Abstract

BACKGROUND: As climate change events become more frequent, drought is an increasing threat to agricultural production and food security. Crop rhizosphere microbiome and root exudates are critical regulators for drought adaptation, yet our understanding on the rhizosphere bacterial communities and root exudate composition as affected by drought stress is far from complete. In this study, we performed 16S rRNA gene amplicon sequencing and widely targeted metabolomic analysis of rhizosphere soil and root exudates from two contrasting rice genotypes (Nipponbare and Luodao 998) exposed to drought stress. RESULTS: A reduction in plant phenotypes was observed under drought, and the inhibition was greater for roots than for shoots. Additionally, drought exerted a negligible effect on the alpha diversity of rhizosphere bacterial communities, but obviously altered their composition. In particular, drought led to a significant enrichment of Actinobacteria but a decrease in Firmicutes. We also found that abscisic acid in root exudates was clearly higher under drought, whereas lower jasmonic acid and L-cystine concentrations. As for plant genotypes, variations in plant traits of the drought-tolerant genotype Luodao 998 after drought were smaller than those of Nipponbare. Interestingly, drought triggered an increase in Bacillus, as well as an upregulation of most organic acids and a downregulation of all amino acids in Luodao 998. Notably, both Procrustes analysis and Mantel test demonstrated that rhizosphere microbiome and root exudate metabolomic profiles were highly correlated. A number of differentially abundant genera responded to drought and genotype, including Streptomyces, Bacillus and some members of Actinobacteria, were significantly associated with organic acid and amino acid contents in root exudates. Further soil incubation experiments showed that Streptomyces was regulated by abscisic acid and jasmonic acid under drought. CONCLUSIONS: Our results reveal that both drought and genotype drive changes in the compositions of rice rhizosphere bacterial communities and root exudates under the greenhouse condition, and that organic acid exudation and suppression of amino acid exudation to select specific rhizosphere bacterial communities may be an important strategy for rice to cope with drought. These findings have important implications for improving the adaptability of rice to drought from the perspective of plant-microbe interactions.

Abstract from the paper’s OpenAlex record; open copy licensed cc-by. Read at the source ↗

The text the model read, with the source record’s inline markup (italics, sub- and superscripts) rendered and its character entities decoded; quote offsets refer to the raw text.

Claims 16

Intervention effectobservedoriginal resultnegativemeasured

Claim · model-written summary

Drought reduced rice plant phenotypes.

Treatment
droughte1
Outcome
plant phenotypese1
Direction
reductione1

Not reportedComparator

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

t0

“Integrated Microbiome and Metabolomic Analysis Reveal Responses of Rhizosphere Bacterial Communities and Root exudate Composition to Drought and Genotype in Rice (Oryza sativa L.)”

✓ located verbatim in the source · title, characters 0–179 · show in text ↑
e1

“A reduction in plant phenotypes was observed under drought, and the inhibition was greater for roots than for shoots”

✓ located verbatim in the source · abstract, characters 616–732 · show in text ↑
Intervention effectobservedoriginal resultnegativemeasured

Claim · model-written summary

Drought inhibited rice roots more than shoots.

Organ / stage
rootse1
Treatment
droughte1
Outcome
inhibitione1
Direction
greatere1
Comparator
shootse1

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

t0

“Integrated Microbiome and Metabolomic Analysis Reveal Responses of Rhizosphere Bacterial Communities and Root exudate Composition to Drought and Genotype in Rice (Oryza sativa L.)”

✓ located verbatim in the source · title, characters 0–179 · show in text ↑
e1

“A reduction in plant phenotypes was observed under drought, and the inhibition was greater for roots than for shoots”

✓ located verbatim in the source · abstract, characters 616–732 · show in text ↑
Intervention effectobservedoriginal resultno effectmeasured

Claim · model-written summary

Drought had a negligible effect on the alpha diversity of rhizosphere bacterial communities of rice.

Treatment
droughte2
Interactor
rhizosphere bacterial communitiese2symbiont
Outcome
alpha diversity of rhizosphere bacterial communitiese2
Direction
negligible effecte2

Not reportedComparator

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

t0

“Integrated Microbiome and Metabolomic Analysis Reveal Responses of Rhizosphere Bacterial Communities and Root exudate Composition to Drought and Genotype in Rice (Oryza sativa L.)”

✓ located verbatim in the source · title, characters 0–179 · show in text ↑
e2

“drought exerted a negligible effect on the alpha diversity of rhizosphere bacterial communities, but obviously altered their composition”

✓ located verbatim in the source · abstract, characters 748–884 · show in text ↑
Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

Drought altered the composition of rhizosphere bacterial communities of rice.

Treatment
droughte2
Interactor
rhizosphere bacterial communitiese2symbiont
Outcome
compositione2
Direction
alterede2

Not reportedComparator

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

t0

“Integrated Microbiome and Metabolomic Analysis Reveal Responses of Rhizosphere Bacterial Communities and Root exudate Composition to Drought and Genotype in Rice (Oryza sativa L.)”

✓ located verbatim in the source · title, characters 0–179 · show in text ↑
e2

“drought exerted a negligible effect on the alpha diversity of rhizosphere bacterial communities, but obviously altered their composition”

✓ located verbatim in the source · abstract, characters 748–884 · show in text ↑
Intervention effectobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

Drought significantly enriched Actinobacteria in the rice rhizosphere.

Treatment
droughte3
Interactor
ActinobacteriaActinomycetotae3symbiont
Outcome
Actinobacteriae3
Direction
enrichmente3

Not reportedComparator

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

t0

“Integrated Microbiome and Metabolomic Analysis Reveal Responses of Rhizosphere Bacterial Communities and Root exudate Composition to Drought and Genotype in Rice (Oryza sativa L.)”

✓ located verbatim in the source · title, characters 0–179 · show in text ↑
e3

“drought led to a significant enrichment of Actinobacteria but a decrease in Firmicutes”

✓ located verbatim in the source · abstract, characters 901–987 · show in text ↑
Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

Drought decreased Firmicutes in the rice rhizosphere.

Treatment
droughte3
Interactor
FirmicutesBacillotae3symbiont
Outcome
Firmicutese3
Direction
decreasee3

Not reportedComparator

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

t0

“Integrated Microbiome and Metabolomic Analysis Reveal Responses of Rhizosphere Bacterial Communities and Root exudate Composition to Drought and Genotype in Rice (Oryza sativa L.)”

✓ located verbatim in the source · title, characters 0–179 · show in text ↑
e3

“drought led to a significant enrichment of Actinobacteria but a decrease in Firmicutes”

✓ located verbatim in the source · abstract, characters 901–987 · show in text ↑
Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

Drought made abscisic acid in rice root exudates clearly higher.

Treatment
droughte4
Compound
abscisic acide4
Outcome
abscisic acid in root exudatese4
Direction
highere4

Not reportedComparator

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

t0

“Integrated Microbiome and Metabolomic Analysis Reveal Responses of Rhizosphere Bacterial Communities and Root exudate Composition to Drought and Genotype in Rice (Oryza sativa L.)”

✓ located verbatim in the source · title, characters 0–179 · show in text ↑
e4

“We also found that abscisic acid in root exudates was clearly higher under drought, whereas lower jasmonic acid and L-cystine concentrations”

✓ located verbatim in the source · abstract, characters 989–1129 · show in text ↑
Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

Drought made jasmonic acid and L-cystine concentrations in rice root exudates lower.

Treatment
droughte4
Compound
jasmonic acide4
Outcome
jasmonic acid and L-cystine concentrationse4
Direction
lowere4

Not reportedComparator

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

t0

“Integrated Microbiome and Metabolomic Analysis Reveal Responses of Rhizosphere Bacterial Communities and Root exudate Composition to Drought and Genotype in Rice (Oryza sativa L.)”

✓ located verbatim in the source · title, characters 0–179 · show in text ↑
e4

“We also found that abscisic acid in root exudates was clearly higher under drought, whereas lower jasmonic acid and L-cystine concentrations”

✓ located verbatim in the source · abstract, characters 989–1129 · show in text ↑
Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

Drought increased Bacillus in the rhizosphere of rice genotype Luodao 998.

Material
Luodao 998e5
Treatment
droughte5
Interactor
Bacilluse5symbiont
Outcome
Bacilluse5
Direction
increasee5

Not reportedComparator

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

t0

“Integrated Microbiome and Metabolomic Analysis Reveal Responses of Rhizosphere Bacterial Communities and Root exudate Composition to Drought and Genotype in Rice (Oryza sativa L.)”

✓ located verbatim in the source · title, characters 0–179 · show in text ↑
e5

“drought triggered an increase in Bacillus, as well as an upregulation of most organic acids and a downregulation of all amino acids in Luodao 998”

✓ located verbatim in the source · abstract, characters 1294–1439 · show in text ↑
Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

Drought upregulated most organic acids in root exudates of rice genotype Luodao 998.

Material
Luodao 998e5
Treatment
droughte5
Outcome
most organic acidse5
Direction
upregulatione5

Not reportedComparator

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

t0

“Integrated Microbiome and Metabolomic Analysis Reveal Responses of Rhizosphere Bacterial Communities and Root exudate Composition to Drought and Genotype in Rice (Oryza sativa L.)”

✓ located verbatim in the source · title, characters 0–179 · show in text ↑
e5

“drought triggered an increase in Bacillus, as well as an upregulation of most organic acids and a downregulation of all amino acids in Luodao 998”

✓ located verbatim in the source · abstract, characters 1294–1439 · show in text ↑
Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

Drought downregulated all amino acids in root exudates of rice genotype Luodao 998.

Material
Luodao 998e5
Treatment
droughte5
Outcome
all amino acidse5
Direction
downregulatione5

Not reportedComparator

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

t0

“Integrated Microbiome and Metabolomic Analysis Reveal Responses of Rhizosphere Bacterial Communities and Root exudate Composition to Drought and Genotype in Rice (Oryza sativa L.)”

✓ located verbatim in the source · title, characters 0–179 · show in text ↑
e5

“drought triggered an increase in Bacillus, as well as an upregulation of most organic acids and a downregulation of all amino acids in Luodao 998”

✓ located verbatim in the source · abstract, characters 1294–1439 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

Plant traits of the drought-tolerant genotype Luodao 998 varied less after drought than those of Nipponbare.

Material
Luodao 998e6
Treatment
droughte6
Outcome
variations in plant traitse6
Direction
smallere6
Comparator
Nipponbaree6

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

t0

“Integrated Microbiome and Metabolomic Analysis Reveal Responses of Rhizosphere Bacterial Communities and Root exudate Composition to Drought and Genotype in Rice (Oryza sativa L.)”

✓ located verbatim in the source · title, characters 0–179 · show in text ↑
e6

“As for plant genotypes, variations in plant traits of the drought-tolerant genotype Luodao 998 after drought were smaller than those of Nipponbare”

✓ located verbatim in the source · abstract, characters 1131–1277 · show in text ↑
Associationobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

Rhizosphere microbiome and root exudate metabolomic profiles of rice were highly correlated.

Interactor
rhizosphere microbiomee7symbiont
Outcome
rhizosphere microbiome and root exudate metabolomic profilese7
Direction
highly correlatede7

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

t0

“Integrated Microbiome and Metabolomic Analysis Reveal Responses of Rhizosphere Bacterial Communities and Root exudate Composition to Drought and Genotype in Rice (Oryza sativa L.)”

✓ located verbatim in the source · title, characters 0–179 · show in text ↑
e7

“Notably, both Procrustes analysis and Mantel test demonstrated that rhizosphere microbiome and root exudate metabolomic profiles were highly correlated”

✓ located verbatim in the source · abstract, characters 1441–1592 · show in text ↑
Associationobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

Streptomyces and Bacillus were significantly associated with organic acid and amino acid contents in rice root exudates.

Interactor
StreptomycesStreptomycese2symbiont
Second interactor
Bacilluse2symbiont
Outcome
organic acid and amino acid contents in root exudatese2
Direction
significantly associatede2

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗
Streptomyces
Streptomyces · Interactor · picture of the genus (one of its species)Public domain · Wikimedia Commons ↗

Verbatim

t0

“Integrated Microbiome and Metabolomic Analysis Reveal Responses of Rhizosphere Bacterial Communities and Root exudate Composition to Drought and Genotype in Rice (Oryza sativa L.)”

✓ located verbatim in the source · title, characters 0–179 · show in text ↑
e2

“A number of differentially abundant genera responded to drought and genotype, including Streptomyces, Bacillus and some members of Actinobacteria, were significantly associated with organic acid and amino acid contents in root exudates”

✓ located verbatim in the source · abstract, characters 1594–1829 · show in text ↑
Mechanismobservedoriginal resultmeasured

Claim · model-written summary

Streptomyces was regulated by abscisic acid and jasmonic acid under drought in soil incubation.

Interactor
StreptomycesStreptomycese2symbiont
Compound
abscisic acid and jasmonic acide2
Outcome
regulatede2
Qualifier
under droughte2

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗
Streptomyces
Streptomyces · Interactor · picture of the genus (one of its species)Public domain · Wikimedia Commons ↗

Verbatim

t0

“Integrated Microbiome and Metabolomic Analysis Reveal Responses of Rhizosphere Bacterial Communities and Root exudate Composition to Drought and Genotype in Rice (Oryza sativa L.)”

✓ located verbatim in the source · title, characters 0–179 · show in text ↑
e2

“Further soil incubation experiments showed that Streptomyces was regulated by abscisic acid and jasmonic acid under drought”

✓ located verbatim in the source · abstract, characters 1831–1954 · show in text ↑
Mechanismhypothesisoriginal resultpositivebasis n/a

Claim · model-written summary

Organic acid exudation and suppression of amino acid exudation may select specific rhizosphere bacterial communities that help rice cope with drought.

Treatment
suppression of amino acid exudatione2
Compound
organic acide2
Outcome
cope with droughte2

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

t0

“Integrated Microbiome and Metabolomic Analysis Reveal Responses of Rhizosphere Bacterial Communities and Root exudate Composition to Drought and Genotype in Rice (Oryza sativa L.)”

✓ located verbatim in the source · title, characters 0–179 · show in text ↑
e2

“organic acid exudation and suppression of amino acid exudation to select specific rhizosphere bacterial communities may be an important strategy for rice to cope with drought”

✓ located verbatim in the source · abstract, characters 2154–2328 · show in text ↑

drought · soil: biology · Oryza sativa (rice)Positive and negative results

7 papers: 6 positive, 1 negative or no effect

6 in the opposite direction

  1. positive
  2. positive
  3. positive

3 papers more in this group

See all 7 papers →

drought · disease · Oryza sativa (rice)Positive and negative results

27 papers: 20 positive, 7 negative or no effect

6 papers in the same direction as this paper · 20 in the opposite direction

  1. positive
  2. positive
  3. positive

23 papers more in this group

See all 27 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.