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ORIGINAL RESEARCH article

Front. Public Health, 04 December 2024
Sec. Substance Use Disorders and Behavioral Addictions

Efficiency and safety of cannabinoid medical use: an analysis of discussions and observed trends on Instagram

  • 1Department of Management, Marketing and Quality Assurance in Pharmacy, National University of Pharmacy of the Ministry of Health of Ukraine, Kharkiv, Ukraine
  • 2Ludwig Boltzmann Institute Digital Health and Patient Safety, Medical University of Vienna, Vienna, Austria
  • 3Organismal and Evolutionary Biology Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland
  • 4Institute of Genetics and Animal Biotechnology of the Polish Academy of Sciences, Magdalenka, Poland
  • 5Department of Biochemical Pharmacology and Drug Design, Institute of Molecular Biology “Roumen Tsanev”, Bulgarian Academy of Sciences, Sofia, Bulgaria
  • 6Faculty of Medicine, Collegium Medicum Cardinal Stefan Wyszyński University in Warsaw, Warsaw, Poland
  • 7Orthopaedic and Rehabilitation Department, Medical University of Warsaw, Warsaw, Poland

Background: Cannabis and its derivatives show encouraging therapeutic effects in the treatment of various diseases. However, further studies are needed to better assess their efficacy and safety. A promising base for research in the field of medicine and additional pharmacovigilance is social networks, in which experience and knowledge are exchanged between researchers, doctors, and patients, as well as information about the potential risks and benefits of using drugs for medical purposes is disseminated. The aim of this study was to investigate the reported efficiency and safety of medical use of cannabinoids in patients using posts on the social media Instagram and analyze the observed trends.

Methods: Social media listening platform Apify was used to collect data with hashtags as of June 4, 2024, including posts from 2023 and 2024, with some data extending into later periods, in compliance with a systematic approach to data collection. The analysis of the data obtained from the research was conducted using the RStudio platform.

Results: The analysis covered 1,466 posts containing hashtags related to cannabinoids. The posts studied were categorized as follows: 33.08% focused on advertising and commercialization, 25.58% on personal experience, 21.35% on other topics, and 19.99% contained educational content. An analysis of overall content relevance found that the majority of Instagram posts (81.79%) related to cannabis and cannabinoid hashtags are relevant. Most of the Instagram posts studied were posters, followed by personal photos and videos. The analysis shows that English dominates the studied category (70.74% of posts), while German, French, Spanish, and other languages also occupy a significant place, emphasizing the importance of a multilingual approach in content analysis. It has been revealed that organizations publish a larger percentage of posts under this study, with a higher percentage of relevance. Personal experience stories receive a significant number of “likes” indicating a strong emotional connection between audience and content. Instagram discussions about cannabinoid treatment support evidence from scientific studies about their effectiveness in treating a range of diseases, such as epilepsy with Lennox–Gastaut and Dravet syndromes, multiple sclerosis, cancer, and HIV-cachexia, nausea and vomiting caused by chemotherapy. At the same time, they emphasize the need for further clinical studies to better assess safety, side effects, and optimal dosages. Advertising and commercial posts can contribute to increased cannabis use, highlighting the need to raise awareness of risks and strengthen preventive measures.

Conclusion: Analysis of content on the social media Instagram can complement traditional scientific research by providing information on the real use of cannabis and its derivatives, contributing to the development of safe and effective recommendations for its use.

Introduction

Currently, there is increasing interest in the medical use of cannabis and its derivatives, which may lead to a broader range of therapeutic options and improved patients’ quality of life when used according to prescribed instructions. For a long time, the status of cannabis as a narcotic substance has prevented its use in medical research and the treatment of various diseases. However, with legalization in a number of US states and in many other countries, interest in its medical use has increased significantly over the past decade (15).

Cannabis contains a variety of biologically active substances, including cannabinoids, terpenoids, flavonoids, and alkaloids. More than 70 cannabinoids are known, but the most studied are three of them: cannabinol (CBN), cannabidiol (CBD), and delta-9-tetrahydrocannabinol (THC). Their main target is cannabinoid receptors of types 1 and 2 found in the human body (type 1: central nervous system (hypocampus, cerebellum, hypothalamus, prefrontal cortex), smooth muscle, myocardium, adipocytes, neurons of the autonomic nervous system; type 2: macrophages, B lymphocytes, spleen, tonsils, bone marrow, vascular endothelium) (6).

Studies by various authors demonstrate the importance of cannabinoid receptors in physiological processes and their therapeutic potential for a variety of diseases. In a study by Zhang et al., the authors found that cannabinoid CB2 receptors are expressed in midbrain dopaminergic neurons. Their activation inhibits the neuronal activity of dopamine and the response to intravenous cocaine administration, which may be significant for psychiatric disorders (7). Evidence for the involvement of genetic cannabinoid receptor polymorphisms in a variety of diseases, including neurological and psychiatric disorders, has been summarized by Vasileiou et al. (8). In the work of Mechoulam et al., CB1 and CB2 receptors have been shown to interact with anandamide and 2-arachidonyl-glycerol, affecting movement coordination and immune functions, expanding the understanding of their role in neurophysiology (9). Studies suggest that cannabinoids, when interacting with CB1 and CB2 receptors, exhibit analgesic and anti-inflammatory effects, as highlighted by the work of Miranda-Cortés et al. and Starowicz et al. (10, 11). These properties make cannabinoids promising for multimodal pain management as well as management of conditions such as seizures, epilepsy, dermatitis, degenerative myelopathies, asthma, diabetes, and glaucoma in humans and animals. Research is underway to separate their psychoactive effects from analgesic properties. The endogenous cannabinoid system, as emphasized by Rodríguez De Fonseca, is a universal signaling system opening new therapeutic avenues for the treatment of various pathologies, including pain, obesity, neurological diseases (such as multiple sclerosis), emotional disorders (including anxiety), and psychiatric disorders such as drug dependence and alcoholism (12). A study conducted by Galiazzo et al. demonstrated the presence of cannabinoid receptors in the gastrointestinal tract of dogs, which may be useful for the therapy of inflammatory bowel diseases (13). Walter et al., reported regulatory role of the endocannabinoid system in neuroinflammation. The authors note that cannabinoids improve MS symptoms in rodent models, opening prospects for the development of new therapies (14).

THC has properties that can cause euphoria and relaxation, as well as enhance sensory perception, making it popular for recreational use. However, CBD, although a component of hemp, does not have such pronounced psychoactive effects. It, conversely, can mitigate the psychoactive properties of THC. In addition, CBD has antioxidant, anti-inflammatory, and neuroprotective properties, which makes it valuable in medical practice. When ingested, they have low bioavailability compared to inhalation methods. There is also a class of synthetic cannabinoids (dronabilone, nabilone, etc.) as well as endogenous cannabinoids (6, 1519).

Cannabinoids have been extensively investigated in the context of their efficacy in the treatment of pain, spasticity in multiple sclerosis and spinal injury, nausea and vomiting induced by chemotherapy, and in the treatment of anorexia associated with HIV and cancer cachexia, epilepsy, Dravet syndrome, Lennox–Gastaut syndrome (2026).

The endocannabinoid system also plays an important role in maintaining gastrointestinal (GI) homeostasis. There is now abundant evidence that cannabis and cannabinoids have anti-inflammatory and antinociceptive effects. This means that many patients with GI pathologies may benefit from their use. Results from several studies support the efficacy of cannabis or cannabinoids in patients with functional GI disorders such as gastroparesis and irritable bowel syndrome, as well as inflammatory bowel disease, non-alcoholic fatty liver disease (NAFLD), and obesity (2729).

However, the potential use of cannabinoids in pharmacology is limited by the presence of narcotic activity, which sometimes exceeds the useful pharmacological effect. The biological activity of cannabinoids is directly related to their effects on cannabinoid receptors of the first and second types. The pharmacological activity of cannabinoids can be predicted depending on the degree of their affinity for certain types of receptors (30).

There are now numerous publications on the possible risks of medical cannabis use. However, in a number of countries (Australia, Germany, Great Britain, Denmark, Canada, the USA, Switzerland, and others), cannabioid-based drugs are registered and approved for medical use (31).

Sativex (nabiximols) is a drug developed for the treatment of pain syndrome, multiple sclerosis, and cancer. It contains a combination of two major cannabinoids, delta-9-tetrahydrocannabinol (THC) and cannabidiol (CBD), and is presented as an oral spray (32). One dose spray (100 μL) contains 2.5 mg CBD and 2.7 mg THC. A titration period is required to reach optimal dose. Doses of greater than 12 sprays per day are not recommended.

Epidiolex (an oral oil) contains pure cannabidiol (CBD) as the active ingredient. It has been developed to treat some forms of epilepsy, including Dravet syndrome and Lennox–Gastaut syndrome, in children and adults. Epidiolex has been approved by the FDA for use in the United States and has received approval from other regulatory authorities in various countries (3234). The recommended starting dosage is 2.5 mg/kg by mouth twice daily (5 mg/kg/day).

Marinol (dronabinol) is a synthetic analogue of delta-9-tetrahydrocannabinol (THC). Marinol is used to reduce nausea and vomiting caused by chemotherapy in patients with cancer, as well as to stimulate appetite in patients with HIV/AIDS who suffer from cachexia (decreased body weight and appetite). It is available as oral capsules (32, 35, 36). To treat anorexia associated with weight loss in adult patients with AIDS, the recommended starting dosage is 2.5 mg taken orally twice daily. For nausea and vomiting associated with chemotherapy in adult patients who have not responded to conventional antiemetics, the suggested starting dosage is 5 mg per square meter of body surface area.

Cesamet (nabilone) is another synthetic THC drug for the treatment of nausea and vomiting resulting from chemotherapy in patients with cancer who have not responded adequately to classical antiemetic therapy (32, 33, 37). Each Cesamet capsule contains 1 mg (2.7 μmol) nabilone. The usual adult dosage is 1 or 2 mg 2 times a day.

However, in addition to registered medicinal products for medical purposes, unprocessed cannabis, standardized cannabis preparations, and cannabis preparations made according to the main and official formulas in the pharmacy can also be used. Access to them varies depending on the legislation of a particular state. It is important to note that in order to minimize risks associated with the medical use of cannabis, strict adherence to quality and safety standards is essential. For example, cannabis sold in Germany must abide by the Good Agricultural and Collection Practices (GACP) and Good Manufacturing Practice (GMP) quality standards. Other quality requirements for flower products include compliance with the German Pharmacopoeia (DAB) Monograph, which, among other things, mandates for flower products a deviation of no more than 10% from the declared THC and CBD value; and European Pharmacopoeia requirements. This includes testing results below certain levels of microbiological quality and heavy metals. Compliance with European Pharmacopoeia standards is also essential, ensuring that microbiological quality and heavy metal levels are within safe limits (38). Discrepancies in the concentrations of active ingredients and high doses of cannabis are associated with impairments in cognitive and motor functions, dependence, mental health issues, as well as effects on the lungs and cardiovascular system. Furthermore, cannabis use can cause significant harm to others and lead to increased healthcare costs (39).

Despite the potential benefits of cannabis, undesirable effects have so far limited its medical use. The undesirable effects of cannabinoids and their derivatives can be both short-term and long-term. Short-term effects of cannabinoids and their derivatives may include altered perception, euphoria, increased sense of appetite, drowsiness, decreased blood pressure, dry mouth, and possible side effects such as anxiety, panic, paranoia, and slowed reactions. While long-term use of cannabinoids and their derivatives may be associated with the development of addiction, cognitive and memory decline, poorer mental health, including possible mood disturbances and depression, and an increased risk of developing serious diseases such as cancer and cardiovascular disorders (4045). Insufficient regulation of medical cannabinoid use programs may contribute to the off-target consumption of cannabis in the population. This could lead to the spread of unregulated recreational use of hemp, potentially negatively impacting health care.

The opinions of researchers on the prospects for use of cannabis for medical purposes vary (4652). There is a need for further studies with more patients and an evaluation of the long-term effects.

Although cannabis may have positive effects on patients with certain medical conditions, there has been an increase in cases of disorders associated with its use. Excessive cannabinoid vomiting syndrome, for example, is becoming more common (53). Therefore, it is important not only to study the therapeutic potential of cannabis but also to analyze its negative adverse reactions.

Social media has become an integral part of our daily lives and has an impact on various areas, including healthcare. They are an important channel for the dissemination of health information (54). Thus, social networks play an important role in pharmacovigilance and medicine, providing education, support, monitoring, and dissemination of information about health and medical services.

One popular social media platform is Instagram. Compared to other social networks, where there are various features such as chats, statuses, and posting photos, Instagram focuses on photos, videos and posters. This clear direction allows attracting users who are passionate about photography, videos, and posters, making it a unique platform in this area. Instagram provides users with the ability to share photos and videos and communicate with friends. Instagram is also heavily used for commercial purposes, healthcare, and medicine. Hashtags on Instagram help users quickly find content on a specific topic or keyword. Support in the form of “likes” reflects the level of social support or interest in content. However, popularity on social media does not always guarantee a high level of medical competence.

In this regard, pharmacoepidemiological studies have long been a source of data and evidence supporting the safety assessment of approved drugs after they enter the market. The ICH M14 guidelines note that studies including data extracted from websites, blogs, social media, and chats may be insufficient, but they can provide supplementary data for hypothesis generation and contextualizing results (55).

The aim of this study was to investigate the reported efficiency and safety of medical use of cannabinoids in patients using posts on the social media Instagram and analyze the observed trends.

Materials and methods

Data source and curation

A qualitative content analysis of cannabinoid posts on Instagram was conducted.

Instagram combines visual content with text, allowing users to share opinions and clear examples of cannabinoid use. In contrast, for example, the X platform focuses on text content, where users post short messages (tweets) up to 280 characters long. It should be noted that Instagram has a significant youth audience, the most vulnerable to cannabinoids, which makes it an important source of data for our research.

Social media listening platform Apify was used to collect data with hashtags as of June 4, 2024 (56). There are several reasons for selecting this platform. Apify integrates with Instagram, ensuring access to data. It also offers flexible data collection settings, enabling the selection of specific hashtags for a more focused analysis. Apify organizes data chronologically, facilitating the examination of current discussions and user opinions at the time of collection. Additionally, Apify can handle big data volumes, essential for analyzing Instagram, where the number of posts and interactions is substantial. The platform supports data export in various formats (Excel, CSV, JSON, etc.), simplifying further processing in analytical tools like RStudio. Apify’s analytical features facilitate the identification of key topics and trends. Importantly, Apify collects only public data, excluding personal information from private profiles. In addition, in recent years, the Web of Science and Scopus databases have presented articles using the Apify platform to analyze data from Instagram and other social networks, which confirms its effectiveness and relevance in scientific research (57, 58).

The posts were extracted using the Apify platform as of June 4, 2024, allowing us to focus on the most relevant information and discussions as of that date. Apify collects posts in chronological order, including those from 2023 and 2024, with some data extending into later periods, in compliance with a systematic approach to data collection.

Instagram hashtags make it easier to find information, expand the reach of content, and allow users to find relevant events and trends, participate in the community, and access a variety of information. For our study, in order to minimize information noise and obtain data only on drugs approved for medical use, we focused on hashtags related to active pharmaceutical ingredients, their derivatives, and registered medicines presented in the British National Formulary or approved by the FDA. We chose the hashtag #Hemp in reference to the active pharmaceutical ingredients derived from hemp and also due to significant user interest (6,308,025 posts). Primary screening revealed that the hashtags #Cannabis, #Marijuana, and #Cesamet were not identified on Instagram as of June 2024, which is related to the platform’s politics and censorship. Instagram has strict rules and algorithms for filtering content that can be linked to drugs or medicines. Under Instagram’s policy, hashtags can be hidden or restricted to prevent the spread of information that goes against community guidelines. This is aimed at complying with regulatory requirements and ensuring the safety of platform users. The study included cannabinoid-related data, including #Cannabinoid, #Tetrahydrocannabinol, #Cannabidiol, #Delta8, #Hemp, #Sativex, #Epidiolex, #Marinol, and #Nabilone.

We selected the first 200 posts for each hashtag for analysis for the following reasons. First, selecting 200 posts is a widely accepted practice in social media research for qualitative analysis (5963), allowing to focus on popular topics and trends of interest to users. Moreover, the assumption is that most users rarely view content beyond the first 200 images in a normal search (57). Secondly, the hashtag #Hemp had significant user interest, with 6,308,025 posts. In contrast, other hashtags related to registered active pharmaceutical ingredients had fewer posts. Selecting 200 posts allowed for an optimal, in-depth qualitative analysis of the most relevant topics.

In our study, we used the Apify platform, which complies with GDPR requirements. In respect of legality, fairness, and transparency, Apify does not hack or unauthorized access to data but provides tools for legally extracting information from open sources. All data is presented anonymously, without mentioning specific accounts or personal data. Concerning goal limitation, the goal of our study is to evaluate the efficacy and safety of the medical use of cannabis. This is important for the development of medical practice and informing the public about the possible risks and benefits. We collect data, such as the text of posts and hashtags, strictly in accordance with this goal, without the need to process personal data. In relation to data minimization, the Apify platform allows us to collect only the data that is needed to meet research objectives. Concerning accuracy, during the analysis process, we regularly check the data for correctness. With consideration of storage limitation, data collected will only be retained for the time required to achieve the study objectives. Envisaging integrity confidentiality, and security, all data is submitted anonymously. Finally, in respect of accountability, no personal data was used during the work.

By default, Apify collects all available data that it can get from Instagram. Some hashtags were less popular and received fewer than 200 posts. The total number of posts collected by the studied hashtags was 1,592. Some of the collected posts were published a decade ago, which may also explain the diversity in the number of posts across the hashtags under investigation. The data obtained are shown in Table 1. Exclusion criteria was that if multiple posts conveyed the same message or information, only one of them was retained in the analysis. Since a post can contain several of the examined hashtags, after removing duplicates, the number of posts for analysis turned out to be 1,466.

Table 1
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Table 1. Distribution of posts with hashtags related to the use of cannabis.

Posts were analyzed by five attributes: post context type, post content, post visual type, post language, and post sharing type (58). The post context type included the following categories: educational, personal experience, advertising/commercialization, and others (posts that do not fall into any of the three previous categories). The post content was also classified as correct or irrelevant. Information related to cannabinoids was considered correct. Information not consistent with cannabinoids, despite hashtags, was assessed as irrelevant. The post visual type was classified as an image or video (personal photo or video, video, poster). All analyzed posts were divided into five main groups according to the language of the text of the first commentary and general visual elements: English, German, French, Spanish, Japanese, and other languages. The type of post sharing was also considered from the point of view of the author of the post: an individual or organization. The number of “likes” associated with each image at the time of its analysis was also collected.

This study does not apply to specific Instagram users. All data is presented anonymously without mentioning specific accounts.

RStudio analysis

The analysis of the data obtained from the research was conducted using the RStudio platform (64). Several built-in packages were used for the analysis, including “tm,” “stringr,” “officer,” “tidytext,” and “dplyr.” Initially, the data were processed to improve their quality and relevance for analysis. This included removing punctuation, numbers, and emojis, achieved using the ‘gsub’ function in R. Although common in social media posts, these elements do not contribute to meaningful text analysis and may distort the results. Further refinement involved excluding common words-specifically personal pronouns, adjectives, and conjunctions-using the ‘remove_words’ function from the “tm” package. This step is critical as it eliminates noise from the data, allowing for a clearer focus on significant terms that reflect user sentiment and thematic content related to cannabinoids. To address variations in word usage, we merged repeated words with different capitalization. This normalization process was facilitated by the “tidytext” package, ensuring that variations of the same word were counted as a single entity, enhancing the accuracy of frequency counting. Words containing ‘hashtags (#)’ were filtered out using regular expressions (‘regex’) from the “stringr” package. This ensured an accurate word frequency count, making sure only relevant terms were included in the analysis. We calculated the frequency of each word present in the cleaned dataset by creating a term-document matrix, which allowed us to quantitatively assess the occurrences of each word. As a result, the “Top 50 most frequently used words” and “Top 50 most frequently co-occurring hashtags” were identified.

Results

A comprehensive review of the content of posts by studied hashtags was carried out, analyzing the distribution by type of context, correctness of information, visual type, language and authorship. The results are shown in Table 2.

Table 2
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Table 2. The main content trends of posts containing hashtags (#Cannabinoid, #Tetrahydrocannabinol, #Cannabidiol, #Delta8, #Hemp, #Sativex, #Epidiolex, #Marinol, and #Nabilone) in the use of cannabis and cannabinoids for medical and recreational purposes on Instagram.

Analysis of overall content relevance revealed that the majority of Instagram posts (81.79%) related to cannabis and cannabinoid hashtags are relevant. This indicates a high level of interest and attention to cannabis topics among users. The presence of irrelevant content (18.21%) is also important to consider, as it shows the presence of some volume of posts that do not fully correspond to the main topic, which may be caused by the widespread use of hashtags to attract attention or the inclusion of related topics.

Based on the analysis of content on Instagram, there are several main trends in posts related to the use of cannabis and cannabinoids. Educational posts occupy almost 20% of the total number of publications and are highly relevant. These materials highlight the importance of information related to research and clinical trials, as well as the health effects of cannabinoids.

The main topics presented in the educational posts cover a wide range of aspects. First, various cannabinoid drugs such as Sativex, Epidiolex, Nabilon, and Marinol are discussed, including their effects and side effects. A comparison of these drugs demonstrates the variety of their uses in the treatment of various conditions, for example, chronic pain, epilepsy, and symptoms of multiple sclerosis.

Second, attention is focused on the potential therapeutic properties of cannabinoids such as cannabidiol, which is being actively investigated for the treatment of chronic pain, fibromyalgia, and anxiety disorders. Cannabidiol has also been shown to be effective in improving sleep quality and reducing insomnia, and its anti-inflammatory properties may aid in recovery from exercise.

Third, the posts highlight the importance of information from medical professionals, including advice and guidance on the use of cannabinoids to optimize treatment and management of symptoms of various diseases.

In addition, educational posts feature conference results, article publications, and reports, suggesting a growing interest in cannabinoids and their role in modern medicine. New approaches to cannabinoid use are discussed. The possibility of their use in combination therapy with other treatment methods is noted. All of these topics highlight the need for further research to confirm their efficacy and safety.

Posts containing information about personal experience make up more than a quarter of all publications and have a high level of relevance (96%). This points out to the greater popularity of the personal stories of users sharing their experiences with cannabis for medical purposes, describing their results and effects. In some cases, posts are presented in the form of personal photos or videos that describe their condition after using cannabinoids.

Posts of an advertising and commercial nature occupy the largest share (33.08%) among all categories, as well as a high level of relevance (91.75%). This highlights the strong promotion and commercial use of cannabis, including advertising of various products and brands. Along with information on the medical use of cannabis, posts promoting various forms of recreational cannabis, such as chewing gum, food, drinks, vapes, etc., are widely presented.

Other posts account for 21.35% of the total number of publications, but have a significantly lower percentage of relevance (31.63%). They include diverse content that does not fall into other categories, perhaps due to a less clear association with the topic of cannabis and cannabinoids. This category included posts on the legalization of cannabis, information on laws and regulations regarding the use of cannabis in various countries and regions, accessibility, and financing. Videos and photos of people using cannabis for recreational purposes were also allocated to this category.

Consequently, educational posts have high relevance and constitute a significant portion of content (19.99%), reflecting the importance of the educational aspect in cannabis discussion. The personal experience of users is also popular and highly relevant (96%), indicating a large number of stories and reviews from real people. Advertising and commercial posts dominate the total (33.08%) and have a high relevance (91.75%), highlighting the commercial promotion of cannabis. It is worth noting that the legal status of recreational cannabis, including chewing, food, drinks, vapes, etc., depends on the country and even the region within the country. Laws can vary significantly from country to country. Other posts have a low level of relevance (31.63%), which may indicate a variety of content that is not always closely related to the main topic. These findings provide insight into how different aspects of cannabis use are represented and discussed on the social network Instagram.

The authors also analyzed different types of visual content on Instagram related to cannabis. Posters dominate all types of content, accounting for more than half of all posts (60.03%). The percentage of relevant posts among them is also high and amounts to 81.59%. Videos make up 12.55% of the total number of posts and also represent a high percentage of relevance (85.87%). Personal videos and personal photos have a high proportion among all posts and also show a high level of relevance, especially personal videos (81.94%).

The authors analyzed the language of the Instagram posts they were posted on. Posts in English account for 70.74% of the total number of posts and dominate the category under study. The percentage of relevant posts among them turned out to be 78.18%. German is the second most common language (13.78%). Posts in German have a high percentage of relevance—92.08%. French and Spanish occupy a significant place among the languages that are highly relevant. Japanese posts account for 1.16% of the total number of posts, with a sufficient percentage of relevance among languages (70.59%). The category “others” includes posts in languages such as Arabic, Chinese, Croatian, Danish, Dutch, Farsi, Finnish, Georgian, Greek, Indonesian, Italian, Korean, Macedonian, Polish, Portuguese, Romanian, Slovenian, Suomalainen, Swedish, Thai, Turkish, and Ukrainian. A good level of relevance was identified for these posts, which emphasizes the importance of a multilingual approach in content analysis.

Analysis of data by authors showed that the majority of posts in the studied category are published by organizations (63.65%). These posts also show a higher percentage of relevance (86.28%) compared to posts posted by individual users (73.92%). It revealed that organizations are taking a more targeted and professional approach to creating cannabis-related content, making their posts more informative and relevant to audiences. These accounts play a key role in informing and promoting cannabis content on Instagram.

Table 3 shows the posts with the most “likes.” Posts with personal stories in English, especially Turkish (high emotional engagement), received a significant number of “likes” which indicates high audience engagement. Educational posts in English and Spanish are also popular, pointing out the importance of providing scientific information on research and practical aspects of cannabis use. Advertising content (German, Portugal) also attracts the attention of the audience. In the “other” category, posts about news related to the legalization of medical marijuana in South Korea received a high “like” rating.

Table 3
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Table 3. Posts with the most “likes.”

The co-occurring hashtags are shown in Figure 1. The hashtags provided show that the focus is on cannabis-based products, especially CBD, and related topics. Hashtags such as #cannabis, #cbdreliefrubs, #cbdoil, and #cbdgummies highlight interest in different forms of CBD and its application for health relief. In addition, hashtags such as #msfighter and #mskämpferin point to a link between cannabis use and the fight against multiple sclerosis.

Figure 1
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Figure 1. Co-occurring hashtags.

The most common words in the posts are given in Figure 2. There is a preponderance of keywords related to CBD and cannabis, THC (tetrahydrocannabinol), in the data presented. It is indicating significant interest in these substances, their uses, and products. It can also be observed that words such as “good,” “help,” and “pain” are associated with positive effects and medical use, which may indicate the popularity of discussions about how CBD and cannabis help in relieving symptoms and improving the overall health of patients.

Figure 2
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Figure 2. Most common words in posts.

As a result of the analysis, the most frequently used co-occurring hashtags, with 50 or more mentions, were identified. They were divided into three main thematic groups: “cannabis medicines and substances,” “health and wellness,” and “community and lifestyle.” The resulting data are presented in Table 4.

Table 4
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Table 4. Most frequently used co-occurring hashtags.

The group “cannabis medicines and substances” includes hashtags related to specific cannabis products, their medical properties, and their uses. This group focuses on medicinal products containing cannabinoids as well as those available on the market. Using such hashtags enables Instagram users and others to find information about cannabis and related products. The second group of “health and wellness” hashtags focuses on the topics of health, wellbeing, and the use of cannabinoids to treat various diseases and maintain overall health. These hashtags reflect interest in the medical and therapeutic aspects of cannabis use, especially in the context of the management of diseases such as epilepsy and multiple sclerosis. They help users find communities and resources that support their health and wellbeing. The third group of hashtags related to “community and lifestyle” creates a space for sharing experiences, self-expression, and mutual support. These hashtags are important for people facing chronic diseases or looking for ways to improve their quality of life. They promote supportive networking and awareness.

Dynamics of the number of posts about cannabinoids on Instagram by category (2022–2024) are presented in Figure 3. The largest increases in advertising/commercialization posts are found, while education and personal experience posts show steady growth, with the most significant jump in personal experience posts. The high number of advertising posts indicates a significant promotion of cannabinoids in the market. This may be due to increasing commercialization and increased interest in the product. The number of educational posts is increasing, reflecting efforts to inform the audience. The medical community is gradually increasing the volume of scientifically based content, but the pace of this growth remains moderate. The increased number of posts with personal stories may indicate an increase in interest in cannabinoids. People are more likely to share their experiences, contributing to the normalization of the topic and strengthening public perception. Category “other” shows consistent growth, indicating an expansion of the discussed cannabinoid aspects. This may indicate a deeper study and a diversity of views on the topic.

Figure 3
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Figure 3. Dynamics of the number of posts about cannabinoids on Instagram by category (2022–2024).

Thus, the medical community should focus on increasing the number of educational posts to improve health literacy. With the rise of advertising and personal experience posts, there is a risk that audiences may be influenced by unverified information or advertising content. To counteract this, the medical community must actively create more educational content that provides accurate, evidence-based information about cannabinoids. These posts can eliminate common misconceptions, provide information about safe use, educate users about potential risks and benefits, and help form an informed attitude toward their use.

The identified main topics of discussion, according to the analysis, are presented below.

Discussion

Educational and personal posts indicate that Sativex, Epidiolex, Marinol, and Nabilone are used in the treatment of various diseases that are difficult to treat with other medications or are not treatable at all. These diseases include epilepsy with Lennox–Gastaut and Dravet syndromes, multiple sclerosis, cancer and HIV cachexia, nausea and vomiting caused by chemotherapy, chronic pain syndrome, and dementia. The presented review offers a ray of hope for effective treatment, but the manifestation of their side effects is concerning. Another issue is that clinical studies are ongoing, and only their completion will allow for definitive conclusions regarding the safety, benefits, and risks of these drugs. However, preliminary studies show that educational and personal posts largely align with clinical data.

We present an analysis of educational and personal posts and clinical studies that demonstrate both the efficacy and potential side effects of these compounds. Additionally, the analysis addresses concerns regarding advertising and commercial posts on Instagram related to the advocacy of recreational cannabis.

Educational posts and personal experience

Epilepsy with Lennox–Gastaut and Dravet syndromes

Epilepsy is a common neurological disorder, the treatment of which is often difficult due to resistance to therapy. Severe forms of epilepsy include Dravet syndrome and Lennox–Gastaut syndrome. Dravet syndrome is a form of epileptic encephalopathy, manifested in the first year of life by treatment-resistant seizures (febrile and afebrile), mental retardation, and myoclonic paroxysms. Lennox–Gastaut syndrome is a serious epileptic encephalopathy in which epileptiform changes can contribute to cognitive impairment (65).

Educational and personal experience-based posts describe the efficacy and side effects of using cannabinoids, cannabidiol, and Epidiolex to treat seizures in patients aged 2 years and older suffering from two rare and severe forms of epilepsy with Lennox–Gastaut and Dravet syndromes. The information presented in these posts correlates with data from recent scientific publications in clinical practice.

For example, meta-analysis data from six randomized clinical trials supports the efficacy of oral cannabidiol as a self-therapy and complementary therapy for seizure control in Dravet syndrome and Lennox–Gastaut syndrome (66). A review of eight randomized controlled trials found that cannabidiol may reduce attack rates in Dravet syndrome and improve overall treatment experience, but also causes decreased appetite and may be associated with adverse mental events (67). An analysis of 50 studies showed stable efficacy and an acceptable safety profile of cannabidiol in short-term use for the treatment of drug-resistant epilepsy; however, efficacy may decrease and the incidence of side effects increase with long-term use (68).

Scientific publications indicate that сannabidiol use is associated with increased incidence and severity of adverse events, including serious side effects and cases leading to dose withdrawal or reduction. Further deeper studies are needed to determine the optimal and safe dosage of cannabidiol in the treatment of epilepsy (69). Cannabidiol used as adjunctive treatment for Dravet syndrome has shown efficacy in reducing the incidence of seizures compared to placebo but is also associated with an increased risk of adverse events such as drowsiness and decreased appetite (70).

Some posts also noted the presence of autistic disorders along with epilepsy. There is evidence that cannabis products can reduce symptoms of autism spectrum disorder, such as hyperactivity, bouts of aggression, sleep problems, and anxiety, as well as improve cognitive function and social interaction. Further studies of these effects and side effects are needed (71).

There is extensive information that Δ9-THK acts as a partial agonist for the CB1 and CB2 receptors belonging to the endocannabinoid system. In addition to this, it can bind to other molecules affecting nervous excitation and inflammatory processes in the nervous system. These effects provide its potential in the therapy of neurological conditions such as epilepsy (72).

Thus, Instagram posts describing the use of cannabinoids to treat epilepsy reflect scientific evidence of the efficacy of cannabidiol in treating seizures in Dravet and Lennox–Gastaut syndromes. However, despite the positive results, adverse effects and the need for further research to optimize therapeutic recommendations and dosages should be considered.

Multiple sclerosis

Multiple sclerosis is a chronic autoimmune disease of the central nervous system that affects people predominantly in their 20s and 40s and is one of the leading causes of non-traumatic disability among adults. Timely diagnosis and effective therapy of the disease can significantly reduce the number of patients with disabilities. The incidence of multiple sclerosis varies and, on average, reaches 8–10 new cases per 100,000 people, with more than 700,000 people living with this diagnosis in Europe and more than 2.5 million worldwide. Despite active research, there are no drugs that completely cure multiple sclerosis. Available treatment focuses on slowing disease progression, reducing exacerbation rates, relieving symptoms, and reducing disability (73).

Spasticity in diffuse sclerosis often causes significant difficulties with movement and can be effectively facilitated by Sativex (nabiximols), which contributes to a decrease in muscle tone and improved coordination (32). This is mentioned in educational posts and descriptions of personal experiences on Instagram. Patients share on social media their positive experience of Sativex use, noting a significant reduction in spasticity and improved overall coordination.

Data from clinical studies confirm the effectiveness of sativex in reducing spasticity and improving the quality of life of patients with scattered sclerosis. For example, an analysis by Dykukha et al. showed that nabiximol spray has no detrimental effect on cognition in patients for up to 12 months of observation (74). Research by Markovà et al. demonstrated significant clinical improvement in spasticity with sativex as adjunctive therapy (75).

In addition, Haupts et al. noted that Sativex significantly improves spasticity symptoms such as pain and bladder problems (76). D’hooghe et al. reported that more than 60% of patients who started Sativex treatment after failures with other remedies noted a significant improvement in spasticity symptoms (77).

Also, Patti et al. and Nicholas et al. confirmed the efficacy of Sativex in reducing spasticity and improving associated symptoms in patients, even in those who did not respond to conventional antispastic drugs (78, 79). It is worth noting that in a number of cases, side effects and difficulties with the availability of the drug can lead to its cancelation or violation of the treatment.

It is reported that patients with multiple sclerosis show changes in the expression of CB1 and CB2 receptors, which may explain the therapeutic potential of cannabinoids in this pathology (80).

Sativex is thus presenting an effective and safe means for alleviating the symptoms of spasticity in patients with disseminated sclerosis, improving their quality of life, and facilitating movement. These findings are confirmed by both scientific research and personal experience of users, highlighted in posts on Instagram. At the same time, the side effects of the drug are usually mild and insignificant, which also emphasizes its safety in long-term therapy.

Cancer and HIV-cachexia. Nausea, vomiting caused by chemotherapy

Cancer cachexia is a complex syndrome characterized by permanent loss of muscle mass and a negative balance of protein and energy, which cannot be compensated by normal nutrition and is caused by a combination of reduced appetite and impaired metabolism. Cachexia syndrome can accompany the course of many diseases, including AIDS. However, the mechanisms leading to the onset of this syndrome may have features depending on the underlying disease (81).

It should also be noted that modern chemotherapy has significantly increased the survival rate of patients with cancer. However, such effective treatments are often accompanied by side effects and complications that make them difficult to fully implement and reduce the quality of life of patients (82). The most common side effects of chemotherapy are nausea and vomiting. Highly emetogenic therapy often leads to dehydration, anorexia, electrolyte disorders, and damage to the mucous membrane of the esophagus and stomach (83).

There is evidence that the endocannabinoid system regulates nausea. This supports the use of cannabinoids in the treatment of nausea and vomiting (84). Additionally, experimental data exist regarding the appetite-stimulating properties of cannabis (85).

Instagram users in the studied posts write about the symptoms of cancer and HIV-associated cachexia, nausea, and vomiting during chemotherapy. In the context of the treatment of cachexia, the use of dronabinol (marinol) is mentioned, which is used to improve appetite and maintain body weight in patients suffering from this condition. There are posts related to the effectiveness of dronabinol and nabilone for the treatment of nausea and vomiting caused by chemotherapy.

While evidence from clinical studies suggests that cannabinoids, including dronabinol and nabilone, can effectively increase appetite in patients with cachexia and cancer and reduce nausea and vomiting with chemotherapy. However, their impact on overall quality of life remains limited, and side effects such as drowsiness, dizziness, and dry mouth can be significant. Moreover, research evidence suggests that while cannabinoids may help manage appetite, their effectiveness in treating depression, anxiety, or stress needs further investigation (8689). More research is needed to assess the long-term effects and benefits of these drugs.

The therapeutic potential of cannabinoids has attracted considerable attention in the field of oncology. As research progresses, various studies reveal the mechanisms through which cannabinoids may contribute to the treatment of cancer pathologies. Mobaleghol et al. have demonstrated that a nanoemulsion containing cannabis extracts has potential effects for the treatment of glioblastoma in both in vitro and in vivo studies (90). Specific molecular targets of phytocannabinoids in breast cancer have been identified through in silico and in vitro studies, indicating their potential therapeutic contribution (91). Besser et al. have found that a combination of cannabinoids targets acute lymphoblastic leukemia of NOTCH1 mutation-induced T cells by modulating an integrated stress response pathway (92). A study by Musa et al. showed that a cannabinoid-enriched product inhibits myeloma cell function by regulating telomeres and the TP53 gene (93). An in silico analysis by Du Plessis et al. predicts that cannabidiol may act as a potential inhibitor of the MAPK pathway in colorectal cancer, suggesting its therapeutic value (94). However, Wang et al. note that although cannabidiol has been shown to have antitumor activity, its use in combination with effector cell-based immunotherapy may reduce the antitumor efficacy of activated NK cells (95). Wright presented a comprehensive review of direct cannabinoid targets, highlighting the effects on various G protein receptors and cation channels (96). Mashabela et al. showed that the anticancer and antiproliferative effects of cannabidiol can be both receptor-dependent and receptor-independent (97). Suzuki et al. investigated how cannabigerolic acid (CBGA) inhibits the TRPM7 ion channel, suggesting its potential impact on cellular functions in cancer, kidney disease, and stroke (98). Thus, research data show that cannabinoids can target a wide range of molecular targets and biochemical pathways against the background of various forms of cancer.

Chronic pain syndrome

Chronic pain syndrome impairs the quality of life of patients, includes two types of pain: nociceptive pain from tissue damage and neuropathic pain associated with damage to the nervous system. This condition can occur in various diseases and injuries, and its treatment requires an integrated approach.

The endocannabinoid system plays a significant role in the perception of pain of various origins. Cannabinoids have demonstrated antinociceptive effects and activity in neuropathic pain (99, 100).

Studies show that cannabinoids help Instagram users to alleviate chronic pain syndrome. There are also posts about the use of cannabinoid drugs in veterinary practice to relieve pain in pets. The scientific literature also presents these effects (101, 102).

However, systematic reviews and meta-analyses suggest that cannabinoids, despite positive user feedback, show limited efficacy in alleviating chronic pain and improving physical functioning and sleep quality. Studies also point to the possibility of temporary side effects such as dizziness and mood changes (103105). More clinical studies are needed to better assess the benefit and safety of cannabinoids in the treatment of chronic pain syndrome.

Dementia

Dementia is accompanied by deterioration in memory, speech, and cognitive functions, and its main causes are Alzheimer’s disease, vascular dementia, and Parkinson’s disease (106). Current treatments have only moderate effects and may have significant side effects (32).

There is evidence that cannabinoids have potential therapeutic efficacy in neurodegenerative diseases (102, 107).

In the investigated Instagram posts, users share their experiences with cannabinoids to manage dementia symptoms. The need for a cautious approach is mentioned, as some patients may experience side effects, such as changes in behavior.

Based on clinical studies, cannabinoids show potential to improve neuropsychiatric symptoms in patients with dementia, but the overall assessment of the quality of these studies remains low. For example, a study of nabilone demonstrated its effectiveness in reducing arousal in patients with Alzheimer’s disease, but the need for careful monitoring of side effects remains urgent task. More research is needed to definitively assess the real-world efficacy and safety of cannabinoids in dementia (108, 109).

The results of recent studies indicate significant therapeutic potential of cannabinoids and their derivatives for the treatment of various neurological diseases, including dementia, ischemic stroke, and Alzheimer’s disease. Basavarajappa et al. consider the potential of little-studied marijuana phytocannabinoids for the treatment of neurological diseases. The authors emphasize that these compounds may exert antioxidant, anti-inflammatory, and immunomodulatory properties (110). Raïch et al. investigate the effect of cannabidiol on CB1 and CB2 receptors in ischemic stroke. The authors found that cannabidiol administration could reduce neuronal damage caused by stroke in experimental animal models (111). Hickey et al. focus on the ability of cannabidiol to modulate oxidative stress and neuroinflammation—key processes in Alzheimer’s disease. According to the authors, the antioxidant and anti-inflammatory properties of cannabidiol may slow down the neurodegenerative processes associated with this disease (112). In a review by Broers et al., the possibilities of using cannabinoids to treat behavioral symptoms of dementia, such as agitation and aggression, are being considered. Low doses of synthetic tetrahydrocannabinol were found to be ineffective; however, more recent studies using high doses of tetrahydrocannabinol/cannabidiol have demonstrated encouraging results, showing efficacy and safety for older patients (113).

Thus, although the investigational compounds require additional study and monitoring of side effects, the promising properties of cannabinoids, such as anti-inflammatory, antioxidant, and neuroprotective effects, open up new possibilities for their clinical application in neurology.

Adverse effects of cannabionoids

Cannabinoids are used to treat various diseases, but their use is limited by their narcotic properties. Long-term cannabis use can lead to addiction syndrome. It should be noted that the addictive component is THC, so non-standardized products pose a health risk, as they may exacerbate side effects. In addition, cannabinoids can cause a variety of other adverse effects.

Users share their experiences with various cannabinoids such as Sativex, Epidiolex, Marinol, and Nabilone and their side effects in the Instagram posts investigated. While educational posts help users better understand how these drugs work and what side effects may be.

An extensive analysis of studies on the safety and efficacy of cannabinoid drugs has lately been conducted. Thus, Bajtel et al., in a meta-analysis, showed that Nabilone causes more cases of drowsiness, dizziness, and dry mouth compared to placebo, while dronabinol is associated with an increased incidence of dry mouth, dizziness, and headache (87). This suggests that further studies are needed to better assess their safety profiles.

In studies conducted by Chesney et al., cannabidiol is found to be well tolerated and causes few serious side effects (114). Despite this, research in this direction continues.

Prieto González et al. noted that nabiximol oral mucosal spray has an acceptable safety profile in the treatment of spasticity and chronic pain, as well as a lower rate of discontinuation due to adverse events compared to other types of pain syndromes (115). An analysis by Wieghorst et al. found a slight negative effect of cannabinoid drugs on cognitive function at low and moderate doses of THC, but long-term use can still adversely affect cognitive abilities (116). Huestis et al. reported cannabidiol to be effective in serious conditions such as Dravet and Lennox–Gastaut syndromes. At the same time, possible side effects and interactions with other medications must be considered before using cannabidiol outside the approved indications (117). According to Zhou et al., analysis of the data revealed that the side effects of Epidiolex mainly coincide with those indicated in the instructions; however, new potential effects, such as cluster seizures and overactive pharyngeal reflex, require additional study (118). Georgieva et al. demonstrated that Epidiolex is well tolerated and highly effective in the long-term treatment of refractory epilepsy, despite the side effects that most often occur in the first months of therapy (119). These studies highlight the need for continued research to better assess the safety of cannabinoid drugs.

In conclusion, it should be noted the risks of other side effects of cannabinoids, as presented in the instructions for use of registered drugs, such as salivation, urinary incontinence, lethargy, hypothermia, mydriasis, hyperacusis, increased serum alkaline phosphatase levels, consciousness disturbances including seizures, ataxia, depression, anxiety, vocalization, as well as symptoms such as diarrhea, vomiting, bradycardia, or tachycardia (3237).

Advertising and “other”

Advertising and commercial posts on Instagram are widely associated with the promotion of recreational cannabinoids, such as chewing gum, chocolate, granola, drinks, vapes, etc. In the posts, the benefits of recreational products are noted as relieving tension, anxious thoughts, feelings of wellbeing, anxiety, and depression, improving mood, euphoria, solving problems with falling asleep, pain relief, increasing sexuality, etc.

Meanwhile, scientific medical publications provide only limited evidence that cannabinoids are effective in treating anxiety disorders, reducing symptoms of PTSD and short-term sleep disturbances. The development of adverse events against the background of taking cannabidiol in some mental disorders has been reported (48). It should be noted that there is a risk of increased cannabis consumption among adolescents and long-term negative effects on their health.

Saavedra et al. point out that cannabis-based compounds can significantly affect the central nervous system in children and adolescents, causing both temporary mood changes and long-term cognitive and sensory processing impairment (120). Lim et al. note that the prevalence of cannabis smoking among adolescents in the United States and Canada increased from 2013 to 2020, necessitating additional preventive measures and strategies to counter this trend (121). Schmidt et al. found that cannabis use was associated with an increased risk of suicidal behavior and attempts among adolescents, particularly with increased frequency of use (122). Allaf et al. emphasize that the legalization or decriminalization of cannabis leads to a significant increase in cases of acute poisoning, especially among pediatric patients, which emphasizes the need for further monitoring and assessment of the impact of changes in legislation on public health (123).

These studies highlight the need to raise awareness of the possible risks and side effects of cannabinoid products, especially among adolescents, and to implement preventive measures and strategies to reduce the negative effects of their use. Moreover, advertising posts often focus on positive aspects, ignoring potential risks and side effects, which reduce awareness of possible harmful consequences. Moreover, advertising can reinforce stereotypes of cannabis as a harmless entertainment substance, ignoring potential health and social risks.

Bahji et al. found that cannabis withdrawal syndrome is common in those who regularly use cannabis (124). This highlights the need to consider this risk when counseling and supporting patients who reduce cannabis use. A link has been identified between the abuse of synthetic cannabinoids and various cardiovascular diseases, which emphasizes the importance of early detection and effective management of these conditions (125). McCartney et al. showed that delta (9)-THA impairs driving quality and cognitive skills, with impairments likely to persist up to 7 h after consumption (126). Acute cannabis use has been reported to result in mild to moderate cognitive impairment, particularly in verbal learning and working memory (127). Preuss et al. noted that cannabis use increases the risk of traffic accidents, especially at high blood THC concentrations (128). Cannabis use leads to a rapid decrease in driving confidence, which is associated with a decrease in driving ability in a simulator and an increase in reaction time. These effects are seen in both regular and occasional drivers (129). A significant increase in cannabis use and its strength of action has been recorded in Europe from 2010 to 2019, accompanied by a rise in the number of cases of cannabis-related problems being treated (130). This highlights the need for increased monitoring and improved data analysis to better assess the impact of changes in cannabis regulation.

Fischer et al. developed 10 recommendations to reduce the risks associated with cannabis use (131). These recommendations include abstaining from early onset and frequent use, preferring low-THC products, avoiding synthetic cannabinoids and non-smoking use methods, and refraining from driving under the influence of cannabis.

These studies highlight the importance of awareness of the risks associated with cannabis use, particularly among young people, and the need to implement preventive measures to reduce the negative effects.

Our findings are consistent with those of other researchers, such as Walker et al., which noted a significant increase in discussions about Delta-8 THC on Twitter from 2020 to 2022, especially through online retailers (132). They also showed significant overlap with content about cannabidiol and other cannabinoid products. To ensure a balanced discussion and inform the public, it is important that public health researchers actively monitor these trends and promote adequate Delta-8 recommendations on social media platforms.

In the “other” category, Instagram users actively discussed the problems of legalizing medical cannabis drugs, access to them for patients, and affordable prices. Instagram users’ discussions are consistent with literature data highlighting the need to address the legalization and financial inclusion of cannabis-based medicines (132, 133).

Martin et al. emphasize the importance of ensuring access to safe, effective, and affordable cannabis-based medicines for treating diseases that do not respond to traditional methods (133). Doctors often worry about possible legal liability for potential harm to patients, which makes them cautious in recommending such drugs. Olson et al. also note concerns about financial toxicity in the use of medical cannabis drugs and highlight the need for financial subsidies to ensure equitable access to effective and safe therapy (134).

In addition, the use of non-standardized and homemade drugs is a problem that requires attention. Thus, a study of homemade cannabis products revealed significant concentrations of Δ9-THC and CBD in chocolate cakes soaked in cannabis, which highlights the problems of accurately measuring cannabinoid levels (135). Risks associated with such products include a high dose, which can lead to excessive consumption and adverse psychological effects.

The study has several limitations. First, we analyzed only nine cannabinoid-related hashtags on the Instagram platform. Secondly, Instagram users do not represent the entire population as a whole, and the studied data reflect the opinions of only those who actively use this social network. The analysis may not fully capture the perspectives of certain age groups, such as older individuals who are less likely to use social media, as well as those without internet access. These factors may limit the representativeness of our sample and affect the generalizability of the results. Social platforms like Facebook, Twitter, or YouTube can provide more information. For primary screening purposes, a limited sample size of posts was selected, allowing for a focus on the main topics and trends related to medical cannabinoid use and a qualitative analysis of available content. Studies of online discussions are time-dependent; in this study, data were collected as of a specific date. Future application of machine learning techniques may significantly enrich the analysis, increase predictive power of results, and facilitate deeper pharmacovigilance of specific products. These limitations highlight the importance of taking a broader and more comprehensive approach to analysis that includes additional hashtags, data from different sources, and spans different time spans.

Conclusion

Analysis of Instagram content showed high relevance of cannabis and cannabinoid-related posts, where educational and personal posts show significant relevance and interest among users. Advertising and commercial posts occupy a significant share, which emphasizes the active promotion of cannabis in everyday life but also indicates the need for closer control over advertising practices. Multilingual content confirms international interest and the need to take into account cultural characteristics. Organizations publishing posts show a higher level of relevance and professionalism in content compared to individual users, making them important sources of information and promotion of the topic of cannabis.

Analysis of the posts showed that personal stories, especially in English and Turkish, receive high engagement and a significant number of “likes,” indicating a strong emotional connection between the audience and the content. Educational posts in English and Spanish highlight the importance of scientific information on cannabis and its use. Promotional content in German and Portuguese is also getting attention, while posts about legalization in South Korea get a high like rating in the “other” category. The main hashtags and keywords indicate a high interest in cannabidiol and tetrahydrocannabinol, their positive effects, and medical use.

Instagram discussions about the use of cannabinoids for the treatment of various diseases demonstrate consistency with scientific research data confirming their effectiveness and the manifestation of side effects. These posts highlight the successful use of cannabinoids to treat epilepsy, multiple sclerosis, cachexia, chronic pain, nausea, vomiting caused by chemotherapy, and dementia. Data from scientific studies confirm that there are enough positive results that indicate the effectiveness of cannabidiol, sativex, and dronabinol in improving the symptoms of these diseases in palliative medicine. Clinical studies show that some cannabinoids are most effective in combination with other drugs, especially when previous therapy has not yielded the desired result or has been ineffective. Despite the ambiguity and controversy of the use of cannabinoids, they are of significant scientific and practical interest in terms of their pharmacological activity. However, posts and scientific publications also highlight the need to consider side effects and interactions with other medications. For a more accurate assessment of their safety and the development of optimal dosages, it is necessary to continue clinical studies.

Advertising and commercial posts can contribute to an increase in cannabis use, which requires increased risk awareness and the introduction of preventive measures. In the “other” category, users are actively discussing the legalization of medical cannabis and patient accessibility, reflecting the need to address these issues at the legislative level. It is important to continue monitoring and researching the health effects of cannabinoids and to develop recommendations to reduce the negative effects of their use.

Overall, social media content analysis can complement traditional scientific research by providing more information about how cannabis is used and perceived in real life and help develop safer and more effective guidelines for its use.

Data availability statement

The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding authors.

Author contributions

OL: Conceptualization, Formal analysis, Writing – original draft, Writing – review & editing. BB: Formal analysis, Writing – review & editing. TW-T: Writing – review & editing. MM: Writing – review & editing. NT: Writing – review & editing. OA: Writing – review & editing. AK: Writing – review & editing. MŁ: Writing – review & editing. AS: Writing – review & editing. AA: Conceptualization, Writing – review & editing.

Funding

The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. The authors thank for the support from the Project: POPUL/SP/0120/2023/01.

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.

Publisher’s note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

References

1. Johnson, JK, and Colby, A. History of Cannabis regulation and medicinal therapeutics: it’s complicated. Clin Ther. (2023) 45:521–6. doi: 10.1016/j.clinthera.2023.04.011

PubMed Abstract | Crossref Full Text | Google Scholar

2. Blanchette, JG, Pacula, RL, Smart, R, Lira, MC, Pessar, SC, and Naimi, TS. The Cannabis policy scale: a new research and surveillance tool for U.S. States J Stud Alcohol Drugs. (2022) 83:829–38. doi: 10.15288/jsad.21-00462

PubMed Abstract | Crossref Full Text | Google Scholar

3. Abuhasira, R, Shbiro, L, and Landschaft, Y. Medical use of cannabis and cannabinoids containing products – regulations in Europe and North America. Eur J Intern Med. (2018) 49:2–6. doi: 10.1016/j.ejim.2018.01.001

PubMed Abstract | Crossref Full Text | Google Scholar

4. Knöss, W, Van De Velde, M, Sandvos, C, and Cremer-Schaeffer, P. Key elements of legal environments for medical use of cannabis in different countries. Bundesgesundheitsbl. (2019) 62:855–60. doi: 10.1007/s00103-019-02969-z

PubMed Abstract | Crossref Full Text | Google Scholar

5. Yeung, AWK, Tzvetkov, NT, Arkells, N, Milella, L, Stankiewicz, AM, Huminiecki, Ł, et al. Molecular neuroscience at its “high”: bibliometric analysis of the most cited papers on endocannabinoid system, cannabis and cannabinoids. J Cannabis Res. (2019) 1:4. doi: 10.1186/s42238-019-0004-y

PubMed Abstract | Crossref Full Text | Google Scholar

6. National Academies of Sciences, Engineering, and Medicine, Health and Medicine Division, Board on Population Health and Public Health Practice, Committee on the Health Effects of Marijuana: An Evidence Review and Research Agenda. The health effects of Cannabis and cannabinoids: the current state of evidence and recommendations for research, The National Academies Collection: Reports funded by National Institutes of Health. Washington (DC): National Academies Press (US) (2017).

Google Scholar

7. Zhang, HY, Gao, M, Liu, QR, Bi, GH, Li, X, Yang, HJ, et al. Cannabinoid CB2 receptors modulate midbrain dopamine neuronal activity and dopamine-related behavior in mice. Proc Natl Acad Sci USA. (2014) 111:E5007–15. doi: 10.1073/pnas.1413210111

PubMed Abstract | Crossref Full Text | Google Scholar

8. Vasileiou, I, Fotopoulou, G, Matzourani, M, Patsouris, E, and Theocharis, S. Evidence for the involvement of cannabinoid receptors’ polymorphisms in the pathophysiology of human diseases. Expert Opin Ther Targets. (2013) 17:363–77. doi: 10.1517/14728222.2013.754426

PubMed Abstract | Crossref Full Text | Google Scholar

9. Mechoulam, R, Ben Shabat, S, Hanuš, L, Fride, E, Vogel, Z, Bayewitch, M, et al. Endogenous cannabinoid ligands — chemical and biological studies. J Lipid Mediat Cell Signal. (1996) 14:45–9. doi: 10.1016/0929-7855(96)01507-6

Crossref Full Text | Google Scholar

10. Miranda-Cortés, A, Mota-Rojas, D, Crosignani-Outeda, N, Casas-Alvarado, A, Martínez-Burnes, J, Olmos-Hernández, A, et al. The role of cannabinoids in pain modulation in companion animals. Front Vet Sci. (2023) 9:1050884. doi: 10.3389/fvets.2022.1050884

PubMed Abstract | Crossref Full Text | Google Scholar

11. Starowicz, K, and Finn, DP. Cannabinoids and pain: sites and mechanisms of action. Adv Pharmacol. (2017) 80:437–75. doi: 10.1016/bs.apha.2017.05.003

Crossref Full Text | Google Scholar

12. Rodríguez De Fonseca, F, Del Arco, I, Bermudez-Silva, FJ, Bilbao, A, Cippitelli, A, and Navarro, M. The endocannabinoid system: physiology and pharmacology. Alcohol Alcohol. (2005) 40:2–14. doi: 10.1093/alcalc/agh110

Crossref Full Text | Google Scholar

13. Galiazzo, G, Giancola, F, Stanzani, A, Fracassi, F, Bernardini, C, Forni, M, et al. Localization of cannabinoid receptors CB1, CB2, GPR55, and PPARα in the canine gastrointestinal tract. Histochem Cell Biol. (2018) 150:187–205. doi: 10.1007/s00418-018-1684-7

Crossref Full Text | Google Scholar

14. Walter, L, and Stella, N. Cannabinoids and neuroinflammation. Br J Pharmacol. (2004) 141:775–85. doi: 10.1038/sj.bjp.0705667

Crossref Full Text | Google Scholar

15. Nichols, JM, and Kaplan, BLF. Immune responses regulated by Cannabidiol. Cannabis Cannabinoid Res. (2020) 5:12–31. doi: 10.1089/can.2018.0073

PubMed Abstract | Crossref Full Text | Google Scholar

16. Nabbout, R, and Thiele, EA. The role of cannabinoids in epilepsy treatment: a critical review of efficacy results from clinical trials. Epileptic Disord. (2020) 22:23–8. doi: 10.1684/epd.2019.1124

PubMed Abstract | Crossref Full Text | Google Scholar

17. Britch, SC, Babalonis, S, and Walsh, SL. Cannabidiol: pharmacology and therapeutic targets. Psychopharmacology. (2021) 238:9–28. doi: 10.1007/s00213-020-05712-8

PubMed Abstract | Crossref Full Text | Google Scholar

18. Gray, RA, and Whalley, BJ. The proposed mechanisms of action of CBD in epilepsy. Epileptic Disord. (2020) 22:10–5. doi: 10.1684/epd.2020.1135

PubMed Abstract | Crossref Full Text | Google Scholar

19. Pagano, C, Navarra, G, Coppola, L, Avilia, G, Bifulco, M, and Laezza, C. Cannabinoids: therapeutic use in clinical practice. IJMS. (2022) 23:3344. doi: 10.3390/ijms23063344

PubMed Abstract | Crossref Full Text | Google Scholar

20. Solmi, M, De Toffol, M, Kim, JY, Choi, MJ, Stubbs, B, Thompson, T, et al. Balancing risks and benefits of cannabis use: umbrella review of meta-analyses of randomised controlled trials and observational studies. BMJ. (2023) 382:e072348. doi: 10.1136/bmj-2022-072348

PubMed Abstract | Crossref Full Text | Google Scholar

21. McParland, AL, Bhatia, A, Matelski, J, Tian, C, Diep, C, Clarke, H, et al. Evaluating the impact of cannabinoids on sleep health and pain in patients with chronic neuropathic pain: a systematic review and meta-analysis of randomized controlled trials. Reg Anesth Pain Med. (2023) 48:180–90. doi: 10.1136/rapm-2021-103431

Crossref Full Text | Google Scholar

22. Bilbao, A, and Spanagel, R. Medical cannabinoids: a pharmacology-based systematic review and meta-analysis for all relevant medical indications. BMC Med. (2022) 20:259. doi: 10.1186/s12916-022-02459-1

PubMed Abstract | Crossref Full Text | Google Scholar

23. Da Silva, RD, Santos Bastos Soares, A, and Dizioli Franco Bueno, C. The use of cannabinoids in children with epilepsy: a systematic review. Epilepsy Behav. (2023) 145:109330. doi: 10.1016/j.yebeh.2023.109330

PubMed Abstract | Crossref Full Text | Google Scholar

24. Kleiner, D, Horváth, IL, Bunduc, S, Gergő, D, Lugosi, K, Fehérvári, P, et al. Nabiximols is efficient as add-on treatment for patients with multiple sclerosis spasticity refractory to standard treatment: a systematic review and meta-analysis of randomised clinical trials. CN. (2023) 21:2505–15. doi: 10.2174/1570159X21666230727094431

PubMed Abstract | Crossref Full Text | Google Scholar

25. Silvinato, A, Floriano, I, and Bernardo, WM. Use of cannabidiol in the treatment of epilepsy: Lennox-Gastaut syndrome, Dravet syndrome, and tuberous sclerosis complex. Rev Assoc Med Bras. (2022) 68:1345–57. doi: 10.1590/1806-9282.2022d689

Crossref Full Text | Google Scholar

26. Borowicz-Reutt, K, Czernia, J, and Krawczyk, M. CBD in the treatment of epilepsy. Molecules. (2024) 29:1981. doi: 10.3390/molecules29091981

PubMed Abstract | Crossref Full Text | Google Scholar

27. Doeve, B, Van Schaik, F, Van De Meeberg, M, and Fidder, H. P448 Cannabis and cannabinoids for the treatment of inflammatory bowel disease: a systematic review and meta-analysis. J Crohn's Colitis. (2019) 13:S335–6. doi: 10.1093/ecco-jcc/jjy222.572

Crossref Full Text | Google Scholar

28. Vinci, A, Ingravalle, F, Bardhi, D, Cesaro, N, Frassino, S, Licata, F, et al. Cannabinoid therapeutic effects in inflammatory bowel diseases: a systematic review and meta-analysis of randomized controlled trials. Biomedicines. (2022) 10:2439. doi: 10.3390/biomedicines10102439

PubMed Abstract | Crossref Full Text | Google Scholar

29. Lim, XY, Tan, TYC, Muhd Rosli, SH, Sa’at, MNF, Sirdar Ali, S, and Syed Mohamed, AF. Cannabis sativa subsp. sativa’s pharmacological properties and health effects: a scoping review of current evidence. PLoS One. (2021) 16:e0245471. doi: 10.1371/journal.pone.0245471

Crossref Full Text | Google Scholar

30. Pertwee, RG. Cannabinoid pharmacology: the first 66 years. Br J Pharmacol. (2006) 147:S163–71. doi: 10.1038/sj.bjp.0706406

PubMed Abstract | Crossref Full Text | Google Scholar

31. Urits, I, Borchart, M, Hasegawa, M, Kochanski, J, Orhurhu, V, and Viswanath, O. An update of current cannabis-based pharmaceuticals in pain medicine. Pain Ther. (2019) 8:41–51. doi: 10.1007/s40122-019-0114-4

PubMed Abstract | Crossref Full Text | Google Scholar

32. Joint Formulary Committee. British National Formulary: September 2022-March 2023. London: BMJ Group and Pharmaceutical Press.

Google Scholar

33. Paediatric Formulary Committee. British National Formulary for children: September 2022-2023. London: BMJ Group and Pharmaceutical Press.

Google Scholar

34. U.S. Food and Drug Administration (FDA). EPIDIOLEX® (cannabidiol) oral solution (2022). Available at: https://www.accessdata.fda.gov/drugsatfda_docs/label/2022/210365s015lbl.pdf (Accessed August 14, 2024).

Google Scholar

35. U.S. Food and Drug Administration (FDA). MARINOL (dronabinol) capsules (2017). Available at: https://www.accessdata.fda.gov/drugsatfda_docs/label/2017/018651s029lbl.pdf (Accessed August 14, 2024).

Google Scholar

36. U.S. Food and Drug Administration (FDA). SYNDROS (dronabinol) oral solution (2017). Available at: https://www.accessdata.fda.gov/drugsatfda_docs/label/2017/205525s003lbl.pdf (Accessed August 14, 2024).

Google Scholar

37. U.S. Food and Drug Administration (FDA). CESAMET (nabilone) (2006). Available at: https://www.accessdata.fda.gov/drugsatfda_docs/label/2006/018677s011lbl.pdf (Accessed August 14, 2024).

Google Scholar

38. Pascual, A. Medical cannabis in Europe: the markets & opportunities. Available at: https://mjbizdaily.com/wp-content/uploads/2021/09/Medical_Cannabis_in_Europe_MJBizDaily.pdf (Accessed November 7, 2024).

Google Scholar

39. Fischer, B, Lindner, SR, and Hall, W. Cannabis use and public health: time for a comprehensive harm-to-others framework. Lancet Public Health. (2022) 7:e808–9. doi: 10.1016/S2468-2667(22)00205-5

Crossref Full Text | Google Scholar

40. Fisher, E, Moore, RA, Fogarty, AE, Finn, DP, Finnerup, NB, Gilron, I, et al. Cannabinoids, cannabis, and cannabis-based medicine for pain management: a systematic review of randomised controlled trials. Pain. (2021) 162:S45–66. doi: 10.1097/j.pain.0000000000001929

PubMed Abstract | Crossref Full Text | Google Scholar

41. Spanagel, R, and Bilbao, A. Approved cannabinoids for medical purposes – comparative systematic review and meta-analysis for sleep and appetite. Neuropharmacology. (2021) 196:108680. doi: 10.1016/j.neuropharm.2021.108680

Crossref Full Text | Google Scholar

42. Watanabe, AH, Navaravong, L, Sirilak, T, Prasitwarachot, R, Nathisuwan, S, Page, RL, et al. A systematic review and meta-analysis of randomized controlled trials of cardiovascular toxicity of medical cannabinoids. J Am Pharm Assoc. (2021) 61:e1–e13. doi: 10.1016/j.japh.2021.03.013

PubMed Abstract | Crossref Full Text | Google Scholar

43. Lo, LA, Christiansen, A, Eadie, L, Strickland, JC, Kim, DD, Boivin, M, et al. Cannabidiol-associated hepatotoxicity: a systematic review and meta-analysis. J Intern Med. (2023) 293:724–52. doi: 10.1111/joim.13627

PubMed Abstract | Crossref Full Text | Google Scholar

44. Pauli, CS, Conroy, M, Vanden Heuvel, BD, and Park, SH. Cannabidiol drugs clinical trial outcomes and adverse effects. Front Pharmacol. (2020) 11:63. doi: 10.3389/fphar.2020.00063

PubMed Abstract | Crossref Full Text | Google Scholar

45. Anciones, C, and Gil-Nagel, A. Adverse effects of cannabinoids. Epileptic Disord. (2020) 22:S1. doi: 10.1684/epd.2019.1125

Crossref Full Text | Google Scholar

46. Barakji, J, Korang, SK, Feinberg, J, Maagaard, M, Mathiesen, O, Gluud, C, et al. Cannabinoids versus placebo for pain: a systematic review with meta-analysis and Trial sequential analysis. PLoS One. (2023) 18:e0267420. doi: 10.1371/journal.pone.0267420

Crossref Full Text | Google Scholar

47. Abdallah, FW, Hussain, N, Weaver, T, and Brull, R. Analgesic efficacy of cannabinoids for acute pain management after surgery: a systematic review and meta-analysis. Reg Anesth Pain Med. (2020) 45:509–19. doi: 10.1136/rapm-2020-101340

PubMed Abstract | Crossref Full Text | Google Scholar

48. Black, N, Stockings, E, Campbell, G, Tran, LT, Zagic, D, Hall, WD, et al. Cannabinoids for the treatment of mental disorders and symptoms of mental disorders: a systematic review and meta-analysis. Lancet Psychiatry. (2019) 6:995–1010. doi: 10.1016/S2215-0366(19)30401-8

PubMed Abstract | Crossref Full Text | Google Scholar

49. To, J, Davis, M, Sbrana, A, Alderman, B, Hui, D, Mukhopadhyay, S, et al. MASCC guideline: cannabis for cancer-related pain and risk of harms and adverse events. Support Care Cancer. (2023) 31:202. doi: 10.1007/s00520-023-07662-1

PubMed Abstract | Crossref Full Text | Google Scholar

50. Pisani, S, McGoohan, K, Velayudhan, L, and Bhattacharyya, S. Safety and tolerability of natural and synthetic cannabinoids in older adults: a systematic review and meta-analysis of open-label trials and observational studies. Drugs Aging. (2021) 38:887–910. doi: 10.1007/s40266-021-00882-2

PubMed Abstract | Crossref Full Text | Google Scholar

51. Campos, DA, Mendivil, EJ, Romano, M, García, M, and Martínez, ME. A systematic review of medical cannabinoids dosing in human. Clin Ther. (2022) 44:e39–58. doi: 10.1016/j.clinthera.2022.10.003

Crossref Full Text | Google Scholar

52. Guggisberg, J, Schumacher, M, Gilmore, G, and Zylla, DM. Cannabis as an anticancer agent: a review of clinical data and assessment of case reports. Cannabis Cannabinoid Res. (2022) 7:24–33. doi: 10.1089/can.2021.0045

PubMed Abstract | Crossref Full Text | Google Scholar

53. DeVuono, MV, and Parker, LA. Cannabinoid hyperemesis syndrome: a review of potential mechanisms. Cannabis and Cannabinoid Res. (2020) 5:132–44. doi: 10.1089/can.2019.0059

PubMed Abstract | Crossref Full Text | Google Scholar

54. Hussain, MS, and Tewari, D. Social media applications in biomedical research. Explor Digit Health Technol. (2024) 2:167–82. doi: 10.37349/edht.2024.00019

Crossref Full Text | Google Scholar

55. International Council on Harmonisation of Technical Requirements for Registration of Pharmaceuticals for Human Use (ICH). ICH M14 Guideline on general principles on plan, design and analysis of pharmacoepidemiological studies that utilize real-world data for safety assessment of medicines. Available at: https://www.ema.europa.eu/en/ich-m14-guideline-general-principles-plan-design-analysis-pharmacoepidemiological-studies-utilize-real-world-data-safety-assessment-medicines-scientific-guideline (Accessed November 7, 2024).

Google Scholar

56. Apify. Available at: Apify.com http://apify.com (Accessed August 14, 2024).

Google Scholar

57. Chin, S, Carlin, R, Mathews, A, and Moon, R. Infant safe sleep practices as portrayed on Instagram: observational study. JMIR Pediatr Parent. (2021) 4:e27297. doi: 10.2196/27297

PubMed Abstract | Crossref Full Text | Google Scholar

58. Tuğral, A, Eliiyi, U, Özdemir, K, Ergin, G, and Bakar, Y. A new era of seeking knowledge for #lymphedema on social media: a detailed Instagram hashtag analysis. Lymphology. (2021) 54:68–77. doi: 10.2458/lymph.4728

PubMed Abstract | Crossref Full Text | Google Scholar

59. Lee, Y-J. Language learning affordances of Instagram and TikTok. Innov Lang Learn Teach. (2023) 17:408–23. doi: 10.1080/17501229.2022.2051517

Crossref Full Text | Google Scholar

60. Meleo-Erwin, ZC, Basch, CH, Fera, J, and Arrowood, M. How did individuals on Instagram discuss COVID-19 in the month following official pandemic status? A examination of user content. J Prev Interv Community. (2021) 49:110–8. doi: 10.1080/10852352.2021.1908205

PubMed Abstract | Crossref Full Text | Google Scholar

61. Al Karadsheh, O, Atef, A, Alqaisi, D, Zabadi, S, and Hassona, Y. Content analysis of oral (mouth) cancer-related posts on Instagram. Oral Dis. (2024) 30:4278–86. doi: 10.1111/odi.14886

Crossref Full Text | Google Scholar

62. Khonach, T, and Kurz, A. Challenges of #bodypositivity: social media and hashtag activism. Fat Stud. (2024) 13:239–59. doi: 10.1080/21604851.2024.2328405

Crossref Full Text | Google Scholar

63. Goh, HL, Foo, WH, Cham, TH, Sia, BC, and Yap, WZ. What people post during the movement control order (MCO): a content analysis of Intagram’s top posts In: MA Al-Sharafi, M Al-Emran, MN Al-Kabi, and K Shaalan, editors. Proceedings of the 2nd international conference on emerging technologies and intelligent systems, vol. 573, Cham, Switzerland: Springer International Publishing (2023). 84–94.

Google Scholar

64. RStudio Team. RStudio: integrated development for R. Boston, MA: RStudio, PBC (2020).

Google Scholar

65. Chin, RF, Mingorance, A, Ruban-Fell, B, Newell, I, Evans, J, Vyas, K, et al. Treatment guidelines for rare, early-onset, treatment-resistant epileptic conditions: a literature review on Dravet syndrome, Lennox-Gastaut syndrome and CDKL5 deficiency disorder. Front Neurol. (2021) 12:734612. doi: 10.3389/fneur.2021.734612

PubMed Abstract | Crossref Full Text | Google Scholar

66. Talwar, A, Estes, E, Aparasu, R, and Reddy, DS. Clinical efficacy and safety of cannabidiol for pediatric refractory epilepsy indications: a systematic review and meta-analysis. Exp Neurol. (2023) 359:114238. doi: 10.1016/j.expneurol.2022.114238

PubMed Abstract | Crossref Full Text | Google Scholar

67. Treves, N, Mor, N, Allegaert, K, Bassalov, H, Berkovitch, M, Stolar, OE, et al. Efficacy and safety of medical cannabinoids in children: a systematic review and meta-analysis. Sci Rep. (2021) 11:23462. doi: 10.1038/s41598-021-02770-6

PubMed Abstract | Crossref Full Text | Google Scholar

68. Liu, S, He, Z, and Li, J. Long-term efficacy and adverse effects of cannabidiol in adjuvant treatment of drug-resistant epilepsy: a systematic review and meta-analysis. Ther Adv Neurol Disord. (2023) 16:1–21. doi: 10.1177/17562864231207755

PubMed Abstract | Crossref Full Text | Google Scholar

69. Fazlollahi, A, Zahmatyar, M, ZareDini, M, Golabi, B, Nejadghaderi, SA, Sullman, MJM, et al. Adverse events of Cannabidiol use in patients with epilepsy: a systematic review and meta-analysis. JAMA Netw Open. (2023) 6:e239126. doi: 10.1001/jamanetworkopen.2023.9126

PubMed Abstract | Crossref Full Text | Google Scholar

70. Lattanzi, S, Brigo, F, Trinka, E, Zaccara, G, Striano, P, Del Giovane, C, et al. Adjunctive Cannabidiol in patients with Dravet syndrome: a systematic review and meta-analysis of efficacy and safety. CNS Drugs. (2020) 34:229–41. doi: 10.1007/s40263-020-00708-6

PubMed Abstract | Crossref Full Text | Google Scholar

71. Silva Junior, EAD, Medeiros, WMB, Torro, N, Sousa, JMMD, Almeida, IBCMD, Costa, FBD, et al. Cannabis and cannabinoid use in autism spectrum disorder: a systematic review. Trends Psychiatry Psychother. (2022) 44:e20200149. doi: 10.47626/2237-6089-2020-0149

PubMed Abstract | Crossref Full Text | Google Scholar

72. Gaston, TE, and Friedman, D. Pharmacology of cannabinoids in the treatment of epilepsy. Epilepsy Behav. (2017) 70:313–8. doi: 10.1016/j.yebeh.2016.11.016

Crossref Full Text | Google Scholar

73. Montalban, X, Gold, R, Thompson, AJ, Otero-Romero, S, Amato, MP, Chandraratna, D, et al. ECTRIMS/EAN guideline on the pharmacological treatment of people with multiple sclerosis. Mult Scler. (2018) 24:96–120. doi: 10.1177/1352458517751049

PubMed Abstract | Crossref Full Text | Google Scholar

74. Dykukha, I, Essner, U, Schreiber, H, Raithel, LM, and Penner, IK. Effects of SativexⓇ on cognitive function in patients with multiple sclerosis: a systematic review and meta-analysis. Mult Scler Relat Disord. (2022) 68:104173. doi: 10.1016/j.msard.2022.104173

PubMed Abstract | Crossref Full Text | Google Scholar

75. Markovà, J, Essner, U, Akmaz, B, Marinelli, M, Trompke, C, Lentschat, A, et al. Sativex ® as add-on therapy vs. further optimized first-line ANTispastics (SAVANT) in resistant multiple sclerosis spasticity: a double-blind, placebo-controlled randomised clinical trial. Int J Neurosci. (2019) 129:119–28. doi: 10.1080/00207454.2018.1481066

PubMed Abstract | Crossref Full Text | Google Scholar

76. Haupts, MR, Essner, U, and Mäurer, M. Patient-reported benefits from nabiximols treatment in multiple sclerosis-related spasticity exceed conventional measures. Neurodegener Dis Manag. (2024) 14:11–20. doi: 10.2217/nmt-2023-0040

PubMed Abstract | Crossref Full Text | Google Scholar

77. D’hooghe, M, Willekens, B, Delvaux, V, D’haeseleer, M, Guillaume, D, Laureys, G, et al. Sativex® (nabiximols) cannabinoid oromucosal spray in patients with resistant multiple sclerosis spasticity: the Belgian experience. BMC Neurol. (2021) 21:227. doi: 10.1186/s12883-021-02246-0

PubMed Abstract | Crossref Full Text | Google Scholar

78. Patti, F, Chisari, CG, Solaro, C, Benedetti, MD, Berra, E, Bianko, A, et al. Effects of THC/CBD oromucosal spray on spasticity-related symptoms in people with multiple sclerosis: results from a retrospective multicenter study. Neurol Sci. (2020) 41:2905–13. doi: 10.1007/s10072-020-04413-6

PubMed Abstract | Crossref Full Text | Google Scholar

79. Nicholas, J, Lublin, F, Klineova, S, Berwaerts, J, Chinnapongse, R, Checketts, D, et al. Efficacy of nabiximols oromucosal spray on spasticity in people with multiple sclerosis: treatment effects on spasticity numeric rating scale, muscle spasm count, and spastic muscle tone in two randomized clinical trials. Mult Scler Relat Disord. (2023) 75:104745. doi: 10.1016/j.msard.2023.104745

PubMed Abstract | Crossref Full Text | Google Scholar

80. Cristino, L, Bisogno, T, and Di Marzo, V. Cannabinoids and the expanded endocannabinoid system in neurological disorders. Nat Rev Neurol. (2020) 16:9–29. doi: 10.1038/s41582-019-0284-z

PubMed Abstract | Crossref Full Text | Google Scholar

81. Evans, WJ, Morley, JE, Argilés, J, Bales, C, Baracos, V, Guttridge, D, et al. Cachexia: a new definition. Clin Nutr. (2008) 27:793–9. doi: 10.1016/j.clnu.2008.06.013

Crossref Full Text | Google Scholar

82. Mustian, KM, Darling, TV, Janelsins, MC, Jean-Pierre, P, Roscoe, JA, and Morrow, GR. Chemotherapy-induced nausea and vomiting. US Oncol. (2008) 4:19–23. doi: 10.17925/ohr.2008.04.1.19

Crossref Full Text | Google Scholar

83. Sinno, MH, Coquerel, Q, Boukhettala, N, Coëffier, M, Gallas, S, Terashi, M, et al. Chemotherapy-induced anorexia is accompanied by activation of brain pathways signaling dehydration. Physiol Behav. (2010) 101:639–48. doi: 10.1016/j.physbeh.2010.09.016

PubMed Abstract | Crossref Full Text | Google Scholar

84. Sticht, MA, Rock, EM, Limebeer, CL, and Parker, LA. Endocannabinoid mechanisms influencing nausea. Int Rev Neurobiol. (2015) 125:127–62. doi: 10.1016/bs.irn.2015.09.001

Crossref Full Text | Google Scholar

85. Brierley, DI, Samuels, J, Duncan, M, Whalley, BJ, and Williams, CM. Cannabigerol is a novel, well-tolerated appetite stimulant in pre-satiated rats. Psychopharmacology. (2016) 233:3603–13. doi: 10.1007/s00213-016-4397-4

PubMed Abstract | Crossref Full Text | Google Scholar

86. Wang, J, Wang, Y, Tong, M, Pan, H, and Li, D. Medical cannabinoids for cancer Cachexia: a systematic review and meta-analysis. Biomed Res Int. (2019) 2019:1–6. doi: 10.1155/2019/2864384

PubMed Abstract | Crossref Full Text | Google Scholar

87. Bajtel, Á, Kiss, T, Tóth, B, Kiss, S, Hegyi, P, Vörhendi, N, et al. The safety of Dronabinol and Nabilone: a systematic review and meta-analysis of clinical trials. Pharmaceuticals. (2022) 15:100. doi: 10.3390/ph15010100

Crossref Full Text | Google Scholar

88. Crichton, M, Dissanayaka, T, Marx, W, Gamage, E, Travica, N, Bowers, A, et al. Does medicinal cannabis affect depression, anxiety, and stress in people with cancer? A systematic review and meta-analysis of intervention studies. Maturitas. (2024) 184:107941. doi: 10.1016/j.maturitas.2024.107941

PubMed Abstract | Crossref Full Text | Google Scholar

89. Turcott, JG, del Rocío Guillen Núñez, M, Flores-Estrada, D, Oñate-Ocaña, LF, Zatarain-Barrón, ZL, Barrón, F, et al. The effect of nabilone on appetite, nutritional status, and quality of life in lung cancer patients: a randomized, double-blind clinical trial. Support Care Cancer. (2018) 26:3029–38. doi: 10.1007/s00520-018-4154-9

PubMed Abstract | Crossref Full Text | Google Scholar

90. Mobaleghol Eslam, H, Hataminia, F, Esmaeili, F, Salami, SA, Ghanbari, H, and Amani, A. Preparation of a nanoemulsion containing active ingredients of cannabis extract and its application for glioblastoma: in vitro and in vivo studies. BMC Pharmacol Toxicol. (2024) 25:73. doi: 10.1186/s40360-024-00788-w

PubMed Abstract | Crossref Full Text | Google Scholar

91. Almeida, CF, Palmeira, A, Valente, MJ, Correia-da-Silva, G, Vinggaard, AM, Sousa, ME, et al. Molecular targets of minor cannabinoids in breast cancer: in Silico and in vitro studies. Pharmaceuticals. (2024) 17:1245. doi: 10.3390/ph17091245

Crossref Full Text | Google Scholar

92. Besser, E, Gelfand, A, Procaccia, S, Berman, P, and Meiri, D. Cannabinoid combination targets NOTCH1-mutated T-cell acute lymphoblastic leukemia through the integrated stress response pathway. eLife. (2024) 12:RP90854. doi: 10.7554/eLife.90854

PubMed Abstract | Crossref Full Text | Google Scholar

93. Musa, I, Yang, N, Breslin, J, Paulden, O, Geliebter, J, Tiwari, R, et al. Inhibition of myeloma cell function by cannabinoid-enriched product associated with regulation of telomere and TP53. Integr Cancer Ther. (2024) 23:15347354241267979. doi: 10.1177/15347354241267979

PubMed Abstract | Crossref Full Text | Google Scholar

94. Du Plessis, J, Deroubaix, A, Omar, A, and Penny, C. A bioinformatic analysis predicts that Cannabidiol could function as a potential inhibitor of the MAPK pathway in colorectal cancer. CIMB. (2024) 46:8600–10. doi: 10.3390/cimb46080506

PubMed Abstract | Crossref Full Text | Google Scholar

95. Wang, F, Bashiri Dezfouli, A, and Multhoff, G. The immunomodulatory effects of cannabidiol on Hsp70-activated NK cells and tumor target cells. Mol Immunol. (2024) 174:1–10. doi: 10.1016/j.molimm.2024.07.008

Crossref Full Text | Google Scholar

96. Wright, NJD. A review of the direct targets of the cannabinoids cannabidiol, Δ9-tetrahydrocannabinol, N-arachidonoylethanolamine and 2-arachidonoylglycerol. AIMSN. (2024) 11:144–65. doi: 10.3934/Neuroscience.2024009

PubMed Abstract | Crossref Full Text | Google Scholar

97. Mashabela, MD, and Kappo, AP. Anti-cancer and anti-proliferative potential of Cannabidiol: a cellular and molecular perspective. IJMS. (2024) 25:5659. doi: 10.3390/ijms25115659

PubMed Abstract | Crossref Full Text | Google Scholar

98. Suzuki, S, Wakano, C, Monteilh-Zoller, MK, Cullen, AJ, Fleig, A, and Penner, R. Cannabigerolic acid (CBGA) inhibits the TRPM7 Ion Channel through its kinase domain. Function. (2023) 5:zqad069. doi: 10.1093/function/zqad069

PubMed Abstract | Crossref Full Text | Google Scholar

99. Arantes, ALF, Carvalho, MC, Brandão, ML, Prado, WA, Crippa, JADS, Lovick, TA, et al. Antinociceptive action of cannabidiol on thermal sensitivity and post-operative pain in male and female rats. Behav Brain Res. (2024) 459:114793. doi: 10.1016/j.bbr.2023.114793

PubMed Abstract | Crossref Full Text | Google Scholar

100. Cabañero, D, Ramírez-López, A, Drews, E, Schmöle, A, Otte, DM, Wawrzczak-Bargiela, A, et al. Protective role of neuronal and lymphoid cannabinoid CB(2) receptors in neuropathic pain. eLife. (2020) 9:e55582. doi: 10.7554/eLife.55582

PubMed Abstract | Crossref Full Text | Google Scholar

101. Landa, L, Trojan, V, Demlova, R, Jurica, J, and Hrib, R. Cannabidiol and the possibilities of its use in veterinary medicine of dogs and horses: a brief review. Vet Med. (2022) 67:455–62. doi: 10.17221/127/2021-VETMED

PubMed Abstract | Crossref Full Text | Google Scholar

102. Meng, H, Johnston, B, Englesakis, M, Moulin, DE, and Bhatia, A. Selective cannabinoids for chronic neuropathic pain: a systematic review and meta-analysis. Anesth Analg. (2017) 125:1638–52. doi: 10.1213/ANE.0000000000002110

PubMed Abstract | Crossref Full Text | Google Scholar

103. Stockings, E, Campbell, G, Hall, WD, Nielsen, S, Zagic, D, Rahman, R, et al. Cannabis and cannabinoids for the treatment of people with chronic noncancer pain conditions: a systematic review and meta-analysis of controlled and observational studies. Pain. (2018) 159:1932–54. doi: 10.1097/j.pain.0000000000001293

PubMed Abstract | Crossref Full Text | Google Scholar

104. Wang, L, Hong, PJ, May, C, Rehman, Y, Oparin, Y, Hong, CJ, et al. Medical cannabis or cannabinoids for chronic non-cancer and cancer related pain: a systematic review and meta-analysis of randomised clinical trials. BMJ. (2021):n1034. doi: 10.1136/bmj.n1034

Crossref Full Text | Google Scholar

105. Dykukha, I, Malessa, R, Essner, U, and Überall, MA. Nabiximols in chronic neuropathic pain: a meta-analysis of randomized placebo-controlled trials. Pain Med. (2021) 22:861–74. doi: 10.1093/pm/pnab050

PubMed Abstract | Crossref Full Text | Google Scholar

106. Reuben, DB, Kremen, S, and Maust, DT. Dementia prevention and treatment: a narrative review. JAMA Intern Med. (2024) 184:563. doi: 10.1001/jamainternmed.2023.8522

Crossref Full Text | Google Scholar

107. Walther, S, and Halpern, M. Cannabinoids and dementia: a review of clinical and preclinical data. Pharmaceuticals. (2010) 3:2689–708. doi: 10.3390/ph3082689

PubMed Abstract | Crossref Full Text | Google Scholar

108. Bahji, A, Meyyappan, AC, and Hawken, ER. Cannabinoids for the neuropsychiatric symptoms of dementia: a systematic review and meta-analysis. Can J Psychiatr. (2020) 65:365–76. doi: 10.1177/0706743719892717

PubMed Abstract | Crossref Full Text | Google Scholar

109. Herrmann, N, Ruthirakuhan, M, Gallagher, D, Verhoeff, NPLG, Kiss, A, Black, SE, et al. Randomized placebo-controlled trial of Nabilone for agitation in Alzheimer’s disease. Am J Geriatr Psychiatry. (2019) 27:1161–73. doi: 10.1016/j.jagp.2019.05.002

Crossref Full Text | Google Scholar

110. Basavarajappa, BS, and Subbanna, S. Unveiling the potential of Phytocannabinoids: exploring Marijuana’s lesser-known constituents for neurological disorders. Biomol Ther. (2024) 14:1296. doi: 10.3390/biom14101296

PubMed Abstract | Crossref Full Text | Google Scholar

111. Raïch, I, Lillo, J, Rivas-Santisteban, R, Rebassa, JB, Capó, T, Santandreu, M, et al. Potential of CBD acting on cannabinoid receptors CB1 and CB2 in ischemic stroke. IJMS. (2024) 25:6708. doi: 10.3390/ijms25126708

PubMed Abstract | Crossref Full Text | Google Scholar

112. Hickey, JP, Collins, AE, Nelson, ML, Chen, H, and Kalisch, BE. Modulation of oxidative stress and Neuroinflammation by Cannabidiol (CBD): promising targets for the treatment of Alzheimer’s disease. CIMB. (2024) 46:4379–402. doi: 10.3390/cimb46050266

PubMed Abstract | Crossref Full Text | Google Scholar

113. Broers, B, and Bianchi, F. Cannabinoids for behavioral symptoms in dementia: an overview. Pharmacopsychiatry. (2024) 57:160–8. doi: 10.1055/a-2262-7837

Crossref Full Text | Google Scholar

114. Chesney, E, Oliver, D, Green, A, Sovi, S, Wilson, J, Englund, A, et al. Adverse effects of cannabidiol: a systematic review and meta-analysis of randomized clinical trials. Neuropsychopharmacology. (2020) 45:1799–806. doi: 10.1038/s41386-020-0667-2

PubMed Abstract | Crossref Full Text | Google Scholar

115. Prieto González, JM, and Vila, SC. Safety and tolerability of nabiximols oromucosal spray: a review of more than 15 years” accumulated evidence from clinical trials. Expert Rev Neurother. (2021) 21:755–78. doi: 10.1080/14737175.2021.1935879

PubMed Abstract | Crossref Full Text | Google Scholar

116. Wieghorst, A, Roessler, KK, Hendricks, O, and Andersen, TE. The effect of medical cannabis on cognitive functions: a systematic review. Syst Rev. (2022) 11:210. doi: 10.1186/s13643-022-02073-5

PubMed Abstract | Crossref Full Text | Google Scholar

117. Huestis, MA, Solimini, R, Pichini, S, Pacifici, R, Carlier, J, and Busardò, FP. Cannabidiol adverse effects and toxicity. CN. (2019) 17:974–89. doi: 10.2174/1570159X17666190603171901

PubMed Abstract | Crossref Full Text | Google Scholar

118. Zhou, Q, Du, Z, Qu, K, Shen, Y, Jiang, Y, Zhu, H, et al. Adverse events of epidiolex: a real-world drug safety surveillance study based on the FDA adverse event reporting system (FAERS) database. Asian J Psychiatr. (2023) 90:103828. doi: 10.1016/j.ajp.2023.103828

Crossref Full Text | Google Scholar

119. Georgieva, D, Langley, J, Hartkopf, K, Hawk, L, Margolis, A, Struck, A, et al. Real-world, long-term evaluation of the tolerability and therapy retention of Epidiolex® (cannabidiol) in patients with refractory epilepsy. Epilepsy Behav. (2023) 141:109159. doi: 10.1016/j.yebeh.2023.109159

PubMed Abstract | Crossref Full Text | Google Scholar

120. Saavedra, MS, Thota, P, Peresuodei, TS, Gill, A, Orji, C, Reghefaoui, M, et al. Neurocognitive impact of exposure to Cannabis concentrates and cannabinoids including vaping in children and adolescents: a systematic review. Cureus. (2024) 16:e52362. doi: 10.7759/cureus.52362

PubMed Abstract | Crossref Full Text | Google Scholar

121. Lim, CCW, Sun, T, Leung, J, Chung, JYC, Gartner, C, Connor, J, et al. Prevalence of adolescent Cannabis vaping: a systematic review and meta-analysis of US and Canadian studies. JAMA Pediatr. (2022) 176:42. doi: 10.1001/jamapediatrics.2021.4102

Crossref Full Text | Google Scholar

122. Schmidt, K, Tseng, I, Phan, A, Fong, T, and Tsuang, J. A systematic review: adolescent Cannabis use and suicide. Addict Disord Treat. (2020) 19:146–51. doi: 10.1097/ADT.0000000000000196

Crossref Full Text | Google Scholar

123. Allaf, S, Lim, JS, Buckley, NA, and Cairns, R. The impact of cannabis legalization and decriminalization on acute poisoning: a systematic review. Addiction. (2023) 118:2252–74. doi: 10.1111/add.16280

PubMed Abstract | Crossref Full Text | Google Scholar

124. Bahji, A, Stephenson, C, Tyo, R, Hawken, ER, and Seitz, DP. Prevalence of Cannabis withdrawal symptoms among people with regular or dependent use of cannabinoids: a systematic review and meta-analysis. JAMA Netw Open. (2020) 3:e202370. doi: 10.1001/jamanetworkopen.2020.2370

PubMed Abstract | Crossref Full Text | Google Scholar

125. Hasan, MR, Tabassum, T, Tabassum, T, Tanbir, MA, Abdelsalam, M, and Nambiar, R. Synthetic cannabinoids-related cardiovascular emergencies: a review of the literature. Cureus. (2023) 15:e41929. doi: 10.7759/cureus.41929

PubMed Abstract | Crossref Full Text | Google Scholar

126. McCartney, D, Arkell, TR, Irwin, C, and McGregor, IS. Determining the magnitude and duration of acute Δ9-tetrahydrocannabinol (Δ9-THC)-induced driving and cognitive impairment: a systematic and meta-analytic review. Neurosci Biobehav Rev. (2021) 126:175–93. doi: 10.1016/j.neubiorev.2021.01.003

Crossref Full Text | Google Scholar

127. Zhornitsky, S, Pelletier, J, Assaf, R, Giroux, S, Li, C, Shan, R, et al. Acute effects of partial CB1 receptor agonists on cognition – a meta-analysis of human studies. Prog Neuro-Psychopharmacol Biol Psychiatry. (2021) 104:110063. doi: 10.1016/j.pnpbp.2020.110063

PubMed Abstract | Crossref Full Text | Google Scholar

128. Preuss, UW, Huestis, MA, Schneider, M, Hermann, D, Lutz, B, Hasan, A, et al. Cannabis use and car crashes: a review. Front Psych. (2021) 12:643315. doi: 10.3389/fpsyt.2021.643315

Crossref Full Text | Google Scholar

129. Hartley, S, Simon, N, Cardozo, B, Larabi, IA, and Alvarez, JC. Can inhaled cannabis users accurately evaluate impaired driving ability? A randomized controlled trial. Front Public Health. (2023) 11:1234765. doi: 10.3389/fpubh.2023.1234765

PubMed Abstract | Crossref Full Text | Google Scholar

130. Manthey, J, Freeman, TP, Kilian, C, López-Pelayo, H, and Rehm, J. Public health monitoring of cannabis use in Europe: prevalence of use, cannabis potency, and treatment rates. Lancet Reg Health Europe. (2021) 10:100227. doi: 10.1016/j.lanepe.2021.100227

PubMed Abstract | Crossref Full Text | Google Scholar

131. Fischer, B, Russell, C, Sabioni, P, Van Den Brink, W, Le Foll, B, Hall, W, et al. Lower-risk Cannabis use guidelines: a comprehensive update of evidence and recommendations. Am J Public Health. (2017) 107:e1–e12. doi: 10.2105/AJPH.2017.303818

Crossref Full Text | Google Scholar

132. Walker, AL, LoParco, C, Rossheim, ME, and Livingston, MD. #Delta8: a retailer-driven increase in Delta-8 THC discussions on twitter from 2020 to 2021. Am J Drug Alcohol Abuse. (2023) 49:491–9. doi: 10.1080/00952990.2023.2222433

PubMed Abstract | Crossref Full Text | Google Scholar

133. Martin, JH, Hall, W, Fitzcharles, M, Borgelt, L, and Crippa, J. Ensuring access to safe, effective, and affordable cannabis-based medicines. Brit J Clin Pharma. (2020) 86:630–4. doi: 10.1111/bcp.14242

PubMed Abstract | Crossref Full Text | Google Scholar

134. Olson, RE, Smith, A, Good, P, Dudley, M, Gurgenci, T, and Hardy, J. ‘What price do you put on your health?’ Medical cannabis, financial toxicity and patient perspectives on medication access in advanced cancer. Health Expect. (2023) 26:160–71. doi: 10.1111/hex.13642

Crossref Full Text | Google Scholar

135. Thiebot, P, Magny, R, Langrand, J, Dufayet, L, Houze, P, and Labat, L. Analysis of homemade cannabis edibles by UHPLC–HRMS after standard addition method. J Anal Toxicol. (2024) 48:372–9. doi: 10.1093/jat/bkae014

PubMed Abstract | Crossref Full Text | Google Scholar

Keywords: cannabidiol, cannabinoid, Epidiolex, Instagram, Marinol, Nabilone, Sativex, social media

Citation: Litvinova O, Baral B, Wochele-Thoma T, Matin M, Tzvetkov NT, Adamska O, Kamińska A, Łapiński M, Stolarczyk A and Atanasov AG (2024) Efficiency and safety of cannabinoid medical use: an analysis of discussions and observed trends on Instagram. Front. Public Health. 12:1494018. doi: 10.3389/fpubh.2024.1494018

Received: 13 September 2024; Accepted: 18 November 2024;
Published: 04 December 2024.

Edited by:

Ana Isabel Fraguas, Complutense University, Spain

Reviewed by:

Ismael Hernández Avalos, National Autonomous University of Mexico, Mexico
Eric J. Downer, Trinity College Dublin, Ireland
A. Abdelnaser, American University in Cairo, Egypt

Copyright © 2024 Litvinova, Baral, Wochele-Thoma, Matin, Tzvetkov, Adamska, Kamińska, Łapiński, Stolarczyk and Atanasov. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Olena Litvinova, aGxpdHZpbm92YUBnbWFpbC5jb20=; Atanas G. Atanasov, YXRhbmFzLmF0YW5hc292QGxiZy5hYy5hdA==

ORCID: Bikash Baral, https://orcid.org/0000-0003-2085-9528

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.