Wang QuanQiu, Xu Rong
Department of Population and Quantitative Health Sciences, School of Medicine, Case Western Reserve University, Cleveland, Ohio, USA.
JAMIA Open. 2019 Apr;2(1):173-178. doi: 10.1093/jamiaopen/ooy045. Epub 2018 Oct 15.
Immune checkpoint inhibitors (ICIs) have dramatically improved outcomes in cancer patients. However, ICIs are associated with significant immune-related adverse events (irAEs) and the underlying biological mechanisms are not well-understood. To ensure safe cancer treatment, research efforts are needed to comprehensively detect and understand irAEs.
We manually extracted and standardized irAEs from The U.S Food and Drug Administration (FDA) drug labels for six FDA-approved ICIs. We compared irAE profile similarities among ICIs and 1507 FDA-approved non-ICI drugs. We investigated how irAEs have differential effects on human organs by classifying irAEs based on their targeted organ systems. Finally, we identified broad-spectrum (nontarget-specific) and narrow-spectrum (target-specific) irAEs.
A total of 893 irAEs were extracted. 31.4% irAEs were shared among ICIs as compared to the 8.0% between ICIs and non-ICI drugs. irAEs were resulted from both on- and off-target effects: irAE profiles were more similar for ICIs with same target than different targets, demonstrating the on-target effects; irAE profile similarity for ICIs with the same target is less than 50%, demonstrating unknown off-target effects. ICIs significantly target many organ systems, including endocrine system (3.4-fold enrichment), metabolism (3.7-fold enrichment), immune system (3.6-fold enrichment), and autoimmune system (4.8-fold enrichment). We identified 21 broad-spectrum irAEs shared among all ICIs, 20 irAEs specific for PD-L1/PD-1 inhibition, and 28 irAEs specific for CTLA-4 inhibition.
Our study presents the first effort toward building a standardized database of irAEs. The extracted irAEs can serve as the gold standard for automatic irAE extractions from other data resources and set a foundation to understand biological mechanisms of irAEs.
免疫检查点抑制剂(ICI)显著改善了癌症患者的治疗效果。然而,ICI与严重的免疫相关不良事件(irAE)相关,其潜在的生物学机制尚不清楚。为确保癌症治疗的安全性,需要开展研究以全面检测和了解irAE。
我们从美国食品药品监督管理局(FDA)的药品标签中手动提取并标准化了六种FDA批准的ICI的irAE。我们比较了ICI与1507种FDA批准的非ICI药物之间irAE特征的相似性。我们根据irAE的靶器官系统对其进行分类,研究了irAE对人体器官的不同影响。最后,我们确定了广谱(非靶标特异性)和窄谱(靶标特异性)irAE。
共提取了893种irAE。ICI之间共享31.4%的irAE,而ICI与非ICI药物之间为8.0%。irAE由靶标和非靶标效应共同导致:具有相同靶标的ICI的irAE特征比具有不同靶标的ICI更相似,表明存在靶标效应;具有相同靶标的ICI的irAE特征相似性小于50%,表明存在未知的非靶标效应。ICI显著靶向许多器官系统,包括内分泌系统(富集3.4倍)、代谢(富集3.7倍)、免疫系统(富集3.6倍)和自身免疫系统(富集4.8倍)。我们确定了所有ICI共有的21种广谱irAE、20种对PD-L1/PD-1抑制特异的irAE和28种对CTLA-4抑制特异的irAE。
我们的研究首次致力于建立一个标准化的irAE数据库。提取的irAE可作为从其他数据资源中自动提取irAE的金标准,并为理解irAE的生物学机制奠定基础。