Abstract
In this chapter, we describe and discuss our experience of developing high-throughput imaging systems within the Centre for Plant Integrative Biology (CPIB), at the University of Nottingham. After an introductory literature review, a description of the development of robot imaging hardware for high-throughput digital imaging of Arabidopsis thaliana roots inside a growth room is presented. This is followed by a description of the imaging software and techniques that have been developed to analyse such images. The intention of the chapter is to provide an unfamiliar reader with a practical overview of the subject, from the perspective of a team of engineers and computer scientists who have worked together to produce a high-throughput imaging system in active use by plant biologists.
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References
Abramoff MD, Magelhaes PJ, Ram SJ (2004) Image processing with ImageJ. Biophotonics International 11(7):36–42
Armengaud P, Zambaux K, Hills A, Sulpice R, Pattison RJ, Blatt MR, Amtmann A (2009) EZ-Rhizo: integrated software for the fast and accurate measurement of root system architecture. Plant J 57:945–956
Barron JL, Liptay A (1994) Optical flow to measure minute increments in plant growth. Bioimaging 2:57–6
Barron JL, Fleet DJ, Beauchemin SS (1994) Performance of optical flow techniques. Int J Comput Vis 12:43–77
CPIB (2010) CPIB imaging robot resources, available from http://www.cpib.ac.uk/tools-resources/imaging-robots/. Cited 22 Aug 2011
French A, Ubeda-Tomás S, Holman TJ, Bennett MJ, Pridmore T (2009) High-throughput quantification of root growth using a novel image-analysis tool. Plant Physiol 150(4):1784–95
Gregory PJ, Hutchinson DJ, Read DB, Jenneson PM, Gilboy WB, Morton EJ (2003) Non-invasive imaging of roots with high resolution X-Ray micro-tomography. Plant and Soil 255:351–359
Jahnke S, Menzel MI, Dusschoten D, Roeb GW, Buhler J, Minwuyelet S, Blumer P, Temperton VM, Hombach T, Streun M, Beer S, Khodaverdi M, Ziemons K, Coenen HH, Schurr U (2009) Combined MRI-PET dissects dynamic changes in plant structures and functions. The Plant Journal 59:634–644
Le Bot J, Serra V, Fabre J, Draye X, Adamowicz S, Pagè L (2010) DART: a software to analyse root system architecture and development from captured image. Plant Soil 326:261–27
Michener H (1938) The action of ethylene on plant growth. Am J Bot 25:711–720
OMERO (2010). The OMERO Platform http://www.openmicroscopy.org/site/products/omero. Cited 22 Aug 2011
Parry G, Delbarre A, Marchant A, Swarup R, Napier R, Perrot-Rechenmann C, Bennett MJ (2001) Novel auxin transport inhibitors phenocopy the auxin influx carrier mutation aux1. Plant J 25:399–40
Perret JS, Al-Belushi ME, Deadman N (2007) Non-Destructive visualization and quantification of roots using computed tomography. Soil Biology & Biochemistry 39:391–399
Quelhas P, Mendonça A, Campilho A (2010) Optical flow based Arabidopsis thaliana root meristem cell division detection. Lect Notes Comput Sci 6112:217–226
Roberts T, McKenna SJ, Wuyts N, Valentine T, Bengough G (2007) Performance of low-level motion estimation methods for confocal microscopy of plant cells in vivo. IEEE Workshop on Motion and Video Computing (WMVC'07): 13
Roberts T, McKenna SJ, Du C-J, Wuyts N, Valentine T, Bengough AG (2010) Estimating the motion of plant root cells from in vivo confocal laser scanning microscopy images. J Machine Vision Appl 21:921–939
Sethuraman V, Taylor S, French A, Wells D, Pridmore T (2009) Segmentation and tracking of confocal images of Arabidopsis thaliana root cells using automatically-initialised network snakes. In: Proceedings of 3rd International Conference on Bioinformatics and Biomedical Engineering, 2009
Taylor HM, Upchurch DR, McMicheal BL (1990) Applications and limitations of rhizotrons and minirhizotrons for root studies. Plant Soil 129:29–35
Tracy SR, Roberts J, Black CR, McNeill A, Davidson R, Mooney SJ (2010) The X-factor: visualizing undisturbed root architecture in soils using X-ray computed tomography. Journal of Experimental Botany 61:311–313
van As H (2007) Intact plant MRI for the study of cell water relations, membrane permeability, cell-to-cell and long distance water transport. Journal of Experimental Botany 58(4):743–756
Van der Laan P (1934) Der Einfluss von Aethylen auf die Wuchsstoffbildung be aena und Vicia. Rec Trav Bot Neerl 31:691–74
van der Weele CM, Jiang HS, Palaniappan KK, Ivanov VB, Palaniappan K, Baskin TI (2003) A new algorithm for computational image analysis of deformable motion at high spatial and temporal resolution applied to root growth: roughly uniform elongation in the meristem and also, after an abrupt acceleration, in the elongation zone. Plant Physiol 132:1138–114
Walter A, Spies H, Terjung S, Küsters R, Kirchgeßner N, Schurr U (2002) Spatio-temporal dynamics of expansion growth in roots: automatic quantification of diurnal course and temperature response by digital image sequence processing. J Exp Biol 53:689–69
Wright EF, Wells DM, French AP, Howells C, Everitt NM (2009) A low-cost automated focusing system for time-lapse microscopy. Meas Sci Technol 20:027003
Acknowledgements
The authors would like to thank colleagues and collaborators at CPIB and the University of Nottingham, including Chris Payne, Oya Aksoy, Charles Long and Michael Pearce (robot development); Tara Holman, Susana Ubeda-Tomás (sample imaging and RootTrace development); Michael Wilson and Michael Stout (data management). CPIB is funded by the BBSRC and EPSRC Systems Biology Initiative.
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French, A., Wells, D., Everitt, N., Pridmore, T. (2012). High-Throughput Quantification of Root Growth. In: Mancuso, S. (eds) Measuring Roots. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-22067-8_7
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DOI: https://doi.org/10.1007/978-3-642-22067-8_7
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