{"title":"应用食品药品监督管理局不良事件报告系统对左乙拉西坦抗癫痫药物致敌意/攻击的主成分分析及因子分析","authors":"Ryuichiro Hosoya , Kento Kitajima , Koushirou Sogawa , Daigo Ikegami , Tomoko Terajima , Hideaki Kato , Masahiko Funada , Hajime Kagaya , Yoshihiro Uesawa","doi":"10.1016/j.eplepsyres.2025.107626","DOIUrl":null,"url":null,"abstract":"<div><h3>Background</h3><div>Epilepsy affects approximately 50 million people worldwide. Antiseizure medications (ASMs) are essential for seizure control. However, adverse psychiatric effects, particularly hostility and aggression, affect treatment adherence and the quality of life. The risk factors and mechanisms underlying these adverse effects remain unclear.</div></div><div><h3>Objective</h3><div>This study aimed to classify ASM-induced hostility/aggression using the Food and Drug Administration Adverse Event Reporting System (FAERS), a global pharmacovigilance database, focusing on the risk factors and onset patterns of levetiracetam-induced hostility/aggression.</div></div><div><h3>Methods</h3><div>The FAERS database (2004 Q1–2022 Q1) was analyzed to calculate the reporting odds ratios for ASM-induced hostility/aggression, which were classified using a principal component analysis. Levetiracetam-induced adverse effects and the associated independent risk factors were examined. Weibull distribution analysis was used to assess the time-to-onset patterns</div></div><div><h3>Results</h3><div>Principal component analysis identified eight ASM-induced adverse effects, including \"aggression,\" \"anger,” “homicidal ideation,\" and \"hostility.\" In those taking levetiracetam aged ≥ 12 years, male sex, younger age, and specific concomitant medications were independent risk factors for levetiracetam-induced adverse effects. Levetiracetam-induced adverse effects exhibited an early failure pattern, with a median onset of 4.5 days in patients aged ≥ 12 years and 1.5 days in those < 12 years.</div></div><div><h3>Conclusion</h3><div>In this study, we classified ASM-induced hostility/aggression and estimated the risk factors for levetiracetam-induced adverse effects. In particular, we identified early-onset patterns and high-risk patient profiles. These findings are consistent with clinical observations and provide insight into the mechanisms underlying these adverse effects, which will contribute to proactive risk management and personalized treatment strategies.</div></div>","PeriodicalId":11914,"journal":{"name":"Epilepsy Research","volume":"218 ","pages":"Article 107626"},"PeriodicalIF":2.0000,"publicationDate":"2025-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Principal component analysis of antiseizure medication-induced hostility/aggression and factor analysis of levetiracetam using the food and drug administration adverse event reporting system\",\"authors\":\"Ryuichiro Hosoya , Kento Kitajima , Koushirou Sogawa , Daigo Ikegami , Tomoko Terajima , Hideaki Kato , Masahiko Funada , Hajime Kagaya , Yoshihiro Uesawa\",\"doi\":\"10.1016/j.eplepsyres.2025.107626\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Background</h3><div>Epilepsy affects approximately 50 million people worldwide. Antiseizure medications (ASMs) are essential for seizure control. However, adverse psychiatric effects, particularly hostility and aggression, affect treatment adherence and the quality of life. The risk factors and mechanisms underlying these adverse effects remain unclear.</div></div><div><h3>Objective</h3><div>This study aimed to classify ASM-induced hostility/aggression using the Food and Drug Administration Adverse Event Reporting System (FAERS), a global pharmacovigilance database, focusing on the risk factors and onset patterns of levetiracetam-induced hostility/aggression.</div></div><div><h3>Methods</h3><div>The FAERS database (2004 Q1–2022 Q1) was analyzed to calculate the reporting odds ratios for ASM-induced hostility/aggression, which were classified using a principal component analysis. Levetiracetam-induced adverse effects and the associated independent risk factors were examined. Weibull distribution analysis was used to assess the time-to-onset patterns</div></div><div><h3>Results</h3><div>Principal component analysis identified eight ASM-induced adverse effects, including \\\"aggression,\\\" \\\"anger,” “homicidal ideation,\\\" and \\\"hostility.\\\" In those taking levetiracetam aged ≥ 12 years, male sex, younger age, and specific concomitant medications were independent risk factors for levetiracetam-induced adverse effects. Levetiracetam-induced adverse effects exhibited an early failure pattern, with a median onset of 4.5 days in patients aged ≥ 12 years and 1.5 days in those < 12 years.</div></div><div><h3>Conclusion</h3><div>In this study, we classified ASM-induced hostility/aggression and estimated the risk factors for levetiracetam-induced adverse effects. In particular, we identified early-onset patterns and high-risk patient profiles. These findings are consistent with clinical observations and provide insight into the mechanisms underlying these adverse effects, which will contribute to proactive risk management and personalized treatment strategies.</div></div>\",\"PeriodicalId\":11914,\"journal\":{\"name\":\"Epilepsy Research\",\"volume\":\"218 \",\"pages\":\"Article 107626\"},\"PeriodicalIF\":2.0000,\"publicationDate\":\"2025-07-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Epilepsy Research\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0920121125001275\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"CLINICAL NEUROLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Epilepsy Research","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0920121125001275","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"CLINICAL NEUROLOGY","Score":null,"Total":0}
Principal component analysis of antiseizure medication-induced hostility/aggression and factor analysis of levetiracetam using the food and drug administration adverse event reporting system
Background
Epilepsy affects approximately 50 million people worldwide. Antiseizure medications (ASMs) are essential for seizure control. However, adverse psychiatric effects, particularly hostility and aggression, affect treatment adherence and the quality of life. The risk factors and mechanisms underlying these adverse effects remain unclear.
Objective
This study aimed to classify ASM-induced hostility/aggression using the Food and Drug Administration Adverse Event Reporting System (FAERS), a global pharmacovigilance database, focusing on the risk factors and onset patterns of levetiracetam-induced hostility/aggression.
Methods
The FAERS database (2004 Q1–2022 Q1) was analyzed to calculate the reporting odds ratios for ASM-induced hostility/aggression, which were classified using a principal component analysis. Levetiracetam-induced adverse effects and the associated independent risk factors were examined. Weibull distribution analysis was used to assess the time-to-onset patterns
Results
Principal component analysis identified eight ASM-induced adverse effects, including "aggression," "anger,” “homicidal ideation," and "hostility." In those taking levetiracetam aged ≥ 12 years, male sex, younger age, and specific concomitant medications were independent risk factors for levetiracetam-induced adverse effects. Levetiracetam-induced adverse effects exhibited an early failure pattern, with a median onset of 4.5 days in patients aged ≥ 12 years and 1.5 days in those < 12 years.
Conclusion
In this study, we classified ASM-induced hostility/aggression and estimated the risk factors for levetiracetam-induced adverse effects. In particular, we identified early-onset patterns and high-risk patient profiles. These findings are consistent with clinical observations and provide insight into the mechanisms underlying these adverse effects, which will contribute to proactive risk management and personalized treatment strategies.
期刊介绍:
Epilepsy Research provides for publication of high quality articles in both basic and clinical epilepsy research, with a special emphasis on translational research that ultimately relates to epilepsy as a human condition. The journal is intended to provide a forum for reporting the best and most rigorous epilepsy research from all disciplines ranging from biophysics and molecular biology to epidemiological and psychosocial research. As such the journal will publish original papers relevant to epilepsy from any scientific discipline and also studies of a multidisciplinary nature. Clinical and experimental research papers adopting fresh conceptual approaches to the study of epilepsy and its treatment are encouraged. The overriding criteria for publication are novelty, significant clinical or experimental relevance, and interest to a multidisciplinary audience in the broad arena of epilepsy. Review articles focused on any topic of epilepsy research will also be considered, but only if they present an exceptionally clear synthesis of current knowledge and future directions of a research area, based on a critical assessment of the available data or on hypotheses that are likely to stimulate more critical thinking and further advances in an area of epilepsy research.