Paper · 2025 · Plant Phenomics

Pre-symptomatic diagnosis of rice blast and brown spot diseases using chlorophyll fluorescence imaging

Hyunjun Lee; Yejin Park; Ghiseok Kim; et al.

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Open access · cc-by

Abstract

Rice blast and brown spot are two of the most significant fungal diseases affecting rice production. Although the leaf symptoms of both diseases are distinct, they manifest as similar brown-black lesions, complicating differentiation and effective management. Traditional diagnostic methods predominantly rely on DNA-based molecular techniques, which are not well-suited for rapid, large-scale applications. This study aimed to identify reliable chlorophyll fluorescence (ChlF) indicators for diagnosing these diseases at the pre-symptomatic stage using a pulse-amplitude modulation fluorometer. Changes in ChlF parameters were measured following fungal infection in 120 leaves and 750 spots across five time points in detached leaf assays. Diagnostic indicators were selected through machine learning and fold-change value comparisons, then validated using 374 pre-symptomatic spots induced under different infection conditions in whole plants. Fifteen ChlF diagnostic parameters were identified, nine of which were specifically associated with rice blast. Pre-symptomatic lesions in both diseases caused significant decreases in non-photochemical quenching parameters ( NPQ_D1 / D2 and qN_D1 / D2 / D3 ), while simultaneous increases in photochemical quenching parameters ( qL_L2 / L3 , qP_L2 / L3 / L4 , and QY_L2 / L3 / L4 ) were observed only in rice blast. The vitality index R fd _L2 exhibited a notable increase in both diseases. However, a consistent decrease in F t _L2 , necessary for calculating R fd _L2 , was observed only in rice blast, indicating different pathogenic mechanisms despite similar visible symptoms. Our results suggest that these ChlF parameters can serve as powerful diagnostic indicators for rice fungal diseases, and that ChlF imaging offers a straightforward approach for plant disease diagnosis.

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Claims 7

Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

Fifteen chlorophyll fluorescence diagnostic parameters were identified for pre-symptomatic rice blast and brown spot.

Outcome
ChlF diagnostic parameterse0
Value
Fifteene0

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

e0

“Fifteen ChlF diagnostic parameters were identified, nine of which were specifically associated with rice blast”

✓ located verbatim in the source · abstract, characters 946–1056 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

Nine of the fifteen chlorophyll fluorescence diagnostic parameters were specifically associated with rice blast.

Outcome
specifically associated with rice blaste0
Value
ninee0

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

e0

“Fifteen ChlF diagnostic parameters were identified, nine of which were specifically associated with rice blast”

✓ located verbatim in the source · abstract, characters 946–1056 · show in text ↑
Observationobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

Pre-symptomatic lesions of both rice blast and brown spot caused significant decreases in non-photochemical quenching parameters.

Outcome
non-photochemical quenching parameterse0
Direction
decreasese0

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

e0

“Pre-symptomatic lesions in both diseases caused significant decreases in non-photochemical quenching parameters”

✓ located verbatim in the source · abstract, characters 1058–1169 · show in text ↑
t0

“rice blast and brown spot diseases”

✓ located verbatim in the source · title, characters 29–63 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Photochemical quenching parameters increased in pre-symptomatic lesions only in rice blast.

Outcome
photochemical quenching parameterse0
Direction
increasese0

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

e0

“increases in photochemical quenching parameters ( qL_L2 / L3 , qP_L2 / L3 / L4 , and QY_L2 / L3 / L4 ) were observed only in rice blast”

✓ located verbatim in the source · abstract, characters 1226–1361 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

The vitality index Rfd_L2 increased notably in both rice blast and brown spot.

Outcome
vitality index R fd _L2e0
Direction
increasee0

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

e0

“The vitality index R fd _L2 exhibited a notable increase in both diseases”

✓ located verbatim in the source · abstract, characters 1363–1436 · show in text ↑
t0

“rice blast and brown spot diseases”

✓ located verbatim in the source · title, characters 29–63 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

A consistent decrease in Ft_L2 was observed only in rice blast.

Outcome
F t _L2e0
Direction
decreasee0

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

e0

“a consistent decrease in F t _L2 , necessary for calculating R fd _L2 , was observed only in rice blast”

✓ located verbatim in the source · abstract, characters 1447–1550 · show in text ↑
Recommendationauthor interpretationoriginal resultpositivebasis n/a

Claim · model-written summary

The authors suggest these ChlF parameters can serve as diagnostic indicators for rice fungal diseases.

Outcome
diagnostic indicators for rice fungal diseasese0

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

e0

“these ChlF parameters can serve as powerful diagnostic indicators for rice fungal diseases”

✓ located verbatim in the source · abstract, characters 1654–1744 · show in text ↑