ReviewPlant methods2021
Raman spectroscopy enables phenotyping and assessment of nutrition values of plants: a review.
Review in Plant methods, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
18 citing papers in PubMed, 56 citations in OpenAlex.
- Integrating hyperspectral reflectance and machine learning for rapid diagnosis of nutrient deficiencies in greenhouse chrysanthemum leaves.BMC plant biology · 2026Article
- Review
- Selection of Optimal Diagnostic Positions for Early Nutrient Deficiency in Cucumber Leaves Based on Spatial Distribution of Raman Spectra.Plants (Basel, Switzerland) · 2025Article
- Raman spectroscopy for agricultural applications.Frontiers in plant science · 2025Article
- Integrating Raman spectroscopy and optical meters for nitrogen management in broccoli seedlings.Frontiers in plant science · 2025Article
- Decellularized Persian walnut leaf (Frontiers in bioengineering and biotechnology · 2025Article
- The "plant neurobiology" revolution.Plant signaling & behavior · 2024Review
- Biochemical and Physiological Responses of Weeds to the Application of a Botanical Herbicide Based on Cinnamon Essential Oil.Plants (Basel, Switzerland) · 2024Article
- Research Progress of Spectral Imaging Techniques in Plant Phenotype Studies.Plants (Basel, Switzerland) · 2024Review
- Harnessing Raman spectroscopy for the analysis of plant diversity.Scientific reports · 2024Article
- Elucidation of sex from mature Palmer amaranth (RSC advances · 2024Article
- Rapid discrimination between wild and cultivatedCurrent research in food science · 2024Article
- Diagnosing arsenic-mediated biochemical responses in rice cultivars using Raman spectroscopy.Frontiers in plant science · 2024Article
- Article
- Raman Method in Identification of Species and Varieties, Assessment of Plant Maturity and Crop Quality-A Review.Molecules (Basel, Switzerland) · 2022Review
- Raman Spectroscopy Applications in Grapevine: Metabolic Analysis of Plants Infected by Two Different Viruses.Frontiers in plant science · 2022Article
- Raman Spectroscopy and Machine Learning for Agricultural Applications: Chemometric Assessment of Spectroscopic Signatures of Plants as the Essential Step Toward Digital Farming.Frontiers in plant science · 2022Article
- Leaf reflectance can surrogate foliar economics better than physiological traits across macrophyte species.Plant methods · 2021Article
Corrections and comments
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Authors and funding
2 authors at 1 institution in 1 country.
Funding
Abstract
Our civilization has to enhance food production to feed world's expected population of 9.7 billion by 2050. These food demands can be met by implementation of innovative technologies in agriculture. This transformative agricultural concept, also known as digital farming, aims to maximize the crop yield without an increase in the field footprint while simultaneously minimizing environmental impact of farming. There is a growing body of evidence that Raman spectroscopy, a non-invasive, non-destructive, and laser-based analytical approach, can be used to: (i) detect plant diseases, (ii) abiotic stresses, and (iii) enable label-free phenotyping and digital selection of plants in breeding programs. In this review, we critically discuss the most recent reports on the use of Raman spectroscopy for confirmatory identification of plant species and their varieties, as well as Raman-based analysis of the nutrition value of seeds. We show that high selectivity and specificity of Raman makes this technique ideal for optical surveillance of fields, which can be used to improve agriculture around the world. We also discuss potential advances in synergetic use of RS and already established imaging and molecular techniques. This combinatorial approach can be used to reduce associated time and cost, as well as enhance the accuracy of diagnostics of biotic and abiotic stresses.
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Registered trials
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.