Paper · 2010 · Agronomy Journal

Assessment across the United States of the Benefits of Altered Soybean Drought Traits

Thomas R. Sinclair; Carlos D. Messina; Andy Beatty; et al.

9
claims
21
verbatim quotes
290
citations
1
research areas
—
Not open access

Abstract

A number of plant traits have been suggested to ameliorate the effects of water deficits on crop yield. A quantitative response across a range of years and location is needed because many traits that could be beneficial in dry years might also be detrimental in wet years. This analysis was undertaken using a robust simulation model of soybean [ Glycine max (L.) Merr.] development and growth to quantify yield changes as a result of modification of five traits: rooting depth extension, rate of leaf area development, decreased stomata conductance at high soil water content, reduced maximum transpiration rate, and drought‐tolerant nitrogen fixation. Simulations were done for 50 yr of weather data for 2655 grid locations of 30 km by 30 km size in the United States. Slow rate of rooting development was a neutral or negative trait in most locations. Slow leaf area development proved beneficial in less than half the years and in wetter years it resulted in yield losses. Water conservation both by early decrease in stomata conductance with soil drying and by reducing the maximum transpiration rate resulted in yield increases in many locations in 70% or more of the years. Both traits resulted in only small yield decreases in the wet years. Drought‐tolerant nitrogen fixation had the greatest benefit of all traits with a yield gain in more than 85% of the years at nearly all locations, and in those cases with no yield increase there was only a very small yield loss.

Abstract from the paper’s OpenAlex record, shown for indexing and research. Copyright remains with the authors or the publisher. 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 9

Intervention effectobservedoriginal resultmixedsimulated

Claim · model-written summary

Slow rooting development was neutral or negative in most locations.

Taxon
soybeanGlycine maxe1
Treatment
Slow rate of rooting developmente0
Outcome
yield changese1
Direction
neutral or negativee0
Qualifier
in most locationse0
Setting
United Statese2

Not reportedComparator

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Slow rate of rooting development was a neutral or negative trait in most locations.”

✓ located verbatim in the source · abstract, characters 771–854 · show in text ↑
e1

“soybean [ Glycine max (L.) Merr.] development and growth to quantify yield changes”

✓ located verbatim in the source · abstract, characters 337–419 · show in text ↑
e2

“in the United States”

✓ located verbatim in the source · abstract, characters 749–769 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Slow leaf development benefited yield in less than half the years.

Taxon
soybeanGlycine maxe1
Treatment
Slow leaf area developmente0
Outcome
yielde0
Direction
beneficiale0
Qualifier
in less than half the yearse0

Not reportedComparator

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Slow leaf area development proved beneficial in less than half the years and in wetter years it resulted in yield losses.”

✓ located verbatim in the source · abstract, characters 855–976 · show in text ↑
e1

“soybean [ Glycine max (L.) Merr.] development and growth to quantify yield changes”

✓ located verbatim in the source · abstract, characters 337–419 · show in text ↑
Intervention effectobservedoriginal resultnegativesimulated

Claim · model-written summary

Slow leaf development caused yield losses in wetter years.

Taxon
soybeanGlycine maxe1
Treatment
Slow leaf area developmente0
Outcome
yielde0
Direction
lossese0
Qualifier
in wetter yearse0

Not reportedComparator

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Slow leaf area development proved beneficial in less than half the years and in wetter years it resulted in yield losses.”

✓ located verbatim in the source · abstract, characters 855–976 · show in text ↑
e1

“soybean [ Glycine max (L.) Merr.] development and growth to quantify yield changes”

✓ located verbatim in the source · abstract, characters 337–419 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Early stomatal conductance reduction increased yield in many locations in at least 70% of years.

Taxon
soybeanGlycine maxe1
Treatment
early decrease in stomata conductance with soil dryinge0
Outcome
yielde0
Direction
increasese0
Value
70% or more of the yearse0
Qualifier
in many locationse0

Not reportedComparator

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Water conservation both by early decrease in stomata conductance with soil drying and by reducing the maximum transpiration rate resulted in yield increases in many locations in 70% or more of the years.”

✓ located verbatim in the source · abstract, characters 977–1180 · show in text ↑
e1

“soybean [ Glycine max (L.) Merr.] development and growth to quantify yield changes”

✓ located verbatim in the source · abstract, characters 337–419 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Reducing maximum transpiration increased yield in many locations in at least 70% of years.

Taxon
soybeanGlycine maxe1
Treatment
reducing the maximum transpiration ratee0
Outcome
yielde0
Direction
increasese0
Value
70% or more of the yearse0
Qualifier
in many locationse0

Not reportedComparator

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Water conservation both by early decrease in stomata conductance with soil drying and by reducing the maximum transpiration rate resulted in yield increases in many locations in 70% or more of the years.”

✓ located verbatim in the source · abstract, characters 977–1180 · show in text ↑
e1

“soybean [ Glycine max (L.) Merr.] development and growth to quantify yield changes”

✓ located verbatim in the source · abstract, characters 337–419 · show in text ↑
Intervention effectobservedoriginal resultnegativesimulated

Claim · model-written summary

Early stomatal conductance reduction caused only small yield decreases in wet years.

Taxon
soybeanGlycine maxe2
Treatment
early decrease in stomata conductance with soil dryinge1
Outcome
yielde0
Direction
decreasese0
Qualifier
only small yield decreases in the wet yearse0

Not reportedComparator

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Both traits resulted in only small yield decreases in the wet years.”

✓ located verbatim in the source · abstract, characters 1181–1249 · show in text ↑
e1

“early decrease in stomata conductance with soil drying”

✓ located verbatim in the source · abstract, characters 1004–1058 · show in text ↑
e2

“soybean [ Glycine max (L.) Merr.] development and growth to quantify yield changes”

✓ located verbatim in the source · abstract, characters 337–419 · show in text ↑
Intervention effectobservedoriginal resultnegativesimulated

Claim · model-written summary

Reducing maximum transpiration caused only small yield decreases in wet years.

Taxon
soybeanGlycine maxe2
Treatment
reducing the maximum transpiration ratee1
Outcome
yielde0
Direction
decreasese0
Qualifier
only small yield decreases in the wet yearse0

Not reportedComparator

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Both traits resulted in only small yield decreases in the wet years.”

✓ located verbatim in the source · abstract, characters 1181–1249 · show in text ↑
e1

“reducing the maximum transpiration rate”

✓ located verbatim in the source · abstract, characters 1066–1105 · show in text ↑
e2

“soybean [ Glycine max (L.) Merr.] development and growth to quantify yield changes”

✓ located verbatim in the source · abstract, characters 337–419 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Drought-tolerant nitrogen fixation provided the greatest benefit, raising yield in more than 85% of years at nearly all locations.

Taxon
soybeanGlycine maxe1
Treatment
Drought‐tolerant nitrogen fixatione0
Outcome
yielde0
Direction
gaine0
Value
more than 85% of the yearse0
Qualifier
at nearly all locationse0
Comparator
all traitse0

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Drought‐tolerant nitrogen fixation had the greatest benefit of all traits with a yield gain in more than 85% of the years at nearly all locations, and in those cases with no yield increase there was only a very small yield loss.”

✓ located verbatim in the source · abstract, characters 1250–1478 · show in text ↑
e1

“soybean [ Glycine max (L.) Merr.] development and growth to quantify yield changes”

✓ located verbatim in the source · abstract, characters 337–419 · show in text ↑
Intervention effectobservedoriginal resultnegativesimulated

Claim · model-written summary

When drought-tolerant nitrogen fixation did not increase yield, the yield loss was very small.

Taxon
soybeanGlycine maxe1
Treatment
Drought‐tolerant nitrogen fixatione0
Outcome
yielde0
Direction
losse0
Qualifier
only a very small yield losse0

Not reportedComparator

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Drought‐tolerant nitrogen fixation had the greatest benefit of all traits with a yield gain in more than 85% of the years at nearly all locations, and in those cases with no yield increase there was only a very small yield loss.”

✓ located verbatim in the source · abstract, characters 1250–1478 · show in text ↑
e1

“soybean [ Glycine max (L.) Merr.] development and growth to quantify yield changes”

✓ located verbatim in the source · abstract, characters 337–419 · show in text ↑

processing · yield · Glycine max (soybean)Positive and negative results

16 papers: 12 positive, 4 negative or no effect

11 papers in the same direction as this paper · 3 in the opposite direction · 1 reporting no difference from an alternative

  1. no effect
  2. negative
  3. negative

12 papers more in this group

See all 16 papers →

drought · yield · Glycine max (soybean)Positive and negative results

214 papers: 35 positive, 179 negative or no effect

34 papers in the same direction as this paper · 179 in the opposite direction

  1. negative
  2. negative
  3. negative

210 papers more in this group

See all 214 papers →

nitrogen · yield · Glycine max (soybean)Positive and negative results

416 papers: 318 positive, 98 negative or no effect

317 papers in the same direction as this paper · 91 in the opposite direction · 7 reporting no difference from an alternative

  1. positive
  2. positive
  3. negative

412 papers more in this group

See all 416 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.