ArticleFrontiers in plant science2016
Non-destructive Phenotyping of Lettuce Plants in Early Stages of Development with Optical Sensors.
Article in Frontiers in plant science, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.
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Who cites it
21 citing papers in PubMed, 48 citations in OpenAlex.
- Differential Impact of SiOPlants (Basel, Switzerland) · 2025Article
- Characterisation of combined abiotic and biotic stresses effects on lettuce plantsFrontiers in plant science · 2025Article
- Sensing Technologies for Outdoor/Indoor Farming.Biosensors · 2024Review
- Multimodal Data Fusion for Precise Lettuce Phenotype Estimation Using Deep Learning Algorithms.Plants (Basel, Switzerland) · 2024Article
- Article
- Genetic determinants of lettuce resistance to drop caused by Sclerotinia minor identified through genome-wide association mapping frequently co-locate with loci regulating anthocyanin content.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2023Article
- Genetic and physiological determinants of lettuce partial resistance to Impatiens necrotic spot virus.Frontiers in plant science · 2023Article
- The Nutritional Quality Potential of Microgreens, Baby Leaves, and Adult Lettuce: An Underexploited Nutraceutical Source.Foods (Basel, Switzerland) · 2022Article
- Metabolomics and Physiological Insights into the Ability of Exogenously Applied Chlorogenic Acid and Hesperidin to Modulate Salt Stress in Lettuce Distinctively.Molecules (Basel, Switzerland) · 2021Article
- Proximal Hyperspectral Imaging Detects Diurnal and Drought-Induced Changes in Maize Physiology.Frontiers in plant science · 2021Article
- Seed Priming With Protein Hydrolysates Improves Arabidopsis Growth and Stress Tolerance to Abiotic Stresses.Frontiers in plant science · 2021Article
- Measurement of Environmentally Influenced Variations in Anthocyanin Accumulations inFrontiers in plant science · 2021Article
- Predictive Modeling of a Leaf Conceptual Midpoint Quasi-Color (CMQ) Using an Artificial Neural Network.Sensors (Basel, Switzerland) · 2020Article
- Genome-wide association mapping reveals loci for shelf life and developmental rate of lettuce.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2020Article
- Image-Based High-Throughput Detection and Phenotype Evaluation Method for Multiple Lettuce Varieties.Frontiers in plant science · 2020Article
- Recycling Nutrient Solution Can Reduce Growth Due to Nutrient Deficiencies in Hydroponic Production.Frontiers in plant science · 2020Article
- Phenomic and Physiological Analysis of Salinity Effects on Lettuce.Sensors (Basel, Switzerland) · 2019Article
- Genetic variation and relationship among content of vitamins, pigments, and sugars in baby leaf lettuce.Food science & nutrition · 2019Article
- The genetics of resistance to lettuce drop (Sclerotinia spp.) in lettuce in a recombinant inbred line population from Reine des Glaces × Eruption.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2019Article
- Accuracy, reliability, and timing of visual evaluations of decay in fresh-cut lettuce.PloS one · 2018Article
Corrections and comments
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Authors and funding
3 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Rapid development of plants is important for the production of 'baby-leaf' lettuce that is harvested when plants reach the four- to eight-leaf stage of growth. However, environmental factors, such as high or low temperature, or elevated concentrations of salt, inhibit lettuce growth. Therefore, non-destructive evaluations of plants can provide valuable information to breeders and growers. The objective of the present study was to test the feasibility of using non-destructive phenotyping with optical sensors for the evaluations of lettuce plants in early stages of development. We performed the series of experiments to determine if hyperspectral imaging and chlorophyll fluorescence imaging can determine phenotypic changes manifested on lettuce plants subjected to the extreme temperature and salinity stress treatments. Our results indicate that top view optical sensors alone can accurately determine plant size to approximately 7 g fresh weight. Hyperspectral imaging analysis was able to detect changes in the total chlorophyll (RCC) and anthocyanin (RAC) content, while chlorophyll fluorescence imaging revealed photoinhibition and reduction of plant growth caused by the extreme growing temperatures (3 and 39°C) and salinity (100 mM NaCl). Though no significant correlation was found between
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.