Disproportionality analysis

不相称性分析
  • 文章类型: Journal Article
    目的:尽管钠-葡萄糖协同转运蛋白2(SGLT2)抑制剂有效,人们对这些药物的潜在副作用表示担忧。因此,我们设计了一项药物警戒研究,目的是确定报告的不良事件之间的任何差异,并评估SGLT2抑制剂的安全性.
    方法:我们研究了糖尿病酮症酸中毒(DKA),正常血糖DKA,截肢,尿路感染(UTI),真菌性生殖器感染和与依帕列净相关的低血压,dapagliflozin,RCT和报告数据库中的canagliflozin和ertuggliflozin。WHO的VigiBase,FAERS,对EMA的EudraVigilance和DAEN进行了彻底研究,以获得自发报告的真实世界不良事件。
    结果:不同的SGLT2抑制剂表现出不同的副作用。此外,研究结果表明,不良事件可能更容易发生在现实世界中更广泛的人群中,而不是在具有高度包容性的临床试验子集中。结论:我们的研究提供了现实世界中报道的不良事件与研究SGLT2抑制剂疗效的临床试验中报道的不良事件的比较.
    OBJECTIVE: Despite effectiveness of sodium-glucose cotransporter 2 (SGLT 2) inhibitors, concerns have been raised about the potential side effects of these drugs. Thus, a pharmaco-vigilance study was designed that aims to identify any discrepancies between the reported adverse events & assess the safety profile of SGLT2 inhibitors.
    METHODS: We studied diabetic ketoacidosis (DKA), euglycemic DKA, amputation, urinary tract infection (UTI), mycotic genital infection & hypotension associated with empagliflozin, dapagliflozin, canagliflozin & ertugliflozin in RCTs and reporting databases. WHO\'s VigiBase, FAERS, EMA\'s EudraVigilance & DAEN were thoroughly studied to obtain spontaneously reported real-world adverse events.
    RESULTS: Different SGLT2 inhibitors exhibit varied side effect profiles. Additionally, the findings suggest that adverse events may be more likely to occur in a broader population in the real world than in a highly inclusive clinical trial subset CONCLUSION: Our study provides comparison of the real world reported adverse events to adverse events reported in the clinical trials studying the efficacy of SGLT 2 inhibitors.
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  • 文章类型: Journal Article
    突发性感觉神经性听力损失(SSNHL),一种罕见的听力学状况,占所有感音神经性听力损失病例的1%,会造成永久性听力损伤。在全球COVID-19疫苗接种运动启动后不久,世界卫生组织在服用各种COVID-19疫苗后发布了有关SSNHL病例的信号检测。已在不同国家/地区使用药物警戒或医学管理数据库进行了上市后研究,以调查SSNHL作为COVID-19疫苗的潜在不良反应。这里,我们研究了每种类型的上市后研究的优点和局限性.虽然药物流行病学研究强调了药物暴露与事件之间的潜在关联,药物警戒方法可以进行因果关系评估。只有使用国际认可的诊断标准提供专家评估,才能实现后一个目标。对于罕见的不良事件,如SSNHL,病例信息和听力损失的量化对于评估严重性是强制性的,严重程度,延迟发作,鉴别诊断,纠正治疗,recovery,以及功能性后遗症。根据目标目标是评估全球风险还是个人风险,应采用适当的方法。
    Sudden sensorineural hearing loss (SSNHL), a rare audiological condition that accounts for 1% of all cases of sensorineural hearing loss, can cause permanent hearing damage. Soon after the launch of global COVID-19 vaccination campaigns, the World Health Organization released a signal detection about SSNHL cases following administration of various COVID-19 vaccines. Post-marketing studies have been conducted in different countries using either pharmacovigilance or medico-administrative databases to investigate SSNHL as a potential adverse effect of COVID-19 vaccines. Here, we examine the advantages and limitations of each type of post-marketing study available. While pharmacoepidemiological studies highlight the potential association between drug exposure and the event, pharmacovigilance approaches enable causality assessment. The latter objective can only be achieved if an expert evaluation is provided using internationally validated diagnostic criteria. For a rare adverse event such as SSNHL, case information and quantification of hearing loss are mandatory for assessing seriousness, severity, delay onset, differential diagnoses, corrective treatment, recovery, as well as functional sequelae. Appropriate methodology should be adopted depending on whether the target objective is to assess a global or individual risk.
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  • 文章类型: Review
    最近,文献中开始出现与使用某些抗癫痫药物相关的阴茎异常勃起的病例报告.我们旨在调查个体抗癫痫药物中是否存在阴茎异常勃起的潜在安全信号,并在文献中搜索相关已发表的病例。
    我们使用OpenVigil2.1进行了不相称性分析,以查询美国食品和药物管理局的不良事件报告系统(FAERS)数据库。文献检索在PubMed/MEDLINE进行,截至2023年7月12日,Scopus和WebofScience。
    我们确定了丙戊酸及其衍生物的阴茎异常勃起的阳性信号(n=23,卡方=59.943,PRR=4.566),加巴喷丁(n=20,卡方=9.790,PRR=2.060),拉莫三嗪(n=16,卡方=8.318,PRR=2.120),左乙拉西坦(n=16,卡方=10.766,PRR=2.329),托吡酯(n=14,卡方=28.067,PRR=3.972)和卡马西平(n=8,卡方=6.147,PRR=2.568),以及与这些药物相关的已发表的阴茎异常勃起病例。我们还在文献和FAERS中发现了已发表的普瑞巴林和苯妥英的阴茎异常勃起病例,以及FAERS中氯硝西泮的至少一次报告的阴茎异常勃起不良事件,拉科沙胺,乙苏肟,奥卡西平,和vigabatrin,他们被认为是主要嫌疑人。
    我们的研究确定了几种抗癫痫药物的阴茎异常勃起信号,但这些结果需要在精心设计的药物流行病学研究中得到证实.
    UNASSIGNED: Recently, case reports of priapism associated with the use of some anti-seizure medications began to emerge in the literature. We aimed to investigate if there is a potential safety signal of priapism among individual anti-seizure medications and to search the literature for relevant published cases.
    UNASSIGNED: We conducted a disproportionality analysis using OpenVigil 2.1 to query the United States Food and Drug Administration\'s Adverse Event Reporting System (FAERS) database. Literature search was conducted in PubMed/MEDLINE, Scopus and Web of Science up to 12 July 2023.
    UNASSIGNED: We identified positive signal of priapism for valproic acid and its derivatives (n = 23, chi-squared = 59.943, PRR = 4.566), gabapentin (n = 20, chi-squared = 9.790, PRR = 2.060), lamotrigine (n = 16, chi-squared = 8.318, PRR = 2.120), levetiracetam (n = 16, chi-squared = 10.766, PRR = 2.329), topiramate (n = 14, chi-squared = 28.067, PRR = 3.972) and carbamazepine (n = 8, chi-squared = 6.147, PRR = 2.568), as well as published cases of priapism associated with these drugs. We also found published cases of priapism for pregabalin and phenytoin in the literature and FAERS, and at least one reported adverse event of priapism in FAERS for clonazepam, lacosamide, ethosuximide, oxcarbazepine, and vigabatrin in which they were considered primary suspect.
    UNASSIGNED: Our study identified signals for priapism for several anti-seizure medications, but these results need to be confirmed in well-designed pharmacoepidemiological studies.
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  • 文章类型: Journal Article
    上市前和上市后研究的现有证据在抗糖尿病药物的胰腺事件风险上存在矛盾。
    使用来自FDA不良事件报告系统(FAERS)和VigiBase的抗糖尿病药物的胰腺事件自发报告,进行了回顾性病例/非病例研究。比例报告比率(PRR),报告赔率比(ROR),和信息成分(IC)是通过不成比例分析计算的。此外,PubMed,谷歌学者,Scopus,和ClinicalTrials.gov进行了系统的搜索,以寻找具有胰腺结局的抗糖尿病药物的随机对照试验(RCT)。
    FAERS数据分析发现肠促胰岛素模拟物引起胰腺事件的强烈信号,对于胰腺炎,西格列汀的风险最高[PRR=24.2,下限(LB)ROR=24.4,IC025=4.4,胰腺癌的PRR=15.4,LBROR=14.9,IC025=3.8]。Empagliflozin是胰腺炎风险最高的钠-葡萄糖协同转运蛋白2抑制剂[PRR=4.0,LBROR=3.5,IC025=1.8]。VigiBase重申了这些发现,并确定了一些新型抗糖尿病药物的新信号。Meta分析显示,使用抗糖尿病药物治疗胰腺炎和胰腺癌的发生率不明显。然而,与安慰剂/主动比较相比,格列汀类药物发生急性胰腺炎的风险较高(OR1.44;95%CI1.03,2.01;P=0.03)。
    上市后安全性数据分析的证据表明肠促胰岛素模拟物与胰腺事件之间存在很强的关联。RCT中的事件较少可能证明荟萃分析结果无关紧要。
    我们进行了这项研究,以从临床试验数据和药物警戒数据库(FAERS,VigiBase)。对药物警戒数据进行不相称性分析,以统计方式检查所选药物-事件对是否经常从数据库中报告(称为“信号”)。我们使用OpenVigil2.1对生成的信号进行了进一步的信号细化分析,以检查即使在去除具有相同风险的共同处方药物后,信号是否仍持续。此外,对随机对照试验进行了系统评价,以获取有关药物胰腺安全性的证据.来自现实世界数据的发现表明,在所有抗糖尿病药物中,肠促胰岛素模拟物和磺酰脲化合物产生胰腺炎和胰腺癌的信号。对于较新的抗糖尿病药物如SGLT-2抑制剂也确定了显著的胰腺炎风险。临床试验的荟萃分析结果表明,DPP-4抑制剂引起急性胰腺炎的风险为44%,GLP-1激动剂升高脂肪酶水平的风险为60%。与安慰剂/主动比较相比。因此,这项研究引起了人们对使用抗糖尿病药物的人患胰腺炎和胰腺癌的风险的担忧,尤其是肠促胰岛素模拟物。
    UNASSIGNED: The existing evidence from pre- and post-marketing studies is conflicting on the risk of pancreatic events for anti-diabetic medications.
    UNASSIGNED: A retrospective case/non-case study was conducted by using spontaneous reports on pancreatic events for anti-diabetic medications from the FDA Adverse Event Reporting System (FAERS) and VigiBase. Proportional Reporting Ratio (PRR), Reporting Odds Ratio (ROR), and Information Component (IC) were calculated by a disproportionality analysis. Furthermore, PubMed, Google Scholar, Scopus, and ClinicalTrials.gov were systematically searched for randomized controlled trials (RCTs) on anti-diabetic drugs with pancreatic outcomes.
    UNASSIGNED: The FAERS data analysis found strong signals on incretin mimetics causing pancreatic events, with sitagliptin having the highest risk [PRR = 24.2, lower bound (LB) ROR = 24.4, IC025 = 4.4 for pancreatitis, and PRR = 15.4, LB ROR = 14.9, IC025 = 3.8 for pancreatic carcinoma]. Empagliflozin was the most pancreatitis-risk sodium-glucose co-transporter-2 inhibitor [PRR = 4.0, LB ROR = 3.5, IC025 = 1.8]. VigiBase reiterated these findings and identified some new signals for novel anti-diabetics. Meta-analysis revealed that the incidence of pancreatitis and pancreatic carcinoma with anti-diabetic medications was insignificant. However, compared to the placebo/active comparator, gliptins had a higher risk of acute pancreatitis (OR 1.44; 95% CI 1.03, 2.01; P = 0.03).
    UNASSIGNED: Evidence from the post-marketing safety data analysis identified a strong association between incretin mimetics and pancreatic events. Fewer events in RCTs may justify insignificant meta-analysis results.
    We conducted this research to identify the risk of pancreatitis and pancreatic carcinoma among anti-diabetic medications from pre-and post-marketing evidence available from clinical trials data and pharmacovigilance databases (FAERS, VigiBase). A disproportionality analysis of pharmacovigilance data was done to statistically check whether the selected drug-event pairs were frequently reported from the database (known as a ‘signal’). We performed further signal refinement analysis using OpenVigil 2.1 on the generated signals to check whether the signal sustains even after removing co-prescribed medications possessing the same risk. Also, conducted a systematic review of randomized controlled trials for evidence generation regarding the pancreatic safety of the medications. The findings from real-world data indicated that, among all anti-diabetics, incretin mimetics and sulfonylurea compounds produced signals for both pancreatitis and pancreatic carcinoma. Notable pancreatitis risk was also identified for newer anti-diabetics like SGLT-2 inhibitors. The findings from the meta-analysis of clinical trials indicated a 44% risk of DPP-4 inhibitors in causing acute pancreatitis and a 60% risk of GLP-1 agonists in elevating the lipase level, compared to placebo/active comparator. Thus, the study raises concerns over the risk of pancreatitis and pancreatic carcinoma among the users of anti-diabetic medications, especially incretin mimetics.
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  • 文章类型: Systematic Review
    目的:这项研究的目的是系统地回顾药物警戒研究中使用的统计学方法,而没有先验假设。
    方法:对2012年至2021年在MEDLINE数据库中发表的研究进行了系统评价。对纳入研究的数据库名称和类型进行了分析,统计方法,所研究药物的ATC类别,和所研究ADR的SOCMedDRA分类。
    结果:纳入了92项研究,药物警戒数据库是最常用的类型。使用频率论或贝叶斯方法的不成比例分析是最常用的统计方法。研究最多的药物类别是抗感染药,神经系统药物,抗肿瘤和免疫调节剂。然而,没有实施通用程序来纠正多项测试.
    结论:这篇综述强调了在没有先验假设的情况下,用于药物警戒研究的统计方法数量有限,没有建立基于共识的方法,并且对多重测试校正缺乏兴趣。建议建立准则以改善此类研究的绩效。
    OBJECTIVE: The purpose of this study was to systematically review the statistical methods used in pharmacovigilance studies without a priori hypotheses.
    METHODS: A systematic review was performed on studies published in the MEDLINE database between 2012 and 2021. The included studies were analyzed for database name and type, statistical methods, anatomical therapeutic chemical class for the studied drug(s), and SOC MedDRA classification for the studied adverse drug reaction.
    RESULTS: Ninety-two studies were included, with pharmacovigilance databases being the most used type. Disproportionality analysis using frequentist or Bayesian methods was the most common statistical method employed. The most studied drug classes were anti-infectives, nervous system drugs, and antineoplastics and immunomodulators. However, no common procedure was implemented to correct for multiple testing.
    CONCLUSIONS: This review highlights the limited number of statistical methods employed for pharmacovigilance studies without a priori hypotheses, with no established consensus-based method and a lack of interest in multiple testing correction. The establishment of guidelines is recommended to improve the performance of such studies.
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  • 文章类型: Case Reports
    背景:最近,胰腺炎是钠-葡萄糖协同转运蛋白-2(SGLT2)抑制剂最常报告的不良事件之一.
    目的:通过不成比例分析和回顾病例报告,评估SGLT2抑制剂与胰腺炎风险之间的潜在关联。
    方法:使用FDA不良事件报告系统(FAERS)的自发报告进行了回顾性病例/非病例研究,VigiBase,和加拿大不良反应数据库(CARD)。不相称性分析通过计算比例报告比率(PRR)进行,报告赔率比(ROR),和信息组件(IC)。并行,我们对SGLT2抑制剂诱导的胰腺炎的病例报告进行了综述.
    结果:从FAERS中确定了总共524、510和40例疑似由SGLT2抑制剂引起的胰腺炎的自发报告,VigiBase,还有卡,分别。通过对FAERS数据的不相称性分析,在SGLT2抑制剂和胰腺炎之间确定了信号,依帕列净风险最高[PRR=3.9;下限(LB)ROR=3.4;IC025=1.7],其次是canagliflozin[PRR=3.6;LBROR=3.2;IC025=1.6],和达格列净[PRR=3.2;LBROR=2.7;IC025=1.4]。Vigibase和CARD数据分析重申了FAERS的发现。从系统的文献检索中确定的13例病例报告加强了这些发现,并强调了体格检查和实验室参数对早期诊断胰腺炎的重要性。
    结论:目前的研究发现使用SGLT2抑制剂有潜在的胰腺炎风险。迫切需要彻底调查这种情况,并采取必要的行动来避免或尽量减少风险。
    BACKGROUND: In recent times, pancreatitis has been one of the most frequently reported adverse events for sodium-glucose cotransporter-2 (SGLT2) inhibitors.
    OBJECTIVE: To evaluate the potential association between SGLT2 inhibitors and the risk of pancreatitis by analyzing the spontaneous reports through disproportionality analysis and reviewing case reports.
    METHODS: A retrospective case/non-case study was conducted using spontaneous reports from the FDA Adverse Event Reporting System (FAERS), VigiBase, and the Canadian Adverse Reaction Database (CARD). Disproportionality analysis was performed by calculating the Proportional Reporting Ratio (PRR), Reporting Odds Ratio (ROR), and the Information Component (IC). In parallel, a review of case reports was conducted on SGLT2 inhibitors-induced pancreatitis.
    RESULTS: A total of 524, 510, and 40 spontaneous reports of pancreatitis suspected to be caused by SGLT2 inhibitors were identified from FAERS, VigiBase, and CARD, respectively. Through the disproportionality analysis of FAERS data, a signal was identified between the SGLT2 inhibitors and pancreatitis, with empagliflozin having highest risk [PRR = 3.9; Lower Bound (LB) ROR = 3.4; IC025 = 1.7], followed by canagliflozin [PRR = 3.6; LB ROR = 3.2; IC025 = 1.6], and dapagliflozin [PRR = 3.2; LB ROR = 2.7; IC025 = 1.4]. VigiBase and CARD data analyses reiterated the findings of FAERS. Thirteen case reports identified from a systematic literature search strengthened these findings and highlighted the importance of physical examination and laboratory parameters for the early diagnosis of pancreatitis.
    CONCLUSIONS: The current study found a potential risk of pancreatitis with the use of SGLT2 inhibitors. There is an urgent need to thoroughly investigate the same and take the necessary action to avoid or minimize the risk.
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  • 文章类型: Journal Article
    Antipsychotic drugs are commonly prescribed, mainly for the treatment of schizophrenia and other psychotic disorders. Disproportionality analysis of pharmacovigilance data from national and international databases have been recently utilized to investigate the side-effect profiles of antipsychotics and have provided unique insights of their safety. Among several national and international spontaneous reporting databases the databases of the World Health Organization (VigiBase), of the European Medicines Agency (EudraVigilance) and the US Food and Drug Administration (FAERS) incorporate millions of Individual Case Safety Reports. The aim of our study was to systematically review published disproportionality analyses on antipsychotic drugs, in order to summarize the current state of methodology and potential strengths of this analysis while highlighting safety signal generated for these pharmacological group. PubMed was searched using a search algorithm combining terms for antipsychotic drugs and disproportionality analysis. A total of 39 articles were found to be eligible corresponding to 38 original disproportionality studies. Different measures of disproportionality were used in each study: reporting odds ratio (ROR), proportional reporting ratio (PRR), empirical Bayes geometric mean (EBGM) and the information component (IC). Despite the inherent limitations of the pharmacovigilance databases disproportionality analysis provides complemented evidence from RCTs on the safety of antipsychotics, especially regarding participants often excluded from RCTs, such as pregnant and breastfeeding women, children and participants with drug abuse, comorbidities or concomitant medications.
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  • 文章类型: Journal Article
    背景:迄今为止,关于二肽基肽酶-4(DPP-4)抑制剂与胰腺癌之间的相关性的文献有限.
    目的:描述食品和药物管理局(FDA)不良事件报告系统(FAERS)数据库中报道的DPP-4抑制剂和胰腺癌的比较发病率。目标是为医疗保健从业人员提供对药物疾病发生的一般理解。
    方法:这是一项案例/非案例研究,从1968年11月至2013年12月31日,利用EmpiricaSignal软件查询FAERS。该软件用于计算不成比例的统计数据-即,经验贝叶斯几何平均值(EBGM)-用于DPP-4抑制剂相关胰腺癌的报道。如果分布的第五个百分位数至少为2,定义为EB05≥2,则FDA认为EBGM具有重要意义。通过使用不相称性分析,将DPP-4抑制剂与FAERS中列出的所有药物进行比较。
    结果:共有156例患者在接受DPP-4抑制剂治疗时出现胰腺癌。西格列汀的EB05为10.3,沙格列汀为7.1,4.9利格列汀,1.4用于阿格列汀,与FAERS中包含的所有其他药物相比。尽管在2种其他抗高血糖药物中EB05>2,这些发现在他们的药物类别中并不一致.
    结论:使用DPP-4抑制剂与胰腺癌之间似乎存在统计学关联。从提供的数据中无法推断因果关系。需要更多的临床研究来进一步探索这种统计关联。
    BACKGROUND: To date, there is limited literature regarding the association between dipeptidyl peptidase-4 (DPP-4) inhibitors and pancreatic carcinoma.
    OBJECTIVE: To describe the comparative incidence of DPP-4 inhibitors and pancreatic carcinoma as reportedly available in the Food and Drug Administration (FDA) Adverse Event Reporting System (FAERS) database. The goal was to provide health care practitioners a general understanding of the drug-disease occurrence.
    METHODS: This is a case/noncase study utilizing Empirica Signal software to query FAERS from November 1968 to December 31, 2013. The software was used to calculate a disproportionality statistic--namely, the empirical Bayesian geometric mean (EBGM)--for reports of DPP-4 inhibitors-associated pancreatic carcinoma. The FDA considers an EBGM significant if the fifth percentile of the distribution is at least 2, defined as an EB05 ≥ 2. With use of a disproportionality analysis, DPP-4 inhibitors were compared with all agents listed in FAERS.
    RESULTS: A total of 156 patients experienced pancreatic carcinoma while receiving DPP-4 inhibitor therapy. An EB05 of 10.3 was determined for sitagliptin, 7.1 for saxagliptin, 4.9 for linagliptin, and 1.4 for alogliptin, compared with all other agents included in FAERS. Although an EB05 > 2 was achieved in 2 other antihyperglycemic agents, the findings were not consistent within their medication classes.
    CONCLUSIONS: There appears to be a statistical association between DPP-4 inhibitor use and pancreatic carcinoma. Causality cannot be inferred from the data provided. Additional clinical studies are needed to further explore this statistical association.
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  • 文章类型: Journal Article
    OBJECTIVE: To review quantitatively and qualitatively the U.S. Food and Drug Administration (FDA) Adverse Event Reporting System (AERS) database to provide clinicians with a general understanding of the comparative occurrence of clinically meaningful adverse events associated with 15 antimicrobial new molecular entities approved by the FDA since 2006: anidulafungin, darunavir, maraviroc, raltegravir, doripenem, telavancin, ceftaroline, boceprevir, telaprevir, fidaxomicin, bedaquiline, dolutegravir, simeprevir, sofosbuvir, and dalbavancin.
    METHODS: Retrospective analysis.
    METHODS: FDA AERS database.
    RESULTS: Empirica Signal software was used to query the AERS database from November 1968 to December 2012. Using disproportionality analyses, we calculated a relative reporting ratio (RRR) estimate for reports of antimicrobial adverse events. The RRR estimate compares the occurrence of a specific adverse event with an index drug of interest to the occurrence of the same adverse event with similar agents or with all other FDA-approved prescription drugs. Common industry practice considers an RRR meaningful if the 5th percentile of the distribution is at least 2 (RRR05 of 2.0 or higher). Antimicrobials were compared with agents within their respective antimicrobial therapeutic class as well as with all agents in the AERS database. Seventeen adverse signals with an RRR05 of 2.0 or higher were identified from the database for six agents. Ten of the 17 signals were not included in the most up-to-date manufacturers\' package inserts for four of the six agents: doripenem-associated hepatic dysfunction (RRR05 3.7) and hyperchloremia (RRR05 2.6); boceprevir-associated weight loss (RRR05 2.2); darunavir-associated premature labor (RRR05 3.1), sudden infant death syndrome (RRR05 2.9), ventricular hypertrophy (RRR05 2.7), acute coronary syndrome (RRR05 2.4), and congenital anomaly in offspring (RRR05 2.4); and raltegravir-associated congenital heart valve disorders (RRR05 2.5) and SIDS (RRR05 2.3).
    CONCLUSIONS: Clinically meaningful adverse event signals appeared to be associated with antimicrobial new molecular entities approved since 2006 including many not yet identified in package inserts. Although a disproportionality analysis suggests a quantitative signal for these associations, causality cannot be inferred from the data. Due to several key limitations in this type of analysis, investigative studies are needed to further explore these adverse event signals and the potential mechanisms by which they occur.
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