Paper · 2020 · Frontiers in Microbiology

Metabolomic Responses of Maize Shoots and Roots Elicited by Combinatorial Seed Treatments With Microbial and Non-microbial Biostimulants

Youssef Rouphael; Luigi Lucini; Begoña Miras-Moreno; et al.

8
claims
15
verbatim quotes
81
citations
3
research areas
✓
Open access · cc-by

Abstract

Microbial and non-microbial plant biostimulants have been successfully used to improve agriculture productivity in a more sustainable manner. Since the mode of action of biostimulants is still largely unknown, the present work aimed at elucidating the morpho-physiological and metabolomic changes occurring in maize (Zea mays L.) leaves and roots following seeds treatment with i) a consortium of two beneficial fungi (arbuscular mycorrhizal fungi – AMF, and Trichoderma koningii TK7) and rhizobacteria, ii) protein hydrolysate-based biostimulant (PH) alone or iii) in combination with a consortium of T. koningii TK7 and rhizobacteria. The application of PH alone or in combination with Trichoderma elicited significant increases (+16.6%) in the shoot biomass compared to untreated maize plants, whereas inoculation with AMF + Trichoderma elicited significant increases of root dry biomass (+48.0%) compared to untreated plants. Distinctive metabolomic signatures achieved from the different treatments, hence suggesting that different molecular processes were involved in plant response to biostimulants. The metabolic reprogramming triggered by the treatments including the protein hydrolysate was hierarchically more pronounced than the application of microorganisms alone. The most of differential metabolites could be ascribed to secondary metabolism, with phenylpropanoids and terpenes being the most represented compounds. The application of the PH triggered an accumulation of secondary metabolites, whereas the direction of regulation was opposite in the case of microorganisms alone. Notwithstanding, the increase in biomass could be related to two processes, namely the modulation of the multilayer phytohormones interaction network and a possible increase in nitrogen use efficiency via the GS-GOGAT system.

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 8

Intervention effectobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

Protein hydrolysate alone increased shoot biomass by 16.6% relative to untreated maize.

Taxon
maizeZea mayse0
Treatment
PH alonee0
Outcome
shoot biomasse0
Direction
increasese0
Value
+16.6%e0
Comparator
untreated maize plantse0

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“The application of PH alone or in combination with Trichoderma elicited significant increases (+16.6%) in the shoot biomass compared to untreated maize plants”

✓ located verbatim in the source · abstract, characters 637–795 · show in text ↑
Intervention effectobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

Protein hydrolysate with Trichoderma increased shoot biomass by 16.6% relative to untreated maize.

Taxon
maizeZea mayse0
Treatment
PH alone or in combination with Trichodermae0
Interactor
TrichodermaTrichodermae0biocontrol_agent
Outcome
shoot biomasse0
Direction
increasese0
Value
+16.6%e0
Comparator
untreated maize plantse0

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗
Trichoderma
Trichoderma · Interactor · picture of the genus (one of its species)US Department of Agriculture, Agricultural Research Service, Systematic Botany and Mycology Laboratory, [1] · Public domain · Wikimedia Commons ↗

Verbatim

e0

“The application of PH alone or in combination with Trichoderma elicited significant increases (+16.6%) in the shoot biomass compared to untreated maize plants”

✓ located verbatim in the source · abstract, characters 637–795 · show in text ↑
Intervention effectobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

AMF and Trichoderma inoculation increased root dry biomass by 48.0%.

Taxon
maizeZea mayse1
Treatment
inoculation with AMF + Trichodermae0
Interactor
AMFe0symbiont
Second interactor
TrichodermaTrichodermae0biocontrol_agent
Outcome
root dry biomasse0
Direction
increasese0
Value
+48.0%e0
Comparator
untreated plantse0

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗
Trichoderma
Trichoderma · Second interactor · picture of the genus (one of its species)US Department of Agriculture, Agricultural Research Service, Systematic Botany and Mycology Laboratory, [1] · Public domain · Wikimedia Commons ↗

Verbatim

e0

“inoculation with AMF + Trichoderma elicited significant increases of root dry biomass (+48.0%) compared to untreated plants”

✓ located verbatim in the source · abstract, characters 805–928 · show in text ↑
e1

“maize (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 310–329 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Different treatments produced distinctive metabolomic signatures.

Taxon
maizeZea mayse1
Outcome
Distinctive metabolomic signaturese0

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Distinctive metabolomic signatures achieved from the different treatments”

✓ located verbatim in the source · abstract, characters 930–1003 · show in text ↑
e1

“maize (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 310–329 · show in text ↑
Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

Protein hydrolysate treatments produced more pronounced metabolic reprogramming than microorganisms alone.

Taxon
maizeZea mayse1
Treatment
treatments including the protein hydrolysatee0
Outcome
metabolic reprogramminge0
Direction
more pronouncede0
Comparator
application of microorganisms alonee0

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“The metabolic reprogramming triggered by the treatments including the protein hydrolysate was hierarchically more pronounced than the application of microorganisms alone”

✓ located verbatim in the source · abstract, characters 1107–1276 · show in text ↑
e1

“maize (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 310–329 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Most differential metabolites were in secondary metabolism, especially phenylpropanoids and terpenes.

Taxon
maizeZea mayse1
Outcome
phenylpropanoids and terpenes being the most represented compoundse0

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“The most of differential metabolites could be ascribed to secondary metabolism, with phenylpropanoids and terpenes being the most represented compounds”

✓ located verbatim in the source · abstract, characters 1278–1429 · show in text ↑
e1

“maize (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 310–329 · show in text ↑
Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

Protein hydrolysate accumulated secondary metabolites.

Taxon
maizeZea mayse1
Treatment
PHe0
Outcome
secondary metabolitese0
Direction
accumulatione0

Not reportedComparator

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“The application of the PH triggered an accumulation of secondary metabolites”

✓ located verbatim in the source · abstract, characters 1431–1507 · show in text ↑
e1

“maize (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 310–329 · show in text ↑
Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

Microorganisms alone regulated secondary metabolites in the opposite direction.

Taxon
maizeZea mayse1
Treatment
microorganisms alonee0
Outcome
secondary metabolitese2
Direction
oppositee0

Not reportedComparator

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“the direction of regulation was opposite in the case of microorganisms alone”

✓ located verbatim in the source · abstract, characters 1517–1593 · show in text ↑
e2

“secondary metabolites, whereas the direction of regulation was opposite in the case of microorganisms alone”

✓ located verbatim in the source · abstract, characters 1486–1593 · show in text ↑
e1

“maize (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 310–329 · show in text ↑

Trichoderma · growth · Zea mays (maize)Results differ

26 papers: 19 positive, 7 negative or no effect

18 papers in the same direction as this paper · 6 in the opposite direction · 1 reporting no difference from an alternative

  1. negative
  2. negative
  3. no effect

22 papers more in this group

See all 26 papers →

other · growth · Zea mays (maize)Positive and negative results

184 papers: 164 positive, 20 negative or no effect

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

  1. negative
  2. no effect
  3. no effect

180 papers more in this group

See all 184 papers →

mycorrhiza · growth · Zea mays (maize)Positive and negative results

188 papers: 169 positive, 19 negative or no effect

168 papers in the same direction as this paper · 17 in the opposite direction · 2 reporting no difference from an alternative

  1. negative
  2. no effect
  3. no effect

184 papers more in this group

See all 188 papers →

inoculation · growth · Zea mays (maize)Positive and negative results

699 papers: 635 positive, 64 negative or no effect

634 papers in the same direction as this paper · 61 in the opposite direction · 3 reporting no difference from an alternative

  1. negative
  2. no effect
  3. no effect

695 papers more in this group

See all 699 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.