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      Analysis of Cultivar-Specific Variability in Size-Related Leaf Traits and Modeling of Single Leaf Area in Three Medicinal and Aromatic Plants: Ocimum basilicum L., Mentha Spp., and Salvia Spp.

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          Abstract

          In this study, five allometric models were used to estimate the single leaf area of three well-known medicinal and aromatic plants (MAPs) species, namely basil ( Ocimum basilicum L.), mint ( Mentha spp.), and sage ( Salvia spp.). MAPs world production is expected to rise up to 5 trillion US$ by 2050 and, therefore, there is a high interest in developing research related to this horticultural sector. Calibration of the models was obtained separately for three selected species by analyzing (a) the cultivar variability—i.e., 5 cultivars of basil (1094 leaves), 4 of mint (901 leaves), and 5 of sage (1103 leaves)—in the main two traits related to leaf size (leaf length, L, and leaf width, W) and (b) the relationship between these traits and single leaf area (LA). Validation of the chosen models was obtained for each species using an independent dataset, i.e., 487, 441, and 418 leaves, respectively, for basil (cv. ‘Lettuce Leaf’), mint (cv. ‘Comune’), and sage (cv. ‘Comune’). Model calibration based on fast-track methodologies, such as those using one measured parameter (one-regressor models: L, W, L 2, and W 2) or on more accurate two-regressors models (L × W), allowed to achieve different levels of accuracy. This approach highlighted the importance of considering intra-specific variability before applying any models to a certain cultivar to predict single LA. Eventually, during the validation phase, although modeling of single LA based on W 2 showed a good fitting (R 2 basil = 0.948; R 2 mint = 0.963; R 2 sage = 0.925), the distribution of the residuals was always unsatisfactory. On the other hand, two-regressor models (based on the product L × W) provided the best fitting and accuracy for basil (R 2 = 0.992; RMSE = 0.327 cm 2), mint (R 2 = 0.998; RMSE = 0.222 cm 2), and sage (R 2 = 0.998; RMSE = 0.426 cm 2).

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          Deep learning in agriculture: A survey

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            The evolution and functional significance of leaf shape in the angiosperms

            Angiosperm leaves manifest a remarkable diversity of shapes that range from developmental sequences within a shoot and within crown response to microenvironment to variation among species within and between communities and among orders or families. It is generally assumed that because photosynthetic leaves are critical to plant growth and survival, variation in their shape reflects natural selection operating on function. Several non-mutually exclusive theories have been proposed to explain leaf shape diversity. These include: thermoregulation of leaves especially in arid and hot environments, hydraulic constraints, patterns of leaf expansion in deciduous species, biomechanical constraints, adaptations to avoid herbivory, adaptations to optimise light interception and even that leaf shape variation is a response to selection on flower form. However, the relative importance, or likelihood, of each of these factors is unclear. Here we review the evolutionary context of leaf shape diversification, discuss the proximal mechanisms that generate the diversity in extant systems, and consider the evidence for each the above hypotheses in the context of the functional significance of leaf shape. The synthesis of these broad ranging areas helps to identify points of conceptual convergence for ongoing discussion and integrated directions for future research.
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              Mechanism of leaf-shape determination.

              Biodiversity of plant shape is mainly attributable to biodiversity of leaf shape and the shape of floral organs, the modified leaves. However, the exact mechanisms of leaf-shape determination remain unclear due to the complexity of flat-structure organogenesis that includes the simultaneous cell cycling and cell enlargement in primordia. Recent studies in developmental and molecular genetics have revealed several important aspects of leaf-shape control mechanisms. For example, understanding of polar control in leaf-blade expansion has advanced greatly. A curious phenomenon called "compensated cell enlargement" found in leaf organogenesis studies should also provide interesting clues regarding the mechanisms of multicellular organ development. This paper reviews recent research findings with a focus on leaf development in Arabidopsis thaliana.
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                Author and article information

                Journal
                Plants (Basel)
                Plants (Basel)
                plants
                Plants
                MDPI
                2223-7747
                20 December 2019
                January 2020
                : 9
                : 1
                : 13
                Affiliations
                [1 ]Department of Agricultural Sciences, University of Naples Federico II, 80055 Portici, Italy; maurizio.teobaldelli2@ 123456unina.it (M.T.);
                [2 ]Department of Agriculture, Food and Environment, University of Catania, 95100 Catania, Italy; francesco.giuffrida@ 123456unict.it (F.G.); dromano@ 123456unict.it (D.R.); stefania.toscano@ 123456unict.it (S.T.); cherubino.leonardi@ 123456unict.it (C.L.)
                [3 ]Department of Agriculture and Forest Sciences, Tuscia University, 01100 Viterbo, Italy; carlos.biogas@ 123456gmail.com
                Author notes
                [* ]Correspondence: giucolla@ 123456unitus.it (G.C.); youssef.rouphael@ 123456unina.it (Y.R.); Tel.: +39-(081)-2539134 (Y.R.)
                Author information
                https://orcid.org/0000-0003-1057-385X
                https://orcid.org/0000-0002-4207-576X
                https://orcid.org/0000-0002-4810-2124
                https://orcid.org/0000-0003-4345-4232
                https://orcid.org/0000-0002-3399-3622
                https://orcid.org/0000-0002-1002-8651
                Article
                plants-09-00013
                10.3390/plants9010013
                7020212
                31861772
                41519779-c0f0-405e-b99f-1c138f8f8d64
                © 2019 by the authors.

                Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license ( http://creativecommons.org/licenses/by/4.0/).

                History
                : 16 November 2019
                : 17 December 2019
                Categories
                Article

                basil,calibration,cultivars,leaf phenotypic traits,mint,plant modeling,principal component analysis,sage,validation

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