TY - JOUR A1 - Breuer, David A1 - Nowak, Jacqueline A1 - Ivakov, Alexander A1 - Somssich, Marc A1 - Persson, Staffan A1 - Nikoloski, Zoran T1 - System-wide organization of actin cytoskeleton determines organelle transport in hypocotyl plant cells JF - Proceedings of the National Academy of Sciences of the United States of America N2 - The actin cytoskeleton is an essential intracellular filamentous structure that underpins cellular transport and cytoplasmic streaming in plant cells. However, the system-level properties of actin-based cellular trafficking remain tenuous, largely due to the inability to quantify key features of the actin cytoskeleton. Here, we developed an automated image-based, network-driven framework to accurately segment and quantify actin cytoskeletal structures and Golgi transport. We show that the actin cytoskeleton in both growing and elongated hypocotyl cells has structural properties facilitating efficient transport. Our findings suggest that the erratic movement of Golgi is a stable cellular phenomenon that might optimize distribution efficiency of cell material. Moreover, we demonstrate that Golgi transport in hypocotyl cells can be accurately predicted from the actin network topology alone. Thus, our framework provides quantitative evidence for system-wide coordination of cellular transport in plant cells and can be readily applied to investigate cytoskeletal organization and transport in other organisms. KW - actin KW - cytoskeleton KW - Golgi KW - image processing KW - networks Y1 - 2017 U6 - https://doi.org/10.1073/pnas.1706711114 SN - 0027-8424 VL - 114 SP - E5741 EP - E5749 PB - National Acad. of Sciences CY - Washington ER - TY - JOUR A1 - Apelt, Federico A1 - Breuer, David A1 - Olas, Justyna Jadwiga A1 - Annunziata, Maria Grazia A1 - Flis, Anna A1 - Nikoloski, Zoran A1 - Kragler, Friedrich A1 - Stitt, Mark T1 - Circadian, Carbon, and Light Control of Expansion Growth and Leaf Movement JF - Plant physiology : an international journal devoted to physiology, biochemistry, cellular and molecular biology, biophysics and environmental biology of plants Y1 - 2017 U6 - https://doi.org/10.1104/pp.17.00503 SN - 0032-0889 SN - 1532-2548 VL - 174 SP - 1949 EP - 1968 PB - American Society of Plant Physiologists CY - Rockville ER - TY - JOUR A1 - Apelt, Federico A1 - Breuer, David A1 - Nikoloski, Zoran A1 - Stitt, Mark A1 - Kragler, Friedrich T1 - Phytotyping(4D): a light-field imaging system for non-invasive and accurate monitoring of spatio-temporal plant growth JF - The plant journal N2 - Integrative studies of plant growth require spatially and temporally resolved information from high-throughput imaging systems. However, analysis and interpretation of conventional two-dimensional images is complicated by the three-dimensional nature of shoot architecture and by changes in leaf position over time, termed hyponasty. To solve this problem, Phytotyping(4D) uses a light-field camera that simultaneously provides a focus image and a depth image, which contains distance information about the object surface. Our automated pipeline segments the focus images, integrates depth information to reconstruct the three-dimensional architecture, and analyses time series to provide information about the relative expansion rate, the timing of leaf appearance, hyponastic movement, and shape for individual leaves and the whole rosette. Phytotyping(4D) was calibrated and validated using discs of known sizes, and plants tilted at various orientations. Information from this analysis was integrated into the pipeline to allow error assessment during routine operation. To illustrate the utility of Phytotyping(4D), we compare diurnal changes in Arabidopsis thaliana wild-type Col-0 and the starchless pgm mutant. Compared to Col-0, pgm showed very low relative expansion rate in the second half of the night, a transiently increased relative expansion rate at the onset of light period, and smaller hyponastic movement including delayed movement after dusk, both at the level of the rosette and individual leaves. Our study introduces light-field camera systems as a tool to accurately measure morphological and growth-related features in plants. Significance Statement Phytotyping(4D) is a non-invasive and accurate imaging system that combines a 3D light-field camera with an automated pipeline, which provides validated measurements of growth, movement, and other morphological features at the rosette and single-leaf level. In a case study in which we investigated the link between starch and growth, we demonstrated that Phytotyping(4D) is a key step towards bridging the gap between phenotypic observations and the rich genetic and metabolic knowledge. KW - plant growth KW - hyponasty KW - 3D imaging KW - light-field camera KW - Arabidopsis thaliana KW - pgm KW - technical advance Y1 - 2015 U6 - https://doi.org/10.1111/tpj.12833 SN - 0960-7412 SN - 1365-313X VL - 82 IS - 4 SP - 693 EP - 706 PB - Wiley-Blackwell CY - Hoboken ER -