Improved cyber-physical system captured post-flowering high night temperature impact on yield and quality of field grown wheat

Winter wheat ( Triticum aestivum L.) is essential to maintain food security for a large proportion of the world’s population. With increased risk from abiotic stresses due to climate variability, it is imperative to understand and minimize the negative impact of these stressors, including high night...

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Published inScientific reports Vol. 10; no. 1; pp. 22213 - 15
Main Authors Hein, Nathan T., Bheemanahalli, Raju, Wagner, Dan, Vennapusa, Amaranatha R., Bustamante, Carlos, Ostmeyer, Troy, Pokharel, Meghnath, Chiluwal, Anuj, Fu, Jianming, Srikanthan, Dhanush S., Neilsen, Mitchell L., Jagadish, S. V. Krishna
Format Journal Article
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Published London Nature Publishing Group UK 17.12.2020
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Abstract Winter wheat ( Triticum aestivum L.) is essential to maintain food security for a large proportion of the world’s population. With increased risk from abiotic stresses due to climate variability, it is imperative to understand and minimize the negative impact of these stressors, including high night temperature (HNT). Both globally and at regional scales, a differential rate of increase in day and night temperature is observed, wherein night temperatures are increasing at a higher pace and the trend is projected to continue into the future. Previous studies using controlled environment facilities and small field-based removable chambers have shown that post-anthesis HNT stress can induce a significant reduction in wheat grain yield. A prototype was previously developed by utilizing field-based tents allowing for simultaneous phenotyping of popular winter wheat varieties from US Midwest and advanced breeding lines. Hence, the objectives of the study were to (i) design and build a new field-based infrastructure and test and validate the uniformity of HNT stress application on a scaled-up version of the prototype (ii) improve and develop a more sophisticated cyber-physical system to sense and impose post-anthesis HNT stress uniformly through physiological maturity within the scaled-up tents; and (iii) determine the impact of HNT stress during grain filling on the agronomic and grain quality parameters including starch and protein concentration. The system imposed a consistent post-anthesis HNT stress of + 3.8 °C until maturity and maintained uniform distribution of stress which was confirmed by (i) 0.23 °C temperature differential between an array of sensors within the tents and (ii) statistically similar performance of a common check replicated multiple times in each tent. On average, a reduction in grain-filling duration by 3.33 days, kernel weight by 1.25% per °C, grain number by 2.36% per °C and yield by 3.58% per °C increase in night temperature was documented. HNT stress induced a significant reduction in starch concentration indicating disturbed carbon balance. The pilot field-based facility integrated with a robust cyber-physical system provides a timely breakthrough for evaluating HNT stress impact on large diversity panels to enhance HNT stress tolerance across field crops. The flexibility of the cyber-physical system and movement capabilities of the field-based infrastructure allows this methodology to be adaptable to different crops.
AbstractList Winter wheat (Triticum aestivum L.) is essential to maintain food security for a large proportion of the world’s population. With increased risk from abiotic stresses due to climate variability, it is imperative to understand and minimize the negative impact of these stressors, including high night temperature (HNT). Both globally and at regional scales, a differential rate of increase in day and night temperature is observed, wherein night temperatures are increasing at a higher pace and the trend is projected to continue into the future. Previous studies using controlled environment facilities and small field-based removable chambers have shown that post-anthesis HNT stress can induce a significant reduction in wheat grain yield. A prototype was previously developed by utilizing field-based tents allowing for simultaneous phenotyping of popular winter wheat varieties from US Midwest and advanced breeding lines. Hence, the objectives of the study were to (i) design and build a new field-based infrastructure and test and validate the uniformity of HNT stress application on a scaled-up version of the prototype (ii) improve and develop a more sophisticated cyber-physical system to sense and impose post-anthesis HNT stress uniformly through physiological maturity within the scaled-up tents; and (iii) determine the impact of HNT stress during grain filling on the agronomic and grain quality parameters including starch and protein concentration. The system imposed a consistent post-anthesis HNT stress of + 3.8 °C until maturity and maintained uniform distribution of stress which was confirmed by (i) 0.23 °C temperature differential between an array of sensors within the tents and (ii) statistically similar performance of a common check replicated multiple times in each tent. On average, a reduction in grain-filling duration by 3.33 days, kernel weight by 1.25% per °C, grain number by 2.36% per °C and yield by 3.58% per °C increase in night temperature was documented. HNT stress induced a significant reduction in starch concentration indicating disturbed carbon balance. The pilot field-based facility integrated with a robust cyber-physical system provides a timely breakthrough for evaluating HNT stress impact on large diversity panels to enhance HNT stress tolerance across field crops. The flexibility of the cyber-physical system and movement capabilities of the field-based infrastructure allows this methodology to be adaptable to different crops.
Winter wheat ( Triticum aestivum L.) is essential to maintain food security for a large proportion of the world’s population. With increased risk from abiotic stresses due to climate variability, it is imperative to understand and minimize the negative impact of these stressors, including high night temperature (HNT). Both globally and at regional scales, a differential rate of increase in day and night temperature is observed, wherein night temperatures are increasing at a higher pace and the trend is projected to continue into the future. Previous studies using controlled environment facilities and small field-based removable chambers have shown that post-anthesis HNT stress can induce a significant reduction in wheat grain yield. A prototype was previously developed by utilizing field-based tents allowing for simultaneous phenotyping of popular winter wheat varieties from US Midwest and advanced breeding lines. Hence, the objectives of the study were to (i) design and build a new field-based infrastructure and test and validate the uniformity of HNT stress application on a scaled-up version of the prototype (ii) improve and develop a more sophisticated cyber-physical system to sense and impose post-anthesis HNT stress uniformly through physiological maturity within the scaled-up tents; and (iii) determine the impact of HNT stress during grain filling on the agronomic and grain quality parameters including starch and protein concentration. The system imposed a consistent post-anthesis HNT stress of + 3.8 °C until maturity and maintained uniform distribution of stress which was confirmed by (i) 0.23 °C temperature differential between an array of sensors within the tents and (ii) statistically similar performance of a common check replicated multiple times in each tent. On average, a reduction in grain-filling duration by 3.33 days, kernel weight by 1.25% per °C, grain number by 2.36% per °C and yield by 3.58% per °C increase in night temperature was documented. HNT stress induced a significant reduction in starch concentration indicating disturbed carbon balance. The pilot field-based facility integrated with a robust cyber-physical system provides a timely breakthrough for evaluating HNT stress impact on large diversity panels to enhance HNT stress tolerance across field crops. The flexibility of the cyber-physical system and movement capabilities of the field-based infrastructure allows this methodology to be adaptable to different crops.
Winter wheat (Triticum aestivum L.) is essential to maintain food security for a large proportion of the world's population. With increased risk from abiotic stresses due to climate variability, it is imperative to understand and minimize the negative impact of these stressors, including high night temperature (HNT). Both globally and at regional scales, a differential rate of increase in day and night temperature is observed, wherein night temperatures are increasing at a higher pace and the trend is projected to continue into the future. Previous studies using controlled environment facilities and small field-based removable chambers have shown that post-anthesis HNT stress can induce a significant reduction in wheat grain yield. A prototype was previously developed by utilizing field-based tents allowing for simultaneous phenotyping of popular winter wheat varieties from US Midwest and advanced breeding lines. Hence, the objectives of the study were to (i) design and build a new field-based infrastructure and test and validate the uniformity of HNT stress application on a scaled-up version of the prototype (ii) improve and develop a more sophisticated cyber-physical system to sense and impose post-anthesis HNT stress uniformly through physiological maturity within the scaled-up tents; and (iii) determine the impact of HNT stress during grain filling on the agronomic and grain quality parameters including starch and protein concentration. The system imposed a consistent post-anthesis HNT stress of + 3.8 °C until maturity and maintained uniform distribution of stress which was confirmed by (i) 0.23 °C temperature differential between an array of sensors within the tents and (ii) statistically similar performance of a common check replicated multiple times in each tent. On average, a reduction in grain-filling duration by 3.33 days, kernel weight by 1.25% per °C, grain number by 2.36% per °C and yield by 3.58% per °C increase in night temperature was documented. HNT stress induced a significant reduction in starch concentration indicating disturbed carbon balance. The pilot field-based facility integrated with a robust cyber-physical system provides a timely breakthrough for evaluating HNT stress impact on large diversity panels to enhance HNT stress tolerance across field crops. The flexibility of the cyber-physical system and movement capabilities of the field-based infrastructure allows this methodology to be adaptable to different crops.Winter wheat (Triticum aestivum L.) is essential to maintain food security for a large proportion of the world's population. With increased risk from abiotic stresses due to climate variability, it is imperative to understand and minimize the negative impact of these stressors, including high night temperature (HNT). Both globally and at regional scales, a differential rate of increase in day and night temperature is observed, wherein night temperatures are increasing at a higher pace and the trend is projected to continue into the future. Previous studies using controlled environment facilities and small field-based removable chambers have shown that post-anthesis HNT stress can induce a significant reduction in wheat grain yield. A prototype was previously developed by utilizing field-based tents allowing for simultaneous phenotyping of popular winter wheat varieties from US Midwest and advanced breeding lines. Hence, the objectives of the study were to (i) design and build a new field-based infrastructure and test and validate the uniformity of HNT stress application on a scaled-up version of the prototype (ii) improve and develop a more sophisticated cyber-physical system to sense and impose post-anthesis HNT stress uniformly through physiological maturity within the scaled-up tents; and (iii) determine the impact of HNT stress during grain filling on the agronomic and grain quality parameters including starch and protein concentration. The system imposed a consistent post-anthesis HNT stress of + 3.8 °C until maturity and maintained uniform distribution of stress which was confirmed by (i) 0.23 °C temperature differential between an array of sensors within the tents and (ii) statistically similar performance of a common check replicated multiple times in each tent. On average, a reduction in grain-filling duration by 3.33 days, kernel weight by 1.25% per °C, grain number by 2.36% per °C and yield by 3.58% per °C increase in night temperature was documented. HNT stress induced a significant reduction in starch concentration indicating disturbed carbon balance. The pilot field-based facility integrated with a robust cyber-physical system provides a timely breakthrough for evaluating HNT stress impact on large diversity panels to enhance HNT stress tolerance across field crops. The flexibility of the cyber-physical system and movement capabilities of the field-based infrastructure allows this methodology to be adaptable to different crops.
Winter wheat (Triticum aestivum L.) is essential to maintain food security for a large proportion of the world's population. With increased risk from abiotic stresses due to climate variability, it is imperative to understand and minimize the negative impact of these stressors, including high night temperature (HNT). Both globally and at regional scales, a differential rate of increase in day and night temperature is observed, wherein night temperatures are increasing at a higher pace and the trend is projected to continue into the future. Previous studies using controlled environment facilities and small field-based removable chambers have shown that post-anthesis HNT stress can induce a significant reduction in wheat grain yield. A prototype was previously developed by utilizing field-based tents allowing for simultaneous phenotyping of popular winter wheat varieties from US Midwest and advanced breeding lines. Hence, the objectives of the study were to (i) design and build a new field-based infrastructure and test and validate the uniformity of HNT stress application on a scaled-up version of the prototype (ii) improve and develop a more sophisticated cyber-physical system to sense and impose post-anthesis HNT stress uniformly through physiological maturity within the scaled-up tents; and (iii) determine the impact of HNT stress during grain filling on the agronomic and grain quality parameters including starch and protein concentration. The system imposed a consistent post-anthesis HNT stress of + 3.8 °C until maturity and maintained uniform distribution of stress which was confirmed by (i) 0.23 °C temperature differential between an array of sensors within the tents and (ii) statistically similar performance of a common check replicated multiple times in each tent. On average, a reduction in grain-filling duration by 3.33 days, kernel weight by 1.25% per °C, grain number by 2.36% per °C and yield by 3.58% per °C increase in night temperature was documented. HNT stress induced a significant reduction in starch concentration indicating disturbed carbon balance. The pilot field-based facility integrated with a robust cyber-physical system provides a timely breakthrough for evaluating HNT stress impact on large diversity panels to enhance HNT stress tolerance across field crops. The flexibility of the cyber-physical system and movement capabilities of the field-based infrastructure allows this methodology to be adaptable to different crops.
Abstract Winter wheat (Triticum aestivum L.) is essential to maintain food security for a large proportion of the world’s population. With increased risk from abiotic stresses due to climate variability, it is imperative to understand and minimize the negative impact of these stressors, including high night temperature (HNT). Both globally and at regional scales, a differential rate of increase in day and night temperature is observed, wherein night temperatures are increasing at a higher pace and the trend is projected to continue into the future. Previous studies using controlled environment facilities and small field-based removable chambers have shown that post-anthesis HNT stress can induce a significant reduction in wheat grain yield. A prototype was previously developed by utilizing field-based tents allowing for simultaneous phenotyping of popular winter wheat varieties from US Midwest and advanced breeding lines. Hence, the objectives of the study were to (i) design and build a new field-based infrastructure and test and validate the uniformity of HNT stress application on a scaled-up version of the prototype (ii) improve and develop a more sophisticated cyber-physical system to sense and impose post-anthesis HNT stress uniformly through physiological maturity within the scaled-up tents; and (iii) determine the impact of HNT stress during grain filling on the agronomic and grain quality parameters including starch and protein concentration. The system imposed a consistent post-anthesis HNT stress of + 3.8 °C until maturity and maintained uniform distribution of stress which was confirmed by (i) 0.23 °C temperature differential between an array of sensors within the tents and (ii) statistically similar performance of a common check replicated multiple times in each tent. On average, a reduction in grain-filling duration by 3.33 days, kernel weight by 1.25% per °C, grain number by 2.36% per °C and yield by 3.58% per °C increase in night temperature was documented. HNT stress induced a significant reduction in starch concentration indicating disturbed carbon balance. The pilot field-based facility integrated with a robust cyber-physical system provides a timely breakthrough for evaluating HNT stress impact on large diversity panels to enhance HNT stress tolerance across field crops. The flexibility of the cyber-physical system and movement capabilities of the field-based infrastructure allows this methodology to be adaptable to different crops.
ArticleNumber 22213
Author Vennapusa, Amaranatha R.
Ostmeyer, Troy
Bustamante, Carlos
Pokharel, Meghnath
Chiluwal, Anuj
Hein, Nathan T.
Fu, Jianming
Bheemanahalli, Raju
Srikanthan, Dhanush S.
Neilsen, Mitchell L.
Wagner, Dan
Jagadish, S. V. Krishna
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ChaturvediAKBahugunaRNShaDPalMJagadishSVKHigh temperature stress during flowering and grain filling offsets beneficial impact of elevated CO2 on assimilate partitioning and sink-strength in riceSci. Rep.2017782272017NatSR...7.8227C1:CAS:528:DC%2BC1cXhtlemt7jE10.1038/s41598-017-07464-6288114895557921
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CantareroMCiriloAGAndradeFHNight temperature at silking affects set in maizeCrop Sci.19992970371010.2135/cropsci1999.0011183X003900020017x
HeinNTIntegrating field-based heat tents and cyber-physical system technology to phenotype high night-time temperature impact on winter wheatPlant Methods.2019154110.1186/s13007-019-0424-x310440006480702
BahugunaRNSolisCAShiWJagadishSVKPost-flowering night respiration and altered sink activity account for high night temperature-induced grain yield and quality loss in rice (Oryza sativa L.)Physiol. Plant.201715959731:CAS:528:DC%2BC28XhtlWnsLfM10.1111/ppl.12485
GarciaGASerragoRADreccerMFMirallesDJPost-anthesis warm nights reduce grain weight in field-grown wheat and barley grain yield: a field studyField Crops Res.2016195505910.1016/j.fcr.2016.06.002
MoghimiNNew candidate loci and marker genes on chromosome 7 for improved chilling tolerance in sorghumJ. Exp. Bot.201970335733711:CAS:528:DC%2BB3cXktVyjur4%3D10.1093/jxb/erz143
PrasadPVVPisipatiSRBukovnikUFritzAKImpact of nighttime temperature on physiology and growth of spring wheatCrop Sci.2008482372238010.2135/cropsci2007.12.0717
R Core Team. R Foundation for Statistical Computing. https://www.R-project.org/ (2017)
EasterlingDRMaximum and minimum temperature trends for the globeScience19972773643671:CAS:528:DyaK2sXkvVels78%3D10.1126/science.277.5324.364
SillmanJKharinVVZhangXZwiersFWBronaughDClimate extremes indices in the CMIP5 multimodel ensemble: part 1J. Geophys. Res. Atmos.2013118171617332013JGRD..118.1716S10.1002/jgrd.50203
PrasadPVVDjanguiramanMHigh night temperature decreases leaf photosynthesis and pollen functions in grain sorghumFunct. Plant Biol.20113899310031:CAS:528:DC%2BC3MXhsFKktLvF10.1071/FP11035
LizanaXCCalderiniDFYield and grain quality of wheat in response to increased temperatures at key periods for grain number and grain weight determination: considerations for the climatic change scenarios in ChileJ. Agric. Sci.201315120922110.1017/S0021859612000639
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HerzogHStampPDry matter nitrogen accumulation in grains at different ear positions in ‘gigas’, semidwarf and normal spring wheatEuphytica19833251152010.1007/BF00021463
ShiWSource-sink dynamics and proteomic reprogramming under elevated night temperature and their impact on rice yield and grain qualityNew Phytol.201219782583710.1111/nph.12088
CoastOŠebelaDQuiñonesCJagadishSVKSystematic determination of the reproductive growth stage most sensitive to high night temperature stress in rice (Oryza sativa)Crop Sci.20196039140310.1002/csc2.20086
EcherFROosterhuisDMLokaDARosolemCAHigh night temperatures during the floral bud stage increase the abscission of reproductive structures in cottonJ. Agron. Crop. Sci.201420019119810.1111/jac.12056
LokaDOosterhuisDMIncreased night temperatures during cotton’s early reproductive stage affect leaf physiology and flower bud carbohydrate content decreasing flower bud retentionJ. Agron. Crop Sci.20162025185291:CAS:528:DC%2BC28XhslOqu77J10.1111/jac.12170
MohammedARTarpleyLHigh nighttime temperatures affect rice productivity through altered pollen germination and spikelet fertilityAgric. For. Metorol.2009149999100810.1016/j.agrformet.2008.12.003
AlexanderLVGlobal observed changes in daily climate extremes of temperature and precipitationJ. Geophys. Res. Atmos.2006111051092006JGRD..111.5109A10.1029/2005JD006290
AiqingSHeat stress during flowering affects time of day of flowering, seed set, and grain quality in spring wheatCrop Sci.2018583803921:CAS:528:DC%2BC1MXis1Kgtrc%3D10.2135/cropsci2017.04.0221
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DavyREsauIChernokulskyAOuttenSZilitinkevichSDiurnal asymmetry to the observed global warmingInt. J. Climatol.201737199310.1002/joc.4688
EmesMJStarch synthesis and carbon partitioning in developing endospermJ. Exp. Bot.2003545695751:CAS:528:DC%2BD3sXhsFKgur4%3D10.1093/jxb/erg089
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BreeseJDFactors for converting percentages of nitrogen in foods and feeds into percentages of proteins1931Washington, DCU.S. Department of Agriculture
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LokaDAOosterhuisDMEffect of high night temperatures on cotton respiration, ATP levels and carbohydrate contentEnviron. Exp. Bot.20104625826310.1016/j.envexpbot.2010.01.006
ShiWGrain yield and quality responses of tropical hybrid rice to high night-time temperatureField Crops Res.2016190182510.1016/j.fcr.2015.10.006
LV Alexander (79179_CR6) 2006; 111
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79179_CR4
D Loka (79179_CR19) 2016; 202
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R Davy (79179_CR8) 2017; 37
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S Aiqing (79179_CR37) 2018; 58
N Moghimi (79179_CR34) 2019; 70
S Peng (79179_CR16) 2004; 101
W Sadok (79179_CR31) 2020; 25
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SM Impa (79179_CR24) 2020; 43
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MJ Emes (79179_CR39) 2003; 54
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SM Impa (79179_CR23) 2019; 42
M Cantarero (79179_CR22) 1999; 29
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JD Breese (79179_CR33) 1931
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B Bergkamp (79179_CR32) 2018; 222
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– reference: CantareroMCiriloAGAndradeFHNight temperature at silking affects set in maizeCrop Sci.19992970371010.2135/cropsci1999.0011183X003900020017x
– reference: BergkampBImpaSMAsebedoARFritzAKJagadishSVKProminent winter wheat varieties response to flowering heat stress under controlled chambers and field-based heat tentsField Crops Res.201822214315210.1016/j.fcr.2018.03.009
– reference: EasterlingDRMaximum and minimum temperature trends for the globeScience19972773643671:CAS:528:DyaK2sXkvVels78%3D10.1126/science.277.5324.364
– reference: PrasadPVVPisipatiSRBukovnikUFritzAKImpact of nighttime temperature on physiology and growth of spring wheatCrop Sci.2008482372238010.2135/cropsci2007.12.0717
– reference: BreeseJDFactors for converting percentages of nitrogen in foods and feeds into percentages of proteins1931Washington, DCU.S. Department of Agriculture
– reference: HeinNTIntegrating field-based heat tents and cyber-physical system technology to phenotype high night-time temperature impact on winter wheatPlant Methods.2019154110.1186/s13007-019-0424-x310440006480702
– reference: DjanaguiramanMPrasadPVVSchapaughWTHigh day- or nighttime temperature alters leaf assimilation, reproductive success, and phophatidic acid of pollen grain in soybean [Glycine max (L.) Merr.]Crop Sci.2013531594160410.2135/cropsci2012.07.0441
– reference: LizanaXCCalderiniDFYield and grain quality of wheat in response to increased temperatures at key periods for grain number and grain weight determination: considerations for the climatic change scenarios in ChileJ. Agric. Sci.201315120922110.1017/S0021859612000639
– reference: EcherFROosterhuisDMLokaDARosolemCAHigh night temperatures during the floral bud stage increase the abscission of reproductive structures in cottonJ. Agron. Crop. Sci.201420019119810.1111/jac.12056
– reference: Food and Agriculture Organization of the United Nations. FAO Stat: Annual Population. http://www.fao.org/faostat/en/#data/OA (2019).
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– reference: ImpaSMCarbon balance and source-sink metabolic changes in winter wheat exposed to high night-time temperaturePlant Cell Environ.201942123312461:CAS:528:DC%2BC1MXkvF2ntLk%3D10.1111/pce.13488
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– reference: PrasadPVVDjanguiramanMHigh night temperature decreases leaf photosynthesis and pollen functions in grain sorghumFunct. Plant Biol.20113899310031:CAS:528:DC%2BC3MXhsFKktLvF10.1071/FP11035
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– reference: MohammedARTarpleyLHigh nighttime temperatures affect rice productivity through altered pollen germination and spikelet fertilityAgric. For. Metorol.2009149999100810.1016/j.agrformet.2008.12.003
– reference: LokaDAOosterhuisDMEffect of high night temperatures on cotton respiration, ATP levels and carbohydrate contentEnviron. Exp. Bot.20104625826310.1016/j.envexpbot.2010.01.006
– reference: ImpaSMHigh night temperature induced changes in grain starch metabolism alters starch, protein, and lipid accumulation in winter wheatPlant Cell Environ.2020434314471:CAS:528:DC%2BB3cXpt1Whsw%3D%3D10.1111/pce.13671
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– reference: EmesMJStarch synthesis and carbon partitioning in developing endospermJ. Exp. Bot.2003545695751:CAS:528:DC%2BD3sXhsFKgur4%3D10.1093/jxb/erg089
– reference: ShiWGrain yield and quality responses of tropical hybrid rice to high night-time temperatureField Crops Res.2016190182510.1016/j.fcr.2015.10.006
– reference: BahugunaRNSolisCAShiWJagadishSVKPost-flowering night respiration and altered sink activity account for high night temperature-induced grain yield and quality loss in rice (Oryza sativa L.)Physiol. Plant.201715959731:CAS:528:DC%2BC28XhtlWnsLfM10.1111/ppl.12485
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Snippet Winter wheat ( Triticum aestivum L.) is essential to maintain food security for a large proportion of the world’s population. With increased risk from abiotic...
Winter wheat (Triticum aestivum L.) is essential to maintain food security for a large proportion of the world's population. With increased risk from abiotic...
Winter wheat (Triticum aestivum L.) is essential to maintain food security for a large proportion of the world’s population. With increased risk from abiotic...
Abstract Winter wheat (Triticum aestivum L.) is essential to maintain food security for a large proportion of the world’s population. With increased risk from...
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StartPage 22213
SubjectTerms 631/449/2661
704/844/2739
Agricultural production
Biomass
Climate variability
Crop Production
Crop yield
Crops
Crops, Agricultural
Edible Grain
Environmental Monitoring
Flowering
Food Quality
Food security
Grain
Humanities and Social Sciences
Infrastructure
multidisciplinary
Phenotyping
Plant Development
Plant Proteins
Prototypes
Science
Science (multidisciplinary)
Seasons
Starch
Stress
Stress, Physiological
Temperature
Tents
Triticum - physiology
Triticum aestivum
Wheat
Winter wheat
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Title Improved cyber-physical system captured post-flowering high night temperature impact on yield and quality of field grown wheat
URI https://link.springer.com/article/10.1038/s41598-020-79179-0
https://www.ncbi.nlm.nih.gov/pubmed/33335185
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https://pubmed.ncbi.nlm.nih.gov/PMC7747627
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Volume 10
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