 1.01e-06 (0.026) | 5.99e-05 ± 3.92e-05 | 1.21e-05 ± 3.03e-06 (0.026) | 1.06e-05 ± 5.61e-06 (0.016) | 3.97e-06 ± 2.02e-06 (0.020) | 7.72e-05 ± 5.14e-05 |
| Pentanal | 4.133 | 2.01e-04 ± 8.05e-05 | 1.53e-04 ± 1.27e-05 | 1.96e-04 ± 5.18e-05 | 1.46e-04 ± 4.87e-05 | 1.74e-04 ± 4.67e-05 | 1.51e-04 ± 3.96e-05 | 1.71e-04 ± 8.16e-05 |
| 2-Butanone, 3-hydroxy- | 5.037 | 9.76e-05 ± 6.48e-05 | 3.82e-06 ± 1.29e-06 | 3.02e-06 ± 1.15e-06 | 2.24e-06 ± 1.34e-06 | 1.29e-06 ± 9.15e-07 | — | 1.81e-04 ± 1.55e-04 |
| (E)-2-Pentenal | 5.758 | — | — | — | — | 1.08e-06 ± 9.15e-07 | — | — |
| 1-Pentanol | 6.167 | 7.74e-05 ± 4.46e-05 | 6.75e-05 ± 4.91e-05 | 1.29e-04 ± 9.11e-05 | 6.15e-05 ± 2.43e-05 | 5.51e-05 ± 1.18e-05 | 7.37e-05 ± 2.69e-05 | 2.00e-05 ± 7.83e-06 |
| (E)-2-Decenal | 6.750 | — | — | — | — | — | 4.09e-06 ± 2.36e-06 | — |
| Hexanal | 7.256 | 8.91e-04 ± 2.68e-04 | 1.12e-03 ± 3.48e-05 | 1.06e-03 ± 4.80e-04 | 8.29e-04 ± 1.86e-04 | 1.29e-03 ± 1.96e-04 | 1.34e-03 ± 1.08e-04 | 1.23e-03 ± 3.14e-04 |
| (E)-2-hexenal | 9.058 | 1.28e-05 ± 7.41e-06 | 2.06e-05 ± 7.37e-06 | 5.60e-06 ± 3.97e-06 | 1.17e-05 ± 8.27e-06 | 1.73e-05 ± 2.44e-06 | 2.1e-05 ± 3.80e-06 | 3.32e-06 ± 1.73e-06 |
| 1-Hexanol | 9.663 | 1.96e-05 ± 1.12e-05 | 2.93e-05 ± 1.10e-05 | 1.64e-05 ± 1.39e-06 | 1.12e-05 ± 5.26e-06 | 4.51e-05 ± 1.73e-05 | 2.63e-05 ± 4.51e-06 | 8.15e-06 ± 5.40e-06 |
| Heptanal | 10.735 | 1.07e-04 ± 2.85e-05 | 2.16e-04 ± 2.59e-05 (0.046) | 9.21e-05 ± 5.99e-05 | 9.09e-05 ± 3.66e-05 | 2.24e-04 ± 8.78e-05 (0.031) | 1.55e-04 ± 3.23e-05 | 1.27e-04 ± 4.53e-05 |
| Styrene | 10.308 | 5.89e-05 ± 3.227e-05 | 1.04e-04 ± 3.51e-05 | 6.38e-05 ± 1.99e-05 | 3.06e-05 ± 7.65e-06 | 5.29e-05 ± 1.98e-05 | 5.92e-05 ± 2.98e-05 | 4.18e-05 ± 9.90e-06 |
| Oxime-, methoxy-phenyl- | 10.994 | 6.19e-05 ± 1.77e-05 | 4.72e-05 ± 2.03e-05 | 1.33e-04 ± 5.53e-05 (0.013) | 1.28e-04 ± 4.24e-05 (0.018) | 1.02e-04 ± 2.44e-06 | 9.88e-05 ± 2.35e-05 | 4.06e-05 ± 2.24e-05 |
| Butyrolactone | 11.192 | 7.96e-06 ± 3.23e-06 | 2.67e-06 ± 5.40e-07 | 6.89e-06 ± 2.42e-06 | 5.20e-06 ± 2.50e-07 | 8.20e-06 ± 7.93e-07 | 2.05e-06 ± 3.54e-07 | 5.47e-06 ± 8.20e-07 |
| (E)-2-heptenal | 12.541 | 3.44e-05 ± 2.26e-05 | 1.51e-04 ± 1.67e-05 (0.0020) | 4.35e-05 ± 1.73e-05 | 5.97e-05 ± 8.27e-06 | 8.73e-05 ± 3.17e-05 | 1.64e-04 ± 1.43e-05 (0.0010) | 9.47e-05 ± 1.89e-05 |
| Benzaldehyde | 12.708 | 4.04e-05 ± 1.23e-05 | 7.22e-05 ± 4.16e-05 | 6.89e-05 ± 7.78e-06 | 3.70e-05 ± 9.77e-06 | 7.18e-05 ± 2.88e-05 | — | 5.46e–5 ± 7.14e-06 |
| Dimethyl trisulfide | 12.908 | 4.99e-06 ± 2.88e-06 | — | 1.03e-05 ± 7.31e-06 | — | — | — | — |
| 1-Heptanol | 13.000 | 3.21e-05 ± 1.45e-05 | 7.09e-05 ± 1.35e-05 | 3.06e-05 ± 4.26e-06 | 2.93e-05 ± 8.99e-06 | 7.81e-05 ± 1.50e-05 | 5.69e-05 ± 2.73e-06 | 2.67e-05 ± 4.32e-06 |
| Octanal | 13.975 | 1.23e-04 ± 3.05e-05 | 2.14e-04 ± 7.29e-05 (0.038) | 1.56e-04 ± 2.85e-05 | 1.25e-04 ± 5.03e-05 | 2.62e-04 ± 1.51e-05 | 2.13e-04 ± 3.67e-05 | 1.35e-04 ± 3.38e-05 |
| 1-Octen-3-one | 13.192 | 4.46e-06 ± 3.27e-06 | 6.11e-06 ± 5.40e-07 | 7.54e-06 ± 1.52e-06 | 3.90e-06 ± 2.50e-06 | 7.77e-06 ± 5.49e-06 | 8.32e-06 ± 6.25e-07 | 2.56e-06 ± 4.41e-07 |
| 1-Octen-3-ol | 13.316 | — | 1.20e-04 ± 1.49e-05 | 1.22e-04 ± 8.65e-05 | 1.42e-06 ± 1.00e-06 | 1.28e-04 ± 2.32e-05 | 1.13e-04 ± 7.58e-06 | 2.29e-05 ± 3.96e-06 |
| (E,E)-2,4-Heptadienal | 14.250 | 1.50e-05 ± 1.05e-05 | 1.91e-05 ± 1.35e-05 | 4.31e-07 ± 3.04e-07 | — | — | 1.91e-05 ± 1.00e-06 | — |
| 2-Acetylthiazole | 14.500 | 1.14e-05 ± 5.66e-07 | 2.67e-06 ± 6.64e-07 | 1.29e-06 ± 6.07e-07 | — | 2.16e-06 ± 1.97e-06 | 6.55e-06 ± 4.96e-07 | 3.44e-06 ± 4.86e-07 |
| D-limonene | 14.749 | 2.20e-05 ± 1.06e-05 | 8.42e-05 ± 7.56e-06 (0.005) | 3.32e-05 ± 1.73e-05 | 2.89e-05 ± 8.62e-06 | 5.87e-05 ± 1.07e-05 | 7.18e-05 ± 1.44e-05 (0.019) | 2.74e-05 ± 5.13e-06 |
| 4-Ethylcyclohexanol | 15.008 | 2.5e-06 ± 1.76e-06 | 3.30e-05 ± 4.014–06 | 1.28e-05 ± 9.08e-06 | 2.32e-05 ± 2.58e-06 | 1.78e-05 ± 5.81e-05 | 1.73e-05 ± 8.09e-06 | 8.66e-06 ± 3.24e-06 |
| 2,4-dimethyl-Cyclohexanol | 15.305 | 1.53e-05 ± 2.27e-06 | 1.97e-05 ± 5.83e-06 | 8.18e-06 ± 4.50e-06 | 2.00e-05 ± 8.77e-06 | 1.93e-05 ± 2.75e-06 | 3.32e-05 ± 1.38e-05 (0.0015) | 8.67e-06 ± 3.24e-06 |
| (E)-2-Octenal | 15.600 | 3.78e-05 ± 1.83e-05 | 9.94e-05 ± 5.92e-06 (0.002) | 4.24e-05 ± 1.57e-05 | 4.33e-05 ± 1.92e-05 | 8.96e-05 ± 3.27e-05 (0.0070 | 9.42e-05 ± 7.35e-06 (0.004) | 4.02e-05 ± 2.22e-05 |
| Benzeneacetaldehyde | 15.242 | 4.64e-06 ± 1.00e-06 | 8.40e-06 ± 5.94e-06 | 3.45e-06 ± 2.43e-06 | 2.13e-06 ± 1.50e-06 | — | — | — |
| 1-Octanol, 2-butyl- | 15.733 | 2.02e-05 ± 4.50e-06 | 9.55e-07 ± 2.70e-07 | 2.15e-06 ± 1.52e-06 | 3.54e-07 ± 2.50e-07 | 1.73e-06 ± 1.22e-06 | 1.23e-06 ± 8.19e-07 | — |
| Cyclohexanone, 4-(benzoyloxy)- | 15.855 | — | 1.41e-05 ± 1.08e-06 | — | 1.10e-05 ± 7.77e-06 | — | — | 3.95e-06 ± 6.84e-07 |
| (E)-2-Octen-1-ol | 15.863 | 6.96e-06 ± 1.26e-06 | 8.40e-06 ± 9.26e-07 | 7.54e-06 ± 4.57e-06 | — | — | 1.19e-05 ± 1.42e-06 | — |
| 1-Octanol | 15.969 | 4.53e-05 ± 8.83e-06 | 9.55e-05 ± 1.05e-05 (0.004) | 4.78e-05 ± 3.38e-05 | — | 1.01e-04 ± 3.26e-05 (0.002) | 8.02e-05 ± 8.42e-06 (0.022) | 2.57e-05 ± 1.94e-05 |
| Octadecanoic acid, ethenyl ester | 16.619 | 3.00e-05 ± 2.52e-06 | 1.88e-05 ± 1.81e-06 | 3.05e-05 ± 1.64e-05 | 2.98e-05 ± 1.05e-05 | 1.97e-05 ± 1.74e-06 | 2.09e-05 ± 2.47e-06 | — |
| Nonanal | 16.886 | 1.49e-04 ± 2.54e-05 | 1.86e-04 ± 5.74e-05 | 1.39e-04 ± 8.13e-06 | 1.15e-04 ± 2.58e-05 | 2.16e-04 ± 1.10e-05 (0.050) | 1.80e-04 ± 2.25e-05 | 1.46e-04 ± 2.94e-05 |
| (E)-2-Nonen-1-ol | 17.083 | 5.71e-06 ± 2.34e-06 | 2.93e-06 ± 2.25e-07 | — | 3.54e-07 ± 2.50e-07 | — | 1.19e-05 ± 1.42e-06 (0.045) | 1.41e-06 ± 2.42e-06 |
| 3-Octadecyne | 18.775 | — | 1.91e-05 ± 4.86e-06 (0.043) | 8.62e-06 ± 2.12e-06 | 1.48e-05 ± 6.30e-06 | 1.89e-05 ± 6.53e-06 | 1.02e-05 ± 7.80e-06 | 1.29e-05 ± 2.71e-06 |
| Cyclooctanemethanol | 17.907 | 1.43e-06 ± 6.18e-07 | 1.27e-06 ± 6.62e-07 | 6.46e-07 ± 3.04e-07 (0.009) | 1.31e-06 ± 5.41e-07 | 2.03e-06 ± 2.49e-07 | 1.36e-06 ± 8.52e-07 | 2.18e-06 ± 1.17e-06 |
| Dodecanal | 18.156 | 2.85e-06 ± 2.01e-06 | — | — | — | — | 1.77e-06 ± 1.44e-06 | — |
| (E)-2-Nonenal | 18.384 | 2.29e-05 ± 5.69e-06 | 3.18e-05 ± 1.10e-05 | 3.45e-05 ± 1.56e-05 | 2.28e-05 ± 5.87e-06 | 2.65e-05 ± 1.41e-05 | 3.07e-05 ± 5.53e-06 | 1.85e-05 ± 3.42e-06 |
| 2,6/3, 5-Dimethylbenzaldehyde | 18.519 | 2.85e-06 ± 2.01e-06 | 5.86e-06 ± 1.7e-06 (0.046) | 3.88e-06 ± 2.74e-06 | 4.25e-06 ± 3.00e-06 | — | 5.73e-06 ± 1.08e-06 | 1.41e-06 ± 1.03e-06 |
| 1-Nonanol | 18.647 | 4.53e-05 ± 8.83e-06 | 2.67e-06 ± 8.10e-07 | 3.45e-06 ± 2.43e-06 | 2.13e-06 ± 1.50e-06 | — | 2.59e-06 ± 8.52e-07 | — |
| 2-n-Heptylfuran | 19.183 | — | 3.06e-06 ± 2.10e-06 | — | — | — | 3.82e-06 ± 2.60e-06 (0.0180) | 7.64e-07 ± 1.32e-07 |
| Cis-4-decenal | 19.252 | — | 1.91e-05 ± 1.08e-06 | 2.15e-06 ± 1.52e-06 | — | 3.02e-06 ± 2.13e-06 | 3.27e-06 ± 8.19e-07 | — |
| Decanal | 19.547 | 7.49e-06 ± 1.43e-06 | 8.02e-06 ± 2.50e-06 | — | 4.02e-06 ± 1.08e-06 | 9.63e-06 ± 3.06e-06 (0.048) | 6.96e-06 ± 1.78e-06 | 4.97e-06 ± 2.13e-06 |
| (E,E)-2,4-Nonadienal | 19.838 | 1.78e-06 ± 1.26e-06 | 5.62e-06 ± 2.23e-06 | 2.58e-06 ± 0.00 | 3.90e-06 ± 2.75e-06 | 5.32e-06 ± 3.66e-06 | 5.05e-06 ± 1.70e-06 | 7.64e-07 ± 1.32e-07 |
| 1,3-Hexadiene,3-ethyl-2-methyl- | 19.942 | 2.20e-05 ± 1.06e-05 | 6.88e-05 ± 7.56e-06 | 3.53e-05 ± 1.73e-05 | 2.84e-05 ± 2.21e-05 | 5.85e-05 ± 1.07e-05 | 7.18e-05 ± 1.44e-05 | 2.74e-05 ± 5.13e-06 |
| 2-nonenal, (E)- | 20.936 | 2.29e-05 ± 5.69e-06 | 3.18e-05 ± 1.10e-05 | 3.45e-05 ± 1.57e-05 | 2.28e-05 ± 5.87e-06 | 2.65e-05 ± 1.41e-05 | 3.07e-05 ± 5.54e-06 | 1.85e-05 ± 3.42e-06 |
| 2-undecenal | 23.133 | 1.96e-05 ± 0.00 | 8.33e-05 ± 8.91e-06 | 1.49e-05 ± 4.52e-06 | 2.52e-05 ± 4.76e-06 | 9.92e-05 ± 9.15e-07 (0.016) | 2.35e-05 ± 1.70e-05 | 2.45e-05 ± 3.77e-06 |
| Trans-3-Nonen-2-one | 22.681 | — | 2.80e-06 ± 9.61e-07 | — | 1.42e-06 ± 1.00e-06 | — | 2.18e-06 ± 4.73e-07 | — |
| 2,5-Furandione, 3-dodecenyl- | 23.948 | — | — | — | 5.32e-06 ± 2.00e-06 | — | — | — |
| Trans-2-undecen-1-ol | 23.965 | 1.78e-05 ± 8.91e-06 | 1.91e-05 ± 4.86e-06 | 8.62e-06 ± 1.21e-06 | 1.48e-05 ± 6.30e-06 | 1.89e-05 ± 6.53e-06 | 1.02e-05 ± 7.80e-06 | 2.18e-05 ± 1.57e-05 |
| Eicosanoic acid | 32.226 | 3.57e-07 ± 2.55e-07 | 1.80e-06 ± 8.82e-07 (0.0172) | — | 2.48e-06 ± 1.75e-06 | — | — | — |
aRT means the retention time of each flavor component by HS-SPME-GC-MS analysis.
The dash (−) represents the specific flavor compound was not detected from the sampled breast meat in a certain group.
Figure in parentheses means the statistical significant difference P values of the concentration of certain flavor compound in chicken breast meat between certain treatment group and the control group Group 7.
Comparison of the concentrations of four short chain fatty acids (Mean ± Standard deviation) by caecal fermented between 6 different probiotic-treating groups and an untreated group by probiotic supplementation.
| SCFA | Chickens fed with a variety of probiotic supplements | Control group | |||||
|---|---|---|---|---|---|---|---|
| Group 1 | Group 2 | Group 3 | Group 4 | Group 5 | Group 6 | Group 7 | |
| Acetic acid | 56.92 ± 15.46* | 49.50 ± 6.89* | 78.92 ± 16.41 | 78.17 ± 11.59 | 79.21 ± 3.83 | 93.24 ± 1.53* | 76.60 ± 9.63 |
| Propionic acid | 31.40 ± 5.90 | 28.80 ± 3.01 | 30.47 ± 2.12 | 30.40 ± 2.92 | 29.86 ± 1.57 | 31.37 ± 2.88 | 27.92 ± 1.36 |
| Isobutyric acid | 34.77 ± 4.80* | 28.39 ± 2.59 | 32.71 ± 2.11 | 20.32 ± 0.06 | 20.47 ± 0.14 | 24.31 ± 7.47 | 20.31 ± 0.90 |
| Butyric acid | 22.86 ± 3.65 | 20.52 ± 0.33 | 20.62 ± 0.15 | 33.73 ± 5.48 | 32.38 ± 2.77 | 43.29 ± 3.80* | 30.09 ± 2.53 |
Note: the *indicate significant differences (P < 0.05) between the probiotic-treating groups and control group.
Figure 1Levels of enzyme activity in chicken gut tracts. The intestinal positions are including duodenum, jejunum, ileum and cecum. (A) Amylase activity. (B) Lipase activity. (C) Trypsin activity. Asterisk (*) represents the significant difference of enzyme activity between certain trial groups (Group 1 to Group 6) and Group 7.
Figure 2Phylum level composition of the caecal microbiome of chicken. A color-coded bar plot shows the average bacterial phylum distribution in different treatment groups and control group. The Group 1 to Group 6 refer to the probiotic-treated group, the Group 7 refer to the control group.
Figure 3Genus-level composition of the caecal microbiome of chicken. A color-coded bar plot shows the average bacterial genus distribution in different treatment groups and control group. The number of 1, 2, 3, 4, 5 and 6 refer to the probiotic-treated group (Group 1 to Group 6), the number 7 refer to the control group (Group 7).
Figure 4The Principal Component Analysis (PCA) of caecal samples in chickens supplemented with different probiotic additives (Group 1 to Group 6) and chicken without probiotic addition (Group 7).
Figure 5Relationships between phyla abundances and SCFA concentrations in chicken cecal samples. (A–C) Correlation matrices: (A) SCFAs (A, acetate; P, propionate; B, butyrate; I, isobutyrate); (B) Phyla (A, Actinobacteria; B, Bacteroidetes; C, Cyanobacteria; F, Firmicutes; P, Proteobacteria); (C) Cross-correlation between phylum abundances and levels of SCFAs. The color scale indicates correlation levels: Positive correlation values are in red; Negative correlation values are in purple.