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Deciphering the Green Code: A Comprehensive Guide to Metabolite Extraction from Plants

2024-08-16



1. Importance of Metabolite Extraction in Plant Research

1. Importance of Metabolite Extraction in Plant Research

Metabolite extraction is a pivotal aspect of plant research, playing a fundamental role in understanding the complex biochemical processes within plants. This process involves the isolation of small molecules, known as metabolites, which are the end products of cellular processes such as metabolism, signaling, and response to environmental stimuli. The importance of metabolite extraction in plant research can be highlighted in several key areas:

1.1 Understanding Plant Metabolism
Metabolites are the building blocks and intermediates of metabolic pathways. By extracting and analyzing these compounds, researchers can map out the metabolic pathways in plants, which is crucial for understanding how plants grow, develop, and respond to various environmental conditions.

1.2 Identifying Bioactive Compounds
Plants are a rich source of bioactive compounds with potential applications in medicine, nutrition, and agriculture. Metabolite extraction allows for the identification and characterization of these compounds, which can lead to the development of new drugs, nutraceuticals, and crop varieties with improved traits.

1.3 Assessing Plant Health and Stress Response
Metabolite profiles can serve as biomarkers for plant health and stress. By comparing the metabolite profiles of healthy and stressed plants, researchers can gain insights into the plant's stress response mechanisms and develop strategies for improving plant resilience.

1.4 Plant Breeding and Genetic Engineering
Knowledge of plant metabolites and their biosynthetic pathways can inform plant breeding and genetic engineering efforts. By selecting for or modifying genes involved in the production of desirable metabolites, scientists can create plant varieties with enhanced nutritional value, disease resistance, or other beneficial traits.

1.5 Environmental and Ecological Studies
Metabolite extraction is also important in environmental and ecological research. It helps in understanding how plants interact with their environment, including their role in nutrient cycling, symbiotic relationships, and responses to pollution or climate change.

1.6 Development of Analytical Methods
The process of metabolite extraction often drives the development of new analytical techniques and technologies. These advancements can then be applied to other areas of research, contributing to the broader field of analytical chemistry.

1.7 Education and Training
Finally, the study of metabolite extraction is an essential component of plant biology education and training. It provides students and researchers with hands-on experience in biochemical techniques and a deeper understanding of plant systems.

In summary, metabolite extraction is a multifaceted and indispensable part of plant research, contributing to our knowledge of plant biology, chemistry, and ecology, and driving innovation in agriculture, medicine, and environmental science.



2. Types of Metabolites Found in Plants

2. Types of Metabolites Found in Plants

Metabolites are the small molecules that are produced during the metabolic processes of living organisms, including plants. They play crucial roles in various biochemical pathways and are essential for the growth, development, and defense mechanisms of plants. Here, we explore the different types of metabolites commonly found in plants:

Primary Metabolites
- Carbohydrates: These include simple sugars like glucose and fructose, and complex carbohydrates such as starch and cellulose, which are vital for energy storage and structural support.
- Lipids: Fatty acids, triglycerides, and other lipids are essential for energy storage, cell membrane structure, and signaling.
- Amino Acids: The building blocks of proteins, amino acids are critical for protein synthesis and various metabolic processes.
- Nucleotides: The basic units of nucleic acids, nucleotides are essential for DNA and RNA synthesis and energy transfer.

Secondary Metabolites
- Alkaloids: A diverse group of naturally occurring organic compounds with mostly basic properties, alkaloids have important biological functions and are often involved in plant defense mechanisms.
- Terpenoids: A large and diverse class of naturally occurring organic chemicals derived from isoprene units, terpenoids have various roles including defense against herbivores and pathogens.
- Phenolic Compounds: These include flavonoids, tannins, and lignins, which have antioxidant properties and play roles in plant defense, UV protection, and cell wall structure.
- Volatile Organic Compounds (VOCs): These compounds are responsible for the characteristic odors of plants and can serve as signaling molecules or deterrents against pests.

Specialized Metabolites
- Polyketides: Derived from the condensation of acetyl and malonyl units, polyketides have diverse structures and functions, including antibiotic properties.
- Glucosinolates: Specific to the Brassicaceae family, glucosinolates are sulfur-containing compounds that play a role in plant defense and have potential health benefits.
- Carotenoids: These pigments are responsible for the yellow, orange, and red colors in plants and have antioxidant properties, contributing to plant and human health.

Hormones and Growth Regulators
- Auxins: Plant hormones that regulate growth and development, primarily involved in cell elongation.
- Cytokinins: Hormones that promote cell division and shoot initiation.
- Gibberellins: Regulate growth, germination, and flowering, among other processes.
- Abscisic Acid (ABA): A hormone involved in stress response and regulation of stomatal opening.
- Ethylene: A gaseous hormone that influences fruit ripening and senescence.

Other Metabolites
- Vitamins: Essential micronutrients required for various metabolic processes, such as vitamin C and E.
- Organic Acids: Compounds like citric acid, oxalic acid, and malic acid, which are involved in pH regulation and metabolic pathways.

Understanding the types of metabolites present in plants is fundamental to the study of plant biochemistry, physiology, and ecology. Each class of metabolites contributes uniquely to the overall health, defense, and survival strategies of plants in their environments.



3. Principles of Metabolite Extraction Techniques

3. Principles of Metabolite Extraction Techniques

Metabolite extraction from plants is a critical step in plant research, as it allows for the identification and quantification of the wide array of small molecules that are present within plant tissues. These molecules are vital for various biological processes, including growth, defense mechanisms, and responses to environmental stimuli. The principles of metabolite extraction techniques are grounded in the need to efficiently and effectively isolate these compounds without altering their structure or concentration. Here are the key principles that guide the development and application of these techniques:

1. Chemical Compatibility: The extraction solvent must be compatible with the chemical properties of the target metabolites to ensure that they are solubilized without causing degradation or unwanted chemical reactions.

2. Polarity Matching: The polarity of the extraction solvent should be matched to the polarity of the metabolites of interest. This ensures that the solvent can effectively dissolve and extract the target compounds.

3. Efficiency: The extraction process should be efficient in terms of both time and yield, minimizing the amount of solvent used and the duration of the extraction while maximizing the recovery of the target metabolites.

4. Selectivity: While it is often desirable to extract a broad range of metabolites, sometimes selective extraction is necessary to focus on specific classes of compounds, such as lipids, amino acids, or secondary metabolites.

5. Sample Integrity: The extraction process should maintain the integrity of the sample, avoiding damage to the plant tissue that could lead to the release of artifacts or the alteration of metabolite profiles.

6. Reproducibility: The extraction method should be reproducible, providing consistent results across multiple samples and experiments, which is essential for reliable data analysis and comparison.

7. Scalability: The extraction technique should be scalable, allowing for the processing of different sample sizes without compromising the quality of the extraction.

8. Minimization of Contamination: The extraction process should minimize the risk of contamination from the environment, reagents, or equipment, as this can lead to false positives or inaccurate quantification.

9. Environmental and Safety Considerations: The choice of extraction solvent and method should take into account environmental impact and safety, preferring less toxic and more environmentally friendly options when possible.

10. Analytical Compatibility: The extracted metabolites should be compatible with subsequent analytical techniques, such as chromatography, mass spectrometry, or nuclear magnetic resonance (NMR) spectroscopy, without requiring extensive sample preparation or cleanup.

By adhering to these principles, researchers can develop and optimize metabolite extraction techniques that are tailored to the specific needs of their plant research, ensuring that the extracted metabolites are representative of the plant's metabolic profile and suitable for downstream analysis.



4. Common Extraction Methods for Plant Metabolites

4. Common Extraction Methods for Plant Metabolites

Metabolite extraction is a critical step in plant research, as it allows for the isolation and analysis of the diverse chemical compounds present in plants. The choice of extraction method can significantly impact the efficiency, specificity, and reproducibility of the process. Here, we discuss several common extraction methods used for plant metabolites:

1. Solvent Extraction:
Solvent extraction is one of the most widely used methods for metabolite extraction from plant tissues. It involves the use of solvents such as methanol, ethanol, water, or a mixture of these to dissolve and extract metabolites. The choice of solvent depends on the polarity of the target metabolites. Polar solvents like water and methanol are suitable for hydrophilic compounds, while non-polar solvents like hexane or chloroform are used for lipophilic compounds.

2. Ultrasound-Assisted Extraction (UAE):
Ultrasound-assisted extraction uses ultrasonic waves to disrupt cell walls and enhance the diffusion of metabolites into the solvent. This method is efficient, fast, and can improve the extraction yield of both polar and non-polar compounds. It is particularly useful for delicate plant tissues and for extracting thermolabile compounds.

3. Microwave-Assisted Extraction (MAE):
Microwave-assisted extraction employs microwave energy to heat the solvent, which accelerates the extraction process. MAE is known for its high efficiency, short extraction time, and minimal degradation of heat-sensitive compounds. It is suitable for a wide range of metabolites, including thermolabile and high-molecular-weight compounds.

4. Pressurized Liquid Extraction (PLE):
Also known as accelerated solvent extraction, PLE uses high pressure and temperature to enhance the solubility and diffusion of metabolites into the solvent. This method is highly efficient, reproducible, and can be automated, making it suitable for high-throughput applications.

5. Supercritical Fluid Extraction (SFE):
Supercritical fluid extraction utilizes supercritical fluids, typically carbon dioxide, which have properties between liquids and gases. SFE is advantageous for its selectivity, efficiency, and the ability to extract a wide range of compounds without leaving behind solvent residues.

6. Solid-Phase Extraction (SPE):
Solid-phase extraction involves the use of solid-phase materials to selectively adsorb and concentrate target metabolites from a liquid sample. SPE is often used for purification and cleanup steps in metabolite analysis, helping to remove impurities and concentrate the analytes of interest.

7. Cold Maceration and Soxhlet Extraction:
Cold maceration is a simple extraction method where plant material is soaked in a solvent at room temperature for an extended period. Soxhlet extraction is a continuous extraction method that uses a Soxhlet apparatus to repeatedly extract the plant material with fresh solvent, enhancing the extraction efficiency.

8. Enzymatic Hydrolysis:
Enzymatic hydrolysis is used to break down complex molecules, such as glycosides or esterified compounds, into simpler forms that are more easily extracted. This method is particularly useful for the extraction of bound metabolites.

Each of these methods has its advantages and limitations, and the choice of method often depends on the specific requirements of the research, such as the type of metabolites being targeted, the sensitivity and specificity needed, and the scale of the extraction. Researchers may also combine multiple extraction techniques to optimize the recovery of a diverse range of metabolites from plant samples.



5. Sample Preparation for Metabolite Extraction

5. Sample Preparation for Metabolite Extraction

Sample preparation is a critical step in the process of metabolite extraction from plants. It involves several stages that ensure the quality and integrity of the extracted compounds, which are essential for accurate analysis and interpretation of results. Proper sample preparation can significantly impact the success of metabolite extraction and subsequent analysis.

5.1 Collection and Storage of Plant Material
Before extraction can begin, plant material must be carefully collected. The timing of collection can affect the metabolite profile, as different stages of growth and environmental conditions can alter the composition of metabolites within the plant. Once collected, plant samples should be stored under appropriate conditions to prevent degradation. This often involves freezing the samples at low temperatures (typically -80°C) to preserve the metabolites until extraction can be performed.

5.2 Drying and Grinding
Drying is an essential step to remove water, which can interfere with extraction processes. Plant samples are typically air-dried or lyophilized (freeze-dried) to remove moisture. After drying, the plant material is ground into a fine powder using a mortar and pestle, ball mill, or other grinding equipment. Grinding increases the surface area, facilitating better contact between the plant material and the extraction solvent.

5.3 Homogenization
Homogenization ensures that the plant material is uniformly mixed, which is crucial for reproducibility and representative sampling. This step can involve blending, sonication, or mechanical disruption to break down cell walls and membranes, releasing the metabolites for extraction.

5.4 Extraction Buffer and Solvent Selection
The choice of extraction buffer or solvent is critical and depends on the type of metabolites of interest. Polar solvents like water or methanol are suitable for hydrophilic metabolites, while nonpolar solvents like hexane or chloroform are used for lipophilic compounds. Buffers may also be used to maintain a specific pH or ionic strength to optimize metabolite solubility and stability.

5.5 Cleanup and Derivatization
Depending on the complexity of the sample and the sensitivity of the analytical method, cleanup steps may be necessary to remove unwanted compounds, such as proteins, lipids, or pigments. This can be achieved through solid-phase extraction (SPE), liquid-liquid extraction, or other purification techniques. Derivatization may also be performed to enhance the detection of certain metabolites, especially those that are difficult to analyze due to their chemical properties.

5.6 Quality Assessment
Before proceeding with extraction, it is important to assess the quality of the plant material and the prepared samples. This can involve checking for contamination, verifying the absence of degradation products, and ensuring that the sample represents the plant's metabolic state accurately.

5.7 Documentation and Record Keeping
Maintaining detailed records of the sample preparation process is essential for traceability and reproducibility. This includes documenting the plant species, collection site, date of collection, storage conditions, and all steps taken during sample preparation.

Proper sample preparation is fundamental to the success of metabolite extraction from plants. It requires careful consideration of the plant material's nature, the extraction method, and the analytical techniques to be used, ensuring that the extracted metabolites are representative and suitable for downstream applications.



6. Challenges and Considerations in Metabolite Extraction

6. Challenges and Considerations in Metabolite Extraction

Metabolite extraction from plants is a critical step in plant research, but it is not without its challenges and considerations. The complexity of plant matrices, the diversity of metabolites, and the need for high sensitivity and specificity in detection and quantification all contribute to the difficulties inherent in this process.

6.1 Complexity of Plant Matrices:
Plant tissues are complex and can contain a wide range of compounds, including proteins, lipids, and polysaccharides, which can interfere with the extraction of target metabolites. The presence of these compounds can complicate the analysis and necessitate the use of more sophisticated separation and detection techniques.

6.2 Diversity of Metabolites:
Plants produce a vast array of metabolites, including primary and secondary metabolites, which differ in their chemical properties. This diversity requires the development of extraction methods that are capable of handling a wide range of polarities and molecular weights.

6.3 Extraction Efficiency:
Achieving high extraction efficiency is a significant challenge. Some metabolites are tightly bound to cellular structures or present in low concentrations, making them difficult to extract. The efficiency of the extraction process can be influenced by factors such as the choice of solvent, the extraction time, and temperature.

6.4 Sample Degradation:
Metabolites can be sensitive to degradation during the extraction process, especially if the plant material is not handled properly. Enzymatic activities, oxidation, and other chemical reactions can lead to the loss of target compounds, affecting the accuracy of the results.

6.5 Matrix Effects in Mass Spectrometry:
When using mass spectrometry for metabolite analysis, matrix effects can cause ion suppression or enhancement, leading to inaccurate quantification. Strategies such as the use of isotopically labeled internal standards and the optimization of ionization conditions are necessary to mitigate these effects.

6.6 Reproducibility and Standardization:
Ensuring the reproducibility of extraction methods across different laboratories is essential for the reliability of research findings. Standardization of protocols and the use of reference materials can help address this challenge.

6.7 Environmental and Ethical Considerations:
The extraction process should be conducted with consideration for environmental impact and ethical guidelines, especially when working with rare or endangered plant species. The use of environmentally friendly solvents and minimizing the amount of plant material used are important considerations.

6.8 Cost and Time Efficiency:
The cost and time required for metabolite extraction can be significant, particularly when dealing with large-scale studies or when multiple extractions are needed. Developing cost-effective and time-efficient methods is crucial for the practical application of metabolite extraction in research.

6.9 Technological Limitations:
Current technologies may have limitations in terms of sensitivity, resolution, and the ability to detect and quantify a wide range of metabolites. Ongoing advancements in analytical technologies are necessary to overcome these limitations.

6.10 Data Analysis and Interpretation:
The large volumes of data generated from metabolite extraction studies require robust bioinformatics tools for analysis and interpretation. The development and application of such tools are essential for extracting meaningful biological insights from the data.

Addressing these challenges requires a multidisciplinary approach, combining expertise from chemistry, biology, analytical chemistry, and bioinformatics. As the field of metabolomics continues to evolve, it is likely that new methods and technologies will be developed to overcome these challenges and further enhance the extraction and analysis of plant metabolites.



7. Quality Control and Validation of Extraction Procedures

7. Quality Control and Validation of Extraction Procedures

Quality control and validation are essential components of metabolite extraction procedures to ensure the reliability, reproducibility, and accuracy of the results obtained from plant samples. These processes are crucial for maintaining the integrity of the data and for comparing results across different studies.

7.1 Importance of Quality Control in Metabolite Extraction
- Ensuring the purity and concentration of the extracted metabolites.
- Minimizing the risk of contamination or degradation during the extraction process.
- Validating the consistency of the extraction method across different samples and experiments.

7.2 Validation of Extraction Procedures
- Specificity: Confirming that the extraction method selectively isolates the desired metabolites without interference from other compounds.
- Sensitivity: Assessing the method's ability to detect and quantify metabolites at low concentrations.
- Precision: Evaluating the repeatability of the method when performed under the same conditions.
- Accuracy: Comparing the results obtained with the extraction method to a known standard or reference method.
- Recovery: Measuring the efficiency of the method in recovering the metabolites from the matrix.

7.3 Internal Standards and External Calibration
- Using internal standards to correct for any losses during the extraction process.
- Employing external calibration curves to quantify the metabolites accurately.

7.4 Method Development and Optimization
- Systematically varying extraction parameters (e.g., solvent type, temperature, time) to find the optimal conditions.
- Utilizing design of experiments (DoE) to efficiently explore the parameter space and identify the best extraction conditions.

7.5 Robustness Testing
- Assessing the method's performance under small, deliberate variations in conditions to ensure it remains reliable and unaffected by minor changes.

7.6 Documentation and Reporting
- Thorough documentation of all steps in the extraction process, including sample preparation, extraction conditions, and data analysis.
- Reporting all relevant data, including quality control metrics, to allow for independent verification of the results.

7.7 Regulatory Compliance
- Adhering to regulatory guidelines for metabolite extraction, particularly in the context of food safety, environmental monitoring, and pharmaceutical applications.

7.8 Continuous Improvement
- Regularly reviewing and updating extraction procedures based on new findings, technological advancements, and feedback from the scientific community.

7.9 Use of Advanced Analytical Techniques
- Employing techniques such as mass spectrometry and nuclear magnetic resonance (NMR) for comprehensive metabolite profiling and to enhance the quality control process.

7.10 Conclusion
Quality control and validation are integral to the metabolite extraction process, ensuring that the data generated is scientifically sound and can be trusted by researchers, regulators, and other stakeholders. By implementing rigorous quality control measures and continually validating and refining extraction procedures, researchers can advance our understanding of plant metabolites and their roles in various biological processes.



8. Applications of Plant Metabolite Extraction

8. Applications of Plant Metabolite Extraction

Metabolite extraction from plants is a critical step in understanding the biochemical processes and the potential applications of plant-derived compounds. The applications of plant metabolite extraction are diverse and significant, spanning various fields of science and industry. Here are some of the key applications:

8.1 Pharmaceutical Development
Plants are a rich source of bioactive compounds with therapeutic potential. Metabolite extraction is essential for the isolation and characterization of these compounds, which can then be used to develop new drugs or improve existing ones. For example, the alkaloid morphine, derived from the opium poppy, is used for pain relief, and the anticancer drug paclitaxel is derived from the bark of the Pacific yew tree.

8.2 Functional Foods and Nutraceuticals
Plant metabolites, such as vitamins, antioxidants, and polyphenols, are increasingly being incorporated into functional foods and nutraceuticals to promote health and prevent diseases. Metabolite extraction allows for the identification and quantification of these beneficial compounds, ensuring their efficacy and safety in food products.

8.3 Cosmetics and Personal Care
Plant-derived metabolites are widely used in the cosmetics and personal care industry for their skin-friendly properties, such as anti-aging, moisturizing, and anti-inflammatory effects. Extraction techniques help to isolate and purify these compounds for use in various cosmetic formulations.

8.4 Agricultural Biotechnology
Metabolite extraction plays a crucial role in agricultural biotechnology, particularly in the development of genetically modified crops with improved traits. By understanding the metabolic pathways in plants, scientists can manipulate these pathways to enhance crop yield, resistance to pests and diseases, and nutritional content.

8.5 Environmental Monitoring and Remediation
Plant metabolites can serve as bioindicators for environmental monitoring, helping to assess the health of ecosystems and the presence of pollutants. Additionally, certain plants have the ability to extract and metabolize pollutants, a process known as phytoremediation, which can be harnessed for environmental clean-up efforts.

8.6 Flavor and Fragrance Industry
The flavor and fragrance industry relies heavily on plant-derived metabolites for the creation of natural and complex scents. Extraction techniques are used to isolate volatile compounds, such as essential oils and aroma chemicals, which are then used in perfumes, food flavorings, and other products.

8.7 Research and Education
Metabolite extraction is fundamental to plant research, enabling scientists to study plant metabolism, understand plant responses to environmental stimuli, and explore the potential of plants as a source of new compounds. It is also an essential component of educational programs in fields such as botany, biochemistry, and pharmacology.

8.8 Quality Control in the Herbal Medicine Industry
Herbal medicines are increasingly popular, and metabolite extraction is vital for ensuring their quality, safety, and efficacy. Extraction techniques help to standardize herbal products by identifying and quantifying the active ingredients and monitoring their consistency across batches.

8.9 Forensic Science
In forensic science, plant metabolites can provide valuable information in criminal investigations. For instance, the presence of certain plant compounds in a suspect's clothing or on a crime scene can help establish a link to a specific location or activity.

8.10 Biofuels and Bioproducts
Plant metabolites can be used as feedstocks for the production of biofuels and other bioproducts. Metabolite extraction is necessary to identify and isolate these compounds, which can then be converted into sustainable energy sources or bio-based materials.

In conclusion, the applications of plant metabolite extraction are vast and impactful, contributing to advancements in healthcare, agriculture, environmental conservation, and many other areas. As research continues to uncover the potential of plant-derived compounds, the importance of efficient and reliable extraction methods will only grow.



9. Future Perspectives and Technological Advancements

9. Future Perspectives and Technological Advancements

As plant metabolite research continues to expand, the future perspectives and technological advancements in the field are promising. Here are some key areas where we can expect significant progress:

1. Advanced Extraction Techniques:
The development of novel extraction methods that are more efficient, less time-consuming, and capable of extracting a wider range of metabolites will be crucial. Techniques such as accelerated solvent extraction (ASE), microwave-assisted extraction (MAE), and ultrasound-assisted extraction (UAE) are likely to be further refined and combined with other technologies.

2. Integration of Omics Technologies:
The integration of metabolomics with other omics disciplines, such as genomics, transcriptomics, and proteomics, will provide a more holistic understanding of plant metabolism. This multi-omics approach will help in elucidating complex metabolic pathways and their regulation.

3. Automation and High-Throughput Systems:
Automation of extraction and analysis processes will increase the throughput of metabolite studies, allowing for the simultaneous analysis of hundreds or thousands of samples. This will be particularly important for large-scale projects, such as those involving plant breeding or environmental impact studies.

4. Nanotechnology Applications:
The use of nanotechnology in metabolite extraction, such as the application of nanomaterials for enhanced extraction efficiency or the development of nanosensors for in vivo monitoring of metabolite levels, will open new avenues for research.

5. Artificial Intelligence and Machine Learning:
The application of AI and machine learning algorithms to analyze complex metabolomic data sets will improve the accuracy and speed of data interpretation. These technologies can also predict metabolic responses to various stimuli, aiding in the development of stress-tolerant crops or optimized growth conditions.

6. Miniaturization and Microfluidics:
The development of microfluidic devices for metabolite extraction and analysis will allow for the use of smaller sample volumes and reagents, making the process more cost-effective and environmentally friendly.

7. Environmental and Sustainability Considerations:
As the focus on sustainability grows, the development of green chemistry approaches for metabolite extraction will be essential. This includes the use of environmentally benign solvents and energy-efficient extraction techniques.

8. Personalized Plant Breeding:
With the advancement in understanding plant metabolites, personalized plant breeding based on specific metabolic profiles could become a reality. This could lead to the development of crops tailored to individual dietary needs or environmental conditions.

9. Precision Agriculture:
Metabolite extraction and analysis could play a significant role in precision agriculture, where data-driven decisions are made to optimize crop yield and quality. Real-time monitoring of plant metabolites could inform farmers about the health of their crops and the need for interventions.

10. Space Exploration and Extraterrestrial Agriculture:
As space exploration advances, the role of plant metabolite research in developing crops that can thrive in extraterrestrial environments will become increasingly important. Understanding how plants adapt metabolically to different conditions will be crucial for sustaining life on long-duration space missions.

In conclusion, the future of metabolite extraction from plants is bright, with technological advancements set to revolutionize the way we study and utilize plant metabolites. These developments will not only enhance our understanding of plant biology but also have practical implications for agriculture, medicine, and environmental science.

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