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 - TY - JOUR A1 - Schwarte, Sandra A1 - Wegner, Fanny A1 - Havenstein, Katja A1 - Groth, Detlef A1 - Steup, Martin A1 - Tiedemann, Ralph T1 - Sequence variation, differential expression, and divergent evolution in starch-related genes among accessions of Arabidopsis thaliana JF - Plant molecular biology : an international journal of fundamental research and genetic engineering N2 - Transitory starch metabolism is a nonlinear and highly regulated process. It originated very early in the evolution of chloroplast-containing cells and is largely based on a mosaic of genes derived from either the eukaryotic host cell or the prokaryotic endosymbiont. Initially located in the cytoplasm, starch metabolism was rewired into plastids in Chloroplastida. Relocation was accompanied by gene duplications that occurred in most starch-related gene families and resulted in subfunctionalization of the respective gene products. Starch-related isozymes were then evolutionary conserved by constraints such as internal starch structure, posttranslational protein import into plastids and interactions with other starch-related proteins. 25 starch-related genes in 26 accessions of Arabidopsis thaliana were sequenced to assess intraspecific diversity, phylogenetic relationships, and modes of selection. Furthermore, sequences derived from additional 80 accessions that are publicly available were analyzed. Diversity varies significantly among the starch-related genes. Starch synthases and phosphorylases exhibit highest nucleotide diversities, while pyrophosphatases and debranching enzymes are most conserved. The gene trees are most compatible with a scenario of extensive recombination, perhaps in a Pleistocene refugium. Most genes are under purifying selection, but disruptive selection was inferred for a few genes/substitutiones. To study transcript levels, leaves were harvested throughout the light period. By quantifying the transcript levels and by analyzing the sequence of the respective accessions, we were able to estimate whether transcript levels are mainly determined by genetic (i.e., accession dependent) or physiological (i.e., time dependent) parameters. We also identified polymorphic sites that putatively affect pattern or the level of transcripts. KW - Arabidopsis thaliana KW - Divergent evolution KW - Intraspecific genetic variation KW - Positive selection KW - Starch metabolizing enzymes KW - Transcript levels Y1 - 2015 U6 - https://doi.org/10.1007/s11103-015-0293-2 SN - 0167-4412 SN - 1573-5028 VL - 87 IS - 4-5 SP - 489 EP - 519 PB - Springer CY - Dordrecht ER -