Affordable Imaging Lab for Noninvasive Analysis of Biomass and Early Vigour in Cereal Crops

被引:18
作者
Armoniene, Rita [1 ]
Odilbekov, Firuz [1 ]
Vivekanand, Vivekanand [2 ]
Chawade, Aakash [1 ]
机构
[1] Swedish Univ Agr Sci, Dept Plant Breeding, S-23053 Alnarp, Sweden
[2] Malaviya Natl Inst Technol, Ctr Energy & Environm, Jaipur 302017, Rajasthan, India
关键词
EARLY PLANT VIGOR; WHEAT; RESPONSES; PLATFORM; TRAITS; SYSTEM; EFFICIENCY; NITROGEN; STRESS; GROWTH;
D O I
10.1155/2018/5713158
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Plant phenotyping by imaging allows automated analysis of plants for various morphological and physiological traits. In this work, we developed a low-cost RGB imaging phenotyping lab (LCP lab) for low-throughput imaging and analysis using affordable imaging equipment and freely available software. LCP lab comprising RGB imaging and analysis pipeline is set up and demonstrated with early vigour analysis in wheat. Using this lab, a few hundred pots can be photographed in a day and the pots are tracked with QR codes. The software pipeline for both imaging and analysis is built from freely available software. The LCP lab was evaluated for early vigour analysis of five wheat cultivars. A high coefficient of determination (R-2 0.94) was obtained between the dry weight and the projected leaf area of 20-day-old wheat plants and R-2 of 0.9 for the relative growth rate between 10 and 20 days of plant growth. Detailed description for setting up such a lab is provided together with custom scripts built for imaging and analysis. The LCP lab is an affordable alternative for analysis of cereal crops when access to a high-throughput phenotyping facility is unavailable or when the experiments require growing plants in highly controlled climate chambers. The protocols described in this work are useful for building affordable imaging system for small-scale research projects and for education.
引用
收藏
页数:9
相关论文
共 36 条
[1]   Early vigour and allelopathy - two useful traits for enhanced barley and wheat competitiveness against weeds [J].
Bertholdsson, NO .
WEED RESEARCH, 2005, 45 (02) :94-102
[2]   Early detection of nutrient and biotic stress in Phaseolus vulgaris [J].
Chaerle, L. ;
Hagenbeek, D. ;
Vanrobaeys, X. ;
Van Der Straeten, D. .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2007, 28 (16) :3479-3492
[3]   Dissecting the Phenotypic Components of Crop Plant Growth and Drought Responses Based on High-Throughput Image Analysis [J].
Chen, Dijun ;
Neumann, Kerstin ;
Friedel, Swetlana ;
Kilian, Benjamin ;
Chen, Ming ;
Altmann, Thomas ;
Klukas, Christian .
PLANT CELL, 2014, 26 (12) :4636-4655
[4]   Case study: Estimation of sorghum biomass using digital image analysis with Canopeo [J].
Chung, Yong Suk ;
Choi, Sang Chul ;
Silva, Renato Rodrigues ;
Kang, Ji Won ;
Eom, Ji Hee ;
Kim, Changsoo .
BIOMASS & BIOENERGY, 2017, 105 :207-210
[5]   Dynamic quantification of canopy structure to characterize early plant vigour in wheat genotypes [J].
Duan, T. ;
Chapman, S. C. ;
Holland, E. ;
Rebetzke, G. J. ;
Guo, Y. ;
Zheng, B. .
JOURNAL OF EXPERIMENTAL BOTANY, 2016, 67 (15) :4523-4534
[6]   EASY LEAF AREA: AUTOMATED DIGITAL IMAGE ANALYSIS FOR RAPID AND ACCURATE MEASUREMENT OF LEAF AREA [J].
Easlon, Hsien Ming ;
Bloom, Arnold J. .
APPLICATIONS IN PLANT SCIENCES, 2014, 2 (07)
[7]   A Versatile Phenotyping System and Analytics Platform Reveals Diverse Temporal Responses to Water Availability in Setaria [J].
Fahlgren, Noah ;
Feldman, Maximilian ;
Gehan, Malia A. ;
Wilson, Melinda S. ;
Shyu, Christine ;
Bryant, Douglas W. ;
Hill, Steven T. ;
McEntee, Colton J. ;
Warnasooriya, Sankalpi N. ;
Kumar, Indrajit ;
Ficor, Tracy ;
Turnipseed, Stephanie ;
Gilbert, Kerrigan B. ;
Brutnell, Thomas P. ;
Carrington, James C. ;
Mockler, Todd C. ;
Baxter, Ivan .
MOLECULAR PLANT, 2015, 8 (10) :1520-1535
[8]   Lights, camera, action: high-throughput plant phenotyping is ready for a close-up [J].
Fahlgren, Noah ;
Gehan, Malia A. ;
Baxter, Ivan .
CURRENT OPINION IN PLANT BIOLOGY, 2015, 24 :93-99
[9]   Phenotyping shows improved physiological traits and seed yield of transgenic wheat plants expressing the alfalfa aldose reductase under permanent drought stress [J].
Feher-Juhasz, Erzsebet ;
Majer, Petra ;
Sass, Laszlo ;
Lantos, Csaba ;
Csiszar, Jolan ;
Turoczy, Zoltan ;
Mihaly, Robert ;
Mai, Antal ;
Horvath, Gabor V. ;
Vass, Imre ;
Dudits, Denes ;
Pauk, Janos .
ACTA PHYSIOLOGIAE PLANTARUM, 2014, 36 (03) :663-673
[10]   Imaging plants dynamics in heterogenic environments [J].
Fiorani, Fabio ;
Rascher, Uwe ;
Jahnke, Siegfried ;
Schurr, Ulrich .
CURRENT OPINION IN BIOTECHNOLOGY, 2012, 23 (02) :227-235