Paper · 2019 · Notulae Botanicae Horti Agrobotanici Cluj-Napoca

Non-Destructive Leaf Area Estimation Model for Overall Growth Performances in Relation to Yield Attributes of Cassava (Manihot esculenta Cranz) under Water Deficit Conditions

Piyanan PIPATSITEE; Apisit EIUMNOH; Patchara PRASEARTKUL; et al.

8
claims
27
verbatim quotes
15
citations
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Open access · cc-by

Abstract

Cassava is a tropical storage root crop, a source of carbohydrate and alternative energy. It has been classified as “drought tolerant plant” for the whole life cycle, except during the root initiation stage (120-150 DAP). Leaf area index (LAI) is one of the most parameters representing the overall growth and yield prediction in cassava. The aim of this investigation was to validate the physiological and growth performance of cassava in responses to water deficit stress in the field trial as well as to investigate the leaf area index as an important factor to cassava growth and storage root bulking. Leaf relative water content in cassava declined significantly upon a long period of water withholding, and regulated non-photochemical quenching (NPQ), leading to chlorophyll degradation, reduced number of leaves and limited leaf area index (LAI) and loss of storage root yield when compared with well-irrigated plants. Non-destructive leaf area estimation model under water deficit stress condition using spectral reflectance to determine the LAI and VIs was validated. The Ratio Vegetation Index (RVI) was suitable model with high coefficient of determination (R2 = 0.89). However, the RVI as LAI at 150 DAP (120 d water withholding) could be considered as the critical point to indicate cassava growth and yield performance. Based on the results, cassava growth, biomass and yield in the different environments may further be investigated, taking into consideration the genotypic variation and using remote sensing technology for rapid monitoring and accurate and cost-effective data assessment. ********* In press - Online First. Article has been peer reviewed, accepted for publication and published online without pagination. It will receive pagination when the issue will be ready for publishing as a complete number (Volume 47, Issue 3, 2019). The article is searchable and citable by Digital Object Identifier (DOI). DOI link will become active after the article will be included in the complete issue. *********

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Claims 8

Intervention effectobservedoriginal resultnegativesignificant (as stated)measured

Claim · model-written summary

Long water withholding significantly reduced cassava leaf relative water content.

Treatment
water withholdinge0
Outcome
Leaf relative water contente0
Direction
declinede0

Not reportedComparator

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

Manihot esculenta
Manihot esculenta · Taxon葉子 · CC0 · iNaturalist ↗

Verbatim

e0

“Leaf relative water content in cassava declined significantly upon a long period of water withholding”

✓ located verbatim in the source · abstract, characters 606–707 · show in text ↑
Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

Water withholding regulated non-photochemical quenching in cassava.

Treatment
water withholdinge1
Outcome
non-photochemical quenching (NPQ)e0

Not reportedComparatorDirection

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

Manihot esculenta
Manihot esculenta · Taxon葉子 · CC0 · iNaturalist ↗

Verbatim

e0

“regulated non-photochemical quenching (NPQ), leading to chlorophyll degradation”

✓ located verbatim in the source · abstract, characters 713–792 · show in text ↑
t0

“Cassava (Manihot esculenta Cranz)”

✓ located verbatim in the source · title, characters 110–143 · show in text ↑
t1

“Water Deficit Conditions”

✓ located verbatim in the source · title, characters 150–174 · show in text ↑
e1

“Leaf relative water content in cassava declined significantly upon a long period of water withholding”

✓ located verbatim in the source · abstract, characters 606–707 · show in text ↑
Intervention effectobservedoriginal resultnegativemeasured

Claim · model-written summary

Water withholding led to chlorophyll degradation.

Treatment
water withholdinge1
Outcome
chlorophyll degradatione0

Not reportedComparatorDirection

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

Manihot esculenta
Manihot esculenta · Taxon葉子 · CC0 · iNaturalist ↗

Verbatim

e0

“leading to chlorophyll degradation”

✓ located verbatim in the source · abstract, characters 758–792 · show in text ↑
t0

“Cassava (Manihot esculenta Cranz)”

✓ located verbatim in the source · title, characters 110–143 · show in text ↑
t1

“Water Deficit Conditions”

✓ located verbatim in the source · title, characters 150–174 · show in text ↑
e1

“Leaf relative water content in cassava declined significantly upon a long period of water withholding”

✓ located verbatim in the source · abstract, characters 606–707 · show in text ↑
Intervention effectobservedoriginal resultnegativemeasured

Claim · model-written summary

Water withholding reduced leaf number.

Treatment
water withholdinge1
Outcome
number of leavese0
Direction
reducede0
Comparator
well-irrigated plantse0

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

Manihot esculenta
Manihot esculenta · Taxon葉子 · CC0 · iNaturalist ↗

Verbatim

e0

“reduced number of leaves and limited leaf area index (LAI) and loss of storage root yield when compared with well-irrigated plants”

✓ located verbatim in the source · abstract, characters 794–924 · show in text ↑
t0

“Cassava (Manihot esculenta Cranz)”

✓ located verbatim in the source · title, characters 110–143 · show in text ↑
t1

“Water Deficit Conditions”

✓ located verbatim in the source · title, characters 150–174 · show in text ↑
e1

“Leaf relative water content in cassava declined significantly upon a long period of water withholding”

✓ located verbatim in the source · abstract, characters 606–707 · show in text ↑
Intervention effectobservedoriginal resultnegativemeasured

Claim · model-written summary

Water withholding limited cassava LAI.

Treatment
water withholdinge1
Outcome
leaf area index (LAI)e0
Direction
limitede0
Comparator
well-irrigated plantse0

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

Manihot esculenta
Manihot esculenta · Taxon葉子 · CC0 · iNaturalist ↗

Verbatim

e0

“limited leaf area index (LAI) and loss of storage root yield when compared with well-irrigated plants”

✓ located verbatim in the source · abstract, characters 823–924 · show in text ↑
t0

“Cassava (Manihot esculenta Cranz)”

✓ located verbatim in the source · title, characters 110–143 · show in text ↑
t1

“Water Deficit Conditions”

✓ located verbatim in the source · title, characters 150–174 · show in text ↑
e1

“Leaf relative water content in cassava declined significantly upon a long period of water withholding”

✓ located verbatim in the source · abstract, characters 606–707 · show in text ↑
Intervention effectobservedoriginal resultnegativemeasured

Claim · model-written summary

Water withholding reduced storage root yield relative to well-irrigated plants.

Treatment
water withholdinge1
Outcome
storage root yielde0
Direction
losse0
Comparator
well-irrigated plantse0

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

Manihot esculenta
Manihot esculenta · Taxon葉子 · CC0 · iNaturalist ↗

Verbatim

e0

“loss of storage root yield when compared with well-irrigated plants”

✓ located verbatim in the source · abstract, characters 857–924 · show in text ↑
t0

“Cassava (Manihot esculenta Cranz)”

✓ located verbatim in the source · title, characters 110–143 · show in text ↑
t1

“Water Deficit Conditions”

✓ located verbatim in the source · title, characters 150–174 · show in text ↑
e1

“Leaf relative water content in cassava declined significantly upon a long period of water withholding”

✓ located verbatim in the source · abstract, characters 606–707 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

RVI estimated LAI with R2 = 0.89.

Outcome
coefficient of determinatione0
Value
R2 = 0.89e0
Qualifier
Ratio Vegetation Index (RVI)e0

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

Manihot esculenta
Manihot esculenta · Taxon葉子 · CC0 · iNaturalist ↗

Verbatim

e0

“The Ratio Vegetation Index (RVI) was suitable model with high coefficient of determination (R2 = 0.89)”

✓ located verbatim in the source · abstract, characters 1077–1179 · show in text ↑
t0

“Cassava (Manihot esculenta Cranz)”

✓ located verbatim in the source · title, characters 110–143 · show in text ↑
t1

“Water Deficit Conditions”

✓ located verbatim in the source · title, characters 150–174 · show in text ↑
Method / resourceauthor interpretationoriginal resultpositivemeasured

Claim · model-written summary

RVI-based LAI at 150 DAP was proposed as a critical indicator of growth and yield under 120 days of water withholding.

Outcome
cassava growth and yield performancee0
Value
150 DAPe0
Qualifier
120 d water withholdinge0

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

Manihot esculenta
Manihot esculenta · Taxon葉子 · CC0 · iNaturalist ↗

Verbatim

e0

“the RVI as LAI at 150 DAP (120 d water withholding) could be considered as the critical point to indicate cassava growth and yield performance”

✓ located verbatim in the source · abstract, characters 1190–1332 · show in text ↑
t0

“Cassava (Manihot esculenta Cranz)”

✓ located verbatim in the source · title, characters 110–143 · show in text ↑
t1

“Water Deficit Conditions”

✓ located verbatim in the source · title, characters 150–174 · show in text ↑

drought · physiology: water · Manihot esculenta (cassava)Positive and negative results

6 papers: 1 positive, 5 negative or no effect

4 papers in the same direction as this paper · 1 in the opposite direction

  1. positive
  2. negative
  3. negative

2 papers more in this group

See all 6 papers →

drought · yield · Manihot esculenta (cassava)Positive and negative results

20 papers: 6 positive, 14 negative or no effect

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

  1. negative
  2. no effect
  3. negative

16 papers more in this group

See all 20 papers →

drought · growth · Manihot esculenta (cassava)Positive and negative results

25 papers: 3 positive, 22 negative or no effect

21 papers in the same direction as this paper · 3 in the opposite direction

  1. positive
  2. negative
  3. negative

21 papers more in this group

See all 25 papers →

drought · physiology: pigments · Manihot esculenta (cassava)Results agree

2 papers: 0 positive, 2 negative or no effect

1 paper in the same direction as this paper

  1. negative
See all 2 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.