Feeding a future global population of 9 billion people and climate change are the primary challenges facing agriculture today. Ruminant livestock are important food-producing animals, and maximizing their productivity requires an understanding of their digestive systems and the roles played by rumen microbes in plant polysaccharide degradation. Butyrivibrio species are a phylogenetically diverse group of bacteria and are commonly found in the rumen, where they are a substantial source of polysaccharide-degrading enzymes for the depolymerization of lignocellulosic material. Our findings suggest that closely related species of Butyrivibrio have developed unique strategies for the degradation of plant fiber and the subsequent assimilation of carbohydrates in order to coexist in the competitive rumen environment. The identification of genes expressed during these competitive interactions gives further insight into the enzymatic machinery used by these bacteria as they degrade the xylan and pectin components of plant fiber.
KEYWORDS: Butyrivibrio, CAZy, rumen, bacteria, genome analysis, pectin, sugar ABC transport system, transcriptome, xylan
ABSTRACT
Rumen bacterial species belonging to the genus Butyrivibrio are important degraders of plant polysaccharides, particularly hemicelluloses (arabinoxylans) and pectin. Currently, four species are recognized; they have very similar substrate utilization profiles, but little is known about how these microorganisms are able to coexist in the rumen. To investigate this question, Butyrivibrio hungatei MB2003 and Butyrivibrio proteoclasticus B316T were grown alone or in coculture on xylan or pectin, and their growth, release of sugars, fermentation end products, and transcriptomes were examined. In monocultures, B316T was able to grow well on xylan and pectin, while MB2003 was unable to utilize either of these insoluble substrates to support significant growth. Cocultures of B316T grown with MB2003 revealed that MB2003 showed growth almost equivalent to that of B316T when either xylan or pectin was supplied as the substrate. The effect of coculture on the transcriptomes of B316T and MB2003 was assessed; B316T transcription was largely unaffected by the presence of MB2003, but MB2003 expressed a wide range of genes encoding proteins for carbohydrate degradation, central metabolism, oligosaccharide transport, and substrate assimilation, in order to compete with B316T for the released sugars. These results suggest that B316T has a role as an initiator of primary solubilization of xylan and pectin, while MB2003 competes effectively for the released soluble sugars to enable its growth and maintenance in the rumen.
IMPORTANCE Feeding a future global population of 9 billion people and climate change are the primary challenges facing agriculture today. Ruminant livestock are important food-producing animals, and maximizing their productivity requires an understanding of their digestive systems and the roles played by rumen microbes in plant polysaccharide degradation. Butyrivibrio species are a phylogenetically diverse group of bacteria and are commonly found in the rumen, where they are a substantial source of polysaccharide-degrading enzymes for the depolymerization of lignocellulosic material. Our findings suggest that closely related species of Butyrivibrio have developed unique strategies for the degradation of plant fiber and the subsequent assimilation of carbohydrates in order to coexist in the competitive rumen environment. The identification of genes expressed during these competitive interactions gives further insight into the enzymatic machinery used by these bacteria as they degrade the xylan and pectin components of plant fiber.
INTRODUCTION
The microbial community responsible for degradation of plant fiber in the rumen is diverse (1–3), but the core rumen bacterial microbiome is composed of seven groups, i.e., Prevotella, Butyrivibrio, and Ruminococcus, as well as unclassified Lachnospiraceae, Ruminococcaceae, Bacteroidales, and Clostridiales (2). Only a few species within these groups possess the enzymatic machinery required to initiate the primary degradation of insoluble plant polysaccharides (4–10). Cross-feeding interactions are known to occur between the polysaccharide-degrading species and sugar-fermenting microbes, allowing a wider diversity of microorganisms to exist in the rumen (11). Bacterial species belonging to the genus Butyrivibrio are metabolically versatile (2) and efficiently utilize the insoluble complex polysaccharides xylan and pectin (4, 12–14). At present, there are four recognized Butyrivibrio species (15), but an understanding of the interactions among these species during the process of fiber degradation in the rumen (16–18) is lacking.
Comparisons of the genome sequences of Butyrivibrio hungatei MB2003 (19, 20) and Butyrivibrio proteoclasticus B316T (14), and particularly their carbohydrate-active enzyme (CAZyme) profiles, show that these Butyrivibrio species are functionally similar, and they predict important roles for both of these species in the breakdown of hemicellulose and pectin. B316T contains 342 predicted CAZymes and shows strong growth on both oat spelt xylan and apple pectin (21). However, although MB2003 encodes 225 CAZymes associated with hemicellulose and pectin degradation, phenotypic analysis showed that it cannot grow on these insoluble substrates (19, 20). Therefore, it is hypothesized that MB2003 relies on other rumen organisms with more developed polysaccharide-degrading abilities to initiate the degradation of insoluble substrates and competes for the released oligosaccharides and sugars to enable its growth. To investigate this idea, MB2003 and B316T were grown on oat spelt xylan or apple pectin, separately in monocultures to compare their individual substrate utilization abilities and together in cocultures to investigate their interactions. Growth of the strains was followed with strain-specific quantitative PCRs (qPCRs), and monosaccharides released from these polymers and their subsequent utilization were measured, along with fermentation end products and gene transcript abundances.
RESULTS
B. hungatei MB2003 competes with B. proteoclasticus B316T for sugars released from xylan and pectin.
Butyrivibrio hungatei MB2003 and Butyrivibrio proteoclasticus B316T strains were grown as monocultures or cocultures on the insoluble substrates oat spelt xylan and apple pectin, to examine the interaction between the strains. The qPCR analysis of the monocultures showed that B316T was able to utilize both xylan and pectin for growth (Fig. 1). MB2003 showed only slight growth on pectin and very little growth on xylan. In cocultures, MB2003 and B316T displayed similar growth until 16 h when xylan or pectin was supplied as a substrate. B316T grown in coculture with MB2003 on xylan or pectin showed greatly reduced growth, compared to its growth in monoculture.
Fermentation end products were used as an additional indicator of growth (see Table S1 in the supplemental material). Formate was the main volatile fatty acid (VFA) produced in B316T monocultures and B316T plus MB2003 cocultures on xylan, followed by butyrate and then acetate. In contrast, acetate was the main VFA produced by B316T in monocultures and cocultures grown on pectin, followed by formate and butyrate. For MB2003 grown on xylan or pectin in monoculture, only small amounts of VFAs were produced, reflecting the poor growth of this strain alone on either of these insoluble substrates. The total amount of VFAs produced in pectin cocultures was less than the combined amounts of VFAs produced in MB2003 and B316T monocultures, while cocultures grown on xylan produced more total VFAs than either of the monocultures.
Monosaccharides released from xylan and pectin during growth were measured using high-pressure ion chromatography (HPIC) (Fig. 1). For B316T cells grown on xylan, the most abundant sugar detected was xylose. Maximum concentrations of xylose were detected at 12 h and 10 h in monoculture and coculture samples, respectively, with small amounts of arabinose and galactose being detected from 8 to 16 h of growth (Fig. 1A to C). The xylan-grown MB2003 monoculture samples showed very little release of monosaccharides (Fig. 1B). The pectin-grown MB2003 cultures showed similar sugar-release dynamics in the monoculture and coculture samples (Fig. 1E and F) but the monosaccharide detected at the highest concentration was galactose, with smaller amounts of arabinose and rhamnose. The B316T monoculture produced a rapid release of galactose (0.08 mM) from 6 h to 8 h (Fig. 1D), while MB2003 released a smaller amount of galactose (0.03 mM) during the same phase of growth (Fig. 1E). A similar amount of galactose (0.04 mM) was released in the cocultures (Fig. 1F).
To investigate the relative abilities of MB2003 and B316T to grow on the sugars released from xylan and pectin breakdown, these strains were grown as monocultures on mixtures of the component sugars of oat spelt xylan reflecting their abundance in the polymer (75 mol% xylose, 15 mol% glucose, and 10 mol% arabinose) and on similar mixtures for pectin (70 mol% galacturonic acid, 5 mol% glucose, 8 mol% galactose, 2 mol% arabinose, 9 mol% fucose, and 3 mol% rhamnose). The growth curves obtained for B316T showed that it was readily able to utilize the sugar component mixtures of xylan and pectin for growth in monoculture, although the apple pectin component sugar mixture supported a lower maximum optical density at 600 nm (OD600) (Fig. 1G and H). MB2003 displayed faster rates of growth, compared to B316T, on both component sugar mixtures (0.41 h−1 versus 0.20 h−1 on xylan sugars and 0.28 h−1 versus 0.11 h−1 on pectin sugars) and also reached high culture OD600 values (Fig. 1G and H). Overall, these results indicate that B316T is a primary degrader of both xylan and pectin, while MB2003 is able to compete effectively with B316T for the released sugars by growing more quickly on the released sugars.
Transcriptional changes and differential gene expression.
Samples of monocultures and cocultures of B316T and MB2003 grown on xylan or pectin were collected at mid-log growth (12 h), and RNAs were extracted for transcriptome analyses (see Data Set S1 in the supplemental material). Transcripts were detected from a total of 1,896 genes in B316T and 1,098 genes in MB2003 when grown on xylan and from 358 genes in B316T and 3,000 genes in MB2003 when grown on pectin (Table 1). Among these transcripts, 1,300 genes in B316T and 2,206 genes in MB2003 on both substrates had functional annotations. The total numbers of differentially expressed genes (DEGs) (false discovery rate [FDR] Q values of <0.05, Kruskal-Wallis test adjusted P values of <0.05, and ≥2-fold log2-transformed signal intensity differences) were 17 and 307 for the xylan growth condition and 56 and 787 for the pectin growth condition in B316T and MB2003, respectively (Table 1). The most abundant DEGs (monoculture versus coculture) for B316T transcripts were those associated with posttranslational modifications, carbohydrate metabolism (various CAZymes), sugar ABC transport systems, flagella biosynthesis, and some transposases (Data Set S1). In MB2003, the DEGs were associated with acetyl-coenzyme A (CoA) metabolism, sugar ABC transport systems, DNA replication, carbohydrate metabolism (various CAZymes), and flagella biosynthesis (Data Set S1). The full gene annotations, CAZy families, and clusters of orthologous groups (COG) functional assignments for all of the DEGs for B316T and MB2003 cells grown in monocultures and cocultures on xylan and pectin are detailed in Data Sets S2 and S3.
TABLE 1.
No. of DEGs |
|||||||
---|---|---|---|---|---|---|---|
Sample and replicon | No. of ORFs in genomea | Total no. of ORFs mapped | FDR Q of <0.05b | Adjusted P of <0.05c | Q/P of <0.05 and log2 ≥2-fold changes | Monocultured | Cocultured |
Growth on xylan | |||||||
B316T | |||||||
Chromosome | 2,939 | 1,582 | 152 | 66 | 14 | 8 | 6 |
pCY290 | 251 | 112 | 12 | 3 | 1 | 1 | 0 |
pCY360 | 425 | 151 | 10 | 4 | 1 | 0 | 1 |
pCY186 | 198 | 51 | 10 | 2 | 1 | 1 | 0 |
Total | 3,813 | 1,896 | 184 | 75 | 17 | 10 | 7 |
MB2003 | |||||||
Chromosome | 2,767 | 878 | 501 | 413 | 279 | 189 | 90 |
BhuII | 88 | 83 | 25 | 24 | 13 | 11 | 2 |
pNP144 | 147 | 137 | 30 | 24 | 15 | 15 | 0 |
pNP6 | 5 | 0 | 0 | 0 | 0 | 0 | 0 |
Total | 3,007 | 1,098 | 556 | 461 | 307 | 215 | 92 |
Growth on pectin | |||||||
B316T | |||||||
Chromosome | 2,939 | 257 | 167 | 42 | 42 | 38 | 4 |
pCY290 | 251 | 38 | 13 | 5 | 4 | 2 | 2 |
pCY360 | 425 | 45 | 45 | 9 | 9 | 8 | 1 |
pCY186 | 198 | 18 | 13 | 1 | 1 | 1 | 0 |
Total | 3,813 | 358 | 238 | 57 | 56 | 49 | 7 |
MB2003 | |||||||
Chromosome | 2,767 | 2,765 | 986 | 671 | 659 | 604 | 55 |
BhuII | 88 | 88 | 80 | 57 | 51 | 47 | 4 |
pNP144 | 147 | 147 | 129 | 79 | 77 | 74 | 3 |
pNP6 | 5 | 0 | 0 | 0 | 0 | 0 | 0 |
Total | 3,007 | 3,000 | 1,195 | 807 | 787 | 725 | 62 |
ORF, open reading frame.
FDR reported as Q values.
Kruskal-Wallis ANOVA, reported as P values.
Numbers of DEGs were calculated by considering the monoculture and coculture conditions separately.
Unusually, MB2003 grown on pectin had 107 genes upregulated in the monoculture that were not expressed at all in the coculture, while no DEGs were expressed exclusively in the coculture (Data Set S3). COG classifications were assigned to 56% and 66% of B316T DEGs from cells grown on xylan and pectin, respectively, while 75% and 63% of MB2003 DEGs from cells grown on xylan and pectin, respectively, were assigned to COG categories. For MB2003 grown on xylan, the number of coculture DEGs assigned to the carbohydrate metabolism category was similar to the monoculture value, while the number of coculture DEGs assigned to the cell motility COG category was 3 times higher than the monoculture value (Fig. 2). This finding suggests that MB2003 upregulates its motility functions when cocultured with B316T on xylan. For the pectin-grown cultures of MB2003, DEGs belonging to every COG category analyzed were upregulated to a significant extent in the monoculture, compared to the coculture (Fig. 3), indicating an effort to activate its metabolic capabilities in an attempt to support growth.
Genes predicted to encode secreted CAZymes are differentially expressed during xylan and pectin degradation.
Transcriptional analysis of DEGs encoding CAZymes indicated differences in carbohydrate metabolism of monocultures and cocultures of B316T and MB2003 grown on xylan or pectin (Tables 2 and 3; also see Data Sets S2 and S3). MB2003 cells grown in monocultures and cocultures on xylan had 14 CAZymes significantly upregulated (Table 2), whereas cells grown on pectin had 42 CAZymes significantly upregulated (Table 2). Strikingly, for B316T, only xsa43A (xylosidase/arabinofuranosidase) from xylan-containing monocultures was highly upregulated, with a log2 3.36-fold change (Fig. 4A), signifying that this is an important enzyme for xylan degradation. The presence of a signal peptide sequence on the CAZyme genes indicates that their encoded enzymes are secreted. Previous functional characterization of the xsa43E gene from B316T found that this enzyme has dual β-xylosidase and α-l-arabinofuranosidase activities (22) and encodes an N-terminal glycoside hydrolase 43 (GH43) (Pfam04616) catalytic domain and a C-terminal carbohydrate-binding module 6 (CBM6) (Pfam03422) noncatalytic module that has been shown to bind xylan in other organisms (23). CBM6 domains are able to recognize xylose either as a monosaccharide, at the nonreducing end of xylo-oligosaccharides, or within the side chain components of xyloglucan (24). Several CBM6 modules also recognize (1,3)-β-d-linkages at the nonreducing end of β-glucans (25, 26) and appear to have coevolved with their associated catalytic domains to acquire the same substrate specificity (27). The α-l-arabinofuranosidases cleave arabinose side chains from substituted xylo-oligosaccharides derived from xylan (28). It is thought that the B316T Xsa43A enzyme is secreted into the extracellular environment and has a role in disrupting the interpolymer and intrapolymer linkages within the xylan components of the plant cell wall.
TABLE 2.
Locus tag | Name | Annotation | CAZy | FDR | log2 fold change |
---|---|---|---|---|---|
MB2003 monoculture growth | |||||
bhn_I2653 | cel9A | Endo-1,4-β-glucanase | GH9/CelD | 1.42E−77 | 5.36 |
bhn_I1780 | xyn8A | Reducing-end xylose-releasing exo-oligoxylanase | GH8 | 7.38E−98 | 4.2 |
bhn_I0856 | est4C | Polysaccharide deacetylase | CE4 | 1.57E−05 | 3.12 |
bhn_I0203 | gh2B | Glycosyl hydrolase family 2 | GH2 | 4.01E−16 | 2.7 |
bhn_III78 | est1A | Feruloyl esterase | CE1 | 1.17E−17 | 2.69 |
bhn_I2715 | pgl28B | Polygalacturonase | PL3, GH28 | 1.03E−02 | 2.54 |
bhn_I2139 | xsa43D | Xylosidase/arabinofuranosidase | GH43 | 9.88E−03 | 2.49 |
bhn_III76 | lyc25B | Lysozyme | GH25, 2× SH3 | 1.73E−18 | 2.17 |
MB2003 coculture growth | |||||
bhn_I0681 | agn53A | Arabinogalactan endo-1,4-β-galactosidase | GH53 | 1.78E+10 | 3.7 |
bhn_I2221 | gh31C | Glycoside hydrolase family 31 | GH31 | 1.73E+40 | 2.98 |
bhn_I1841 | bga35B | β-Galactosidase | GH35 | 9.70E+11 | 2.66 |
bhn_I1532 | arf51C | α-l-Arabinofuranosidase | GH51/CBM4 | 4.33E+22 | 2.25 |
bhn_I1407 | est4D | Polysaccharide deacetylase | CE4 | 5.31E−03 | 2.23 |
bhn_I0167 | cel5A | Endo-1,4-β-glucanase/xylanase | GH5 | 4.19E−03 | 2 |
Genes were considered significantly expressed if all three thresholds were met, i.e., FDR calculated using Benjamini-Hochberg Q values of <0.05, Kruskal-Wallis test P values of <0.05, and log2 ≥2-fold difference in expression.
TABLE 3.
Locus tag | Name | Annotation | CAZy | FDR | log2 fold change |
---|---|---|---|---|---|
MB2003 monoculture growth | |||||
bhn_III64 | bgl3A | β-Glucosidase | GH3 | 5.66E+53 | 6.13 |
bhn_III76 | Lysozyme | GH25 | 2.98E+19 | 6.04 | |
bhn_I2226 | cbp94A | Cellobiose phosphorylase | GT36 | 1.10E+86 | 5.83 |
bhn_I0187 | gh115A | α-Glucuronidase | GH115 | 4.39E+53 | 4.94 |
bhn_I1972 | aga36C | α-Galactosidase | GH27 | 4.38E+28 | 4.54 |
bhn_I0084 | gh27A | α-Galactosidase | GH27 | 8.45E+34 | 4.5 |
bhn_I0681 | agn53A | Arabinogalactan endo-1,4-β-galactosidase | GH53 | 1.71E+22 | 4.36 |
bhn_I0307 | est1B | Feruloyl esterase | CE1 | 2.56E+23 | 4.25 |
bhn_I0092 | gh105B | Unsaturated rhamnogalacturonyl hydrolase | GH88/GH105 | 1.26E+16 | 4.15 |
bhn_I1604 | gh31A | Glycoside hydrolase family 31 | GH31 | 5.45E+35 | 4.14 |
bhn_I2738 | amy13A | α-Amylase | GH13 | 7.67E+18 | 4.11 |
bhn_I2139 | xsa43D | Xylosidase/arabinofuranosidase | GH43 | 9.78E+18 | 4.09 |
bhn_I1308 | aga27A | α-Galactosidase | GH27 | 1.12E+16 | 4.02 |
bhn_I0286 | gh31B | α-Glucosidase | GH31 | 4.66E+14 | 3.91 |
bhn_I0192 | xyl3A | β-Xylosidase | GH3 | 4.58E+12 | 3.85 |
bhn_I0183 | Acetyl-xylan esterase | GH2/DUF303 | 9.96E+15 | 3.77 | |
bhn_I2771 | gh30A | Glycoside hydrolase family 30 | GH30 | 5.91E+13 | 3.68 |
bhn_I0654 | aga36A | α-Galactosidase | GH27 | 5.20E+10 | 3.56 |
bhn_I0680 | amy13D | α-Amylase | GH13 | 1.39E+06 | 3.51 |
bhn_I2238 | pbp1A | Penicillin-binding protein 1A family | GT51 | 8.06E+09 | 3.51 |
bhn_I0169 | xsa43A | Xylosidase/arabinofuranosidase | GH43/CBM6 | 1.89E+09 | 3.41 |
bhn_I0840 | bga2C | β-Galactosidase | GH2 | 4.62E+06 | 3.3 |
bhn_I1336 | glgX2 | Glycogen debranching enzyme | GH13 | 3.69E+06 | 3.27 |
bhn_I2065 | xsa43C | Xylosidase/arabinofuranosidase | GH43 | 1.33E+06 | 3.26 |
bhn_I1873 | Carbohydrate-binding protein | CBM2/6xCBM6 | 4.24E+09 | 3.24 | |
bhn_I0185 | agu67A | α-d-Glucuronidase | GH67 | 2.48E+08 | 3.23 |
bhn_I1407 | est4D | Polysaccharide deacetylase | CE4 | 9.58E−05 | 3.21 |
bhn_I1967 | Mannose-6-phosphate isomerase | GH1 | 2.31E+06 | 3.04 | |
bhn_I2434 | est4B | Polysaccharide deacetylase | CE4 | 8.83E−03 | 2.76 |
bhn_I0579 | xyn10B | Endo-1,4-β-xylanase | GH10 | 6.33E−04 | 2.7 |
bhn_I2332 | pgl28B | Polygalacturonase | GH28 | 1.31E−02 | 2.69 |
bhn_I1961 | cel5C | Endo-1,4-β-glucanase | GH5/CBM2 | 1.35E−02 | 2.68 |
bhn_I1060 | amy13B | α-Amylase | GH13 | 2.71E−02 | 2.56 |
bhn_I2290 | gh31C | Glycoside hydrolase family 31 | GH31 | 4.13E−02 | 2.44 |
bhn_I0644 | amy13B | α-Amylase | GH13 | 3.49E−03 | 2.42 |
bhn_I2551 | bga2A | β-Galactosidase | GH2 | 4.09E−04 | 2.41 |
bhn_I0194 | lyc25C | Lysozyme | GH25 | 2.32E−02 | 2.13 |
bhn_I1969 | Glycoside hydrolase GH130 family | GH130/GH43 | 2.15E−02 | 2.11 | |
bhn_I2221 | gh31C | Glycoside hydrolase family 31 | GH31 | 6.89E−03 | 2.07 |
bhn_III72 | est4A | Polysaccharide deacetylase | CE4 | 0.00E+00 | N/A |
MB2003 coculture growth | |||||
bhn_I1532 | arf51C | α-l-Arabinofuranosidase | GH51/CBM4 | 0.00E+00 | 5.05 |
bhn_I0847 | cel9B | Cellodextrinase | GH9/CelD | 1.74E−31 | 3.35 |
Genes were considered significantly expressed if all three thresholds were met, i.e., FDR calculated using Benjamini-Hochberg Q values of <0.05, Kruskal-Wallis test P values of <0.05, and log2 ≥2-fold difference in expression.
Furthermore, high arabinofuranosidase activity was observed previously with Butyrivibrio fibrisolvens grown on xylan, suggesting that arabinofuranosidase activity may be regulated by the availability of arabinose (29–32). It was surprising that B316T did not significantly upregulate any genes encoding secreted CAZymes when grown in monoculture or coculture on pectin; however, it displayed better growth in monoculture on pectin than on xylan (Fig. 1A and D).
In comparison, MB2003 expressed six CAZyme DEGs predicted to be present on the surface in the xylan-containing cultures and eight predicted to be present in the pectin-containing cultures (Fig. 4B and C and Fig. 5B and C). MB2003 xylan transcriptomes significantly expressed secreted enzymes containing carbohydrate esterase 1 (CE1), CE4, GH53, GH10, and GH5 CAZy domain-containing genes (Fig. 4B and C). The genes encoding extracellular feruloyl esterase (est1A [bhn_III78]) and polysaccharide deacetylase (est4C [bhn_I0856]), predicted to target the acetyl side groups of xylan, were significantly upregulated in MB2003 xylan monocultures (Fig. 4B; also see Data Set S1). Furthermore, in MB2003 xylan monocultures, cel9A (endo-1,4-β-glucanase [GH9/Pfam00759]) was the most upregulated CAZyme gene, with a log2 5.36-fold change (Fig. 4B). In addition to the secreted enzymes containing the various GH and CE CAZy domains for degradation of glucuronoarabinoxylan (GAX) and its constituent side groups, the GH13 and pectate lyase 1 (PL1) domains target (1,4)-β-d-linkages within the galacturonic acid backbones, which are also necessary for the extracellular degradation of xylogalacturonan (XGA) and rhamnogalacturonan I (RG-I).
The eight genes encoding secreted CAZymes involved in pectin breakdown that were upregulated in MB2003 monoculture transcriptomes varied greatly in their predicted enzymatic capability (Fig. 5B). MB2003 significantly expressed secreted enzymes containing GH53, GH30, and GH13, as well as genes encoding GH43 and GH10 CAZy domains (Fig. 5B). Among these were genes with additional noncatalytic domains, including lyc25B encoding lysozyme (GH25 and two Src homology 3 [SH3] domains) and xsa43A encoding xylosidase/arabinofuranosidase (GH43 and CBM6 domains). The xsa43A gene of MB2003 is homologous to the xsa43A gene of B316T (Fig. 4A) and is proposed to possess dual β-xylosidase and α-l-arabinofuranosidase activities. It is hypothesized that xsa43A is secreted in situations in which extracellular debranching of pectin results in release of arabinose and xylose side groups prior to pectic oligosaccharide assimilation.
The gh30A gene (bhn_I2771) was significantly upregulated only in MB2003 monocultures grown on pectin (Fig. 5B). This enzyme has a GH30 (Pfam02055) catalytic domain that is predicted to have activities in debranching of pectin to release d-xylose and to hydrolyze (1,4)-β-d-linkages in xylans (33), but their contribution to xylan and pectin degradation requires further biochemical verification. The β-1,4-galactanases containing GH53 catalytic domains are predicted to degrade galactan and arabinogalactan side chains in the hairy regions of pectin, by attacking the 1,4-β-d-galactosidic linkages in type I arabinogalactans (34). In MB2003, agn53A (bhn_I0681) was significantly expressed in pectin-grown monoculture cells and was the most upregulated gene in xylan-grown coculture cells (Fig. 4C and Fig. 5B). This finding suggests that agn53A encodes an important xylan- and pectin-degrading enzyme in MB2003. MB2003 contains one secreted carbohydrate-binding protein (CBP) (bhn_I1873; 984 amino acids), and this protein was significantly upregulated only in pectin-grown monoculture cells (Fig. 5B). The domain structure of bhn_I1873 is unique, containing six CBM6 domains toward the N terminus and a single C-terminal CBM2a domain. We propose that the significantly upregulated genes encoding the aforementioned enzymes contribute to the surface trimming and depolymerization of complex xylans (predominantly GAX) or pectin (predominantly XGA and RG-I).
Carbohydrate uptake systems are upregulated in response to growth on xylan and pectin.
Functional annotations of DEGs assigned to the COG category of carbohydrate transport and metabolism were investigated in order to determine which carbohydrates are taken up by B316T and MB2003 cultures grown on xylan and pectin. The transcriptional analysis revealed a substantial number of ABC transporters upregulated in MB2003 grown on xylan or pectin in both cocultures and monocultures (Fig. 6). The most upregulated genes in both the xylan and pectin transcriptomes encode solute-binding proteins (SBPs) and permease proteins (PPs) of the sugar ABC transport systems. These proteins contained a carbohydrate uptake transporter type 1 (CUT1) domain (represented by COG1653 [SBPs] and COG0395, COG1175, and COG4209 [PPs]) or a CUT2 domain (COG1879 and COG4213 [SBPs] and COG1175 and COG4214 [PPs]). The CUT1 family mediates disaccharide and oligosaccharide uptake (35, 36).
Overall, the transcriptomic analysis identified upregulation of numerous genes encoding membrane proteins predicted to function as carbohydrate transporters (Data Sets S1 and S2). Among significantly upregulated genes encoding transporter proteins in MB2003, several genes have specific functions as xylose ABC transporters. For B316T, the only DEGs encoding carbohydrate transporters were predicted to function as general sugar ABC transporters.
DEGs associated with SBPs and PPs were identified in the pectin-grown B316T transcriptomes only, with predicted functions as sugar ABC transporters (three in monoculture and two in coculture) (Fig. 6C and D). Signal peptides were predicted for the majority of the upregulated sugar ABC transporter SBPs and PPs, as well as the xylose transporter SBPs, in MB2003. Overall, these results emphasize the importance of SBP-dependent ATP-driven active transport of oligosaccharides and monosaccharides for growth in B316T and MB2003.
Coexpression of CAZyme genes associated with highly expressed genes encoding ABC transporter binding proteins.
The polysaccharide-degrading enzymes found adjacent to the SBPs include a number of xylosidases/arabinofuranosidases (GH43), endo-1,4-β-xylanase (GH10), and a β-mannosidase (GH2). MB2003 cells grown on xylan upregulated nine genes associated with sugar ABC transport systems, while 17 genes were upregulated on pectin (Fig. 6). Examples of the surrounding polysaccharide-degrading enzymes found in MB2003 xylan-grown cells include α-l-arabinofuranosidase (GH51), xylosidases/arabinofuranosidases (GH120 and GH43), α- and β-galactosidases (GH35 and GH36), sucrose phosphorylase (GH13), and glycosidases (GH31) (Fig. 6A and B). MB2003 grown in coculture on xylan upregulated bhn_I0972 and bhn_I0973, associated with xylose transport, while bhn_I0971 was upregulated in monoculture on pectin (Fig. 6B and E). All of the SBPs represented by the COG1653 domain in both B316T and MB2003 were found proximal to other genes predicted to be involved in xylan degradation and metabolism, including various genes encoding GH43, GH10, GH51, GH53, and CE12 CAZy domains (Fig. 6). These included two SBP-encoding genes identified in xylan-grown B316T monocultures and cocultures, bpr_I0182 and bpr_I0313, which were found previously in B316T xylan-grown cells as part of polysaccharide utilization loci (14) predicted to be involved in hemicellulose degradation. The polysaccharide utilization loci containing these SBPs have genes encoding β-xylosidases, α-glucuronidases, acetyl-xylan esterases, ferulic acid esterases, and secreted endo-1,4-β-xylanases (33).
Similarly, several polysaccharide-degrading enzymes were identified proximal to the genes upregulated in MB2003 pectin transcriptomes. Examples include xylosidases/arabinofuranosidases (GH43 and GH51), endo-1,4-β-xylanase (GH10), acetyl-xylan esterase, endo-1,4-β-glucanase/xylanase (GH5), β-glucosidase (GH31), α-d-glucuronidase (GH67), α-glucuronidase (GH115), β-xylosidase (GH30), pectin esterase (CE12), and rhamnogalacturonan lyases (PL11) (Fig. 6E). The CAZymes surrounding the various SBPs were highly upregulated, and many of these were expressed only in the monoculture MB2003 transcriptomes (Data Set S3). In contrast, only one gene (bhn_I2222) was significantly upregulated in coculture, in proximity to a glucosidase (GH31) and cellobiose phosphorylase (GH94) (Fig. 6F). These findings are consistent with the extracellular breakdown of xylan and pectin by B316T, followed by capture and uptake of monosaccharides, xylo-oligosaccharides, and pectic oligosaccharides by the ABC transporters of both B316T and MB2003.
Debranching of xylo-oligosaccharides and pectic oligosaccharides is predicted to occur inside the cell.
The polysaccharide-degrading enzymes of MB2003 and B316T both appear to be configured to carry out limited extracellular degradation of xylan and pectin. Xylo-oligosaccharides and pectic oligosaccharides entering the cytoplasm are predicted to be degraded by a range of exo-acting enzymes. Surprisingly, B316T significantly upregulated only gh31D (a possible α-glucosidase [EC 3.2.1.20] or α-xylosidase [EC 3.2.1.-]) when grown in cocultures on pectin (Fig. 5A). In xylan-grown MB2003 transcriptomes, the two most upregulated cytosolic CAZyme genes were xyn8A (reducing-end xylose-releasing exo-oligoxylanase [GH8/Pfam01270]) and est4C (polysaccharide deacetylase [CE4/Pfam01522]) (Fig. 4B). The CAZyme genes upregulated in MB2003 monocultures grown on pectin varied greatly in their predicted enzymatic capabilities (Fig. 5B). These included genes with multiple domains (acetyl-xylan esterase containing a GH2 sugar-binding domain and a domain of unknown function [DUF303] [Pfam03629]), genes containing two identical catalytic domains within the same gene (β-glucosidase bgl3D with two GH3 domains [Pfam00933]), and two β-galactosidase genes (bga2A and bga2C) that each contain two GH2 (Pfam00703) domains. A polysaccharide lyase gene, pl11A (PL11/COG14111 domains), was also highly upregulated in the MB2003 pectin-grown monocultures, as were lyc25B, a lysozyme containing GH25 and two SH3 domains, and xsa43A, a xylosidase/arabinofuranosidase containing GH43 and CBM6 domains.
DISCUSSION
Xylan and pectin are abundant plant structural polysaccharides and are major sources of energy for microbial fermentation within ruminants. The xylan derived from oat spelt that was used in this experiment is largely composed of GAX with a xylose backbone (37), while the apple pectin is mainly RG-I and XGA (38), with backbones of galacturonic acid and rhamnose (39). Rumen bacteria degrade xylans to xylose and arabinose, whereas pectins are degraded predominantly to rhamnose and galactose, along with a variety of oligosaccharides produced from both substrates (40–42). In the present study, B. proteoclasticus B316T was confirmed to be a strong degrader of xylan and pectin, while B. hungatei MB2003 was unable to utilize either substrate alone to support significant growth (Fig. 1). MB2003 was able to grow only in cocultures with B316T, utilizing the sugars released by B316T from xylan or pectin. The relationship between MB2003 and B316T is not simple commensalism, as the growth of B316T cells in cocultures with MB2003 was compromised, compared to their growth in monoculture. This is borne out by the growth of each strain on the sugar components of both xylan and pectin (Fig. 1G and H), which clearly demonstrated that MB2003 was able to achieve a higher growth rate than B316T in both situations. This relationship appears to be a form of competition in which B316T acts as a primary degrader of the insoluble substrates, releasing soluble sugars for its growth. MB2003 is able to compete for the soluble sugars in a manner that allows it to grow to almost the same extent as B316T in cocultures, presumably enabling its coexistence with B316T in the rumen.
Analyses of the soluble sugars released during growth on xylan showed that fermentation in the B316T monoculture and coculture samples was complete by 12 h, after which the levels of xylose decreased dramatically (Fig. 1A and C), compared to MB2003, which released very little soluble sugar from xylan (Fig. 1B). The total pool of xylose detected in the B316T plus MB2003 cocultures on xylan was lower than that in the B316T monoculture, and the xylose concentration at 12 h postinoculation was reduced (Fig. 1A). It is possible that the other sugars analyzed (or not detected) could have been released and used immediately (or at time points not analyzed), such that their concentrations in the samples did not appear to increase. However, this seems unlikely, given that xylan extracted from oat spelt is typically >70% xylose and <10% arabinose and <15% glucose (CAS no. 9014-63-5, product no. X0627; Sigma-Aldrich). The growth experiments with monocultures of B316T and MB2003 using the sugar components of xylan corroborate the hypothesis of MB2003 cross-feeding on the released xylose (Fig. 1G).
In pectin-grown monocultures and cocultures, galactose was the main monosaccharide detected. B316T grown in monoculture contained the highest galactose concentrations (Fig. 1D), which is consistent with B316T being more efficient at breaking down pectin. MB2003 had very poor, if any, ability to utilize pectin (20) but in cocultures MB2003 could compete with B316T for the released galactose. The growth experiments on the sugar components of pectin suggest it is likely that, in addition to galactose, galacturonic acid (not detected in the HPIC analysis) was released during hydrolysis of pectin and was used by MB2003 (Fig. 1H). In a previous study, B316T grown on pectin (43) showed increases in rhamnose, arabinose, and other monosaccharides and disaccharides but not galacturonic acid or galactose. This was interpreted as indicating that B316T had utilized the galacturonic acid and galactose rapidly, such that they did not accumulate in the cultures.
Taken together, the growth experiments showed that MB2003 was unable to utilize xylan or pectin when grown in monoculture but was capable of significant growth on the breakdown products of both substrates when cocultured with B316T. MB2003 appears to sustain itself in coculture until primary degradation of xylan and pectin by B316T is under way, and then it competes for the uptake of released soluble carbohydrates. The B316T transcriptome analysis showed that only genes required for substrate utilization were significantly upregulated (Fig. 2 and 3). Genome sequence information (14) and proteome analyses (44, 45) indicate that B316T primarily attacks the xylan backbone and substituent groups of hemicellulose outside the cell via secreted enzymes. The variable-length substituted or unsubstituted xylo-oligosaccharides are thought to be transported into the cell, where the final degradation occurs. B316T most likely applies a similar approach for the degradation of pectin. The limited external breakdown of xylan or pectin, followed by the transport and utilization of xylo-oligosaccharides and pectic oligosaccharides in the cytoplasm, limits the loss of fermentable carbohydrates to competing bacterial species.
B. hungatei MB2003 cannot initiate the breakdown of either xylan or pectin but acts as a competitor for sugars released from the insoluble substrates through the primary degradation activity of B316T. MB2003 monocultures in xylan- or pectin-containing media strongly upregulated genes involved in almost every biological process, in an attempt to initiate growth. MB2003 grown in coculture with B316T on xylan or pectin also showed upregulation of many genes, but to a lesser extent than in the monocultures. These upregulated genes include those encoding the enzymatic machinery required to utilize the oligosaccharides released from the initial degradation of xylan and pectin by B316T.
The B316T and MB2003 gene complements suggest that they transport a variety of substituted xylan and pectin oligomers across their bacterial cell walls. Butyrivibrio species have Gram-positive cell wall structures (21), and monosaccharide transport across the bacterial cell wall is mediated by a variety of extracellular SBPs linked to dedicated sugar ABC transporter systems (19, 20). Recent data on the B316T secretome (44, 46) and carbohydrate-transport-associated membrane proteins (45), as well as genome sequence analysis of MB2003 (19, 20), identified a large number of sugar-specific ABC transporter SBPs. Overall, analysis of MB2003 upregulated SBPs and their functional domains, along with surrounding genes encoding polysaccharide-degrading enzymes, revealed that the most prevalent functional category was the COG1653 domain, which is known to be associated with oligosaccharide transport (45). In B316T and MB2003 pectin transcriptomes, there was upregulation of the genes predicted to encode sugar ABC transporter PPs (COG1172) and SBPs (COG1879), respectively. The encoded proteins have functional roles as ribose, xylose, arabinose, and galactose ABC transporters, suggesting a preference for these substrates. The substantial upregulation by MB2003 of sugar ABC transport system genes and a large variety of colocalized genes encoding polysaccharide-degrading enzymes (Fig. 6) supports the findings that MB2003 is able to grow only in coculture on xylan and pectin through cross-feeding on the released oligosaccharides and monosaccharides, such as xylose, arabinose, and rhamnose.
Once transported inside the cell, the oligosaccharides are degraded to their constituent monomers through the activity of several classes of cytosolic enzymes, including β-xylosidases, α-galactosidases, and α-glucuronidases that contain GH3, GH27, GH115, and GH67 CAZy domains (47–50). MB2003 in monocultures on pectin significantly expressed intracellular genes encoding enzymes containing GH3, GH27, GH115, and GH67 CAZy domains (Fig. 5B). In addition, MB2003 genes containing GH13 and PL11 CAZy domains (Fig. 6E) were expressed only in pectin-grown cells. This implies that the availability of a particular carbon source causes activation of a wider network of genes that enable these rumen bacteria to break down, to transport, and to metabolize such substrates for growth.
It is interesting to note that gene expression in B316T was mostly unaffected by the presence of MB2003. However, the transcription levels of many genes encoding CAZymes, including the endo-1,4-β-xylanase genes xyn10D and xyn10E (bpr_I1083 and bpr_I1740) and the endo-1,4-β-glucanase gene cel5D (bpr_I0728), as well as sugar ABC transport system genes, were elevated in B316T (Data Set S1).
It was observed that a MB2003 gene encoding a CBP was significantly upregulated only in pectin-grown monoculture cells. CBPs containing multiple noncatalytic domains have a possible role in a process called amorphogenesis (51), in which the interface between plant polysaccharides is interrupted by the binding of these proteins. Also, recent studies have shown that, in discrete regions of plant cell walls, initial enzymatic attack of pectin increases the access of CBMs to cellulose (52), effectively loosening the polysaccharide interactions to reveal the xylan and xyloglucan substrates (53, 54). In the rumen, B316T and MB2003 may secrete these noncatalytic CBPs, along with polysaccharide-active enzymes, as a mechanism to enhance the rate and extent of plant cell wall degradation by disrupting the interface between other polysaccharides. The CBMs appear to be an important feature of noncatalytic CBPs from rumen Butyrivibrio (55) and therefore are of interest for future studies.
The transcriptome analyses have highlighted the differences in gene expression between B. proteoclasticus B316T and B. hungatei MB2003 grown in monocultures and in cocultures, and they support the observed competitive interactions between these two rumen bacteria. B316T showed relatively little change in gene expression when cocultured with MB2003 on either xylan or pectin. In contrast, MB2003 showed poor utilization of either xylan or pectin for growth. These analyses also highlight the diverse repertoire of Butyrivibrio genes encoding polysaccharide-degrading enzymes and sugar ABC transport systems that are expressed during xylan and pectin degradation. Noncatalytic proteins (e.g., CBPs) may also be important in this process. Future work should expand the biochemical characterization of enzymatic activities of the numerous CAZymes encoded in a wider range of Butyrivibrio species and should define the substrate specificities of their various SBPs for xylo-oligosaccharide and pectic oligosaccharide transport systems. This information will allow a better appreciation of the potential interactions that occur between Butyrivibrio species and an improved understanding of the degradation of insoluble substrates in the rumen.
MATERIALS AND METHODS
DNA sequencing, genome analysis, and curation.
B. hungatei MB2003 and B. proteoclasticus B316T (56) were isolated from the rumen contents of fistulated Friesian dairy cattle (57) and sequenced (19, 20). DNA isolation and genome sequencing and assembly methods were described previously (20, 53). The GenBank accession numbers of the previously sequenced B. proteoclasticus B316T nucleotide sequences (14) are CP001810 (main chromosome), CP001811 (BPc2), CP001812 (pCY360), and CP001813 (pCY186) (BioProject PRJNA29153).
Growth of Butyrivibrio strains and isolation of RNA.
B. hungatei MB2003 and B. proteoclasticus B316T were cultured anaerobically, under a CO2 atmosphere, at 39°C in prewarmed RM02 medium supplemented with 0.5% (wt/vol) cellobiose. When possible, the number of serial subculturing was reduced to a minimum before refreezing of stocks (−85°C), to avoid in vitro culture-biased evolution (58). Culture purity was verified via wet mounting and Gram staining. Cells were subcultured twice consecutively in triplicate with the respective growth medium, to ensure complete adaptation to the carbohydrate growth source. The OD600 was monitored using an Ultrospec 1100 Pro spectrophotometer (GE Healthcare, UK) over a period of 24 h. At mid-log phase of growth (OD600 of 0.4), cell counts for each monoculture were quantified using a Petroff-Hausser chamber (product no. 3900; Hausser Scientific, Horsham, PA, USA), according to the manufacturer’s instructions. Cell-density-equilibrated cultures were subcultured into 70 ml prewarmed RM02 medium with 0.5% (vol/vol) inoculum, supplemented with either 0.5% (wt/vol) xylan from oat spelt (CAS no. 9014-63-5, product no. X0627; Sigma-Aldrich, St. Louis, MO, USA) or pectin isolated from apple (CAS no. 9000-69-5, product no. 93854; Sigma-Aldrich) as the main carbohydrate source. For the monocultures, B316T or MB2003 cells were inoculated separately into the medium; for the coculture samples, 0.25% (vol/vol) inocula of each equilibrated culture were added. Inoculations were done in triplicate for each organism (or coculture) and substrate, to be harvested at five time points (0, 8, 12, 16, and 24 h). On collection of each sample, 2 ml of each culture was removed and stored at −85°C for subsequent qPCR, HPIC, and VFA analyses. An overview of the MB2003 and B316T coculture growth experiment is presented in Fig. S1 in the supplemental material. The remainder of each culture was snap frozen with liquid N2, and genomic RNA/DNA was extracted using a modified version of a liquid N2 and grinding method (59).
Briefly, 10 g of each frozen culture sample was combined with 2 volumes of RNA Bacterial Protect Reagent (Qiagen, Hilden, Germany). The thawed sample was centrifuged at 15,000 × g for 10 min at 4°C, and the cell pellet was resuspended in 1 ml of extraction buffer A (200 mM NaCl, 20 mM EDTA), 420 μl of 20% (wt/vol) SDS, and 1 ml of a mixture of phenol, chloroform, and isoamyl alcohol (25:24:1 [vol/vol/vol] [pH 4.5]; Thermo Fisher Scientific Inc., Waltham, MA, USA). The cells were disrupted by five rounds of bead beating, using a Mini-Beadbeater-96 (BioSpec, Bartlesville, OK, USA), for 4 min at full speed. An equal volume of isopropanol and 0.1 volume of 3 M sodium acetate (pH 5.5) were added and gently mixed, and the mixture was stored at −20°C overnight (59). The cell pellets were precipitated with ethanol, followed by DNase treatment using the Baseline-ZERO DNase kit (Epicentre Technologies, Madison, WI, USA), and RNA was purified using the MEGAClear kit (Thermo Fisher Scientific), based on the manufacturer’s instructions. RNA yield and quality were assessed using the Bioanalyzer 2100 with the RNA 6000 Nano assay reagent kit from Agilent (Santa Clara, CA), and samples were stored at −85°C until RNA sequencing (RNA-seq), using Illumina HiSeq 2000 technology, at the Beijing Genomics Institute.
Quantitative PCR assays.
Bacterial growth on xylan and pectin cannot be measured by changes in OD600, due to the cloudy nature of the medium containing these substrates. Therefore, qPCR assays were developed so that each strain could be enumerated separately, or collectively when cocultured, during growth on these insoluble substrates. To determine the target genes for the qPCR assays, a comparison of the complete B. hungatei MB2003 and B. proteoclasticus B316T genomes to identify unique and conserved genome regions was conducted using differential BLAST analysis (60). The specificity of each primer/probe assay was demonstrated by qPCR, using the primers listed in Table 4. qPCR (total reaction volume, 20 μl) was performed using KAPA SYBR Fast qPCR kit master mix (2×) universal (KAPA Biosystems, Wilmington, MA, USA), 0.1 μM TaqMan sense primer, 0.1 μM TaqMan antisense primer, 0.1 μM TaqMan probe, and ≤20 ng of template DNA. qPCR amplifications were performed on a Rotor-Gene 6000 real-time rotary analyzer (Corbett Life Science, Qiagen), using the following qPCR program: enzyme activation at 95°C for 10 min, initial denaturation at 95°C for 10 s, and then 40 cycles of 95°C for 30 s, annealing at 56°C for 30 s, and extension at 72°C for 1 min per kilobase of DNA template. The absence of nonspecific signals was evaluated by melt curves for each qPCR between 72°C and 95°C. The melt curve temperature protocol was 1°C per step, with a wait of 90 s for premelt conditioning on the first step and 5 s for each step thereafter. The Rotor-Gene 6000 series software (Corbett Life Science) was used to generate the melt curves and to determine threshold cycle (CT) values. Confidence intervals were calculated by Student's t test, where the statistical significance was set at a P value of <0.05. All CT values are averages of at least three repetitions. The specificity of each qPCR amplicon was further confirmed by gel electrophoresis, showing a single band of the correct size.
TABLE 4.
Primer/probe | Specificity | Gene annotation | Locus tag | Amplicon size (bp) | Sequence |
---|---|---|---|---|---|
buk_Forward | B316T and MB2003 | Butyrate kinase (buk) | bpr_I2323 | 90 | 5′-ACCTTGGAACCAACGATATGAG-3′ |
buk_Reverse | 5′-GGTAAATGAAAGCGTCACGAAC-3′ | ||||
buk_Probe | 5′-TGTGTGATGAGGGCAACGAGAAGG-3′ | ||||
CBD_Forward | B316T | Cell-wall-binding-domain-containing protein | bpr_I0264 | 86 | 5′-CGCTACAGAGGGAACTGAAATAG-3′ |
CBD_Reverse | 5′-CCTCAAGGCTCTCATCAACTAC-3′ | ||||
CBD_Probe | 5′-CTGTGGAAGCATCAAGCGCAGC-3′ | ||||
Arf51C_Forward | MB2003 | α-l-Arabinofuranosidase (arf51C) | bhn_I1532 | 88 | 5′-GCAAAGGTATGTTTGGACTGTT-3′ |
Arf51C_Reverse | 5′-AAACTACGGTTCTCAAGCATTTC-3′ | ||||
Arf51C_Probe | 5′-TGCATGAAGACCACCGTCAAGACC-3′ |
Fermentation end product analysis.
The VFA production profiles of Butyrivibrio strains were determined by quantification of acetic, butyric, and propionic acids and the branched chain VFAs isobutyric acid and isovaleric acid, which were used as indicators of growth and insoluble polymer substrate utilization of the Butyrivibrio strains (61). The Butyrivibrio cells for use as inocula were cultured as described previously and passaged three times. Cultures were then inoculated, in triplicate (0.5% [wt/vol] inoculum), into Hungate tubes containing 9.5 ml of RM02 medium and 0.5% (wt/vol) insoluble substrate and were grown anaerobically for 48 h at 39°C, with gentle horizontal shaking. The insoluble substrates analyzed were pectin, inulin, cellulose, dextrin, starch, and xylan. Uninoculated media supplemented with 0.5% cellobiose (wt/vol) and cultures grown with cellobiose (0.5% [wt/vol]) as the sole substrate were used as controls. Samples were analyzed using a Hewlett Packard/Agilent 6890 GC gas chromatograph system (GMI, Ramsey, MN, USA) with flame ionization detection. A HP-PLOT molecular sieve capillary column (30 mm by 0.53 mm [inner diameter] by 25 μm [film]; Agilent Technologies) was used for separation, with a column helium flow rate of 5.5 ml/min.
An additional method (62) was used to derivatize formic, lactic, and succinic acids, which could not be detected using the VFA method described above and are important fermentation products used to characterize Butyrivibrio strains phenotypically. The internal standard used was 2-ethylbutyric acid (Sigma-Aldrich), and samples were derivatized with N-methyl-N-t-butyldimethylsilyltrifluoroacetamide (MTBSTFA) (Sigma-Aldrich). Samples were analyzed using a Shimadzu GC-2010 Plus gas chromatograph with a helium ionization detector, and a MXT-Msieve5A PLOT capillary column (30 mm by 0.53 mm [inner diameter] by 50 μm [film]; Restek Corp., Bellefonte, PA, USA) was used for separation.
High-pressure ion chromatography.
The monosaccharides released during Butyrivibrio monoculture and coculture growth were determined using a HPIC method (55). Culture samples from the eight time intervals (0, 2, 4, 6, 8, 10, 12 and 16 h) were used for analysis, and the HPIC system used was the DIONEX ICS-5000 system (Thermo Fisher Scientific). Data analysis was performed with Chromeleon software (Thermo Fisher Scientific). Using a two-tailed, unpaired Student's t test, differences between sample means were considered statistically significant if the P value was <0.05. Quantitative analyses were carried out using standard solutions of the monosaccharides arabinose (Sigma-Aldrich), fucose (Sigma-Aldrich), galactose (Sigma-Aldrich), glucose (VWR International Ltd., Poole, UK), rhamnose (VWR), and xylose (VWR).
Growth curves for Butyrivibrio strains grown on mixtures of the component sugars of xylan and pectin.
B. hungatei MB2003 and B. proteoclasticus B316T were cultured anaerobically, under a CO2 atmosphere, at 39°C in prewarmed RM02 medium supplemented with either 0.5% (wt/vol) xylan from oat spelt or apple pectin component sugars as the main carbohydrate source. The monosaccharide components (mole percent) of xylan were d-glucose (15%), l-arabinose (10%), and d-xylose (75%), as described (63). The monosaccharide components (mole percent) of pectin were d-galacturonic acid (70%), d-glucose (5%), d-galactose (8%), l-arabinose (2%), l-fucose (9%), and l-rhamnose (3%), as described (64). All monosaccharides were obtained from Sigma-Aldrich. Culture purity was verified via wet mounting and Gram staining. Cells were subcultured twice consecutively in triplicate with the respective growth medium, to ensure complete adaptation to the carbohydrate growth source. The OD600 was monitored using an Ultrospec 1100 Pro spectrophotometer (GE Healthcare) over a period of 24 h.
Differential gene expression.
Total RNA libraries of 200-bp inserts were sequenced with Illumina HiSeq 2000 technology at the Beijing Genomics Institute. Paired-end sequencing with 90-bp reads was performed. Sequence data from the Beijing Genomics Institute had been filtered using DynamicTrim (65) to remove reads containing ≥10% unreadable bases or ≥20% low-quality (≥Q20) bases, as well as any reads with quality scores of ≤Q28, adapter contamination, or duplicate read pairs, and the quality of the sequence data before analysis was assessed using FastQC (66). Bowtie 2 (67) was used with default parameters to remove any sequence reads aligning with rRNA, tRNA, and noncoding RNA sequences. Reference-based transcriptome assembly (68, 69) was performed because high-quality genome sequences were available for both B. hungatei MB2003 (20) and B. proteoclasticus B316T (14). Rockhopper (70, 71) was used with the remaining reads to identify differential expression in monoculture and coculture growth of B. hungatei MB2003 and B. proteoclasticus B316T on xylan and pectin separately. The cutoffs used for a gene to be considered statistically a DEG in each bacterium in the monoculture versus coculture environments were a Q value of ≤0.05 and a log2 ≥2-fold change in expression. An overview of the RNA-seq in silico analysis is presented in Fig. S2.
Statistical analysis of RNA-seq data.
Standard univariate and multivariate statistical tests were performed using R software to analyze the RNA-seq data sets (Table 1; also see Fig. S3 and Data Set S1). The Rockhopper output, containing the total number of aligned reads, also calculated the reads per kilobase of gene per million reads mapped (RPKM). A null hypothesis test based on a negative binomial distribution model was then performed (72, 73). Multiple tests were used to determine differential gene expression; Q values (or adjusted P values) that control for the FDR using the Benjamini-Hochberg procedure were also reported (74). Rockhopper was run for each set of FASTQ files separately, and the output data were grouped and compared, based on the treatments (xylan and pectin) relative to the growth conditions (monoculture versus coculture), for B. hungatei MB2003 and B. proteoclasticus B316T separately.
Two forms of multidimensional scaling (75) were used to analyze the RNA-seq data, namely, nonmetric multidimensional scaling (76, 77) and metric scaling in the form of principal-coordinate analysis (PCoA) (78, 79). Bray-Curtis distances of the normalized counts were used to measure pairwise dissimilarity (80–82). Permutation multivariate analysis of variance (ANOVA) used distance matrices to define sources of variation among samples (83, 84). Correspondence analysis (CA) was utilized to explore the associations between groupings of samples (85). To test the strength of the P and Q values generated by the Rockhopper software, the Kruskal-Wallis ANOVA by ranks of the P values was performed on the normalized counts independently, to calculate the adjusted P values (86). This analysis incorporated the ANOVA t test, which is a nonparametric test investigating whether samples originated from the same distribution (87).
The full data set consisted of the merged monoculture and coculture transcripts of B316T and MB2003 for both xylan and pectin growth conditions. Resulting P values from the ANOVA and t tests were corrected for multiple comparisons using the Benjamini-Hochberg method (74), into Q values. These P values from all statistical analyses were merged together and compared with P and Q values from the Rockhopper software for the xylan and pectin subsets separately, to determine significantly differentially expressed genes that complied with all analyses (Benjamini-Hochberg-method-adjusted ANOVA t test, P < 0.05; Benjamini-Hochberg-method-adjusted Kruskal-Wallis ANOVA by ranks, P < 0.05). Conservative thresholds of FDR Q value of <0.05, Kruskal-Wallis-test-adjusted P value of <0.05, and ≥2-fold log2-transformed signal intensity difference were used to define DEGs (Fig. S3). The numbers of significant DEGs (log2 ≥2-fold difference) for the monoculture and coculture conditions obtained using the FDR (Q < 0.05) and Kruskal-Wallis test (P < 0.05) cutoffs are shown in Table 1.
Accession number(s).
Annotated B. hungatei MB2003 and B. proteoclasticus B316T genomes were submitted to GenBank under GenBank accession numbers CP017831, CP017830, CP017832, CP017833, CP001810, CP001811, CP001812, and CP001813. The RNA-seq data have been deposited in NCBI Gene Expression Omnibus (GEO) and are accessible through GEO accession number GSE120544.
Supplementary Material
ACKNOWLEDGMENTS
We thank Sarah Lewis for assistance with the fermentation end product analysis, Don Otter for the HPIC analysis, and Eric Altermann for the functional genome distribution analysis.
The project was funded by the New Zealand Ministry of Business, Innovation, and Employment New Economy Research Fund (contract C10X0803). The funders had no role in study design, data collection and analysis, the decision to publish, or preparation of the manuscript.
Footnotes
Supplemental material for this article may be found at https://doi.org/10.1128/AEM.02056-18.
REFERENCES
- 1.Koike S, Yoshitani S, Kobayashi Y, Tanaka K. 2003. Phylogenetic analysis of fiber-associated rumen bacterial community and PCR detection of uncultured bacteria. FEMS Microbiol Lett 229:23–30. doi: 10.1016/S0378-1097(03)00760-2. [DOI] [PubMed] [Google Scholar]
- 2.Henderson G, Cox F, Ganesh S, Jonker A, Young W, Global Rumen Census Collaborators, Janssen PH. 2015. Rumen microbial community composition varies with diet and host, but a core microbiome is found across a wide geographical range. Sci Rep 5:14567. doi: 10.1038/srep14567. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Cheng K, Forsberg C, Minato H, Costerton J. 1991. Microbial ecology and physiology of feed degradation within the rumen, p 595–624. In Tsuda T, Sasaki Y, Kawashima R (ed), Physiological aspects of digestion and metabolism in ruminants: proceedings of the seventh international symposium on ruminant physiology. Academic Press, London, UK. [Google Scholar]
- 4.Bryant MP, Small N. 1956. The anaerobic monotrichous butyric acid-producing curved rod-shaped bacteria of the rumen. J Bacteriol 72:16–21. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Kopečný J, Zorec M, Mrazek J, Kobayashi Y, Marinšek-Logar R. 2003. Butyrivibrio hungatei sp. nov. and Pseudobutyrivibrio xylanivorans sp. nov., butyrate-producing bacteria from the rumen. Int J Syst Evol Microbiol 53:201–209. doi: 10.1099/ijs.0.02345-0. [DOI] [PubMed] [Google Scholar]
- 6.Patterson H, Irvin R, Costerton J, Cheng K. 1975. Ultrastructure and adhesion properties of Ruminococcus albus. J Bacteriol 122:278–287. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Ayers WA. 1958. Nutrition and physiology of Ruminococcus flavefaciens. J Bacteriol 76:504–509. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Anderson K, Blair B. 1996. Regulation of the cellulolytic activity of Eubacterium cellulosolvens 5494: a review. SAAS Bull Biochem Biotechnol 9:57–62. [PubMed] [Google Scholar]
- 9.Avguštin G, Wallace JR, Flint HJ. 1997. Phenotypic diversity among ruminal isolates of Prevotella ruminicola: proposal of Prevotella brevis sp. nov., Prevotella bryantii sp. nov., and Prevotella albensis sp. nov. and redefinition of Prevotella ruminicola. Int J Syst Evol Microbiol 47:284–288. doi: 10.1099/00207713-47-2-284. [DOI] [PubMed] [Google Scholar]
- 10.Fondevila M, Dehority B. 1996. Interactions between Fibrobacter succinogenes, Prevotella ruminicola, and Ruminococcus flavefaciens in the digestion of cellulose from forages. J Anim Sci 74:678–684. doi: 10.2527/1996.743678x. [DOI] [PubMed] [Google Scholar]
- 11.Russell J. 1985. Fermentation of cellodextrins by cellulolytic and noncellulolytic rumen bacteria. Appl Environ Microbiol 49:572–576. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Van Gylswyk N, Hippe H, Rainey F. 1996. Pseudobutyrivibrio ruminis gen. nov., sp. nov., a butyrate-producing bacterium from the rumen that closely resembles Butyrivibrio fibrisolvens in phenotype. Int J Syst Evol Microbiol 46:559–563. doi: 10.1099/00207713-46-2-559. [DOI] [Google Scholar]
- 13.Hungate RE. 1966. The rumen and its microbes. Academic Press, New York, NY. [Google Scholar]
- 14.Kelly WJ, Leahy SC, Altermann E, Yeoman CJ, Dunne JC, Kong Z, Pacheco DM, Li D, Noel SJ, Moon CD, Cookson AL, Attwood GT. 2010. The glycobiome of the rumen bacterium Butyrivibrio proteoclasticus B316T highlights adaptation to a polysaccharide-rich environment. PLoS One 5:e11942. doi: 10.1371/journal.pone.0011942. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Moon CD, Pacheco DM, Kelly WJ, Leahy SC, Li D, Kopecny J, Attwood GT. 2008. Reclassification of Clostridium proteoclasticum as Butyrivibrio proteoclasticus comb. nov., a butyrate-producing ruminal bacterium. Int J Syst Evol Microbiol 58:2041–2045. doi: 10.1099/ijs.0.65845-0. [DOI] [PubMed] [Google Scholar]
- 16.Cantarel BL, Coutinho PM, Rancurel C, Bernard T, Lombard V, Henrissat B. 2009. The Carbohydrate-Active EnZymes database (CAZy): an expert resource for glycogenomics. Nucleic Acids Res 37:D233–D238. doi: 10.1093/nar/gkn663. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Finn RD, Bateman A, Clements J, Coggill P, Eberhardt RY, Eddy SR, Heger A, Hetherington K, Holm L, Mistry J, Sonnhammer ELL, Tate J, Punta M. 2014. Pfam: the protein families database. Nucleic Acids Res 42:D222–D230. doi: 10.1093/nar/gkt1223. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Berman HM, Westbrook J, Feng Z, Gilliland G, Bhat TN, Weissig H, Shindyalov IN, Bourne PE. 2000. The Protein Data Bank. Nucleic Acids Res 28:235–242. doi: 10.1093/nar/28.1.235. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Palevich N. 2011. Genome sequencing of rumen bacteria involved in lignocellulose digestion. MS thesis. Massey University, Palmerston North, New Zealand. [Google Scholar]
- 20.Palevich N, Kelly WJ, Leahy SC, Altermann E, Rakonjac J, Attwood GT. 2017. The complete genome sequence of the rumen bacterium Butyrivibrio hungatei MB2003. Stand Genomic Sci 12:72. doi: 10.1186/s40793-017-0285-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Attwood GT, Reilly K, Patel BKC. 1996. Clostridium proteoclasticum sp. nov., a novel proteolytic bacterium from the bovine rumen. Int J Syst Bacteriol 46:753–758. doi: 10.1099/00207713-46-3-753. [DOI] [PubMed] [Google Scholar]
- 22.Till M, Goldstone D, Card G, Attwood GT, Moon CD, Arcus VL. 2014. Structural analysis of the GH43 enzyme Xsa43E from Butyrivibrio proteoclasticus. Acta Crystallogr F Struct Biol Commun 70:1193–1198. doi: 10.1107/S2053230X14014745. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Gilbert HJ, Knox JP, Boraston AB. 2013. Advances in understanding the molecular basis of plant cell wall polysaccharide recognition by carbohydrate-binding modules. Curr Opin Struct Biol 23:669–677. doi: 10.1016/j.sbi.2013.05.005. [DOI] [PubMed] [Google Scholar]
- 24.Abbott DW, Ficko-Blean E, van Bueren AL, Rogowski A, Cartmell A, Coutinho PM, Henrissat B, Gilbert HJ, Boraston AB. 2009. Analysis of the structural and functional diversity of plant cell wall specific family 6 carbohydrate binding modules. Biochemistry 48:10395–10404. doi: 10.1021/bi9013424. [DOI] [PubMed] [Google Scholar]
- 25.van Bueren AL, Morland C, Gilbert HJ, Boraston AB. 2005. Family 6 carbohydrate binding modules recognize the non-reducing end of β-1, 3-linked glucans by presenting a unique ligand binding surface. J Biol Chem 280:530–537. doi: 10.1074/jbc.M410113200. [DOI] [PubMed] [Google Scholar]
- 26.Correia MA, Pires VM, Gilbert HJ, Bolam DN, Fernandes VO, Alves VD, Prates JA, Ferreira LM, Fontes CM. 2009. Family 6 carbohydrate-binding modules display multiple β1,3-linked glucan-specific binding interfaces. FEMS Microbiol Lett 300:48–57. doi: 10.1111/j.1574-6968.2009.01764.x. [DOI] [PubMed] [Google Scholar]
- 27.Michel G, Barbeyron T, Kloareg B, Czjzek M. 2009. The family 6 carbohydrate binding modules have co-evolved with their appended catalytic modules towards similar substrate specificity. Glycobiology 19:615–623. doi: 10.1093/glycob/cwp028. [DOI] [PubMed] [Google Scholar]
- 28.Grabber JH, Ralph J, Hatfield RD. 2000. Cross-linking of maize walls by ferulate dimerization and incorporation into lignin. J Agric Food Chem 48:6106–6113. doi: 10.1021/jf0006978. [DOI] [PubMed] [Google Scholar]
- 29.Hespell R, Whitehead T. 1990. Physiology and genetics of xylan degradation by gastrointestinal tract bacteria. J Dairy Sci 73:3013–3022. doi: 10.3168/jds.S0022-0302(90)78988-6. [DOI] [PubMed] [Google Scholar]
- 30.Hespell R, Wolf R, Bothast R. 1987. Fermentation of xylans by Butyrivibrio fibrisolvens and other ruminal bacteria. Appl Environ Microbiol 53:2849–2853. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Hespell RB. 1992. Fermentation of xylans by Butyrivibrio fibrisolvens and Thermoanaerobacter strain B6A: utilization of uronic acids and xylanolytic activities. Curr Microbiol 25:189–195. doi: 10.1007/BF01570718. [DOI] [Google Scholar]
- 32.Sewell G, Aldrich H, Williams D, Mannarelli B, Wilkie A, Hespell R, Smith P, Ingram L. 1988. Isolation and characterization of xylan-degrading strains of Butyrivibrio fibrisolvens from a Napier grass-fed anaerobic digester. Appl Environ Microbiol 54:1085–1090. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Dunne JC. 2010. A proteomic analysis of fibre degradation and assimilation by Butyrivibrio proteoclasticus. PhD dissertation. Victoria University of Wellington, Wellington, New Zealand. [Google Scholar]
- 34.Le Nours J, De Maria L, Welner D, Jørgensen CT, Christensen LL, Borchert TV, Larsen S, Lo Leggio L. 2009. Investigating the binding of β-1,4-galactan to Bacillus licheniformis β-1,4-galactanase by crystallography and computational modeling. Proteins 75:977–989. doi: 10.1002/prot.22310. [DOI] [PubMed] [Google Scholar]
- 35.Fukami-Kobayashi K, Tateno Y, Nishikawa K. 1999. Domain dislocation: a change of core structure in periplasmic binding proteins in their evolutionary history. J Mol Biol 286:279–290. doi: 10.1006/jmbi.1998.2454. [DOI] [PubMed] [Google Scholar]
- 36.Berntsson RP-A, Smits SH, Schmitt L, Slotboom D-J, Poolman B. 2010. A structural classification of substrate-binding proteins. FEBS Lett 584:2606–2617. doi: 10.1016/j.febslet.2010.04.043. [DOI] [PubMed] [Google Scholar]
- 37.Borneman WS, Hartley RD, Morrison WH, Akin DE, Ljungdahl LG. 1990. Feruloyl and p-coumaroyl esterase from anaerobic fungi in relation to plant cell wall degradation. Appl Microbiol Biotechnol 33:345–351. doi: 10.1007/BF00164534. [DOI] [Google Scholar]
- 38.Ridley BL, O'Neill MA, Mohnen D. 2001. Pectins: structure, biosynthesis, and oligogalacturonide-related signaling. Phytochemistry 57:929–967. doi: 10.1016/S0031-9422(01)00113-3. [DOI] [PubMed] [Google Scholar]
- 39.Cosgrove DJ. 2005. Growth of the plant cell wall. Nat Rev Mol Cell Biol 6:850. doi: 10.1038/nrm1746. [DOI] [PubMed] [Google Scholar]
- 40.Dehority B. 1973. Hemicellulose degradation by rumen bacteria. Fed Proc 32:1819–1825. [PubMed] [Google Scholar]
- 41.Howard B. 1957. Hydrolysis of the soluble pentosans of wheat flour and Rhodymenia palmata by ruminal micro-organisms. Biochem J 67:643–651. doi: 10.1042/bj0670643. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Chesson A, Forsberg C. 1997. Polysaccharide degradation by rumen microorganisms, p 329–381. In Hobson PN, Stewart CS (ed), The rumen microbial ecosystem, 2nd ed Chapman and Hall, London, UK. [Google Scholar]
- 43.Villas-Bôas SG, Noel S, Lane GA, Attwood G, Cookson A. 2006. Extracellular metabolomics: a metabolic footprinting approach to assess fiber degradation in complex media. Anal Biochem 349:297–305. doi: 10.1016/j.ab.2005.11.019. [DOI] [PubMed] [Google Scholar]
- 44.Dunne JC, Li D, Kelly WJ, Leahy SC, Bond JJ, Attwood GT, Jordan TW. 2012. Extracellular polysaccharide-degrading proteome of Butyrivibrio proteoclasticus. J Proteome Res 11:131–142. doi: 10.1021/pr200864j. [DOI] [PubMed] [Google Scholar]
- 45.Bond JJ, Dunne JC, Kwan FY, Li D, Zhang K, Leahy SC, Kelly WJ, Attwood GT, Jordan TW. 2012. Carbohydrate transporting membrane proteins of the rumen bacterium, Butyrivibrio proteoclasticus. J Proteomics 75:3138–3144. doi: 10.1016/j.jprot.2011.12.013. [DOI] [PubMed] [Google Scholar]
- 46.Dunne JC, Kelly WJ, Leahy SC, Li D, Bond JJ, Peng L, Attwood GT, Jordan TW. 2015. The cytosolic oligosaccharide-degrading proteome of Butyrivibrio proteoclasticus. Proteomes 3:347–368. doi: 10.3390/proteomes3040347. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Hatfield RD. 1993. Cell wall polysaccharide interactions and degradability, p 285–313. In Jung HG, Yung HE, Buxton DR, Hatfield RD, Ralph J (ed), Forage cell wall structure and digestibility. American Society of Agronomy-Crop Science Society of America-Soil Science Society of America, Madison, WI. [Google Scholar]
- 48.Bacic A, Harris PJ, Stone BA. 1988. Structure and function of plant cell walls. Biochem Plants 14:297–371. [Google Scholar]
- 49.McSweeney C, Dulieu A, Bunch R. 1998. Butyrivibrio spp. and other xylanolytic microorganisms from the rumen have cinnamoyl esterase activity. Anaerobe 4:57–65. doi: 10.1006/anae.1997.0130. [DOI] [PubMed] [Google Scholar]
- 50.Christov LP, Prior BA. 1993. Esterases of xylan-degrading microorganisms: production, properties, and significance. Enzyme Microb Technol 15:460–475. doi: 10.1016/0141-0229(93)90078-G. [DOI] [PubMed] [Google Scholar]
- 51.Coughlan MP. 1985. The properties of fungal and bacterial cellulases with comment on their production and application. Biotechnol Genet Eng Rev 3:39–110. doi: 10.1080/02648725.1985.10647809. [DOI] [Google Scholar]
- 52.Blake AW, McCartney L, Flint JE, Bolam DN, Boraston AB, Gilbert HJ, Knox JP. 2006. Understanding the biological rationale for the diversity of cellulose-directed carbohydrate-binding modules in prokaryotic enzymes. J Biol Chem 281:29321–29329. doi: 10.1074/jbc.M605903200. [DOI] [PubMed] [Google Scholar]
- 53.Hervé C, Rogowski A, Gilbert HJ, Knox JP. 2009. Enzymatic treatments reveal differential capacities for xylan recognition and degradation in primary and secondary plant cell walls. Plant J 58:413–422. doi: 10.1111/j.1365-313X.2009.03785.x. [DOI] [PubMed] [Google Scholar]
- 54.Marcus SE, Verhertbruggen Y, Hervé C, Ordaz-Ortiz JJ, Farkas V, Pedersen HL, Willats WG, Knox JP. 2008. Pectic homogalacturonan masks abundant sets of xyloglucan epitopes in plant cell walls. BMC Plant Biol 8:1–12. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Palevich N. 2016. Comparative genomics of Butyrivibrio and Pseudobutyrivibrio from the rumen. PhD dissertation. Massey University, Palmerston North, New Zealand. [Google Scholar]
- 56.Attwood GT, Reilly K. 1996. Characterization of proteolytic activities of rumen bacterial isolates from forage-fed cattle. J Appl Bacteriol 81:545–552. [DOI] [PubMed] [Google Scholar]
- 57.Noel S. 2013. Cultivation and community composition analysis of plant-adherent rumen bacteria. PhD dissertation. Massey University, Palmerston North, New Zealand. [Google Scholar]
- 58.Papadopoulos D, Schneider D, Meier-Eiss J, Arber W, Lenski RE, Blot M. 1999. Genomic evolution during a 10,000-generation experiment with bacteria. Proc Natl Acad Sci U S A 96:3807–3812. doi: 10.1073/pnas.96.7.3807. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59.Lueders T, Manefield M, Friedrich MW. 2004. Enhanced sensitivity of DNA- and rRNA-based stable isotope probing by fractionation and quantitative analysis of isopycnic centrifugation gradients. Environ Microbiol 6:73–78. [DOI] [PubMed] [Google Scholar]
- 60.Altermann E. 2012. Tracing lifestyle adaptation in prokaryotic genomes. Front Microbiol 3:1–17. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 61.Attwood GT, Klieve AV, Ouwerkerk D, Patel BKC. 1998. Ammonia-hyperproducing bacteria from New Zealand ruminants. Appl Environ Microbiol 64:1796–1804. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Richardson A, Calder A, Stewart C, Smith A. 1989. Simultaneous determination of volatile and non-volatile acidic fermentation products of anaerobes by capillary gas chromatography. Lett Appl Microbiol 9:5–8. doi: 10.1111/j.1472-765X.1989.tb00278.x. [DOI] [Google Scholar]
- 63.Ebringerova A, Heinze T. 2000. Xylan and xylan derivatives: biopolymers with valuable properties. 1. Naturally occurring xylans structures, isolation procedures and properties. Macromol Rapid Commun 21:542–556. doi:. [DOI] [Google Scholar]
- 64.Zhang L, Ye X, Ding T, Sun X, Xu Y, Liu D. 2013. Ultrasound effects on the degradation kinetics, structure and rheological properties of apple pectin. Ultrason Sonochem 20:222–231. doi: 10.1016/j.ultsonch.2012.07.021. [DOI] [PubMed] [Google Scholar]
- 65.Cox MP, Peterson DA, Biggs PJ. 2010. SolexaQA: at-a-glance quality assessment of Illumina second-generation sequencing data. BMC Bioinformatics 11:485. doi: 10.1186/1471-2105-11-485. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 66.Andrews S. 2010. FastQC: a quality control tool for high throughput sequence data. https://www.bioinformatics.babraham.ac.uk/projects/fastqc/.
- 67.Langmead B, Salzberg SL. 2012. Fast gapped-read alignment with Bowtie 2. Nat Methods 9:357–359. doi: 10.1038/nmeth.1923. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 68.Flicek P, Birney E. 2009. Sense from sequence reads: methods for alignment and assembly. Nat Methods 6:S6–S12. doi: 10.1038/nmeth.1376. [DOI] [PubMed] [Google Scholar]
- 69.Martin JA, Wang Z. 2011. Next-generation transcriptome assembly. Nat Rev Genet 12:671–682. doi: 10.1038/nrg3068. [DOI] [PubMed] [Google Scholar]
- 70.McClure R, Balasubramanian D, Sun Y, Bobrovskyy M, Sumby P, Genco CA, Vanderpool CK, Tjaden B. 2013. Computational analysis of bacterial RNA-Seq data. Nucleic Acids Res 41:e140. doi: 10.1093/nar/gkt444. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 71.Tjaden B. 2015. De novo assembly of bacterial transcriptomes from RNA-seq data. Genome Biol 16:1–10. doi: 10.1186/s13059-014-0572-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 72.Anders S, Huber W. 2010. Differential expression analysis for sequence count data. Genome Biol 11:R106. doi: 10.1186/gb-2010-11-10-r106. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 73.Robinson MD, Smyth GK. 2008. Small-sample estimation of negative binomial dispersion, with applications to SAGE data. Biostatistics 9:321–332. doi: 10.1093/biostatistics/kxm030. [DOI] [PubMed] [Google Scholar]
- 74.Benjamini Y, Hochberg Y. 1995. Controlling the false discovery rate: a practical and powerful approach to multiple testing. J R Stat Soc Ser B 57:289–300. [Google Scholar]
- 75.Clarke KR. 1993. Non-parametric multivariate analyses of changes in community structure. Aust Ecol 18:117–143. doi: 10.1111/j.1442-9993.1993.tb00438.x. [DOI] [Google Scholar]
- 76.Faith DP, Minchin PR, Belbin L. 1987. Compositional dissimilarity as a robust measure of ecological distance. Vegetatio 69:57–68. doi: 10.1007/BF00038687. [DOI] [Google Scholar]
- 77.Minchin PR. 1987. An evaluation of the relative robustness of techniques for ecological ordination. Vegetatio 69:89–107. doi: 10.1007/BF00038690. [DOI] [Google Scholar]
- 78.Gower JC. 1966. Some distance properties of latent root and vector methods used in multivariate analysis. Biometrika 53:325–338. doi: 10.2307/2333639. [DOI] [Google Scholar]
- 79.Gower JC, Legendre P. 1986. Metric and Euclidean properties of dissimilarity coefficients. J Classif 3:5–48. doi: 10.1007/BF01896809. [DOI] [Google Scholar]
- 80.Anderson MJ. 2001. A new method for non-parametric multivariate analysis of variance. Aust Ecol 26:32–46. doi: 10.1111/j.1442-9993.2001.01070.pp.x. [DOI] [Google Scholar]
- 81.Oksanen J, Blanchet GF, Friendly M, Kindt R, Legendre P, McGlinn D, Minchin PR, O'Hara RB, Simpson GL, Solymos P, Stevens MHM, Szoecs E, Wagner H. 2018. vegan: community ecology package, R package version 2.5-2. https://CRAN.R-project.org/package=vegan.
- 82.Petersen TN, Brunak S, von Heijne G, Nielsen H. 2011. SignalP 4.0: discriminating signal peptides from transmembrane regions. Nat Methods 8:785. doi: 10.1038/nmeth.1701. [DOI] [PubMed] [Google Scholar]
- 83.Zapala MA, Schork NJ. 2006. Multivariate regression analysis of distance matrices for testing associations between gene expression patterns and related variables. Proc Natl Acad Sci U S A 103:19430–19435. doi: 10.1073/pnas.0609333103. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 84.Warton DI, Wright ST, Wang Y. 2012. Distance-based multivariate analyses confound location and dispersion effects. Methods Ecol Evol 3:89–101. doi: 10.1111/j.2041-210X.2011.00127.x. [DOI] [Google Scholar]
- 85.Nenadic O, Greenacre M. 2007. Correspondence analysis in R, with two- and three-dimensional graphics: the ca package. J Stat Softw 20:1–13. [Google Scholar]
- 86.Hollander M, Wolfe DA, Chicken E. 2013. Nonparametric statistical methods, 3rd ed John Wiley & Sons, New York, NY. [Google Scholar]
- 87.Conover WJ. 1980. Practical nonparametric statistics, 3rd ed John Wiley & Sons, New York, NY. [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.