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Chapter 2 Methods of obtaining drugs from medicinal and aromatic plants 103
tween genotype and phenotype. While traditional approaches often focused on a lim­ited number of proteins, innovations in mass spectrometry and related technologies now allow for the holistic examination of biological systems as unified entities. These technological advancements have also driven the development of new bioinformatics analysis methods, enabling deeper molecular-level insights in proteomics. Although many bioinformatics techniques commonly used in proteomics are adapted from other omics fields, the unique nature of proteomic data necessitates the development of specialized analytical strategies [202].

2.5 Future scope

The drug discovery process has historically been long and labor-intensive, requiring significant effort in sourcing. This process begins with identifying a lead compound for a specific drug target, followed by rigorous optimization and preclinical studies in animal models to assess efficacy and toxicity. These initial steps typically take 5–6 years, and only 1 out of every 5,000 lead compounds advances to human trials. More­over, obtaining final approval from regulatory bodies, such as the U.S. Food and Drug Administration (FDA), adds to the timeline, resulting in an average time of 12 years and high costs for a drug to reach the market [203].
AI has emerged as a transformative force in the pharmaceutical industry, bring­ing the ability to simplify drug development and lower related costs. Experts in the field predict that AI-powered drug discovery methods can shorten the process, and drugs developed by AI could reach the market in a relatively short time [204].
If AI advancements are applied to the plant-based drug discovery process, they could enable the rapid identification of drug candidates, offering time savings com­pared to traditional methods. Using an AI-supported platform, a molecule for obses­sive-compulsive disorder was developed in just one year, marking it as the first AI­invented molecule to enter human trials. Integrating AI with databases containing plant-derived chemical compounds offers a promising path for innovation in drug dis­covery. Rich in bioactive compounds, traditional medicine can benefit from AI’s ana­lytical capabilities to identify and optimize potential therapeutic agents. By leveraging machine learning algorithms, researchers can predict compound efficacy and toxicity, thus accelerating the discovery of new treatments. Successfully combining AI with tra­ditional medicine could bridge gaps in current drug development practices. AI­supported platforms can analyze large datasets to reveal relationships between com­pounds and therapeutic effects, offering a more efficient alternative to traditional trial-and-error methods. This approach not only accelerates drug development but also has the ability to enhance the treatment of rare and neglected illnesses [205].
104 İrem Yıldız Özbaş, Severina Pacifico, and Emre Özbaş

2.6 Conclusion

Medicinal and aromatic plants have been used for therapeutic purposes for centuries. Today, many approved drugs are derived from plants. Since plants host a vast phyto­chemical diversity compared to synthetic molecules, they are an immense source for new drug development. Over the years, research on plants has accumulated enough knowledge to form natural product libraries. However, the existence of plants world­wide whose effects and contents remain unexplored makes them an almost unlimited resource.
New drug discovery and development, whether based on synthetic or natural compounds, is a complex, difficult, and lengthy process. Additionally, the complex na­ture of plants and the intricate chemical structure of their components make the drug development process from plants even more challenging. The process of drug discov­ery from plants generally consists of identifying the source plant, collecting plant ma­terial, performing preliminary treatments, extraction, bioactivity studies, isolation and purification, biological experiments, clinical trials, and optimization. At each stage, various obstacles are encountered, depending on the plant’s characteristics and the methods used. If these obstacles are not overcome, even if the plant’s therapeutic properties are discovered, they cannot be translated into clinical applications. Despite the development of various innovative methods and technologies to overcome these challenges, some issues still persist. Among these issues, the most critical are the lack of standardization, the inability to isolate and purify pure chemical compounds, insuf­ficient elucidation of biological mechanisms, and the limited success of transitioning to controlled clinical trials with very few molecules. To facilitate, accelerate, and ulti­mately succeed in drug discovery and development from plants, innovative drug de­sign methods are essential.
Identifying the source plant is one of the most crucial steps in the drug discovery procedure from medicinal and aromatic plants, as it will influence the success of sub­sequent stages. When identifying candidate plants or plant compounds, the utilization of high-throughput screening (HTS) technologies and virtual screening methods not only increases success but can also significantly speed up the process. Additionally, systematic ethnopharmacological studies will contribute to the plant identification process.
In some diseases and conditions, isolated single compounds from plants do not reflect the therapeutic effect exhibited by the plant. This is due to the synergistic ef­fects exhibited by the components in the plant’s complex structure. To overcome this issue, combinatorial chemical approaches should be used when evaluating drug can­didate compounds obtained from plants. The innovative technologies of the computa­tional molecular design era, along with new analytical and computational techniques, have opened new horizons in the process from plants to drugs.
New analytical technologies and combinatorial chemistry, including artificial in­telligence (AI) and new computational and screening methods, omics technologies for
Chapter 2 Methods of obtaining drugs from medicinal and aromatic plants 105
studying interactions between bioactive molecules and targets, microfluidics for de­signing biological models, and innovative drug design, are methods that have the po­tential for great success in drug discovery from medicinal and aromatic plants and possess unique potential in future studies. Considering that natural products are unique and rich sources for drug discovery, the integration of advanced methods will inevitably lead to an increase in plant-based drugs in the future.

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