Gastrointestinal tract and diet influenced the molar concentrations of volatile fatty acids and ammonia. Rumen (foregut), cecum, colon and rectum (hindgut) had higher (P < 0.05) ammonia than in the ileum (Table 3). However, total volatile fatty acids (VFA), molar acetate, propionate and butyrate were higher in the rumen, cecum and colon than in the ileum and cecum. Goats fed corn gluten (CG) had higher molar concentration of ammonia than those goats fed with CM. Goats fed corn gluten (CG) had higher concentration of acetate in the fore and hindgut than those fed with corn meal (CM; Fig. 1b; P < 0.05), while goats fed with CM improved the concentration of butyrate and propionate in the fore and hindgut than those fed with CG. (Fig. 1c and d; P < 0.05).
Table 3
Molar Concentration of VFA in the GIT of goats fed CM or CG
Item
|
Gastrointestinal tract (GIT)
|
|
Diet
|
|
|
P-value
|
|
IL
|
RU
|
CE
|
CO
|
RE
|
SEM
|
|
CM
|
CG
|
|
GIT
|
Diet
|
G*D
|
Concentration (mM)
|
|
pH
|
7.7
|
6.7
|
7.7
|
7.7
|
7.3
|
0.43
|
6.4
|
6.7
|
0.91
|
0.09
|
0.12
|
Ammonia
|
2.3b
|
6.9 a
|
6.8 a
|
7.1a
|
7.2a
|
0.02
|
5.18b
|
6.98a
|
0.02
|
0,03
|
0.31
|
VFA
|
25.7c
|
67.4a
|
65.1b
|
69.0a
|
68.7a
|
9.67
|
60.8
|
58.1
|
0.02
|
0.33
|
0.11
|
Ace/Pro
|
1.8b
|
3.2a
|
3.6a
|
3.3a
|
3.4a
|
0.02
|
2.4
|
3.7
|
0.03
|
0.17
|
0.21
|
Acetate
|
12.2c
|
42.5a
|
41.6b
|
43.1a
|
42.7a
|
5.96
|
34.6
|
38.6
|
0.02
|
0.32
|
0.02
|
Propionate
|
7.6c
|
13.7a
|
12.4b
|
13.5a
|
13.2a
|
0.56
|
14.1
|
9.9
|
0.04
|
0.26
|
0.04
|
Butyrate
|
5.0c
|
10.4a
|
10.2b
|
11.2a
|
11.7a
|
3.13
|
11.1
|
8..3
|
0.03
|
0.25
|
0.03
|
valerate
|
0.1
|
0.2
|
0.3
|
0.5
|
0.2
|
0.05
|
0.2
|
0.3
|
0.30
|
0.21
|
0.21
|
Iso-butyrate
|
0.1
|
0.3
|
0.3
|
0.3
|
0.5
|
0.04
|
0.3
|
0.3
|
0.29
|
0.14
|
0.16
|
Iso-valerate
|
0.2
|
0.3
|
0.3
|
0.4
|
0.4
|
0.08
|
0.3
|
0.3
|
0.67
|
0.95
|
0.13
|
Ace/Pro = acetate to propionate ratio; CE = cecum; CG = corn gluten; CM = corn meal; CO = colon; G*D = interaction (GIT x diet); IL = ileum; P = probability; RE = rectum; RU = rumen; VFA, volatile fatty acids |
The percentages of the individual volatile fatty acids were affected by the GIT segments, the percentages of acetate were higher (P < 0.05) in the fore and hindgut than in the ileum, while a lowered (P < 0.05) propionate was detected in the ileum than those in the fore and hindgut segments. A lowered trend (P = 0.07) of butyrate was also observed in the fore and hindgut than in the ileum (Table 4). Dietary treatments influenced propionate, goats fed with CM increased (P < 0.05) propionate than those goats fed with CG treatment. However, no interaction effects GIT and diet noted for the proportion of individual fatty acids.
Table 4
Molar proportion of VFA in the GIT of goats fed CM or CG
Item
|
Gastrointestinal tract (GIT)
|
|
Diet
|
|
|
P-value
|
|
IL
|
RU
|
CE
|
CO
|
RE
|
SEM
|
|
CM
|
CG
|
|
GIT
|
Diet
|
G*D
|
Molar proportion of individual VFA (mmol/100 mol VFA)
|
Acetate
|
48.5b
|
62.7a
|
61.3a
|
62.0a
|
63.3a
|
0.67
|
55.6
|
63.8
|
0.03
|
0.14
|
0.21
|
Propionate
|
29.0a
|
20.4b
|
19.5b
|
19.7b
|
19.2b
|
3.51
|
24.0
|
18.8
|
0.02
|
0.04
|
0.32
|
Butyrate
|
19.9a
|
15.5b
|
17.4b
|
16.3b
|
16.2b
|
3.36
|
18.8
|
15.3
|
0.07
|
0.23
|
0.18
|
Valerate
|
0.7
|
0.3
|
0.3
|
0.7
|
0.4
|
0.20
|
0.3
|
0.6
|
0.17
|
0.33
|
0.22
|
Isobuyrate
|
0.6
|
0.4
|
0.7
|
0.4
|
0.3
|
0.19
|
0.4
|
0.6
|
0.30
|
0.78
|
0.31
|
Isovalerate
|
1.1
|
0.4
|
0.5
|
0.5
|
0.3
|
0.08
|
0.5
|
0.6
|
0.18
|
0.01
|
0.27
|
Dissolved gasses
|
dH2
|
1.3c
|
16.7a
|
16.3a
|
15.8ab
|
16.3a
|
3.5
|
18.1
|
8.8
|
0.01
|
0.01
|
0.02
|
dH2S
|
40.9c
|
224.1ab
|
226.7a
|
227.0a
|
225.6a
|
3.4
|
155.6
|
233.6
|
0.01
|
0.03
|
0.03
|
CE = cecum; CG = corn gluten; CM = corn meal; CO = colon; dH2 (µM); dH2S (mM); G*D = interaction (GIT x diet); IL = ileum; P = probability; RE = rectum; RU = rumen; VFA = volatile fatty acids |
The concentrations of dissolved gasses, dissolved hydrogen (dH2) and dissolved hydrogen sulfur (dH2S) were affected by the GIT segments and dietary treatments (Table 4) and, interaction of GIT and diet (Fig. 2). Fore and hindgut segments had higher (P < 0.01) dH2 and dH2S than in the ileum. Goats fed CM had higher (P < 0.01) dH2 than those goats fed with CG treatment, while goats fed CG had higher (P < 0.05) dH2S comparing with goats fed with CM treatment (Table 4). Goats fed CM had higher dH2 in the fore and hindgut than those fed with CG dietary treatment (Fig. 2a; P < 0.05). However, goats fed with CG had higher (P < 0.05) dH2S in the fore and hindgut than those fed with CG dietary treatment (Fig. 2b: P < 0.05).
The positive associations were detected between dH2 and molar propionate in the gastrointestinal tract of goats. The strong positive associations between dH2 and molar propionate or proportion, respectively occurred in the rumen (P < 0.05; r2 = 0.61, 0.70), cecum (P < 0.05; r2 = 0.88, 0.61), colon (P < 0.05; r2 = 0.81, 0.52), and rectum (P < 0.05; r2 = 0.73, 0.58) (Fig. 3).
The gene copies of major microbial groups and bacterial species were influenced by the GIT segments and dietary treatments (Table 5), with no interaction effects of GIT and diet detected for the gene copies of microbial groups. The fore and hindgut had higher (P < 0.01) 16S rRNA gene copies of bacteria, methanogens and, 18S rRNA gene copies of protozoa and fungi than in the ileum and cecum. Goats fed CG had higher (P < 0.05)16S rRNA gene copies of bacteria, methanogens and 18S rRNA gene copies of protozoa and fungi than those goats fed CM (Table 5). Likewise, fore and hindgut had higher (P < 0.05) 16S rRNA gene copies of Prevotella ruminicola, Selenomonas rumination, Ruminococcus amylophilus, Ruminococcus albus, Ruminococcus flavefaciens, and Fibrobacter succinogenes than in the ileum. However, lowered gene copies of Selenomonas rumination, Ruminococcus amylophilus, Ruminococcus albus, Ruminococcus flavefaciens, recorded in the hindgut than in the rumen. Goats fed CM had higher (P < 0.05) Ruminococcus amylophilus, and lowered Prevotella ruminicola, Selenomonas rumination, Ruminococcus albus, Ruminococcus flavefaciens, and Fibrobacter succinogenes than those goats fed CG.
Table 5
Major microbial groups (log10 copies/mL) in the GIT contents of goats fed with CM or CG diets
Item
|
Gastrointestinal tract (GIT)
|
|
Diet
|
|
|
P-value
|
IL
|
RU
|
CE
|
CO
|
RE
|
SEM
|
|
CM
|
CG
|
|
GIT
|
Diet
|
Bacteria
|
6.7c
|
12.1a
|
8.0b
|
11.6a
|
12.4a
|
0.2
|
9.3
|
10.1
|
0.01
|
0.03
|
Fungi
|
4.6c
|
8.5a
|
6.3b
|
8.4a
|
8.5a
|
0.1
|
8.0
|
8.5
|
0.01
|
0.02
|
Protozoa
|
5.1c
|
10.1a
|
7.8b
|
9.6a
|
9.8a
|
0.1
|
9.1
|
9.8
|
0.01
|
0.02
|
Methanogens
|
3.7c
|
9.9a
|
8.4b
|
10.2a
|
10.4a
|
0.2
|
9.0
|
10.0
|
0.01
|
0.03
|
Selected bacterial species
|
Prevotella ruminicola
|
4.7c
|
11.1a
|
8.9b
|
11.3a
|
11.9a
|
0.2
|
8.4
|
9.3
|
0.02
|
0.04
|
Selenomonas ruminantium
|
3.6c
|
10.1a
|
8.3b
|
8.4b
|
8.7b
|
0.3
|
7.8
|
10.7
|
0.03
|
0.02
|
Ruminococcus amylophilus
|
3.1d
|
12.1a
|
8.8bc
|
9.1b
|
8.9bc
|
0.1
|
10.2
|
8.9
|
0.03
|
0.03
|
Ruminococcus albus
|
4.1d
|
10.5a
|
8.4b
|
8.6b
|
7.9bc
|
0.2
|
9.2
|
10.5
|
0.04
|
0.04
|
Ruminococcus flavefaciens
|
3.6d
|
11.9a
|
7.3bc
|
8.7b
|
9.0b
|
0.2
|
8.3
|
9.2
|
0.02
|
0.02
|
Fibrobacter succinogenes
|
4.1d
|
11.6a
|
6.8b
|
10.9a
|
11.2a
|
0.1
|
8.3
|
10.4
|
0.03
|
0.03
|
abc means superscripts within a row are significantly different (P < 0.05); CE = cecum; CG = corn gluten; CM = corn meal; CO = colon; IL = ileum; P = probability; RE = rectum; RU = rumen |
Methanogens diversity indices of Chao1 (P = 0.06) and ace (P < 0.04) were influenced by the dietary groups, goats fed CG tended to have lower chao1 and ace diversities than those goats fed with CM diet. The species diversity was also higher (P < 0.04) for goats fed CM diet than those goats fed CG. However, the rest of alpha diversity metrics were not affected by the dietary treatments (Table 6).
Table 6
Alpha diversity indexes of goats fed with CM or CG
Item
|
Diet
|
SEM
|
P-value
|
Corn meal
|
Corn gluten
|
|
Chao1
|
38.1
|
23.3
|
6.46
|
0.06
|
Coverage
|
0.99
|
0.99
|
0.00
|
0.12
|
Observed species
|
33.3
|
21.9
|
0.03
|
0.03
|
PD_whole_tree
|
5.83
|
3.65
|
1.34
|
0.27
|
Shanon
|
1.89
|
2.07
|
0.12
|
0.32
|
Ace
|
47.0
|
25.7
|
7.05
|
0.04
|
Simpson
|
0.41
|
0.36
|
0.04
|
0.44
|
Goats fed CG had higher abundances of the orders Methanosarcinales (P < 0.05), Methanomicrobiales (P = 0.09) and Thermoplasmalates recently called Methanomassiliicoccales (P = 0.08) than those fed with CM, while, less (P < 0.05) abundance of Methanobacteriales than those fed with CM diet. Regardless of the dietary regimens. Goats fed CG has tended to have higher abundances of the genera of Methanimicrococcus (P = 0.06) and Methanomicrobium (P = 0.09), and lowered abundance of Methanobrevibacter (P < 0.05) than those goats fed with CM diet (Table 7).
Table 7
Relative composition (% of total reads) of methanogen in goats fed CM or CG
Item
|
Diet
|
SEM
|
P-value
|
Corn meal
|
Corn gluten
|
|
Order
|
|
|
|
|
Methanosarcinales
|
35.7
|
46.3
|
8.70
|
0.04
|
Methanobacteriales
|
62.7
|
49.3
|
8.39
|
0.02
|
Methanomicrobiales
|
1.07
|
2.66
|
0.01
|
0.09
|
Thermoplasmalates
|
0.74
|
1.50
|
0.28
|
0.08
|
Unidentified
|
1.04
|
1.37
|
0.36
|
0.53
|
Others
|
0.70
|
0.00
|
0.32
|
0.15
|
Unidentified
|
0.33
|
0.05
|
0.16
|
0.26
|
Genus
|
|
|
|
|
Methanimicrococcus
|
35.3
|
46.3
|
8.77
|
0.06
|
Methanobrevibactor
|
61.4
|
48.2
|
8.13
|
0.04
|
Methanomicrobium
|
0.07
|
2.66
|
1.02
|
0.09
|
Methanosphaera
|
1.12
|
0.94
|
0.03
|
0.79
|
Condidatus_methanoplasma
|
0.23
|
0.26
|
0.01
|
0.85
|
Candidatus_methanomethylophilus
|
0.07
|
0.12
|
0.01
|
0.54
|
Unidentified
|
1.04
|
1.37
|
0.36
|
0.53
|
Others
|
0.70
|
0.00
|
0.32
|
0.15
|