TY - BOOK AU - Chi,C.M.;Vits,H.;Staba,E.J.;Cooke,T.J.;Hu,W.S. TI - Morphological kinetics and distribution in somatic embryo cultures T2 - Biotechnology and Bioengineering, 44, p.368-378, 1994 KW - DAUCUS CAROTA L KW - EMBRYOS KW - KINETICS KW - MORPHOLOGY KW - PATTERN RECOGNITION KW - IMAGE ANALYSIS N1 - Artículo N2 - The environmental effects on developing somatic embryos should be characterized not only by the growth based on biomass, but also by the morphological properties and size. We have previously developed a discrete classifier to separate developing embryos into distinct morphological classes. In this study, a continuous descriptor using the distributions of magnitude of features representing morphological characteristics and size information was used to describe the developing embryo populations. The identity of the population was examined by comparing either the distributions of all features or of key features. The method was applied to characterize the kinetics of carrot embryo populations cultivated in the presence and absence of triiodobenzoic acid (TIBA), an inhibitor of auxin polar transport. Optimal sample size for morphological characterization was determined by the invariance of feature distributions with further increase in sample size. The overall growth and substrate consumption kinetics were only slightly affected by the presence of TIBA. However, the distribution of morphological features was significantly affected. The features showing the highest statistical significance were related to those corresponding to the roughness. The continuous descriptor for characterizing developing embryo population is potentially useful for quality control in large-scale operations UR - https://drive.google.com/file/d/1tDb2iiAZCV_aJazRUUfGPpiBp219Cu-a/view?usp=drive_link ER -