共 84 条
Engineering plants for tomorrow: how high-throughput phenotyping is contributing to the development of better crops
被引:30
作者:

Campbell, Zachary C.
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机构:
Arkansas State Univ, Arkansas Biosci Inst, POB 639, State Univ, AR 72467 USA
Arkansas State Univ, Plant Phen Facil, POB 639, State Univ, AR 72467 USA Arkansas State Univ, Arkansas Biosci Inst, POB 639, State Univ, AR 72467 USA

Acosta-Gamboa, Lucia M.
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Arkansas State Univ, Arkansas Biosci Inst, POB 639, State Univ, AR 72467 USA Arkansas State Univ, Arkansas Biosci Inst, POB 639, State Univ, AR 72467 USA

Nepal, Nirman
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Arkansas State Univ, Arkansas Biosci Inst, POB 639, State Univ, AR 72467 USA Arkansas State Univ, Arkansas Biosci Inst, POB 639, State Univ, AR 72467 USA

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机构:
[1] Arkansas State Univ, Arkansas Biosci Inst, POB 639, State Univ, AR 72467 USA
[2] Arkansas State Univ, Plant Phen Facil, POB 639, State Univ, AR 72467 USA
[3] Arkansas State Univ, Dept Chem & Phys, POB 419, Jonesboro, AR 72467 USA
关键词:
High-throughput plant phenotyping;
Plant phenotypes;
Phenomes;
Phenomics;
Abiotic stress tolerance;
ARABIDOPSIS-THALIANA;
SALINITY TOLERANCE;
IMAGE-ANALYSIS;
RESPONSES;
PLATFORM;
GROWTH;
WATER;
PHENOMICS;
STRESS;
COMPONENTS;
D O I:
10.1007/s11101-018-9585-x
中图分类号:
Q94 [植物学];
学科分类号:
071001 ;
摘要:
High-throughput plant phenotyping has been advancing at an accelerated rate as a response to the need to fill the gap between genomic information and the plasticity of the plant phenome. During the past decade, North America has seen a stark increase in the number of phenotyping facilities, and these groups are actively contributing to the generation of high-dimensional, richly informative datasets about the phenotype of model and crop plants. As both phenomic datasets and analysis tools are made publicly available, the key to engineering more resilient crops to meet global demand is closer than ever. However, there are a number of bottlenecks that must yet be overcome before this can be achieved. In this paper, we present an overview of the most commonly used sensors that empower digital phenotyping and the information they provide. We also describe modern approaches to identify and characterize plants that are resilient to common abiotic and biotic stresses that limit growth and yield of crops. Of interest to researchers working in plant biochemistry, we also include a section discussing the potential of these high-throughput approaches in linking phenotypic data with chemical composition data. We conclude by discussing the main bottlenecks that still remain in the field and the importance of multidisciplinary teams and collaboration to overcome those challenges.
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页码:1329 / 1343
页数:15
相关论文
共 84 条
[1]
Moderate to severe water limitation differentially affects the phenome and ionome of Arabidopsis
[J].
Acosta-Gamboa, Lucia M.
;
Liu, Suxing
;
Langley, Erin
;
Campbell, Zachary
;
Castro-Guerrero, Norma
;
Mendoza-Cozatl, David
;
Lorence, Argelia
.
FUNCTIONAL PLANT BIOLOGY,
2017, 44 (01)
:94-106

Acosta-Gamboa, Lucia M.
论文数: 0 引用数: 0
h-index: 0
机构:
Arkansas State Univ, Arkansas Biosci Inst, POB 639, State Univ, AR 72467 USA Arkansas State Univ, Arkansas Biosci Inst, POB 639, State Univ, AR 72467 USA

Liu, Suxing
论文数: 0 引用数: 0
h-index: 0
机构:
Arkansas State Univ, Arkansas Biosci Inst, POB 639, State Univ, AR 72467 USA Arkansas State Univ, Arkansas Biosci Inst, POB 639, State Univ, AR 72467 USA

论文数: 引用数:
h-index:
机构:

Campbell, Zachary
论文数: 0 引用数: 0
h-index: 0
机构:
Arkansas State Univ, Arkansas Biosci Inst, POB 639, State Univ, AR 72467 USA Arkansas State Univ, Arkansas Biosci Inst, POB 639, State Univ, AR 72467 USA

Castro-Guerrero, Norma
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Christopher S Bond Life Sci Ctr, 1201 Rollins St, Columbia, MO 65211 USA Arkansas State Univ, Arkansas Biosci Inst, POB 639, State Univ, AR 72467 USA

Mendoza-Cozatl, David
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Christopher S Bond Life Sci Ctr, 1201 Rollins St, Columbia, MO 65211 USA Arkansas State Univ, Arkansas Biosci Inst, POB 639, State Univ, AR 72467 USA

论文数: 引用数:
h-index:
机构:
[2]
Salinity tolerance loci revealed in rice using high-throughput non-invasive phenotyping
[J].
Al-Tamimi, Nadia
;
Brien, Chris
;
Oakey, Helena
;
Berger, Bettina
;
Saade, Stephanie
;
Ho, Yung Shwen
;
Schmockel, Sandra M.
;
Tester, Mark
;
Negrao, Sonia
.
NATURE COMMUNICATIONS,
2016, 7

Al-Tamimi, Nadia
论文数: 0 引用数: 0
h-index: 0
机构:
KAUST, Div Biol & Environm Sci & Engn BESE, Thuwal 239556900, Saudi Arabia KAUST, Div Biol & Environm Sci & Engn BESE, Thuwal 239556900, Saudi Arabia

Brien, Chris
论文数: 0 引用数: 0
h-index: 0
机构:
Univ South Australia, Phen & Bioinformat Res Ctr, Adelaide, SA 5001, Australia
Univ Adelaide, Australian Plant Phen Facil, Plant Accelerator, Urrbrae, SA 5064, Australia KAUST, Div Biol & Environm Sci & Engn BESE, Thuwal 239556900, Saudi Arabia

Oakey, Helena
论文数: 0 引用数: 0
h-index: 0
机构:
KAUST, Div Biol & Environm Sci & Engn BESE, Thuwal 239556900, Saudi Arabia KAUST, Div Biol & Environm Sci & Engn BESE, Thuwal 239556900, Saudi Arabia

论文数: 引用数:
h-index:
机构:

Saade, Stephanie
论文数: 0 引用数: 0
h-index: 0
机构:
KAUST, Div Biol & Environm Sci & Engn BESE, Thuwal 239556900, Saudi Arabia KAUST, Div Biol & Environm Sci & Engn BESE, Thuwal 239556900, Saudi Arabia

Ho, Yung Shwen
论文数: 0 引用数: 0
h-index: 0
机构:
KAUST, Div Biol & Environm Sci & Engn BESE, Thuwal 239556900, Saudi Arabia KAUST, Div Biol & Environm Sci & Engn BESE, Thuwal 239556900, Saudi Arabia

Schmockel, Sandra M.
论文数: 0 引用数: 0
h-index: 0
机构:
KAUST, Div Biol & Environm Sci & Engn BESE, Thuwal 239556900, Saudi Arabia KAUST, Div Biol & Environm Sci & Engn BESE, Thuwal 239556900, Saudi Arabia

Tester, Mark
论文数: 0 引用数: 0
h-index: 0
机构:
KAUST, Div Biol & Environm Sci & Engn BESE, Thuwal 239556900, Saudi Arabia KAUST, Div Biol & Environm Sci & Engn BESE, Thuwal 239556900, Saudi Arabia

Negrao, Sonia
论文数: 0 引用数: 0
h-index: 0
机构:
KAUST, Div Biol & Environm Sci & Engn BESE, Thuwal 239556900, Saudi Arabia KAUST, Div Biol & Environm Sci & Engn BESE, Thuwal 239556900, Saudi Arabia
[3]
Development and evaluation of a field-based high-throughput phenotyping platform
[J].
Andrade-Sanchez, Pedro
;
Gore, Michael A.
;
Heun, John T.
;
Thorp, Kelly R.
;
Carmo-Silva, A. Elizabete
;
French, Andrew N.
;
Salvucci, Michael E.
;
White, Jeffrey W.
.
FUNCTIONAL PLANT BIOLOGY,
2014, 41 (01)
:68-79

Andrade-Sanchez, Pedro
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Arizona, Maricopa Agr Ctr, Dept Agr & Biosyst Engn, Maricopa, AZ 85138 USA Univ Arizona, Maricopa Agr Ctr, Dept Agr & Biosyst Engn, Maricopa, AZ 85138 USA

Gore, Michael A.
论文数: 0 引用数: 0
h-index: 0
机构:
ARS, USDA, Arid Land Agr Res Ctr, Maricopa, AZ 85138 USA Univ Arizona, Maricopa Agr Ctr, Dept Agr & Biosyst Engn, Maricopa, AZ 85138 USA

Heun, John T.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Arizona, Maricopa Agr Ctr, Dept Agr & Biosyst Engn, Maricopa, AZ 85138 USA Univ Arizona, Maricopa Agr Ctr, Dept Agr & Biosyst Engn, Maricopa, AZ 85138 USA

Thorp, Kelly R.
论文数: 0 引用数: 0
h-index: 0
机构:
ARS, USDA, Arid Land Agr Res Ctr, Maricopa, AZ 85138 USA Univ Arizona, Maricopa Agr Ctr, Dept Agr & Biosyst Engn, Maricopa, AZ 85138 USA

Carmo-Silva, A. Elizabete
论文数: 0 引用数: 0
h-index: 0
机构:
ARS, USDA, Arid Land Agr Res Ctr, Maricopa, AZ 85138 USA Univ Arizona, Maricopa Agr Ctr, Dept Agr & Biosyst Engn, Maricopa, AZ 85138 USA

French, Andrew N.
论文数: 0 引用数: 0
h-index: 0
机构:
ARS, USDA, Arid Land Agr Res Ctr, Maricopa, AZ 85138 USA Univ Arizona, Maricopa Agr Ctr, Dept Agr & Biosyst Engn, Maricopa, AZ 85138 USA

Salvucci, Michael E.
论文数: 0 引用数: 0
h-index: 0
机构:
ARS, USDA, Arid Land Agr Res Ctr, Maricopa, AZ 85138 USA Univ Arizona, Maricopa Agr Ctr, Dept Agr & Biosyst Engn, Maricopa, AZ 85138 USA

White, Jeffrey W.
论文数: 0 引用数: 0
h-index: 0
机构:
ARS, USDA, Arid Land Agr Res Ctr, Maricopa, AZ 85138 USA Univ Arizona, Maricopa Agr Ctr, Dept Agr & Biosyst Engn, Maricopa, AZ 85138 USA
[4]
Role of dioxygenase α-DOX2 and SA in basal response and in hexanoic acid- induced resistance of tomato (Solanum lycopersicum) plants against Botrytis cinerea
[J].
Angulo, Carlos
;
Leyva, Maria de la O.
;
Finiti, Ivan
;
Lopez-Cruz, Jaime
;
Fernandez-Crespo, Emma
;
Garcia-Agustin, Pilar
;
Gonzalez-Bosch, Carmen
.
JOURNAL OF PLANT PHYSIOLOGY,
2015, 175
:163-173

Angulo, Carlos
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Valencia, Dept Bioquim & Biol Mol, IATA, CSIC, Valencia 46980, Spain Univ Valencia, Dept Bioquim & Biol Mol, IATA, CSIC, Valencia 46980, Spain

Leyva, Maria de la O.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Valencia, Dept Bioquim & Biol Mol, IATA, CSIC, Valencia 46980, Spain
Univ Jaen, Dept Biol Expt, Jaen 23071, Spain Univ Valencia, Dept Bioquim & Biol Mol, IATA, CSIC, Valencia 46980, Spain

Finiti, Ivan
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Valencia, Dept Bioquim & Biol Mol, IATA, CSIC, Valencia 46980, Spain Univ Valencia, Dept Bioquim & Biol Mol, IATA, CSIC, Valencia 46980, Spain

Lopez-Cruz, Jaime
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Valencia, Dept Bioquim & Biol Mol, IATA, CSIC, Valencia 46980, Spain Univ Valencia, Dept Bioquim & Biol Mol, IATA, CSIC, Valencia 46980, Spain

Fernandez-Crespo, Emma
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Jaume 1, ESTCE, Dept Ciencias Agr & Medio Nat, Lab Bioquim & Biotecnol,Area Fisiol Vegetal, Castellon de La Plana 12071, Spain Univ Valencia, Dept Bioquim & Biol Mol, IATA, CSIC, Valencia 46980, Spain

Garcia-Agustin, Pilar
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Jaume 1, ESTCE, Dept Ciencias Agr & Medio Nat, Lab Bioquim & Biotecnol,Area Fisiol Vegetal, Castellon de La Plana 12071, Spain Univ Valencia, Dept Bioquim & Biol Mol, IATA, CSIC, Valencia 46980, Spain

Gonzalez-Bosch, Carmen
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Valencia, Dept Bioquim & Biol Mol, IATA, CSIC, Valencia 46980, Spain Univ Valencia, Dept Bioquim & Biol Mol, IATA, CSIC, Valencia 46980, Spain
[5]
A growth phenotyping pipeline for Arabidopsis thaliana integrating image analysis and rosette area modeling for robust quantification of genotype effects
[J].
Arvidsson, Samuel
;
Perez-Rodriguez, Paulino
;
Mueller-Roeber, Bernd
.
NEW PHYTOLOGIST,
2011, 191 (03)
:895-907

论文数: 引用数:
h-index:
机构:

Perez-Rodriguez, Paulino
论文数: 0 引用数: 0
h-index: 0
机构:
Colegio Postgrad, Montecillo 56230, Estado Mexico, Mexico Univ Potsdam, Inst Biochem & Biol, D-14476 Potsdam, Germany

论文数: 引用数:
h-index:
机构:
[6]
Loss of Function of FATTY ACID DESATURASE7 in Tomato Enhances Basal Aphid Resistance in a Salicylate-Dependent Manner
[J].
Avila, Carlos A.
;
Arevalo-Soliz, Lirio M.
;
Jia, Lingling
;
Navarre, Duroy A.
;
Chen, Zhaorigetu
;
Howe, Gregg A.
;
Meng, Qing-Wei
;
Smith, Jonathon E.
;
Goggin, Fiona L.
.
PLANT PHYSIOLOGY,
2012, 158 (04)
:2028-2041

Avila, Carlos A.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Arkansas, Dept Entomol, Fayetteville, AR 72701 USA Univ Arkansas, Dept Entomol, Fayetteville, AR 72701 USA

Arevalo-Soliz, Lirio M.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Arkansas, Dept Entomol, Fayetteville, AR 72701 USA Univ Arkansas, Dept Entomol, Fayetteville, AR 72701 USA

Jia, Lingling
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Arkansas, Dept Entomol, Fayetteville, AR 72701 USA Univ Arkansas, Dept Entomol, Fayetteville, AR 72701 USA

Navarre, Duroy A.
论文数: 0 引用数: 0
h-index: 0
机构:
Washington State Univ, ARS, USDA, Prosser, WA 99350 USA Univ Arkansas, Dept Entomol, Fayetteville, AR 72701 USA

Chen, Zhaorigetu
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Arkansas, Dept Entomol, Fayetteville, AR 72701 USA Univ Arkansas, Dept Entomol, Fayetteville, AR 72701 USA

Howe, Gregg A.
论文数: 0 引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Energy, Plant Res Lab, E Lansing, MI 48824 USA Univ Arkansas, Dept Entomol, Fayetteville, AR 72701 USA

Meng, Qing-Wei
论文数: 0 引用数: 0
h-index: 0
机构:
Shandong Agr Univ, State Key Lab Crop Biol, Coll Life Sci, Tai An 271018, Shandong, Peoples R China Univ Arkansas, Dept Entomol, Fayetteville, AR 72701 USA

Smith, Jonathon E.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Arkansas, Dept Plant Pathol, Fayetteville, AR 72701 USA Univ Arkansas, Dept Entomol, Fayetteville, AR 72701 USA

Goggin, Fiona L.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Arkansas, Dept Entomol, Fayetteville, AR 72701 USA Univ Arkansas, Dept Entomol, Fayetteville, AR 72701 USA
[7]
High-Throughput Non-destructive Phenotyping of Traits that Contribute to Salinity Tolerance in Arabidopsis thaliana
[J].
Awlia, Mariam
;
Nigro, Arianna
;
Faikus, Jirl
;
Schmoeckel, Sandra M.
;
Negrao, Sonia
;
Santelia, Diana
;
Trtilek, Martin
;
Tester, Mark
;
Julkowska, Magdalena M.
;
Panzarova, Klara
.
FRONTIERS IN PLANT SCIENCE,
2016, 7

Awlia, Mariam
论文数: 0 引用数: 0
h-index: 0
机构:
King Abdullah Univ Sci & Technol, Div Biol & Environm Sci & Engn, Thuwal, Saudi Arabia King Abdullah Univ Sci & Technol, Div Biol & Environm Sci & Engn, Thuwal, Saudi Arabia

Nigro, Arianna
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Zurich, Inst Plant & Microbial Biol, Zurich, Switzerland King Abdullah Univ Sci & Technol, Div Biol & Environm Sci & Engn, Thuwal, Saudi Arabia

Faikus, Jirl
论文数: 0 引用数: 0
h-index: 0
机构:
PSI, Drasov, Czech Republic King Abdullah Univ Sci & Technol, Div Biol & Environm Sci & Engn, Thuwal, Saudi Arabia

Schmoeckel, Sandra M.
论文数: 0 引用数: 0
h-index: 0
机构:
King Abdullah Univ Sci & Technol, Div Biol & Environm Sci & Engn, Thuwal, Saudi Arabia King Abdullah Univ Sci & Technol, Div Biol & Environm Sci & Engn, Thuwal, Saudi Arabia

Negrao, Sonia
论文数: 0 引用数: 0
h-index: 0
机构:
King Abdullah Univ Sci & Technol, Div Biol & Environm Sci & Engn, Thuwal, Saudi Arabia King Abdullah Univ Sci & Technol, Div Biol & Environm Sci & Engn, Thuwal, Saudi Arabia

Santelia, Diana
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Zurich, Inst Plant & Microbial Biol, Zurich, Switzerland King Abdullah Univ Sci & Technol, Div Biol & Environm Sci & Engn, Thuwal, Saudi Arabia

Trtilek, Martin
论文数: 0 引用数: 0
h-index: 0
机构:
PSI, Drasov, Czech Republic King Abdullah Univ Sci & Technol, Div Biol & Environm Sci & Engn, Thuwal, Saudi Arabia

Tester, Mark
论文数: 0 引用数: 0
h-index: 0
机构:
King Abdullah Univ Sci & Technol, Div Biol & Environm Sci & Engn, Thuwal, Saudi Arabia King Abdullah Univ Sci & Technol, Div Biol & Environm Sci & Engn, Thuwal, Saudi Arabia

Julkowska, Magdalena M.
论文数: 0 引用数: 0
h-index: 0
机构:
King Abdullah Univ Sci & Technol, Div Biol & Environm Sci & Engn, Thuwal, Saudi Arabia King Abdullah Univ Sci & Technol, Div Biol & Environm Sci & Engn, Thuwal, Saudi Arabia

Panzarova, Klara
论文数: 0 引用数: 0
h-index: 0
机构:
PSI, Drasov, Czech Republic King Abdullah Univ Sci & Technol, Div Biol & Environm Sci & Engn, Thuwal, Saudi Arabia
[8]
Spatially discriminating Russian wheat aphid induced plant stress from other wheat stressing factors
[J].
Backoulou, Georges F.
;
Elliott, Norman C.
;
Giles, Kristopher
;
Phoofolo, Mpho
;
Catana, Vasile
;
Mirik, Mustafa
;
Michels, Jerry
.
COMPUTERS AND ELECTRONICS IN AGRICULTURE,
2011, 78 (02)
:123-129

Backoulou, Georges F.
论文数: 0 引用数: 0
h-index: 0
机构:
Oklahoma State Univ, OSU Entomol & Plant Pathol, Noble Res Ctr 127, Stillwater, OK 74078 USA Oklahoma State Univ, OSU Entomol & Plant Pathol, Noble Res Ctr 127, Stillwater, OK 74078 USA

Elliott, Norman C.
论文数: 0 引用数: 0
h-index: 0
机构:
ARS, USDA, Stillwater, OK 74075 USA Oklahoma State Univ, OSU Entomol & Plant Pathol, Noble Res Ctr 127, Stillwater, OK 74078 USA

Giles, Kristopher
论文数: 0 引用数: 0
h-index: 0
机构: Oklahoma State Univ, OSU Entomol & Plant Pathol, Noble Res Ctr 127, Stillwater, OK 74078 USA

Phoofolo, Mpho
论文数: 0 引用数: 0
h-index: 0
机构: Oklahoma State Univ, OSU Entomol & Plant Pathol, Noble Res Ctr 127, Stillwater, OK 74078 USA

Catana, Vasile
论文数: 0 引用数: 0
h-index: 0
机构: Oklahoma State Univ, OSU Entomol & Plant Pathol, Noble Res Ctr 127, Stillwater, OK 74078 USA

Mirik, Mustafa
论文数: 0 引用数: 0
h-index: 0
机构:
Texas AgriLife Res, S Vernon, TX 76385 USA Oklahoma State Univ, OSU Entomol & Plant Pathol, Noble Res Ctr 127, Stillwater, OK 74078 USA

Michels, Jerry
论文数: 0 引用数: 0
h-index: 0
机构:
Texas AgriLife Res & Extens Ctr, W Amarillo, TX 79106 USA Oklahoma State Univ, OSU Entomol & Plant Pathol, Noble Res Ctr 127, Stillwater, OK 74078 USA
[9]
Hyperspectral and Thermal Imaging of Oilseed Rape (Brassica napus) Response to Fungal Species of the Genus Alternaria
[J].
Baranowski, Piotr
;
Jedryczka, Malgorzata
;
Mazurek, Wojciech
;
Babula-Skowronska, Danuta
;
Siedliska, Anna
;
Kaczmarek, Joanna
.
PLOS ONE,
2015, 10 (03)

Baranowski, Piotr
论文数: 0 引用数: 0
h-index: 0
机构:
Polish Acad Sci, Inst Agrophys, PL-20236 Lublin, Poland Polish Acad Sci, Inst Agrophys, PL-20236 Lublin, Poland

Jedryczka, Malgorzata
论文数: 0 引用数: 0
h-index: 0
机构:
Polish Acad Sci, Inst Plant Genet, Poznan, Poland Polish Acad Sci, Inst Agrophys, PL-20236 Lublin, Poland

Mazurek, Wojciech
论文数: 0 引用数: 0
h-index: 0
机构:
Polish Acad Sci, Inst Agrophys, PL-20236 Lublin, Poland Polish Acad Sci, Inst Agrophys, PL-20236 Lublin, Poland

Babula-Skowronska, Danuta
论文数: 0 引用数: 0
h-index: 0
机构:
Polish Acad Sci, Inst Plant Genet, Poznan, Poland Polish Acad Sci, Inst Agrophys, PL-20236 Lublin, Poland

Siedliska, Anna
论文数: 0 引用数: 0
h-index: 0
机构:
Polish Acad Sci, Inst Agrophys, PL-20236 Lublin, Poland Polish Acad Sci, Inst Agrophys, PL-20236 Lublin, Poland

Kaczmarek, Joanna
论文数: 0 引用数: 0
h-index: 0
机构:
Polish Acad Sci, Inst Plant Genet, Poznan, Poland Polish Acad Sci, Inst Agrophys, PL-20236 Lublin, Poland
[10]
Simulating the impact of extreme heat and frost events on wheat crop production: A review
[J].
Barlow, K. M.
;
Christy, B. P.
;
O'Leary, G. J.
;
Riffkin, P. A.
;
Nuttall, J. G.
.
FIELD CROPS RESEARCH,
2015, 171
:109-119

Barlow, K. M.
论文数: 0 引用数: 0
h-index: 0
机构:
Agr Res, Dept Environm & Primary Ind, Rutherglen, Vic 3685, Australia Agr Res, Dept Environm & Primary Ind, Rutherglen, Vic 3685, Australia

Christy, B. P.
论文数: 0 引用数: 0
h-index: 0
机构:
Agr Res, Dept Environm & Primary Ind, Rutherglen, Vic 3685, Australia Agr Res, Dept Environm & Primary Ind, Rutherglen, Vic 3685, Australia

O'Leary, G. J.
论文数: 0 引用数: 0
h-index: 0
机构:
AR, DEPI, Horsham, Vic 3400, Australia Agr Res, Dept Environm & Primary Ind, Rutherglen, Vic 3685, Australia

Riffkin, P. A.
论文数: 0 引用数: 0
h-index: 0
机构:
AR, DEPI, Hamilton, Vic 3300, Australia Agr Res, Dept Environm & Primary Ind, Rutherglen, Vic 3685, Australia

Nuttall, J. G.
论文数: 0 引用数: 0
h-index: 0
机构:
AR, DEPI, Horsham, Vic 3400, Australia Agr Res, Dept Environm & Primary Ind, Rutherglen, Vic 3685, Australia