drug hypersensitivity reactions

  • 文章类型: Case Reports
    伴嗜酸性粒细胞增多症和全身症状(DRESS)综合征的药物反应通常在与该疾病有关的药物治疗后2至6周出现。然而,在某些情况下,它可以在开始相关药物治疗后超过八周出现。这是一种4型药物超敏反应,其中任何内部器官都可能涉及。虽然肝脏通常受累,心脏受累并非闻所未闻。合并症和多器官受累可能会掩盖诊断,和严重皮肤不良反应注册(RegiSCAR)标准是有用的诊断辅助工具。最好的治疗方法是撤回有问题的药物并给予全身性类固醇。氧化应激在DRESS综合征中很高。肝保护是所有患者的优先事项,并产生更好的预后。
    Drug Reaction with Eosinophilia and Systemic Symptoms (DRESS) syndrome usually presents two to six weeks after treatment with a drug implicated in this disorder. However, in some cases, it can present more than eight weeks after the initiation of an implicated medication. This is a type 4 drug hypersensitivity reaction in which any internal organ may be involved. While the liver is commonly involved, cardiac involvement is not unheard of. Comorbidities and multiorgan involvement may obscure the diagnosis, and Registry of Severe Cutaneous Adverse Reactions (RegiSCAR) criteria are a useful diagnostic aid. It is best treated by withdrawing the offending agent and administering systemic steroids. Oxidative stress is high in DRESS syndrome. Hepatoprotection is a priority in all patients and yields a better prognosis.
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  • 文章类型: Journal Article
    关于已证实药物过敏的儿童中过敏性疾病患病率的数据有限。我们旨在评估已证实的常见药物过敏儿童的过敏性合并症频率。
    对2010年1月至2020年12月间在本中心通过诊断性过敏试验证实的药物超敏反应儿童进行回顾性筛查。最常见的药物过敏患者(由于抗生素,非甾体抗炎药[NSAIDs],和抗癫痫药)进行分析。年龄,性别,罪魁祸首药物,初始反应特性,诊断测试结果,并记录了诊断伴随过敏性疾病的研究医生。
    总共168名患者(男孩,51.2%),中位年龄为12岁(IQR=8-16.3)。罪魁祸首是63%(n=106)的抗生素,NSAID占25%(n=42),抗惊厥占11.9%(n=20)。74.4%(n=125)的患者立即发生药物超敏反应,25.6%(n=43)的患者延迟发生药物超敏反应。75名患者(44.6%)患有至少一种过敏性疾病,最常见的鼻炎(27.3%,n=46)或哮喘(25%,n=42)。55名患者接受了气敏原的皮肤点刺试验,在60%(n=31)产生阳性结果。根据罪魁祸首药物,过敏性疾病的患病率没有差异。发生至少一种伴随过敏性疾病的频率为47.2%(n=50/106)的抗生素超敏反应,52.4%(n=22/42)的NSAID超敏反应,抗惊厥超敏反应为15%(n=3/20)(p<0.00)。在患有过敏性疾病的儿童中,立即的药物超敏反应更为频繁(80%与64.5%;p=0.027)。
    有药物超敏反应的儿童中,近一半(44.6%)患有伴随的过敏性疾病,在该组中,即时反应更为常见。评估药物超敏反应的儿童应评估其他过敏性疾病。
    UNASSIGNED: Data on the prevalence of allergic diseases in children with proven drug allergies are limited. We aim to evaluate the frequency of allergic comorbidity in children with proven common drug allergies.
    UNASSIGNED: Children with drug hypersensitivity confirmed by diagnostic allergy tests at our center between January 2010 and December 2020 were screened retrospectively. Patients with the most common drug allergies (due to antibiotics, nonsteroidal antiinflammatory drugs [NSAIDs], and antiepileptic drugs) were selected for analysis. Age, sex, the culprit drug, initial reaction characteristics, diagnostic test results, and the study physician who diagnosed concomitant allergic diseases were noted.
    UNASSIGNED: A total of 168 patients (boys, 51.2%) with a median age of 12 years (IQR = 8-16.3) were included in the study. The culprit drug was an antibiotic in 63% (n = 106), NSAID in 25% (n = 42) and anticonvulsant in 11.9 % (n = 20) of the patients. Drug hypersensitivity reactions were immediate in 74.4 % (n = 125) and delayed in 25.6 % (n = 43) of the patients. Seventy-five patients (44.6 %) had at least one allergic disease, most commonly rhinitis (27.3 %, n = 46) or asthma (25 %, n = 42). Fifty-five patients underwent skin prick tests with aeroallergens, producing a positive result in 60% (n = 31). The prevalence of allergic disease was not differing according to the culprit drug. The frequency of developing at least one concomitant allergic disease was 47.2% (n = 50/106) for antibiotic hypersensitivity, 52.4% (n = 22/42) for NSAID hypersensitivity, and 15% (n = 3/20) for anticonvulsant hypersensitivity (p < 0.00).Immediate drug hypersensitivity reactions were more frequent in children who had allergic diseases (80 % vs. 64.5 %; p = 0.027).
    UNASSIGNED: Nearly half (44.6%) of the children with proven drug hypersensitivity had concomitant allergic diseases and immediate reactions were more common in this group. Children evaluated for drug hypersensitivity should be assessed for other allergic diseases.
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  • 文章类型: Journal Article
    人粒细胞集落刺激因子(G-CSF)是一种用于治疗化疗后中性粒细胞减少症的粒细胞生长因子,清髓性治疗,或准备同种异体移植的健康供体。很少有过敏反应(HRs)的报道,其真正的流行率是未知的。我们旨在系统地表征G-CSF诱导的HR,同时包括全面的不良反应列表。我们通过在PubMed中搜索来审查2024年1月之前发表的文章,Embase,科克伦图书馆,和WebofScience数据库使用列出的关键字的组合,选择了需要的,并提取相关数据。搜索结果有68个条目,与我们的研究相关的17个,以及从手动搜索书目来源中发现的其他7个。总共描述了40例G-CSF诱导的HR,并分为立即(29)或延迟(11)。近期主要是由非格司亭(最少13例)引起的,在WAO过敏反应量表上至少有9人是5级。延迟反应主要是斑丘疹性皮疹,并允许G-CSF继续。首次暴露后的反应经常出现,并且在40例中的至少11例中存在。在分析的数据中,仅发现了五种脱敏方案。我们相信这项研究揭示了该主题的研究兴趣,可以从进一步的探索中受益,并建议定期更新,以包括最近发布的证据。
    Human granulocyte colony-stimulating factor (G-CSF) is a granulopoietic growth factor used in the treatment of neutropenia following chemotherapy, myeloablative treatment, or healthy donors preparing for allogeneic transplantation. Few hypersensitivity reactions (HRs) have been reported, and its true prevalence is unknown. We aimed to systematically characterize G-CSF-induced HRs while including a comprehensive list of adverse reactions. We reviewed articles published before January 2024 by searching in the PubMed, Embase, Cochrane Library, and Web of Science databases using a combination of the keywords listed, selected the ones needed, and extracted relevant data. The search resulted in 68 entries, 17 relevant to our study and 7 others found from manually searching bibliographic sources. A total of 40 cases of G-CSF-induced HR were described and classified as immediate (29) or delayed (11). Immediate ones were mostly caused by filgrastim (13 minimum), with at least 9 being grade 5 on the WAO anaphylaxis scale. Delayed reactions were mostly maculopapular exanthemas and allowed for the continuation of G-CSF. Reactions after first exposure frequently appeared and were present in at least 11 of the 40 cases. Only five desensitization protocols have been found concerning the topic at hand in the analyzed data. We believe this study brings to light the research interest in this topic that could benefit from further exploration, and propose regular updating to include the most recently published evidence.
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  • 文章类型: Case Reports
    表现为血管炎的药物超敏反应(DHRs)很少见。抗生素,非甾体抗炎药(NSAIDs),磺酰胺,利尿剂,免疫抑制剂和抗惊厥药物是药物诱导的白细胞碎裂性血管炎(LCV)的最常见元凶,但有关巴比妥类药物的信息很少.我们介绍了一例53岁女性,在使用含有苯巴比妥和NSAIDs的药物后患有严重血管炎。根据记忆和临床资料,对药物性血管炎进行了初步诊断。进一步的检查证实了LCV的诊断,并排除了其他更常见的血管炎原因。通过反应后对患者的长期观察来评估所用药物的致病意义,包括药物挑战系列和Naranjo的药物不良反应概率量表。结论苯巴比妥是最可能的罪魁祸首药物。患者的数据包括在亚美尼亚重度DHR患者登记处。从那以后,患者仅避免使用含有巴比妥酸盐的药物,未发现任何反应.因此,该案例表明,即使诊断能力有限,通过比较现有数据,可以确定罕见药物诱导的LCV甚至更罕见的罪魁祸首药物的最终诊断.对苯巴比妥的认识和对病例的适当记录对于治疗和预防表现为血管炎的DHR很重要。
    Drug hypersensitivity reactions (DHRs) manifested as vasculitis are rare. Antibiotics, non-steroidal anti-inflammatory drugs (NSAIDs), sulphonamides, diuretics, immunosupressants and anticonvulsants are the most common culprits for drug-induced leukocytoclastic vasculitis (LCV) but there is scarce information about barbiturates. We present a case of 53-year-old female with severe vasculitis after phenobarbital- and NSAIDs-containing medications use. The preliminary diagnosis of drug-induced vasculitis was made based on anamnestic and clinical data. Further examinations confirmed the diagnosis of LCV and excluded other more common causes of vasculitis. The causative significance of used medications was assessed by long-term observation of the patient after the reaction, including the drug challenge series and Naranjo\'s Adverse Drug Reaction Probability Scale. It was concluded that phenobarbital is the most probable culprit drug. The patient\'s data were included in the Armenian Registry of Patients with Severe DHRs. Since then, the patient has avoided only barbiturate-containing drugs and no reactions were noted. Thus, the case indicates that even with limited diagnostic capabilities, the final diagnosis of rare drug-induced LCV and even rarer culprit drug can be established by comparing the available data. Awareness about phenobarbital and proper recording of the case are important in the management and prevention of DHRs manifested as vasculitis.
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  • 文章类型: Journal Article
    关于住院儿童药物超敏反应(DHR)的特征和管理的数据有限。这项研究旨在确定患病率,临床特征,儿科住院患者的DHR管理。
    在2020年8月1日至2021年7月30日期间在安卡拉比尔肯特市医院住院期间因疑似DHR进行儿科过敏咨询的儿童包括在内。患者和反应特征,罪犯毒品,并记录了管理策略。如果可能,出院后进行诊断性试验(皮肤试验或激发试验).
    在14090名住院儿童中,165(72%男性,中位年龄:106个月)接受了192例疑似DHR和246种药物的咨询。皮肤喷发最常见(94.3%)。40例患者出现过敏反应,4例患者出现严重的皮肤药物不良反应(伴嗜酸性粒细胞增多和全身症状的药疹3例,急性全身性发疹性脓疱病1例)。抗生素是主要原因(78.4%,n=193/246)。在48个反应中,60(24%)的罪魁祸首药物可以通过密切随访或脱敏重新给药(n=12)。总的来说,停用了186种怀疑药物,115人被替代药物取代。放电后,38项激发试验(2项阳性)和36项皮肤试验(1项阳性点刺试验,1阳性皮内试验,和1个阳性斑贴试验)进行。
    儿科住院患者中疑似DHR的发生率约为1.1%。皮肤症状是最常见的表现。24%的可疑药物可以在住院期间继续使用。除非有检查禁忌症,否则住院期间患有DHR的患者应进行药物过敏检查。
    UNASSIGNED: There are limited data regarding the characteristics and management of drug hypersensitivity reactions (DHR) in hospitalized children. This study aims to determine the prevalence, clinical features, and management of DHRs in pediatric inpatients.
    UNASSIGNED: Children who had pediatric allergy consultation for suspected DHR during hospitalization in Ankara Bilkent City Hospital between August 1, 2020, and July 30, 2021, were included. Patient and reaction characteristics, culprit drugs, and management strategies were recorded. When possible, diagnostic tests (skin or provocation tests) were performed after discharge.
    UNASSIGNED: Among the 14,090 hospitalized children, 165 (72% male, median age: 106 months) underwent consultation for 192 suspected DHRs with 246 drugs. Cutaneous eruptions were the most common (94.3%). There was anaphylaxis in 40 patients and severe cutaneous adverse drug reaction in 4 patients (drug rash with eosinophilia and systemic symptoms in 3, acute generalized exanthematous pustulosis in 1). Antimicrobials were the leading cause (78.4%, n = 193/246). In 48 reactions, 60 (24%) culprit drugs could be readministered with close follow-up or desensitization (n = 12). In total, 186 suspected drugs were discontinued, and 115 were replaced with alternative drugs. After discharge, 38 provocation tests (2 positives) and 36 skin tests (1 positive prick test, 1 positive intradermal test, and 1 positive patch test) were performed.
    UNASSIGNED: The incidence of suspected DHR among pediatric inpatients was approximately 1.1%. Skin symptoms were the most common manifestation. Twenty-four percent of suspected drugs could be continued during hospitalization. Patients with DHR during hospitalization should be evaluated with a drug allergy work-up unless there are contraindications to testing.
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  • 文章类型: Journal Article
    目的:介绍非小细胞肺癌(NSCLC)紫杉烷患者药物超敏反应(DHRs)的特点,并描述快速药物脱敏(RDD)的结果。
    方法:一项回顾性横断面研究包括45例接受紫杉烷治疗的NSCLC患者,发现对紫杉烷过敏。所有患者均给予标准的3袋,DHR开发后的12步RDD协议。RDD成功分别评估每个周期,成功的RDD定义为应用12个步骤的脱敏方案完成循环,之后没有早期和/或晚期反应.
    结果:在45例紫杉烷过敏患者中,43例(95.6%)成功接受了紫杉烷循环脱敏。失败的RDD仅发生在2例(4.4%)患者中。脱敏周期总数为183个,其中181个(98.9%)成功。成功脱敏患者的平均年龄为59.42±10.48岁,其中男性37例(86.0%)。
    结论:RDD是一种可靠的方法,能够在紫杉烷敏感患者中有效地给予并完成一线紫杉烷治疗。
    OBJECTIVE: To present the characteristics of drug hypersensitivity reactions (DHRs) among taxane recipients with non-small cell lung carcinoma (NSCLC), and to describe the results of rapid drug desensitization (RDD).
    METHODS: A retrospective cross-sectional study included 45 patients who were treated with taxane for NSCLC and were found to be hypersensitive to taxane. All patients were administered the standard 3-bag, 12-step RDD protocol following the development of DHR. RDD success was evaluated separately for each cycle, and successful RDD was defined as the completion of the cycle with application of 12 steps of the desensitization protocol and the absence of early and/or late reactions afterwards.
    RESULTS: Among 45 patients hypersensitive to taxane 43 (95.6%) successfully received taxane cycles with desensitization. Failed RDD occurred in only 2 (4.4%) patients. The total number of desensitization cycles was 183, of which 181 (98.9%) were successful. The mean age of patients with successful desensitization was 59.42 ± 10.48 years and 37 (86.0%) of them were male.
    CONCLUSIONS: RDD is a reliable procedure that enables effective administration and completion of first-line taxane treatments in taxane-sensitive patients.
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  • 文章类型: Review
    在所有设置中,成年女性比成年男性自我报告更多的药物过敏。尽管有流行病学证据表明青春期后女性的药物过敏标签增加,女性作为真正的免疫介导的药物超敏反应(DHR)的危险因素的证据基础,特别是在致命的药物引起的过敏反应中,是低的。专注于即时和延迟DHR中描述的已知免疫机制,分层已知的激素和遗传性别差异,驱动其他免疫介导的疾病,可能是理解DHR生物性别差异的关键。强调药物过敏对女性影响的特殊情况包括(1)怀孕,其中药物过敏标签与增加的母体和胎儿并发症有关;(2)多种药物不耐受综合征,与焦虑和抑郁相关;(3)在药物过敏标记错误或潜在风险增加的背景下,女性主要的自身免疫性疾病。在这次审查中,我们的目的是描述药物过敏在女性人群中的重要性,主要关注流行病学和风险,机制,相关的条件和社会心理因素。通过对当前文献的详细分析,我们提供了有重点的结论,并确定了现有的知识差距,这些差距应优先考虑未来的研究.
    Across all settings, women self-report more drug allergies than do men. Although there is epidemiologic evidence of increased drug allergy labeling in postpubertal females, the evidence base for female sex as a risk factor for true immune-mediated drug hypersensitivity reactions (DHRs), particularly in fatal drug-induced anaphylaxis, is low. A focus on the known immunologic mechanisms described in immediate and delayed DHR, layered on known hormonal and genetic sex differences that drive other immune-mediated diseases, could be the key to understanding biological sex variations in DHR. Particular conditions that highlight the impact of drug allergy in women include (1) pregnancy, in which a drug allergy label is associated with increased maternal and fetal complications; (2) multiple drug intolerance syndrome, associated with anxiety and depression; and (3) female-predominant autoimmune medical conditions in the context of mislabeling of the drug allergy or increased underlying risk. In this review, we describe the importance of drug allergy in the female population, mainly focusing on the epidemiology and risk, the mechanisms, and the associated conditions and psychosocial factors. By performing a detailed analysis of the current literature, we provide focused conclusions and identify existing knowledge gaps that should be prioritized for future research.
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  • 文章类型: Meta-Analysis
    背景:药物超敏反应(DHRs)是药物不良反应(ADRs),对健康相关生活质量(HRQoL)和心理健康尤其有影响。尽管HRQoL作为重要的患者报告结果的作用已在过去几年中得到认可,对ADR患者的HRQoL和心理健康的研究仍然很少。
    目的:本系统评价的目的是评估患病率,严重程度,DHR的HRQoL和心理健康的危险因素,特别关注药物引起的过敏反应。
    方法:Medline,Scopus,搜索了美国心理学会的Psycharticles数据库,以确定所有的研究,截至2022年12月31日,包括至少一次DHR发作的受试者以及心理健康和/或生活质量的评估。结果报告为定性和定量分析,在评估偏倚和异质性风险后进行荟萃分析。
    结果:共纳入45项观察性研究。总的来说,抑郁症的患病率很高(高达51.4%,OR2.94,95CI:1.42-6.10)和焦虑(高达48%,OR3.92,95CI:1.91-8.05)报告,与健康的受试者相比。HRQoL受到显著影响,特别是在药物引起的过敏反应的情况下(平均评分5.88,95CI:0.77-10.98)。
    结论:尽管对该主题的研究很少且异质,审查显示,ADR后HRQoL和心理健康受到显着影响。更好地评估HRQoL和表征患者的精神状态可能会提高治疗策略的疗效,这也应该包括心理支持。
    Drug hypersensitivity reactions (DHRs) are adverse drug reactions (ADRs) that are particularly impactful on health-related quality of life (HRQoL) and mental health. Although the role of HRQoL as an important patient-reported outcome has been recognized in past years, HRQoL and mental health in patients with ADRs are still poorly investigated.
    To evaluate the prevalence, severity, and risk factors of HRQoL and mental health in DHRs, with a particular focus on drug-induced anaphylaxis.
    We searched the MEDLINE, Scopus, and American Psychological Association PsycArticles databases to identify all studies up to December 31, 2022 that included subjects with at least one episode of DHR and assessments of mental health and/or quality of life. Results were reported as qualitative and quantitative analyses, with meta-analyses after assessment for risk of bias and heterogeneity.
    A total of 45 observational studies were included. Overall, a high prevalence of depression (up to 51.4%; odd ratio = 2.94; 95% CI, 1.42-6.10) and anxiety (up to 48%; odd ratio = 3.92; 95% CI, 1.91-8.05) were reported compared with healthy subjects. The HRQoL was significantly affected, especially in the case of drug-induced anaphylaxis (mean score, +5.88; 95% CI, 0.77-10.98).
    Despite the scarce and heterogeneous studies on this topic, the review shows that HRQoL and mental health are markedly affected after ADRs. A better assessment of HRQoL and characterization of patients\' mental status may improve the efficacy of therapeutic strategies, which should include psychological support.
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  • 文章类型: Journal Article
    由小分子药物引起的药物超敏反应包括具有异质性临床表现和机制的广谱药物不良反应。这些反应分为过敏性药物超敏反应和非过敏性药物超敏反应。目前,hapten理论,与免疫受体的药理学相互作用(p-i)概念,改变的肽库模型,已经提出了改变的T细胞受体(TCR)库模型来解释小分子药物或其代谢物如何诱导过敏性药物超敏反应。同时,直接激活肥大细胞,引发补充系统,刺激或抑制炎症反应相关酶,积累缓激肽,和/或引发血管通透性增高被认为是引起非过敏性药物超敏反应的主要因素。迄今为止,已经进行了许多研究,以探索药物超敏反应的潜在机制,并在临床和非临床试验中寻找预测和预防方法.然而,对小分子药物超敏反应的预测和诊断方法以及对相关潜在机制的深入了解仍然有限.
    Drug hypersensitivity reactions induced by small molecule drugs encompass a broad spectrum of adverse drug reactions with heterogeneous clinical presentations and mechanisms. These reactions are classified into allergic drug hypersensitivity reactions and non-allergic drug hypersensitivity reactions. At present, the hapten theory, pharmacological interaction with immune receptors (p-i) concept, altered peptide repertoire model, and altered T-cell receptor (TCR) repertoire model have been proposed to explain how small molecule drugs or their metabolites induce allergic drug hypersensitivity reactions. Meanwhile, direct activation of mast cells, provoking the complement system, stimulating or inhibiting inflammatory reaction-related enzymes, accumulating bradykinin, and/or triggering vascular hyperpermeability are considered as the main factors causing non-allergic drug hypersensitivity reactions. To date, many investigations have been performed to explore the underlying mechanisms involved in drug hypersensitivity reactions and to search for predictive and preventive methods in both clinical and non-clinical trials. However, validated methods for predicting and diagnosing hypersensitivity reactions to small molecule drugs and deeper insight into the relevant underlying mechanisms are still limited.
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  • 文章类型: Journal Article
    背景:严重的药物超敏反应(DHRs)是指由药物引起的过敏反应,通常以严重的皮疹和内部损伤为主要症状。现在,医院中严重DHR的报告仅通过自发报告系统(SRS)进行,由哪些临床医生负责操作。自动识别系统仔细检查临床记录并报告潜在的严重DHR病例。
    目的:研究的目标是开发一种用于挖掘严重DHR病例的自动识别系统,并发现更多DHR病例以供进一步研究。将该方法应用于北京儿童医院儿科电子健康档案(EHRs)9年的数据。
    方法:将表型分析任务作为一个文献分类问题来处理。准备了包含用于训练的标记文档的DHR数据集。每个文档包含该数据集中在1次住院期间生成的所有临床注释。文档级标签对应于DHR类型和否定类别。对公开可用的2016年国家NLP临床挑战吸烟任务的长文档分类策略进行了评估。在这项工作中评估了四种策略:文档截断,层次结构表示,高效的自我注意,和关键句子选择。在DHR数据集上评估了域内和开放域预训练的嵌入。执行自动网格搜索以调整统计分类器,以在转换后的数据上获得最佳性能。分析了最佳性能模型的推理效率和内存需求。运行了从EHR系统中数百万文档中挖掘DHR案例的最有效模型。
    结果:对于长文档分类,具有指南关键字的关键句子选择实现了最佳性能,并且比层次结构表示模型的推理速度快9倍。最佳模型在北京儿童医院EHR系统中发现1155例DHR病例。经过临床医生专家的反复检查,最终确定了357例严重DHR。对于吸烟的挑战,我们的模型达到了最先进的性能记录(94.1%vs94.2%)。
    结论:所提出的方法从大量的EHR记录档案中发现了357例DHR阳性病例,其中约90%被SRS遗漏。SRS在同一时期仅报告了36例。病例分析还发现更多与儿科严重DHR相关的可疑药物。
    BACKGROUND: Severe drug hypersensitivity reactions (DHRs) refer to allergic reactions caused by drugs and usually present with severe skin rashes and internal damage as the main symptoms. Reporting of severe DHRs in hospitals now solely occurs through spontaneous reporting systems (SRSs), which clinicians in charge operate. An automatic identification system scrutinizes clinical notes and reports potential severe DHR cases.
    OBJECTIVE: The goal of the research was to develop an automatic identification system for mining severe DHR cases and discover more DHR cases for further study. The proposed method was applied to 9 years of data in pediatrics electronic health records (EHRs) of Beijing Children\'s Hospital.
    METHODS: The phenotyping task was approached as a document classification problem. A DHR dataset containing tagged documents for training was prepared. Each document contains all the clinical notes generated during 1 inpatient visit in this data set. Document-level tags correspond to DHR types and a negative category. Strategies were evaluated for long document classification on the openly available National NLP Clinical Challenges 2016 smoking task. Four strategies were evaluated in this work: document truncation, hierarchy representation, efficient self-attention, and key sentence selection. In-domain and open-domain pretrained embeddings were evaluated on the DHR dataset. An automatic grid search was performed to tune statistical classifiers for the best performance over the transformed data. Inference efficiency and memory requirements of the best performing models were analyzed. The most efficient model for mining DHR cases from millions of documents in the EHR system was run.
    RESULTS: For long document classification, key sentence selection with guideline keywords achieved the best performance and was 9 times faster than hierarchy representation models for inference. The best model discovered 1155 DHR cases in Beijing Children\'s Hospital EHR system. After double-checking by clinician experts, 357 cases of severe DHRs were finally identified. For the smoking challenge, our model reached the record of state-of-the-art performance (94.1% vs 94.2%).
    CONCLUSIONS: The proposed method discovered 357 positive DHR cases from a large archive of EHR records, about 90% of which were missed by SRSs. SRSs reported only 36 cases during the same period. The case analysis also found more suspected drugs associated with severe DHRs in pediatrics.
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