Paper · 2017 · The Science of The Total Environment

An assessment of yield gains under climate change due to genetic modification of pearl millet

Piara Singh; K.J. Boote; M.D.M. Kadiyala; et al.

12
claims
26
verbatim quotes
109
citations
2
research areas
✓
Open access · cc-by

Abstract

Developing cultivars with traits that can enhance and sustain productivity under climate change will be an important climate smart adaptation option. The modified CSM-CERES-Pearl millet model was used to assess yield gains by modifying plant traits determining crop maturity duration, potential yield and tolerance to drought and heat in pearl millet cultivars grown at six locations in arid (Hisar, Jodhpur, Bikaner) and semi-arid (Jaipur, Aurangabad and Bijapur) tropical India and two locations in semi-arid tropical West Africa (Sadore in Niamey and Cinzana in Mali). In all the study locations the yields decreased when crop maturity duration was decreased by 10% both in current and future climate conditions; however, 10% increase in crop maturity significantly (p<0.05) increased yields at Aurangabad and Bijapur, but not at other locations. Increasing yield potential traits by 10% increased yields under both the climate situations in India and West Africa. Drought tolerance imparted the lowest yield gain at Aurangabad (6%), the highest at Sadore (30%) and intermediate at the other locations under current climate. Under climate change the contribution of drought tolerance to the yield of cultivars either increased or decreased depending upon changes in rainfall of the locations. Yield benefits of heat tolerance substantially increased under climate change at most locations, having the greatest effects at Bikaner (17%) in India and Sadore (13%) in West Africa. Aurangabad and Bijapur locations had no yield advantage from heat tolerance due to their low temperature regimes. Thus drought and heat tolerance in pearl millet increased yields under climate change in both the arid and semi-arid tropical climates with greater benefit in relatively hotter environments. This study will assists the plant breeders in evaluating new promising plant traits of pearl millet for adapting to climate change at the selected locations and other similar environments.

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 12

Intervention effectobservedoriginal resultnegativesimulated

Claim · model-written summary

Reducing crop maturity duration by 10% decreased yields at all locations in current and future climates.

Taxon
pearl milletCenchrus americanust0
Treatment
crop maturity duration was decreased by 10%e0
Outcome
yieldse0
Direction
decreasede0

Not reportedComparator

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

Cenchrus americanus
Cenchrus americanus · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“In all the study locations the yields decreased when crop maturity duration was decreased by 10% both in current and future climate conditions”

✓ located verbatim in the source · abstract, characters 572–714 · show in text ↑
t0

“pearl millet”

✓ located verbatim in the source · title, characters 81–93 · show in text ↑
Intervention effectobservedoriginal resultpositivesignificant (as stated)simulated

Claim · model-written summary

Increasing crop maturity by 10% significantly raised yields at Aurangabad and Bijapur.

Taxon
pearl milletCenchrus americanust0
Treatment
10% increase in crop maturitye0
Outcome
yieldse0
Direction
increasede0
Setting
Aurangabad and Bijapure0

Not reportedComparator

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

Cenchrus americanus
Cenchrus americanus · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“10% increase in crop maturity significantly (p<0.05) increased yields at Aurangabad and Bijapur”

✓ located verbatim in the source · abstract, characters 725–820 · show in text ↑
t0

“pearl millet”

✓ located verbatim in the source · title, characters 81–93 · show in text ↑
Intervention effectobservedoriginal resultnot significant (as stated)simulated

Claim · model-written summary

Increasing crop maturity by 10% did not significantly raise yields at other locations.

Taxon
pearl milletCenchrus americanust0
Treatment
10% increase in crop maturitye0
Outcome
yieldse0
Setting
other locationse0

Not reportedComparatorDirection

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

Cenchrus americanus
Cenchrus americanus · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“10% increase in crop maturity significantly (p<0.05) increased yields at Aurangabad and Bijapur, but not at other locations”

✓ located verbatim in the source · abstract, characters 725–848 · show in text ↑
t0

“pearl millet”

✓ located verbatim in the source · title, characters 81–93 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Increasing yield potential traits by 10% raised yields in both climate situations in India and West Africa.

Taxon
pearl milletCenchrus americanust0
Treatment
Increasing yield potential traits by 10%e0
Outcome
yieldse0
Direction
increasede0
Setting
India and West Africae0

Not reportedComparator

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

Cenchrus americanus
Cenchrus americanus · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Increasing yield potential traits by 10% increased yields under both the climate situations in India and West Africa”

✓ located verbatim in the source · abstract, characters 850–966 · show in text ↑
t0

“pearl millet”

✓ located verbatim in the source · title, characters 81–93 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Drought tolerance produced a 6% yield gain at Aurangabad in current climate.

Taxon
pearl milletCenchrus americanust0
Treatment
Drought tolerancee0
Outcome
yield gaine0
Direction
gaine0
Value
6%e0
Setting
Aurangabade0

Not reportedComparator

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

Cenchrus americanus
Cenchrus americanus · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Drought tolerance imparted the lowest yield gain at Aurangabad (6%), the highest at Sadore (30%) and intermediate at the other locations under current climate”

✓ located verbatim in the source · abstract, characters 968–1126 · show in text ↑
t0

“pearl millet”

✓ located verbatim in the source · title, characters 81–93 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Drought tolerance produced a 30% yield gain at Sadore in current climate.

Taxon
pearl milletCenchrus americanust0
Treatment
Drought tolerancee0
Outcome
yield gaine0
Direction
gaine0
Value
30%e0
Setting
Sadoree0

Not reportedComparator

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

Cenchrus americanus
Cenchrus americanus · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Drought tolerance imparted the lowest yield gain at Aurangabad (6%), the highest at Sadore (30%) and intermediate at the other locations under current climate”

✓ located verbatim in the source · abstract, characters 968–1126 · show in text ↑
t0

“pearl millet”

✓ located verbatim in the source · title, characters 81–93 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Drought tolerance gave intermediate yield gains at other locations in current climate.

Taxon
pearl milletCenchrus americanust0
Treatment
Drought tolerancee0
Outcome
yield gaine0
Direction
gaine0
Setting
other locationse0

Not reportedComparator

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

Cenchrus americanus
Cenchrus americanus · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Drought tolerance imparted the lowest yield gain at Aurangabad (6%), the highest at Sadore (30%) and intermediate at the other locations under current climate”

✓ located verbatim in the source · abstract, characters 968–1126 · show in text ↑
t0

“pearl millet”

✓ located verbatim in the source · title, characters 81–93 · show in text ↑
Associationobservedoriginal resultmixedsimulated

Claim · model-written summary

Under climate change, the yield contribution of drought tolerance increased or decreased according to local rainfall change.

Taxon
pearl milletCenchrus americanust0
Treatment
changes in rainfalle0
Outcome
contribution of drought tolerance to the yield of cultivarse0
Direction
increased or decreasede0

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

Cenchrus americanus
Cenchrus americanus · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Under climate change the contribution of drought tolerance to the yield of cultivars either increased or decreased depending upon changes in rainfall of the locations”

✓ located verbatim in the source · abstract, characters 1128–1294 · show in text ↑
t0

“pearl millet”

✓ located verbatim in the source · title, characters 81–93 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Heat-tolerance yield benefits increased substantially under climate change at most locations.

Taxon
pearl milletCenchrus americanust0
Treatment
heat tolerancee0
Outcome
Yield benefitse0
Direction
increasede0

Not reportedComparator

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

Cenchrus americanus
Cenchrus americanus · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Yield benefits of heat tolerance substantially increased under climate change at most locations”

✓ located verbatim in the source · abstract, characters 1296–1391 · show in text ↑
t0

“pearl millet”

✓ located verbatim in the source · title, characters 81–93 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Heat tolerance gave a 17% yield benefit at Bikaner under climate change.

Taxon
pearl milletCenchrus americanust0
Treatment
heat tolerancee1
Outcome
Yield benefitse1
Direction
increasede1
Value
17%e0
Setting
Bikanere0

Not reportedComparator

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

Cenchrus americanus
Cenchrus americanus · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“having the greatest effects at Bikaner (17%) in India and Sadore (13%) in West Africa”

✓ located verbatim in the source · abstract, characters 1393–1478 · show in text ↑
t0

“pearl millet”

✓ located verbatim in the source · title, characters 81–93 · show in text ↑
e1

“Yield benefits of heat tolerance substantially increased under climate change at most locations”

✓ located verbatim in the source · abstract, characters 1296–1391 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Heat tolerance gave a 13% yield benefit at Sadore under climate change.

Taxon
pearl milletCenchrus americanust0
Treatment
heat tolerancee1
Outcome
Yield benefitse1
Direction
increasede1
Value
13%e0
Setting
Sadoree0

Not reportedComparator

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

Cenchrus americanus
Cenchrus americanus · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“having the greatest effects at Bikaner (17%) in India and Sadore (13%) in West Africa”

✓ located verbatim in the source · abstract, characters 1393–1478 · show in text ↑
t0

“pearl millet”

✓ located verbatim in the source · title, characters 81–93 · show in text ↑
e1

“Yield benefits of heat tolerance substantially increased under climate change at most locations”

✓ located verbatim in the source · abstract, characters 1296–1391 · show in text ↑
Intervention effectobservedoriginal resultno effectsimulated

Claim · model-written summary

Heat tolerance offered no yield advantage at Aurangabad and Bijapur.

Taxon
pearl milletCenchrus americanust0
Treatment
heat tolerancee0
Outcome
yield advantagee0
Direction
no yield advantagee0
Setting
Aurangabad and Bijapure0

Not reportedComparator

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

Cenchrus americanus
Cenchrus americanus · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Aurangabad and Bijapur locations had no yield advantage from heat tolerance due to their low temperature regimes”

✓ located verbatim in the source · abstract, characters 1480–1592 · show in text ↑
t0

“pearl millet”

✓ located verbatim in the source · title, characters 81–93 · show in text ↑

heat · yield · Cenchrus americanus (pearl millet)Positive and negative results

6 papers: 3 positive, 3 negative or no effect

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

  1. negative
  2. negative
  3. negative

2 papers more in this group

See all 6 papers →

stage · yield · Cenchrus americanus (pearl millet)Positive and negative results

8 papers: 6 positive, 2 negative or no effect

5 papers in the same direction as this paper · 2 in the opposite direction

  1. negative
  2. negative
  3. positive

4 papers more in this group

See all 8 papers →

drought · yield · Cenchrus americanus (pearl millet)Positive and negative results

24 papers: 7 positive, 17 negative or no effect

6 papers in the same direction as this paper · 17 in the opposite direction

  1. no effect
  2. negative
  3. negative

20 papers more in this group

See all 24 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.