Paper · 2026 · Theoretical and Experimental Plant Physiology

Time-resolved network metabolomics reveals metabolic reprogramming and network stability in cowpea leaves during virus infection

Raissa S. C. Bret; Silvio A. Cândido-Sobrinho; Samuel G. Abreu; et al.

11
claims
29
verbatim quotes
0
citations
2
research areas
✓
Open access · cc-by

Abstract

Abstract Cowpea severe mosaic virus (CPSMV) represents a major constraint for cowpea ( Vigna unguiculata (L.) Walp.) cultivation. However, the metabolic basis underlying CPSMV resistance remains poorly understood. Given the importance of metabolism for plant defence against pathogens, we hypothesized that cowpea resistance to CPSMV is associated to the activation of defence-related pathways from both primary and secondary metabolisms. We investigated the metabolic dynamics associated with CPSMV infection in the resistant cowpea genotype Macaibo using a time-resolved, network-based metabolomics approach. Conventional RT-PCR suggests that the intensity of the CPSMV coat protein band increased in the first eight H ours A fter CPSMV I noculation (HAI) but appeared reduced in the following 72 HAI. Metabolomic analyses revealed that CPSMV infection had little impact on secondary metabolism, whereas several primary metabolites were significantly altered over time. Transient increases in fumarate, pyruvate, and several amino acids, including alanine, asparagine, glutamine, glutamate, isoleucine, leucine, proline, serine, threonine, and valine, were observed at 48 HAI compared with mock-treated leaves. Network analysis indicated that overall metabolic network density and heterogeneity remained relatively stable during infection. However, a highly connected metabolic module composed of the branched-chain amino acids (BCAAs) isoleucine, leucine, and valine emerged in infected leaves. Our results indicate that CPSMV infection reshapes primary metabolic dynamics without extensive alterations in secondary metabolism during early infection in cowpea leaves. Despite these metabolic adjustments, the overall metabolic network structure remained stable, suggesting that a robust metabolic reprograming, including the activation of BCAA-associated pathways, may help buffer viral perturbation in cowpea leaves.

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 11

Observationobservedoriginal resultnegativemeasured

Claim · model-written summary

CPSMV coat protein band intensity rose over the first eight hours after inoculation.

Taxon
cowpea leavesVigna unguiculatat0
Material
Macaibot1
Interactor
CPSMVe0pathogen
Outcome
intensity of the CPSMV coat protein bande0
Direction
increasede0

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“intensity of the CPSMV coat protein band increased in the first eight H ours A fter CPSMV I noculation (HAI)”

✓ located verbatim in the source · abstract, characters 649–757 · show in text ↑
t0

“cowpea leaves”

✓ located verbatim in the source · title, characters 92–105 · show in text ↑
t1

“CPSMV infection in the resistant cowpea genotype Macaibo”

✓ located verbatim in the source · abstract, characters 494–550 · show in text ↑
Observationobservedoriginal resultpositivemeasured

Claim · model-written summary

CPSMV coat protein band intensity appeared lower over the following 72 hours.

Taxon
cowpea leavesVigna unguiculatat0
Interactor
CPSMVt1pathogen
Outcome
reducede0
Direction
reducede0

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“but appeared reduced in the following 72 HAI”

✓ located verbatim in the source · abstract, characters 758–802 · show in text ↑
t0

“cowpea leaves”

✓ located verbatim in the source · title, characters 92–105 · show in text ↑
t1

“CPSMV infection in the resistant cowpea genotype Macaibo”

✓ located verbatim in the source · abstract, characters 494–550 · show in text ↑
Intervention effectobservedoriginal resultno effectmeasured

Claim · model-written summary

CPSMV infection had little impact on cowpea secondary metabolism.

Taxon
cowpea leavesVigna unguiculatat0
Treatment
CPSMV infectione0
Interactor
CPSMVe0pathogen
Outcome
secondary metabolisme0
Direction
little impacte0

Not reportedComparator

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“CPSMV infection had little impact on secondary metabolism”

✓ located verbatim in the source · abstract, characters 839–896 · show in text ↑
t0

“cowpea leaves”

✓ located verbatim in the source · title, characters 92–105 · show in text ↑
Observationobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

Several primary metabolites changed significantly over time during CPSMV infection.

Taxon
cowpea leavesVigna unguiculatat0
Outcome
primary metabolitese0
Direction
alterede0

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“several primary metabolites were significantly altered over time”

✓ located verbatim in the source · abstract, characters 906–970 · show in text ↑
t0

“cowpea leaves”

✓ located verbatim in the source · title, characters 92–105 · show in text ↑
Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

Fumarate and pyruvate transiently increased at 48 HAI relative to mock-treated leaves.

Taxon
cowpea leavesVigna unguiculatat0
Treatment
CPSMV infectiont1
Interactor
CPSMVt1pathogen
Outcome
fumarate, pyruvatee0
Direction
Transient increasese0
Qualifier
48 HAIe0
Comparator
mock-treated leavese0

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Transient increases in fumarate, pyruvate, and several amino acids, including alanine, asparagine, glutamine, glutamate, isoleucine, leucine, proline, serine, threonine, and valine, were observed at 48 HAI compared with mock-treated leaves”

✓ located verbatim in the source · abstract, characters 972–1211 · show in text ↑
t0

“cowpea leaves”

✓ located verbatim in the source · title, characters 92–105 · show in text ↑
t1

“CPSMV infection in the resistant cowpea genotype Macaibo”

✓ located verbatim in the source · abstract, characters 494–550 · show in text ↑
Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

Alanine, asparagine, and glutamine transiently increased at 48 HAI relative to mock-treated leaves.

Taxon
cowpea leavesVigna unguiculatat0
Treatment
CPSMV infectiont1
Interactor
CPSMVt1pathogen
Outcome
alanine, asparagine, glutaminee0
Direction
Transient increasese0
Qualifier
48 HAIe0
Comparator
mock-treated leavese0

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Transient increases in fumarate, pyruvate, and several amino acids, including alanine, asparagine, glutamine, glutamate, isoleucine, leucine, proline, serine, threonine, and valine, were observed at 48 HAI compared with mock-treated leaves”

✓ located verbatim in the source · abstract, characters 972–1211 · show in text ↑
t0

“cowpea leaves”

✓ located verbatim in the source · title, characters 92–105 · show in text ↑
t1

“CPSMV infection in the resistant cowpea genotype Macaibo”

✓ located verbatim in the source · abstract, characters 494–550 · show in text ↑
Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

Glutamate, isoleucine, and leucine transiently increased at 48 HAI relative to mock-treated leaves.

Taxon
cowpea leavesVigna unguiculatat0
Treatment
CPSMV infectiont1
Interactor
CPSMVt1pathogen
Outcome
glutamate, isoleucine, leucinee0
Direction
Transient increasese0
Qualifier
48 HAIe0
Comparator
mock-treated leavese0

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Transient increases in fumarate, pyruvate, and several amino acids, including alanine, asparagine, glutamine, glutamate, isoleucine, leucine, proline, serine, threonine, and valine, were observed at 48 HAI compared with mock-treated leaves”

✓ located verbatim in the source · abstract, characters 972–1211 · show in text ↑
t0

“cowpea leaves”

✓ located verbatim in the source · title, characters 92–105 · show in text ↑
t1

“CPSMV infection in the resistant cowpea genotype Macaibo”

✓ located verbatim in the source · abstract, characters 494–550 · show in text ↑
Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

Proline, serine, and threonine transiently increased at 48 HAI relative to mock-treated leaves.

Taxon
cowpea leavesVigna unguiculatat0
Treatment
CPSMV infectiont1
Interactor
CPSMVt1pathogen
Outcome
proline, serine, threoninee0
Direction
Transient increasese0
Qualifier
48 HAIe0
Comparator
mock-treated leavese0

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Transient increases in fumarate, pyruvate, and several amino acids, including alanine, asparagine, glutamine, glutamate, isoleucine, leucine, proline, serine, threonine, and valine, were observed at 48 HAI compared with mock-treated leaves”

✓ located verbatim in the source · abstract, characters 972–1211 · show in text ↑
t0

“cowpea leaves”

✓ located verbatim in the source · title, characters 92–105 · show in text ↑
t1

“CPSMV infection in the resistant cowpea genotype Macaibo”

✓ located verbatim in the source · abstract, characters 494–550 · show in text ↑
Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

Valine transiently increased at 48 HAI relative to mock-treated leaves.

Taxon
cowpea leavesVigna unguiculatat0
Treatment
CPSMV infectiont1
Interactor
CPSMVt1pathogen
Outcome
valinee0
Direction
Transient increasese0
Qualifier
48 HAIe0
Comparator
mock-treated leavese0

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Transient increases in fumarate, pyruvate, and several amino acids, including alanine, asparagine, glutamine, glutamate, isoleucine, leucine, proline, serine, threonine, and valine, were observed at 48 HAI compared with mock-treated leaves”

✓ located verbatim in the source · abstract, characters 972–1211 · show in text ↑
t0

“cowpea leaves”

✓ located verbatim in the source · title, characters 92–105 · show in text ↑
t1

“CPSMV infection in the resistant cowpea genotype Macaibo”

✓ located verbatim in the source · abstract, characters 494–550 · show in text ↑
Observationobservedoriginal resultno effectmeasured

Claim · model-written summary

Overall metabolic network density and heterogeneity stayed relatively stable during infection.

Taxon
cowpea leavesVigna unguiculatat0
Outcome
metabolic network density and heterogeneitye0
Direction
remained relatively stablee0

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“overall metabolic network density and heterogeneity remained relatively stable during infection”

✓ located verbatim in the source · abstract, characters 1245–1340 · show in text ↑
t0

“cowpea leaves”

✓ located verbatim in the source · title, characters 92–105 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

A connected branched-chain amino acid module emerged in infected cowpea leaves.

Taxon
cowpea leavesVigna unguiculatat0
Outcome
highly connected metabolic module composed of the branched-chain amino acids (BCAAs) isoleucine, leucine, and valinee0

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“a highly connected metabolic module composed of the branched-chain amino acids (BCAAs) isoleucine, leucine, and valine emerged in infected leaves”

✓ located verbatim in the source · abstract, characters 1351–1496 · show in text ↑
t0

“cowpea leaves”

✓ located verbatim in the source · title, characters 92–105 · show in text ↑

infection · molecular: metabolites · Vigna unguiculata (cowpea)Positive and negative results

4 papers: 2 positive, 2 negative or no effect

1 paper in the same direction as this paper · 2 in the opposite direction

  1. positive
  2. positive
  3. negative
See all 4 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.