Juan Pablo Chart-Pascual, Miguel Angel Alvarez-Mon, Maria Montero-Torres, Francisco J Lara-Abelenda, Julen Marin-Napal, Roberto Rodriguez-Jimenez, Raquel Martínez-Velasco, Iñigo Alberdi-Paramo, Ana Gonzalez-Pinto, Cesar I Fernandez-Lazaro
{"title":"分析社交媒体上的锂、喹硫平和丙戊酸:一项信息流行病学研究。","authors":"Juan Pablo Chart-Pascual, Miguel Angel Alvarez-Mon, Maria Montero-Torres, Francisco J Lara-Abelenda, Julen Marin-Napal, Roberto Rodriguez-Jimenez, Raquel Martínez-Velasco, Iñigo Alberdi-Paramo, Ana Gonzalez-Pinto, Cesar I Fernandez-Lazaro","doi":"10.1186/s40345-025-00395-6","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Although lithium is considered the gold standard for the maintenance treatment of bipolar disorder (BD), its prescription has declined in recent decades. At the same time, second-generation antipsychotics (SGAs), such as quetiapine, and other mood stabilisers such as valproic acid, have been increasingly used. Social media platforms such as X (formerly Twitter) provide real-time insights into public and professional perceptions of these treatments, which may influence their use and adherence.</p><p><strong>Aims: </strong>To analyse how lithium, quetiapine, and valproic acid have been represented on X, by focusing on user type, engagement levels, and thematic content of tweets.</p><p><strong>Method: </strong>We conducted a mixed-methods, observational study of tweets published in English and Spanish between 2008 and 2022. Tweets containing the generic or commercial names of lithium, valproic acid, and quetiapine were retrieved and analysed using a validated codebook and semi-supervised machine-learning models. Tweets were categorised by user type and clinical and non-clinical content themes.</p><p><strong>Results: </strong>Among the 236,797 analysed tweets, quetiapine was the most frequently mentioned drug (69.4%), followed by valproic acid (19.1%) and lithium (11.5%). Lithium tweets showed the highest engagement (54.0 likes and 18.0 retweets per tweet). Patients mainly focused on quetiapine (47.0%), while healthcare professionals more often discussed lithium (58.1%). Tweets containing clinical content were more common in English (78.0%) than in Spanish (54.7%), especially regarding side effects (53.1% vs 8.2%). Tweets on effectiveness were more frequently discussed in English (48.8%), especially for quetiapine (54.7%), but were less common in Spanish (9.8%). Discussion about drug shortages was more prevalent in Spanish tweets (31.6% vs 0.5%), particularly for valproic acid (55.8%).</p><p><strong>Conclusions: </strong>Despite lithium being the least mentioned drug, it generated the highest level of engagement, particularly among healthcare professionals. In contrast, quetiapine was widely mentioned by patients, which reflects a more socially widespread and, at times, problematic use. These findings highlight the value of listening to conversations on social media to better understand perceptions, concerns, and attitudes that may influence adherence and prescribing trends in mental health.</p>","PeriodicalId":13944,"journal":{"name":"International Journal of Bipolar Disorders","volume":"13 1","pages":"28"},"PeriodicalIF":3.5000,"publicationDate":"2025-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Analysing lithium, quetiapine and valproic acid on social media: an infodemiology study.\",\"authors\":\"Juan Pablo Chart-Pascual, Miguel Angel Alvarez-Mon, Maria Montero-Torres, Francisco J Lara-Abelenda, Julen Marin-Napal, Roberto Rodriguez-Jimenez, Raquel Martínez-Velasco, Iñigo Alberdi-Paramo, Ana Gonzalez-Pinto, Cesar I Fernandez-Lazaro\",\"doi\":\"10.1186/s40345-025-00395-6\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Although lithium is considered the gold standard for the maintenance treatment of bipolar disorder (BD), its prescription has declined in recent decades. At the same time, second-generation antipsychotics (SGAs), such as quetiapine, and other mood stabilisers such as valproic acid, have been increasingly used. Social media platforms such as X (formerly Twitter) provide real-time insights into public and professional perceptions of these treatments, which may influence their use and adherence.</p><p><strong>Aims: </strong>To analyse how lithium, quetiapine, and valproic acid have been represented on X, by focusing on user type, engagement levels, and thematic content of tweets.</p><p><strong>Method: </strong>We conducted a mixed-methods, observational study of tweets published in English and Spanish between 2008 and 2022. Tweets containing the generic or commercial names of lithium, valproic acid, and quetiapine were retrieved and analysed using a validated codebook and semi-supervised machine-learning models. Tweets were categorised by user type and clinical and non-clinical content themes.</p><p><strong>Results: </strong>Among the 236,797 analysed tweets, quetiapine was the most frequently mentioned drug (69.4%), followed by valproic acid (19.1%) and lithium (11.5%). Lithium tweets showed the highest engagement (54.0 likes and 18.0 retweets per tweet). Patients mainly focused on quetiapine (47.0%), while healthcare professionals more often discussed lithium (58.1%). Tweets containing clinical content were more common in English (78.0%) than in Spanish (54.7%), especially regarding side effects (53.1% vs 8.2%). Tweets on effectiveness were more frequently discussed in English (48.8%), especially for quetiapine (54.7%), but were less common in Spanish (9.8%). Discussion about drug shortages was more prevalent in Spanish tweets (31.6% vs 0.5%), particularly for valproic acid (55.8%).</p><p><strong>Conclusions: </strong>Despite lithium being the least mentioned drug, it generated the highest level of engagement, particularly among healthcare professionals. In contrast, quetiapine was widely mentioned by patients, which reflects a more socially widespread and, at times, problematic use. These findings highlight the value of listening to conversations on social media to better understand perceptions, concerns, and attitudes that may influence adherence and prescribing trends in mental health.</p>\",\"PeriodicalId\":13944,\"journal\":{\"name\":\"International Journal of Bipolar Disorders\",\"volume\":\"13 1\",\"pages\":\"28\"},\"PeriodicalIF\":3.5000,\"publicationDate\":\"2025-10-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Bipolar Disorders\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1186/s40345-025-00395-6\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"PSYCHIATRY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Bipolar Disorders","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s40345-025-00395-6","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"PSYCHIATRY","Score":null,"Total":0}
Analysing lithium, quetiapine and valproic acid on social media: an infodemiology study.
Background: Although lithium is considered the gold standard for the maintenance treatment of bipolar disorder (BD), its prescription has declined in recent decades. At the same time, second-generation antipsychotics (SGAs), such as quetiapine, and other mood stabilisers such as valproic acid, have been increasingly used. Social media platforms such as X (formerly Twitter) provide real-time insights into public and professional perceptions of these treatments, which may influence their use and adherence.
Aims: To analyse how lithium, quetiapine, and valproic acid have been represented on X, by focusing on user type, engagement levels, and thematic content of tweets.
Method: We conducted a mixed-methods, observational study of tweets published in English and Spanish between 2008 and 2022. Tweets containing the generic or commercial names of lithium, valproic acid, and quetiapine were retrieved and analysed using a validated codebook and semi-supervised machine-learning models. Tweets were categorised by user type and clinical and non-clinical content themes.
Results: Among the 236,797 analysed tweets, quetiapine was the most frequently mentioned drug (69.4%), followed by valproic acid (19.1%) and lithium (11.5%). Lithium tweets showed the highest engagement (54.0 likes and 18.0 retweets per tweet). Patients mainly focused on quetiapine (47.0%), while healthcare professionals more often discussed lithium (58.1%). Tweets containing clinical content were more common in English (78.0%) than in Spanish (54.7%), especially regarding side effects (53.1% vs 8.2%). Tweets on effectiveness were more frequently discussed in English (48.8%), especially for quetiapine (54.7%), but were less common in Spanish (9.8%). Discussion about drug shortages was more prevalent in Spanish tweets (31.6% vs 0.5%), particularly for valproic acid (55.8%).
Conclusions: Despite lithium being the least mentioned drug, it generated the highest level of engagement, particularly among healthcare professionals. In contrast, quetiapine was widely mentioned by patients, which reflects a more socially widespread and, at times, problematic use. These findings highlight the value of listening to conversations on social media to better understand perceptions, concerns, and attitudes that may influence adherence and prescribing trends in mental health.
期刊介绍:
The International Journal of Bipolar Disorders is a peer-reviewed, open access online journal published under the SpringerOpen brand. It publishes contributions from the broad range of clinical, psychological and biological research in bipolar disorders. It is the official journal of the ECNP-ENBREC (European Network of Bipolar Research Expert Centres ) Bipolar Disorders Network, the International Group for the study of Lithium Treated Patients (IGSLi) and the Deutsche Gesellschaft für Bipolare Störungen (DGBS) and invites clinicians and researchers from around the globe to submit original research papers, short research communications, reviews, guidelines, case reports and letters to the editor that help to enhance understanding of bipolar disorders.