Paper · 2023 · Microorganisms

Detection of Fungal Diseases in Lettuce by VIR-NIR Spectroscopy in Aquaponics

Ivaylo Sirakov; Katya Velichkova; Toncho Dinev; et al.

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claims
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verbatim quotes
9
citations
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research areas
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Open access · cc-by

Abstract

One of the main challenges facing the development of aquaponics is disease control, due on one hand to the fact that plants cannot be treated with chemicals because they can lead to mortality in cultured fish. The aim of this study was to apply the visible–near-infrared spectroscopy and vegetation index approach to test aquaponically cultivated lettuce (Lactuca sativa L.) infected with different fungal pathogens (Aspergillus niger, Fusarium oxysporum, and Alternaria alternata). The lettuces on the third leaf formation were placed in tanks (with dimensions 1 m/0.50 m/0.35 m) filled up with water from the aquaponics system every second day. In this study, we included reference fungal strains Aspergillus niger NBIMCC 3252, Fusarium oxysporum NBIMCC 125, and Alternaria alternata NBIMCC 109. Diffuse reflectance spectra of the leaves of lettuce were measured directly on the plants using a USB4000 spectrometer in the 450–1100 nm wavelength range. In near-infrared spectral range, the reflectance values of infected leaves are lower than those of the control, which indicates that some changes in cell structures occurred as a result of the fungal infection. All three investigated pathogens had a statistically significant effect on leaf water content and water band index. Vegetative indices such as Chlorophyll Absorption in Reflectance Index (CARI), Modified chlorophyll absorption in reflectance index (MCARI), Plant Senescence Reflectance Index (PSRI), Red Edge Index (REI2), Red Edge Index (REI3), and Water band index (WBI) were found to be effective in distinguishing infected plants from healthy ones, with WBI demonstrating the greatest reliability.

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Claims 4

Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

In the near-infrared range, reflectance of infected lettuce leaves was lower than that of the control.

Taxon
LettuceLactuca sativat0
Treatment
infected leavese0
Outcome
reflectance valuese0
Direction
lowere0
Comparator
controle0

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

Lactuca sativa
Lactuca sativa · Taxonen:User:Geographer · CC BY 1.0 · Wikimedia Commons ↗

Verbatim

e0

“In near-infrared spectral range, the reflectance values of infected leaves are lower than those of the control”

✓ located verbatim in the source · abstract, characters 954–1064 · show in text ↑
t0

“Lettuce”

✓ located verbatim in the source · title, characters 32–39 · show in text ↑
Intervention effectobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

All three investigated fungal pathogens had a statistically significant effect on lettuce leaf water content and water band index.

Taxon
LettuceLactuca sativat0
Treatment
investigated pathogense0
Interactor
pathogense0pathogen
Outcome
leaf water content and water band indexe0

Not reportedComparatorDirection

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

Lactuca sativa
Lactuca sativa · Taxonen:User:Geographer · CC BY 1.0 · Wikimedia Commons ↗

Verbatim

e0

“All three investigated pathogens had a statistically significant effect on leaf water content and water band index”

✓ located verbatim in the source · abstract, characters 1165–1279 · show in text ↑
t0

“Lettuce”

✓ located verbatim in the source · title, characters 32–39 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

Several vegetation indices (CARI, MCARI, PSRI, REI2, REI3 and WBI) were effective in distinguishing infected lettuce plants from healthy ones.

Taxon
LettuceLactuca sativat0
Outcome
effective in distinguishing infected plants from healthy onese0
Comparator
healthy onese0

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

Lactuca sativa
Lactuca sativa · Taxonen:User:Geographer · CC BY 1.0 · Wikimedia Commons ↗

Verbatim

e0

“were found to be effective in distinguishing infected plants from healthy ones”

✓ located verbatim in the source · abstract, characters 1538–1616 · show in text ↑
t0

“Lettuce”

✓ located verbatim in the source · title, characters 32–39 · show in text ↑
Observationobservedoriginal resultpositivemeasured

Claim · model-written summary

Among the vegetation indices, WBI demonstrated the greatest reliability.

Taxon
LettuceLactuca sativat0
Outcome
greatest reliabilitye0

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

Lactuca sativa
Lactuca sativa · Taxonen:User:Geographer · CC BY 1.0 · Wikimedia Commons ↗

Verbatim

e0

“with WBI demonstrating the greatest reliability”

✓ located verbatim in the source · abstract, characters 1618–1665 · show in text ↑
t0

“Lettuce”

✓ located verbatim in the source · title, characters 32–39 · show in text ↑