Paper · 2024 · Frontiers in Microbiology

Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria

Yaya Guo; Rongzheng Huang; Yujie Niu; et al.

17
claims
37
verbatim quotes
13
citations
2
research areas
✓
Open access · cc-by

Abstract

Mulberry has high crude protein and biologically active compounds but is difficult to be ensiled due to the lack of adequate epiphytic LAB. This study aimed to investigate the effects of inoculation with Lactiplantibacillus plantarum and Pediococcus pentosaceus isolated from mulberry with higher antioxidant capacity alone or in combination with Streptococcus bovis on chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage. The results showed that all inoculation groups had higher dry matter and lower pH than the control group, particularly in LP (dry matter, DM, 32.03% and pH = 4.44) and LP_PP_SB (DM, 31.68% and pH = 4.26) after 60 days of ensiling. Ammonia nitrogen (AN) content was the lowest in both LP_SB and LP_PP_SB groups, which were 1.86 g/kg FM and 1.05 g/kg FM, respectively, ( P < 0.05). Only the LP_PP_SB group showed increased polyunsaturated fatty acids (PUFA, 1.2851 g/kg DM, P < 0.05) than the control group. Ferric-reducing antioxidant power (FRAP) values were increased in all inoculation-treated groups compared with the control group ( P < 0.05). 2,2-Diphenyl-1-picrylhydrazyl (DDPH), 3-ethylbenzothiazoline-6-sulfonic acid (ABTS), and FRAP exhibited the highest levels in the LP_PP- and LP_PP_SB-treated groups. Enterobacter was dominant in both the control and SB-treated groups, and the relative abundance was 41.18% and 32.35%, respectively ( P < 0.05). The relative abundance of Lactiplantibacillus was higher in the LP-, LP_PP-, and LP_SB-treated groups (81.84%−82.69%). Relative abundance of Pediococcus was higher in the PP-, PP_SB-, and LP_PP_SB-treated groups (74.27%−85.27%). Untargeted metabolomics analysis results showed that five flavonoids (apigenin, eriodictyol, quercetin-3-glucoside, rutin, and kaempferol-3-O-rutinoside)were upregulated in all inoculation groups (except for the SB-treated groups). Among them, eriodictyol was both positively correlated with ABTS and FRAP and also showed the highest relative abundance in the LP_PP- and LP_PP_SB-treated groups. To the best of our knowledge, this study was the first to investigate the relationship between inoculants of epiphytic lactic acid bacteria and antioxidant capacity by 16s rRNA Illumina sequencing technology and untargeted metabolomics analysis, respectively. Consequently, inoculated L. plantarum, P. pentosaceus alone, respectively, or in combination with S. bovis increased the relative abundance of Lactiplantibacillus and Pediococcus and decreased the relative abundance of Enterobacter , particularly in the LP_PP_SB-treated group. In addition, inoculants could increase the relative abundance of five flavonoids (apigenin, eriodictyol, quercetin-3-glucoside, rutin, and kaempferol-3-O-rutinoside), especially eriodictyol to improve the antioxidant capacity of mulberry silage.

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Claims 17

Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

Inoculation groups had higher dry matter than the control group.

Taxon
mulberryt0
Treatment
inoculation groupse1
Outcome
dry mattere1
Direction
highere1
Comparator
control groupe1

Verbatim

t0

“Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria”

✓ located verbatim in the source · title, characters 0–149 · show in text ↑
e1

“The results showed that all inoculation groups had higher dry matter and lower pH than the control group”

✓ located verbatim in the source · abstract, characters 486–590 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

Inoculation groups had lower pH than the control group.

Taxon
mulberryt0
Treatment
inoculation groupse1
Outcome
pHe1
Direction
lowere1
Comparator
control groupe1

Verbatim

t0

“Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria”

✓ located verbatim in the source · title, characters 0–149 · show in text ↑
e1

“The results showed that all inoculation groups had higher dry matter and lower pH than the control group”

✓ located verbatim in the source · abstract, characters 486–590 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

The LP group reached dry matter of 32.03% after 60 days of ensiling, higher than the control group.

Taxon
mulberryt0
Treatment
LPe2
Outcome
dry mattere2
Direction
highere1
Value
32.03%e2
Qualifier
after 60 days of ensilinge2
Comparator
control groupe1

Verbatim

t0

“Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria”

✓ located verbatim in the source · title, characters 0–149 · show in text ↑
e1

“The results showed that all inoculation groups had higher dry matter and lower pH than the control group”

✓ located verbatim in the source · abstract, characters 486–590 · show in text ↑
e2

“particularly in LP (dry matter, DM, 32.03% and pH = 4.44) and LP_PP_SB (DM, 31.68% and pH = 4.26) after 60 days of ensiling”

✓ located verbatim in the source · abstract, characters 592–715 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

The LP_PP_SB group reached dry matter of 31.68% after 60 days of ensiling, higher than the control group.

Taxon
mulberryt0
Treatment
LP_PP_SBe2
Outcome
dry mattere2
Direction
highere1
Value
31.68%e2
Qualifier
after 60 days of ensilinge2
Comparator
control groupe1

Verbatim

t0

“Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria”

✓ located verbatim in the source · title, characters 0–149 · show in text ↑
e1

“The results showed that all inoculation groups had higher dry matter and lower pH than the control group”

✓ located verbatim in the source · abstract, characters 486–590 · show in text ↑
e2

“particularly in LP (dry matter, DM, 32.03% and pH = 4.44) and LP_PP_SB (DM, 31.68% and pH = 4.26) after 60 days of ensiling”

✓ located verbatim in the source · abstract, characters 592–715 · show in text ↑
Observationobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

Ammonia nitrogen content was lowest in the LP_SB group, at 1.86 g/kg FM.

Taxon
mulberryt0
Treatment
LP_SBe3
Outcome
Ammonia nitrogen (AN) contente3
Direction
loweste3
Value
1.86 g/kg FMe3

Verbatim

t0

“Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria”

✓ located verbatim in the source · title, characters 0–149 · show in text ↑
e3

“Ammonia nitrogen (AN) content was the lowest in both LP_SB and LP_PP_SB groups, which were 1.86 g/kg FM and 1.05 g/kg FM, respectively, ( P < 0.05)”

✓ located verbatim in the source · abstract, characters 717–864 · show in text ↑
Observationobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

Ammonia nitrogen content was lowest in the LP_PP_SB group, at 1.05 g/kg FM.

Taxon
mulberryt0
Treatment
LP_PP_SBe3
Outcome
Ammonia nitrogen (AN) contente3
Direction
loweste3
Value
1.05 g/kg FMe3

Verbatim

t0

“Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria”

✓ located verbatim in the source · title, characters 0–149 · show in text ↑
e3

“Ammonia nitrogen (AN) content was the lowest in both LP_SB and LP_PP_SB groups, which were 1.86 g/kg FM and 1.05 g/kg FM, respectively, ( P < 0.05)”

✓ located verbatim in the source · abstract, characters 717–864 · show in text ↑
Intervention effectobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

Only the LP_PP_SB group increased polyunsaturated fatty acids (1.2851 g/kg DM) compared with the control group.

Taxon
mulberryt0
Treatment
LP_PP_SB groupe4
Outcome
polyunsaturated fatty acidse4
Direction
increasede4
Value
1.2851 g/kg DMe4
Comparator
control groupe4

Verbatim

t0

“Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria”

✓ located verbatim in the source · title, characters 0–149 · show in text ↑
e4

“Only the LP_PP_SB group showed increased polyunsaturated fatty acids (PUFA, 1.2851 g/kg DM, P < 0.05) than the control group”

✓ located verbatim in the source · abstract, characters 866–990 · show in text ↑
e1

“The results showed that all inoculation groups had higher dry matter and lower pH than the control group”

✓ located verbatim in the source · abstract, characters 486–590 · show in text ↑
Intervention effectobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

Ferric-reducing antioxidant power was increased in all inoculation-treated groups compared with the control group.

Taxon
mulberryt0
Treatment
inoculation-treated groupse5
Outcome
Ferric-reducing antioxidant power (FRAP) valuese5
Direction
increasede5
Comparator
control groupe5

Verbatim

t0

“Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria”

✓ located verbatim in the source · title, characters 0–149 · show in text ↑
e5

“Ferric-reducing antioxidant power (FRAP) values were increased in all inoculation-treated groups compared with the control group ( P < 0.05)”

✓ located verbatim in the source · abstract, characters 992–1132 · show in text ↑
Observationobservedoriginal resultpositivemeasured

Claim · model-written summary

DPPH, ABTS and FRAP antioxidant measures reached their highest levels in the LP_PP- and LP_PP_SB-treated groups.

Taxon
mulberryt0
Treatment
LP_PP- and LP_PP_SB-treated groupse6
Outcome
2,2-Diphenyl-1-picrylhydrazyl (DDPH), 3-ethylbenzothiazoline-6-sulfonic acid (ABTS), and FRAPe6
Direction
highest levelse6

Verbatim

t0

“Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria”

✓ located verbatim in the source · title, characters 0–149 · show in text ↑
e6

“2,2-Diphenyl-1-picrylhydrazyl (DDPH), 3-ethylbenzothiazoline-6-sulfonic acid (ABTS), and FRAP exhibited the highest levels in the LP_PP- and LP_PP_SB-treated groups”

✓ located verbatim in the source · abstract, characters 1134–1298 · show in text ↑
Observationobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

Enterobacter was dominant in the control and SB-treated groups, at 41.18% and 32.35% relative abundance.

Taxon
mulberryt0
Treatment
SB-treated groupse7
Interactor
EnterobacterEnterobactere7other
Outcome
relative abundancee7
Direction
dominante7
Value
41.18% and 32.35%e7

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Enterobacter
Enterobacter · Interactor · picture of the genus (one of its species)Public domain · Wikimedia Commons ↗

Verbatim

t0

“Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria”

✓ located verbatim in the source · title, characters 0–149 · show in text ↑
e7

“Enterobacter was dominant in both the control and SB-treated groups, and the relative abundance was 41.18% and 32.35%, respectively”

✓ located verbatim in the source · abstract, characters 1300–1431 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Lactiplantibacillus relative abundance was higher in the LP-, LP_PP- and LP_SB-treated groups, at 81.84%−82.69%.

Taxon
mulberryt0
Treatment
LP-, LP_PP-, and LP_SB-treated groupse7
Interactor
LactiplantibacillusLactiplantibacilluse7other
Outcome
relative abundance of Lactiplantibacilluse7
Direction
highere7
Value
81.84%−82.69%e7

Verbatim

t0

“Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria”

✓ located verbatim in the source · title, characters 0–149 · show in text ↑
e7

“The relative abundance of Lactiplantibacillus was higher in the LP-, LP_PP-, and LP_SB-treated groups (81.84%−82.69%)”

✓ located verbatim in the source · abstract, characters 1445–1562 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Pediococcus relative abundance was higher in the PP-, PP_SB- and LP_PP_SB-treated groups, at 74.27%−85.27%.

Taxon
mulberryt0
Treatment
PP-, PP_SB-, and LP_PP_SB-treated groupse0
Interactor
PediococcusPediococcuse0other
Outcome
Relative abundance of Pediococcuse0
Direction
highere0
Value
74.27%−85.27%e0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Pediococcus
Pediococcus · Interactor · picture of the genus (one of its species)Awkwafaba · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

t0

“Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria”

✓ located verbatim in the source · title, characters 0–149 · show in text ↑
e0

“Relative abundance of Pediococcus was higher in the PP-, PP_SB-, and LP_PP_SB-treated groups (74.27%−85.27%)”

✓ located verbatim in the source · abstract, characters 1564–1672 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Apigenin, eriodictyol and quercetin-3-glucoside were upregulated in all inoculation groups except the SB-treated groups.

Taxon
mulberryt0
Treatment
inoculation groupse1
Outcome
apigenin, eriodictyol, quercetin-3-glucosidee1
Direction
upregulatede1
Qualifier
except for the SB-treated groupse1

Verbatim

t0

“Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria”

✓ located verbatim in the source · title, characters 0–149 · show in text ↑
e1

“five flavonoids (apigenin, eriodictyol, quercetin-3-glucoside, rutin, and kaempferol-3-O-rutinoside)were upregulated in all inoculation groups (except for the SB-treated groups)”

✓ located verbatim in the source · abstract, characters 1727–1904 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Rutin and kaempferol-3-O-rutinoside were upregulated in all inoculation groups except the SB-treated groups.

Taxon
mulberryt0
Treatment
inoculation groupse1
Outcome
rutin, and kaempferol-3-O-rutinosidee1
Direction
upregulatede1
Qualifier
except for the SB-treated groupse1

Verbatim

t0

“Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria”

✓ located verbatim in the source · title, characters 0–149 · show in text ↑
e1

“five flavonoids (apigenin, eriodictyol, quercetin-3-glucoside, rutin, and kaempferol-3-O-rutinoside)were upregulated in all inoculation groups (except for the SB-treated groups)”

✓ located verbatim in the source · abstract, characters 1727–1904 · show in text ↑
Associationobservedoriginal resultpositivemeasured

Claim · model-written summary

Eriodictyol was positively correlated with ABTS and FRAP.

Taxon
mulberryt0
Compound
eriodictyole2
Outcome
ABTS and FRAPe2
Direction
positively correlatede2

Verbatim

t0

“Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria”

✓ located verbatim in the source · title, characters 0–149 · show in text ↑
e2

“Among them, eriodictyol was both positively correlated with ABTS and FRAP and also showed the highest relative abundance in the LP_PP- and LP_PP_SB-treated groups”

✓ located verbatim in the source · abstract, characters 1906–2068 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Eriodictyol had the highest relative abundance in the LP_PP- and LP_PP_SB-treated groups.

Taxon
mulberryt0
Treatment
LP_PP- and LP_PP_SB-treated groupse2
Compound
eriodictyole2
Outcome
relative abundancee2
Direction
higheste2

Verbatim

t0

“Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria”

✓ located verbatim in the source · title, characters 0–149 · show in text ↑
e2

“Among them, eriodictyol was both positively correlated with ABTS and FRAP and also showed the highest relative abundance in the LP_PP- and LP_PP_SB-treated groups”

✓ located verbatim in the source · abstract, characters 1906–2068 · show in text ↑
Mechanismauthor interpretationoriginal resultbasis n/a

Claim · model-written summary

Eriodictyol, among the inoculant-induced flavonoids, may improve the antioxidant capacity of mulberry silage.

Taxon
mulberryt0
Treatment
inoculantse3
Compound
eriodictyole3
Outcome
antioxidant capacity of mulberry silagee3

Verbatim

t0

“Chemical characteristics, antioxidant capacity, bacterial community, and metabolite composition of mulberry silage ensiling with lactic acid bacteria”

✓ located verbatim in the source · title, characters 0–149 · show in text ↑
e3

“inoculants could increase the relative abundance of five flavonoids (apigenin, eriodictyol, quercetin-3-glucoside, rutin, and kaempferol-3-O-rutinoside), especially eriodictyol to improve the antioxidant capacity of mulberry silage”

✓ located verbatim in the source · abstract, characters 2621–2852 · show in text ↑

inoculation · molecular: metabolites · Morus (mulberry trees)Results agree

3 papers: 3 positive, 0 negative or no effect

2 papers in the same direction as this paper

  1. positive
  2. positive
See all 3 papers →

inoculation · soil: chemistry · Morus (mulberry trees)Results agree

3 papers: 3 positive, 0 negative or no effect

2 papers in the same direction as this paper

  1. positive
  2. positive
See all 3 papers →

inoculation · growth · Morus (mulberry trees)Results agree

14 papers: 14 positive, 0 negative or no effect

13 papers in the same direction as this paper

  1. positive
  2. positive
  3. positive

10 papers more in this group

See all 14 papers →

Claims are grouped by organism, treatment and what was measured or targeted. A paper counts as positive when any of its claims in the group is positive.