ArticlePlanta2022
Integration of high-throughput phenotyping with anatomical traits of leaves to help understanding lettuce acclimation to a changing environment.
Article in Planta, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed, 22 citations in OpenAlex.
- Quantification of lettuce leaf DUS test traits and phenotypic fingerprint construction for variety identification.Plant phenomics (Washington, D.C.) · 2026Article
- Modern approaches and future prospects in lettuce breeding for controlled environment agriculture.Frontiers in plant science · 2026Review
- Leaf anatomical traits shape lettuce physiological response to vapor pressure deficit and light intensity.Planta · 2025Article
- Innovative multi-scale approach to study the phenotypic variation of seedling leaves in four weedy Amaranthus species.Plant biology (Stuttgart, Germany) · 2025Article
- Morphological and Photosynthetic Pigment Screening of Four Microgreens Species Exposed to Heavy Ions.Plants (Basel, Switzerland) · 2024Article
- Comparison of the Photosynthesis, Hydraulic Properties, and Anatomy ofPlants (Basel, Switzerland) · 2024Article
- Deciphering desiccation tolerance in wild eggplant species: insights from chlorophyll fluorescence dynamics.BMC plant biology · 2024Article
- Implementation of theoretical non-photochemical quenching (NPQScientific reports · 2024Article
- Photosynthetic characteristics ofFrontiers in plant science · 2024Article
- Engaging Precision Phenotyping to Scrutinize Vegetative Drought Tolerance and Recovery in Chickpea Plant Genetic Resources.Plants (Basel, Switzerland) · 2023Article
- Defining growth requirements of microgreens in space cultivation via biomass production, morpho-anatomical and nutritional traits analysis.Frontiers in plant science · 2023Article
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Authors and funding
5 authors at 2 institutions in 3 countries.
Funding
Abstract
MAIN
conclusionThe combination of image-based phenotyping with in-depth anatomical analysis allows for a thorough investigation of plant physiological plasticity in acclimation, which is driven by environmental conditions and mediated by anatomical traits. Understanding the ability of plants to respond to fluctuations in environmental conditions is critical to addressing climate change and unlocking the agricultural potential of crops both indoor and in the field. Recent studies have revealed that the degree of eco-physiological acclimation depends on leaf anatomical traits, which show stress-induced alterations during organogenesis. Indeed, it is still a matter of debate whether plant anatomy is the bottleneck for optimal plant physiology or vice versa. Here, we cultivated 'Salanova' lettuces in a phenotyping chamber under two different vapor pressure deficits (VPDs; low, high) and watering levels (well-watered, low-watered); then, plants underwent short-term changes in VPD. We aimed to combine high-throughput phenotyping with leaf anatomical analysis to evaluate their capability in detecting the early stress signals in lettuces and to highlight the different degrees of plants' eco-physiological acclimation to the change in VPD, as influenced by anatomical traits. The results demonstrate that well-watered plants under low VPD developed a morpho-anatomical structure in terms of mesophyll organization, stomatal and vein density, which more efficiently guided the acclimation to sudden changes in environmental conditions and which was not detected by image-based phenotyping alone. Therefore, we emphasized the need to complement high-throughput phenotyping with anatomical trait analysis to unveil crop acclimation mechanisms and predict possible physiological behaviors after sudden environmental fluctuations due to climate changes.
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