Li Wang, Lixin Wang, Zengzhen Wei, Chunyan Huang, Li Qin, Bin Tan
Background: Drug-induced immune hemolytic anemia (DIIHA), a rare complication of beta-lactams, lacks population-level data on subclinical antibody prevalence.
Objective: To quantify drug-induced antibody incidence and hematologic impact in beta-lactam-treated patients.
Methods: Prospective cohort of 4040 patients receiving ceftriaxone, piperacillin/trizobactam, piperacillin/sulbactam 2:1 and piperacillin/tazobactam at a Chinese tertiary hospital (2020.1-2020.9). Antibodies were detected via immunoadsorption assays. The primary outcomes were changes in hemoglobin, bilirubin, and lactate dehydrogenase (LDH) levels.
Results: Antibody positivity occurred in 18.07% (730/4040), highest with piperacillin/sulbactam 2:1 (24.02% vs. 0.43% Ceftriaxone, p < 0.001). Seropositive patients had a significant hemoglobin decline (Δ = -5.00 g/L, 95% CI -6.2 to -3.8) and bilirubin elevation (Δ = +0.95 μmol/L, 95% CI +0.4 to +1.5), but only 0.2% (2/730) progressed to severe anemia. Subclinical hemolysis (LDH > 250 U/L) was prevalent (89.3%).
Conclusion: Beta-lactams exhibit high asymptomatic antibody rates (18.07%) with minimal severe hemolysis risk (0.2%). Protocolized monitoring and HLA screening may optimize safety. This first large-scale prospective cohort quantifies the underrecognized epidemic of subclinical antibody formation, challenging traditional pharmacovigilance frameworks that focus solely on overt hemolysis.
{"title":"Incidence and Clinical Significance of Drug-Induced Antibodies and Hemolytic Anemia Associated With Beta-Lactam Antibiotics: A Prospective Cohort Study.","authors":"Li Wang, Lixin Wang, Zengzhen Wei, Chunyan Huang, Li Qin, Bin Tan","doi":"10.1002/pds.70259","DOIUrl":"https://doi.org/10.1002/pds.70259","url":null,"abstract":"<p><strong>Background: </strong>Drug-induced immune hemolytic anemia (DIIHA), a rare complication of beta-lactams, lacks population-level data on subclinical antibody prevalence.</p><p><strong>Objective: </strong>To quantify drug-induced antibody incidence and hematologic impact in beta-lactam-treated patients.</p><p><strong>Methods: </strong>Prospective cohort of 4040 patients receiving ceftriaxone, piperacillin/trizobactam, piperacillin/sulbactam 2:1 and piperacillin/tazobactam at a Chinese tertiary hospital (2020.1-2020.9). Antibodies were detected via immunoadsorption assays. The primary outcomes were changes in hemoglobin, bilirubin, and lactate dehydrogenase (LDH) levels.</p><p><strong>Results: </strong>Antibody positivity occurred in 18.07% (730/4040), highest with piperacillin/sulbactam 2:1 (24.02% vs. 0.43% Ceftriaxone, p < 0.001). Seropositive patients had a significant hemoglobin decline (Δ = -5.00 g/L, 95% CI -6.2 to -3.8) and bilirubin elevation (Δ = +0.95 μmol/L, 95% CI +0.4 to +1.5), but only 0.2% (2/730) progressed to severe anemia. Subclinical hemolysis (LDH > 250 U/L) was prevalent (89.3%).</p><p><strong>Conclusion: </strong>Beta-lactams exhibit high asymptomatic antibody rates (18.07%) with minimal severe hemolysis risk (0.2%). Protocolized monitoring and HLA screening may optimize safety. This first large-scale prospective cohort quantifies the underrecognized epidemic of subclinical antibody formation, challenging traditional pharmacovigilance frameworks that focus solely on overt hemolysis.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"35 2","pages":"e70259"},"PeriodicalIF":2.4,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146106436","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Purpose: This nationwide cohort study examined the effects of discontinuation versus continuation of renin-angiotensin system inhibitors (RASis) on major renal and cardiovascular outcomes after the estimated glomerular filtration rate (eGFR) decreased to below 45 mL/min/1.73 m2 in patients with type 2 diabetes and treated with RASis.
Methods: Using linked Taiwanese databases with claims and clinical data, we identified patients with type 2 diabetes who used RASis during 2016-2020, and either discontinued or continued RASis within 180 days when their eGFR fell below 45 mL/min/1.73 m2. The outcomes of interest included end-stage renal disease (ESRD), myocardial infarction, stroke, heart failure, and all-cause mortality. We estimated the hazard ratios (HRs) and 95% confidence intervals (CIs) for RASi discontinuation versus RASi continuation using on-treatment and intention-to-treat analyses and inverse probability weighting to adjust for baseline and time-varying covariates.
Results: We identified 251 853 eligible patients, of whom 37 108 (15%) discontinued RASis and 214 745 (85%) continued RASis. The on-treatment HR associated with RASi discontinuation was 2.52 (95% CI, 2.33-2.73) for ESRD, 1.18 (1.08-1.30) for myocardial infarction, 1.28 (1.19-1.37) for stroke, 1.18 (1.13-1.24) for heart failure, and 1.77 (1.70-1.84) for all-cause mortality. Results from the intention-to-treat analysis were similar, albeit more conservative. Findings remained consistent across eGFR strata (≥ 30 to < 45 and < 30 mL/min/1.73 m2), urine albumin-creatinine ratio categories (≥ 300 and < 300 mg/g), and patient subgroups with various baseline characteristics.
Conclusion: Our results support continuing RASi treatment even when the eGFR declines to below 45 mL/min/1.73 m2 based on potential renal, cardiovascular, and survival benefits.
{"title":"Discontinuation of Renin-Angiotensin System Inhibitors and Risk of End-Stage Renal Disease and Cardiovascular Outcomes Among Patients With Type 2 Diabetes and Chronic Kidney Disease: A Nationwide Taiwanese Cohort Study.","authors":"Yaa-Hui Dong, Chia-Hsuin Chang, Li-Chiu Wu, Sengwee Toh","doi":"10.1002/pds.70323","DOIUrl":"https://doi.org/10.1002/pds.70323","url":null,"abstract":"<p><strong>Purpose: </strong>This nationwide cohort study examined the effects of discontinuation versus continuation of renin-angiotensin system inhibitors (RASis) on major renal and cardiovascular outcomes after the estimated glomerular filtration rate (eGFR) decreased to below 45 mL/min/1.73 m<sup>2</sup> in patients with type 2 diabetes and treated with RASis.</p><p><strong>Methods: </strong>Using linked Taiwanese databases with claims and clinical data, we identified patients with type 2 diabetes who used RASis during 2016-2020, and either discontinued or continued RASis within 180 days when their eGFR fell below 45 mL/min/1.73 m<sup>2</sup>. The outcomes of interest included end-stage renal disease (ESRD), myocardial infarction, stroke, heart failure, and all-cause mortality. We estimated the hazard ratios (HRs) and 95% confidence intervals (CIs) for RASi discontinuation versus RASi continuation using on-treatment and intention-to-treat analyses and inverse probability weighting to adjust for baseline and time-varying covariates.</p><p><strong>Results: </strong>We identified 251 853 eligible patients, of whom 37 108 (15%) discontinued RASis and 214 745 (85%) continued RASis. The on-treatment HR associated with RASi discontinuation was 2.52 (95% CI, 2.33-2.73) for ESRD, 1.18 (1.08-1.30) for myocardial infarction, 1.28 (1.19-1.37) for stroke, 1.18 (1.13-1.24) for heart failure, and 1.77 (1.70-1.84) for all-cause mortality. Results from the intention-to-treat analysis were similar, albeit more conservative. Findings remained consistent across eGFR strata (≥ 30 to < 45 and < 30 mL/min/1.73 m<sup>2</sup>), urine albumin-creatinine ratio categories (≥ 300 and < 300 mg/g), and patient subgroups with various baseline characteristics.</p><p><strong>Conclusion: </strong>Our results support continuing RASi treatment even when the eGFR declines to below 45 mL/min/1.73 m<sup>2</sup> based on potential renal, cardiovascular, and survival benefits.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"35 2","pages":"e70323"},"PeriodicalIF":2.4,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146086698","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jianzhou Yang, Miao Hong, Feng Liang, Yujie Han, Rihua Xie, Daniel Krewski, Donald Mattison, Daniel J Corsi, Mark Walker, Darine El-Chaâr, Doug McNair, Junjie Xu, Shi Wu Wen
<p><strong>Background: </strong>Ondansetron, a selective 5-hydroxytryptamine type 3 serotonin receptor antagonist, is the most prescribed medication to treat hyperemesis gravidarum in the United States. However, certain characteristics of ondansetron, such as QT interval prolongation and its ability to cross the placenta, may suggest possible fetal harm following maternal exposure.</p><p><strong>Objective: </strong>To assess the association between ondansetron use and risk for spontaneous abortion and stillbirth in pregnant women affected by hyperemesis gravidarum.</p><p><strong>Design: </strong>Retrospective cohort study.</p><p><strong>Setting: </strong>Electronic healthcare databases from over 500 healthcare facilities across the United States between 2001 and 2016.</p><p><strong>Participants: </strong>Pregnant women affected by hyperemesis gravidarum are eligible for evaluation of spontaneous abortion and stillbirth, respectively.</p><p><strong>Measurements: </strong>The hazard ratios (HRs) and 95% confidence intervals (CIs) for spontaneous abortion and stillbirth were estimated for women exposed to ondansetron versus women not exposed to an antiemetic in a time-dependent manner, using a Cox proportional-hazards regression model. Dose-response relationships between ondansetron use and respective outcomes were assessed, with ondansetron doses categorized as no use, 1-4, 5-15, and ≥ 16 mg. We conducted post hoc analyses to compare the risks of spontaneous abortion and stillbirth among ondansetron users with those exposed to other antiemetics, as well as with those exposed only to the two most frequently used antiemetics, promethazine and metoclopramide.</p><p><strong>Results: </strong>There were 34 273 and 50 862 pregnant women affected by hyperemesis gravidarum, eligible for evaluation of spontaneous abortion and stillbirth, respectively. Following propensity score matching on a 1:1 ratio between women solely exposed to ondansetron and women not exposed to antiemetics, a total of 10 238 and 13 585 pairs were included in the main analysis of spontaneous abortion and stillbirth, respectively. Exposure to ondansetron was associated with a decreased risk for spontaneous abortion compared with women not exposed to an antiemetic (adjusted HR 0.82, 95% CI 0.73, 0.91) under the time-dependent Cox model. There was no significant dose-dependent relationship between spontaneous abortion and ondansetron exposure. There was no association between ondansetron exposure and stillbirth. The adjusted HR for stillbirth with time-dependent defined exposure was 1.34 (95% CI 0.87-2.08) in mild cases and 0.72 (95% CI 0.23-2.26) in severe cases. A reduction in spontaneous abortion risk with ondansetron users compared to other antiemetic users was also observed (aHR 0.85, 95% CI 0.73-0.98).</p><p><strong>Conclusion: </strong>Obstetric use of ondansetron suggested a decreased risk of spontaneous abortion, with no increased risk of stillbirth among pregnant women affecte
背景:昂丹司琼是一种选择性5-羟色胺3型血清素受体拮抗剂,是美国治疗妊娠剧吐最常用的药物。然而,昂丹司琼的某些特性,如QT间期延长及其穿过胎盘的能力,可能提示母体暴露后可能对胎儿造成伤害。目的:评价昂丹司琼与妊娠剧吐孕妇自然流产和死产风险的关系。设计:回顾性队列研究。设置:2001年至2016年期间来自美国500多家医疗机构的电子医疗数据库。参与者:受妊娠剧吐影响的孕妇分别有资格进行自然流产和死产的评估。测量方法:使用Cox比例风险回归模型,以时间依赖的方式估计暴露于昂丹司琼和未暴露于止吐剂的妇女的自然流产和死产的风险比(hr)和95%置信区间(CIs)。评估了昂丹司琼使用与各自结果之间的剂量-反应关系,将昂丹司琼剂量分类为无使用、1-4、5-15和≥16mg。我们进行了事后分析,比较了昂丹司琼使用者与使用其他止吐药者,以及仅使用两种最常用止吐药异丙嗪和甲氧氯普胺者发生自然流产和死产的风险。结果:34 273例妊娠剧吐孕妇和50 862例妊娠剧吐孕妇分别符合自然流产和死产评估标准。仅使用昂丹司琼的妇女和未使用止吐剂的妇女按照1:1的比例进行倾向性评分匹配,共有10 238对和13 585对分别被纳入自然流产和死产的主要分析。在时间依赖的Cox模型下,与未使用止吐剂的妇女相比,使用昂丹司琼与自然流产风险降低相关(调整后HR 0.82, 95% CI 0.73, 0.91)。自然流产与昂丹西酮暴露之间没有明显的剂量依赖关系。暴露于昂丹司琼和死产之间没有关联。在轻度病例中,与时间相关的定义暴露的死胎校正风险比为1.34 (95% CI 0.87-2.08),在重度病例中为0.72 (95% CI 0.23-2.26)。与其他止吐药使用者相比,使用昂丹司琼的自然流产风险降低(aHR 0.85, 95% CI 0.73-0.98)。结论:产科使用昂丹司琼提示自然流产风险降低,妊娠剧吐孕妇死产风险未增加。
{"title":"Ondansetron Use for Women With Hyperemesis Gravidarum and Risks of Spontaneous Abortion and Stillbirth: A Retrospective Cohort Study.","authors":"Jianzhou Yang, Miao Hong, Feng Liang, Yujie Han, Rihua Xie, Daniel Krewski, Donald Mattison, Daniel J Corsi, Mark Walker, Darine El-Chaâr, Doug McNair, Junjie Xu, Shi Wu Wen","doi":"10.1002/pds.70335","DOIUrl":"https://doi.org/10.1002/pds.70335","url":null,"abstract":"<p><strong>Background: </strong>Ondansetron, a selective 5-hydroxytryptamine type 3 serotonin receptor antagonist, is the most prescribed medication to treat hyperemesis gravidarum in the United States. However, certain characteristics of ondansetron, such as QT interval prolongation and its ability to cross the placenta, may suggest possible fetal harm following maternal exposure.</p><p><strong>Objective: </strong>To assess the association between ondansetron use and risk for spontaneous abortion and stillbirth in pregnant women affected by hyperemesis gravidarum.</p><p><strong>Design: </strong>Retrospective cohort study.</p><p><strong>Setting: </strong>Electronic healthcare databases from over 500 healthcare facilities across the United States between 2001 and 2016.</p><p><strong>Participants: </strong>Pregnant women affected by hyperemesis gravidarum are eligible for evaluation of spontaneous abortion and stillbirth, respectively.</p><p><strong>Measurements: </strong>The hazard ratios (HRs) and 95% confidence intervals (CIs) for spontaneous abortion and stillbirth were estimated for women exposed to ondansetron versus women not exposed to an antiemetic in a time-dependent manner, using a Cox proportional-hazards regression model. Dose-response relationships between ondansetron use and respective outcomes were assessed, with ondansetron doses categorized as no use, 1-4, 5-15, and ≥ 16 mg. We conducted post hoc analyses to compare the risks of spontaneous abortion and stillbirth among ondansetron users with those exposed to other antiemetics, as well as with those exposed only to the two most frequently used antiemetics, promethazine and metoclopramide.</p><p><strong>Results: </strong>There were 34 273 and 50 862 pregnant women affected by hyperemesis gravidarum, eligible for evaluation of spontaneous abortion and stillbirth, respectively. Following propensity score matching on a 1:1 ratio between women solely exposed to ondansetron and women not exposed to antiemetics, a total of 10 238 and 13 585 pairs were included in the main analysis of spontaneous abortion and stillbirth, respectively. Exposure to ondansetron was associated with a decreased risk for spontaneous abortion compared with women not exposed to an antiemetic (adjusted HR 0.82, 95% CI 0.73, 0.91) under the time-dependent Cox model. There was no significant dose-dependent relationship between spontaneous abortion and ondansetron exposure. There was no association between ondansetron exposure and stillbirth. The adjusted HR for stillbirth with time-dependent defined exposure was 1.34 (95% CI 0.87-2.08) in mild cases and 0.72 (95% CI 0.23-2.26) in severe cases. A reduction in spontaneous abortion risk with ondansetron users compared to other antiemetic users was also observed (aHR 0.85, 95% CI 0.73-0.98).</p><p><strong>Conclusion: </strong>Obstetric use of ondansetron suggested a decreased risk of spontaneous abortion, with no increased risk of stillbirth among pregnant women affecte","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"35 2","pages":"e70335"},"PeriodicalIF":2.4,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146086751","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yohan Cancilheri Mazzini, Paulo Vitor Ramos Vitori, Kimberly Domingos Schneider, Gustavo Magno Baldin Tiguman, Kérilin Stancine Santos Rocha, Dyego Carlos Souza Anacleto de Araújo
Purpose: To assess the prevalence of psychotropic use among classroom teachers and to identify associated factors.
Methods: A cross-sectional study was conducted between January and February 2024 in Espírito Santo, Brazil. The study included teachers from 20 state schools selected through probabilistic sampling. Data were collected in person using a self-administered questionnaire that addressed sociodemographic characteristics, working conditions, mental health history, mental health screening scales, and the use of psychotropic medications. Poisson regression with robust variance was employed to estimate the prevalence ratio of psychotropic and antidepressant use. The study was approved by the research ethics committee.
Results: The study included 453 teachers. The prevalence of psychotropic medication use was 20.0% (95% CI: 16.9%-22.9%), while the prevalence of antidepressant use was 16.9% (95% CI: 13.8%-19.8%). In the multivariate analysis, a higher prevalence of psychotropic use was observed among cisgender women (PR = 1.91; 95% CI: 1.07-3.39) and teachers with depressive symptoms (PR = 2.30; 95% CI: 1.26-4.22). Antidepressant use was also more frequent among cisgender women (PR = 2.07; 95% CI: 1.12-3.85) and those with depressive symptoms (PR = 2.01; 95% CI: 1.05-3.82), while teachers working in schools located in Santa Teresa showed a lower prevalence compared to those in Vitória (PR = 0.31; 95% CI: 0.10-0.90).
Conclusion: The findings indicate a considerable prevalence of psychotropic and antidepressant use among teachers, particularly among cisgender women and those presenting depressive symptoms.
{"title":"Psychotropic Use Among Classroom Teachers in Espírito Santo: A Cross-Sectional Study.","authors":"Yohan Cancilheri Mazzini, Paulo Vitor Ramos Vitori, Kimberly Domingos Schneider, Gustavo Magno Baldin Tiguman, Kérilin Stancine Santos Rocha, Dyego Carlos Souza Anacleto de Araújo","doi":"10.1002/pds.70327","DOIUrl":"10.1002/pds.70327","url":null,"abstract":"<p><strong>Purpose: </strong>To assess the prevalence of psychotropic use among classroom teachers and to identify associated factors.</p><p><strong>Methods: </strong>A cross-sectional study was conducted between January and February 2024 in Espírito Santo, Brazil. The study included teachers from 20 state schools selected through probabilistic sampling. Data were collected in person using a self-administered questionnaire that addressed sociodemographic characteristics, working conditions, mental health history, mental health screening scales, and the use of psychotropic medications. Poisson regression with robust variance was employed to estimate the prevalence ratio of psychotropic and antidepressant use. The study was approved by the research ethics committee.</p><p><strong>Results: </strong>The study included 453 teachers. The prevalence of psychotropic medication use was 20.0% (95% CI: 16.9%-22.9%), while the prevalence of antidepressant use was 16.9% (95% CI: 13.8%-19.8%). In the multivariate analysis, a higher prevalence of psychotropic use was observed among cisgender women (PR = 1.91; 95% CI: 1.07-3.39) and teachers with depressive symptoms (PR = 2.30; 95% CI: 1.26-4.22). Antidepressant use was also more frequent among cisgender women (PR = 2.07; 95% CI: 1.12-3.85) and those with depressive symptoms (PR = 2.01; 95% CI: 1.05-3.82), while teachers working in schools located in Santa Teresa showed a lower prevalence compared to those in Vitória (PR = 0.31; 95% CI: 0.10-0.90).</p><p><strong>Conclusion: </strong>The findings indicate a considerable prevalence of psychotropic and antidepressant use among teachers, particularly among cisgender women and those presenting depressive symptoms.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"35 2","pages":"e70327"},"PeriodicalIF":2.4,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12856136/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146086701","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Sejun Kim, Andreas Jensen, Alexander Egeberg, Lone Graff Stensballe
Background: Accurate pharmaco-epidemiological assessment of the safety of biological treatments is essential but methodologically challenging.
Aims: This study evaluated how different assumptions regarding treatment switching and treatment episode definitions affect outcome estimates in psoriasis patients, focusing on malignancies and serious infections.
Methods: Data from Danish national registers (2009-2022) were analyzed for hospitalized psoriasis patients treated with ustekinumab, non-biologics, tumor necrosis factor-α inhibitors, and other interleukin inhibitors excluding ustekinumab. Various as-treated approaches were assessed and compared to the Intention-to-Treat (ITT) approach. The as-treated approaches included: (1) RC-switch, considering switching only between ustekinumab and the comparator in question, (2) Bio-switch, considering switches among all biologics, (3) Multi-switch, analyzing all groups simultaneously, and (4) Hierarchy-switch, analyzing switching by a predefined hierarchy. Hazard ratios (HRs) and 95% confidence intervals (CIs) were analyzed using Cox models. Sensitivity analyses incorporated treatment episodes based on the defined daily dose (DDD) and grace periods.
Results: Broader treatment switching allowances affected outcome estimates. For malignancies, the Bio-switch approach yielded the largest HR changes relative to the ITT. For serious infections, also, Bio-switch produced the largest HR shifts, for example, HR 1.32 (CI 1.09, 1.58) versus ITT HR 1.08 (CI 0.91, 1.29). Sensitivity analyses showed that accounting for episode gaps influenced HRs and widened CIs.
Conclusion: The number of events within the exposure group varied by approaches, influencing the HR estimates. The multi-switch approach effectively captured treatment switching and reduced statistical uncertainty, supporting clearer safety conclusions. Tracking each treatment period with gaps reflects real-world practice but may lower statistical power and should be carefully considered in analyses.
{"title":"Comparing Different As-Treated Approaches: A Methodological Study Using Real-World Data on Psoriasis Treatments.","authors":"Sejun Kim, Andreas Jensen, Alexander Egeberg, Lone Graff Stensballe","doi":"10.1002/pds.70337","DOIUrl":"10.1002/pds.70337","url":null,"abstract":"<p><strong>Background: </strong>Accurate pharmaco-epidemiological assessment of the safety of biological treatments is essential but methodologically challenging.</p><p><strong>Aims: </strong>This study evaluated how different assumptions regarding treatment switching and treatment episode definitions affect outcome estimates in psoriasis patients, focusing on malignancies and serious infections.</p><p><strong>Methods: </strong>Data from Danish national registers (2009-2022) were analyzed for hospitalized psoriasis patients treated with ustekinumab, non-biologics, tumor necrosis factor-α inhibitors, and other interleukin inhibitors excluding ustekinumab. Various as-treated approaches were assessed and compared to the Intention-to-Treat (ITT) approach. The as-treated approaches included: (1) RC-switch, considering switching only between ustekinumab and the comparator in question, (2) Bio-switch, considering switches among all biologics, (3) Multi-switch, analyzing all groups simultaneously, and (4) Hierarchy-switch, analyzing switching by a predefined hierarchy. Hazard ratios (HRs) and 95% confidence intervals (CIs) were analyzed using Cox models. Sensitivity analyses incorporated treatment episodes based on the defined daily dose (DDD) and grace periods.</p><p><strong>Results: </strong>Broader treatment switching allowances affected outcome estimates. For malignancies, the Bio-switch approach yielded the largest HR changes relative to the ITT. For serious infections, also, Bio-switch produced the largest HR shifts, for example, HR 1.32 (CI 1.09, 1.58) versus ITT HR 1.08 (CI 0.91, 1.29). Sensitivity analyses showed that accounting for episode gaps influenced HRs and widened CIs.</p><p><strong>Conclusion: </strong>The number of events within the exposure group varied by approaches, influencing the HR estimates. The multi-switch approach effectively captured treatment switching and reduced statistical uncertainty, supporting clearer safety conclusions. Tracking each treatment period with gaps reflects real-world practice but may lower statistical power and should be carefully considered in analyses.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"35 2","pages":"e70337"},"PeriodicalIF":2.4,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12853409/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146086721","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Udim Damachi, Eberechukwu Onukwugha, Manu Murali Mysore, Wendy Camelo Castillo
Background: Poor blood pressure control and low adherence to antihypertensives increase the risk for anthracycline-induced cardiotoxicity (AIC) in hypertensive cancer patients. Little is known about whether past adherence to antihypertensive medications can reduce the risk of AIC in patients initiating anthracyclines. We examined adherence to antihypertensives pre-anthracycline initiation and its association with the risk of AIC.
Methods: We conducted a retrospective cohort study using a 25% random sample of IQVIA PharMetrics Plus for Academics US health plan claims, 2006-2022. We identified individuals 18- 64 years old, with hypertension, diagnosed with breast cancer or lymphoma (Hodgkin's or Non-Hodgkin's) 9 months before the anthracycline treatment initiation (index date). Group-based trajectory modeling was used to estimate latent subgroups of antihypertensive adherence before the index date, using monthly proportions of days covered over the 9 months (baseline). Using Cox regression models, we examined the risk of AIC in the 12 months after the index date.
Results: We identified four distinct antihypertensive adherence trajectory groups in the baseline period. In the adjusted model, the risk of AIC was higher in the early decline group (hazard ratio [HR] = 1.67, 95% CI [1.11-2.49]) and the moderate adherence (HR = 1.62, 95% CI [1.16-2.26]) groups compared to the near-perfect adherence group. Comorbidities associated with an increased risk of AIC include diabetes and chronic kidney failure.
Conclusion: Poor adherence to antihypertensives prior to anthracycline use was associated with AIC. Future studies should explore whether select antihypertensive classes are more cardioprotective than others.
背景:血压控制不良和抗高血压药物依从性低增加了高血压癌患者蒽环类药物诱导的心脏毒性(AIC)的风险。对于过去坚持服用降压药是否能降低开始使用蒽环类药物的患者AIC的风险,我们知之甚少。我们检查了蒽环类药物前抗高血压依从性及其与AIC风险的关系。方法:我们进行了一项回顾性队列研究,使用IQVIA PharMetrics Plus for Academics 2006-2022年美国健康计划索赔的25%随机样本。我们选取了年龄在18- 64岁,患有高血压,在蒽环类药物治疗开始前9个月确诊为乳腺癌或淋巴瘤(霍奇金淋巴瘤或非霍奇金淋巴瘤)的患者(索引日期)。使用基于组的轨迹模型来估计在指标日期之前抗高血压依从性的潜在亚组,使用9个月(基线)覆盖的月天数比例。使用Cox回归模型,我们检查了指数日期后12个月内AIC的风险。结果:我们确定了基线期四个不同的抗高血压依从性轨迹组。在调整后的模型中,早期衰退组(风险比[HR] = 1.67, 95% CI[1.11-2.49])和中度依从组(HR = 1.62, 95% CI[1.16-2.26])发生AIC的风险高于接近完全依从组。与AIC风险增加相关的合并症包括糖尿病和慢性肾衰竭。结论:蒽环类药物使用前抗高血压药物依从性差与AIC有关。未来的研究应该探索所选择的抗高血压药物是否比其他药物更具有心脏保护作用。
{"title":"Antihypertensive Past Adherence Trajectories and Risk of Cardiotoxicity Among Adults Initiating Anthracycline Treatment.","authors":"Udim Damachi, Eberechukwu Onukwugha, Manu Murali Mysore, Wendy Camelo Castillo","doi":"10.1002/pds.70318","DOIUrl":"10.1002/pds.70318","url":null,"abstract":"<p><strong>Background: </strong>Poor blood pressure control and low adherence to antihypertensives increase the risk for anthracycline-induced cardiotoxicity (AIC) in hypertensive cancer patients. Little is known about whether past adherence to antihypertensive medications can reduce the risk of AIC in patients initiating anthracyclines. We examined adherence to antihypertensives pre-anthracycline initiation and its association with the risk of AIC.</p><p><strong>Methods: </strong>We conducted a retrospective cohort study using a 25% random sample of IQVIA PharMetrics Plus for Academics US health plan claims, 2006-2022. We identified individuals 18- 64 years old, with hypertension, diagnosed with breast cancer or lymphoma (Hodgkin's or Non-Hodgkin's) 9 months before the anthracycline treatment initiation (index date). Group-based trajectory modeling was used to estimate latent subgroups of antihypertensive adherence before the index date, using monthly proportions of days covered over the 9 months (baseline). Using Cox regression models, we examined the risk of AIC in the 12 months after the index date.</p><p><strong>Results: </strong>We identified four distinct antihypertensive adherence trajectory groups in the baseline period. In the adjusted model, the risk of AIC was higher in the early decline group (hazard ratio [HR] = 1.67, 95% CI [1.11-2.49]) and the moderate adherence (HR = 1.62, 95% CI [1.16-2.26]) groups compared to the near-perfect adherence group. Comorbidities associated with an increased risk of AIC include diabetes and chronic kidney failure.</p><p><strong>Conclusion: </strong>Poor adherence to antihypertensives prior to anthracycline use was associated with AIC. Future studies should explore whether select antihypertensive classes are more cardioprotective than others.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"35 2","pages":"e70318"},"PeriodicalIF":2.4,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12815894/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146003817","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Orlando Luiz Do Amaral Juniot, Thiago André Carniel, Vanessa da Silva Corralo, Fátima Kremer Ferretti, Clodoaldo Antônio De Sá
Purpose: This study aimed to investigate the proportions of polypharmacy in the macroregions of Brazil, considering socioeconomic and demographic factors and their associations.
Methods: A cross-sectional analysis was conducted using data from the second wave (2019-2021) of ELSI-Brazil. The outcome was self-reported polypharmacy. Independent variables included sociodemographic, health, and behavioral factors, such as diabetes and hypertension. Descriptive analyses incorporated sample weights, and Poisson regression was employed to assess associations between polypharmacy and the independent variables. Analyses were stratified by the five macroregions of Brazil: North, Northeast, Southeast, South, and Central-West.
Results: The study included 6917 participants aged 50 years or older. Differences in polypharmacy prevalence were observed across Brazilian macroregions. In the Central-West, polypharmacy was less frequent among rural residents (PR = 0.84; 95% CI: 0.82-0.85) than among urban residents. In the North, polypharmacy was more frequent among non-white individuals (PR = 1.08; 95% CI: 1.02-1.15) and less frequent among Black individuals (PR = 0.92; 95% CI: 0.88-0.96) compared with white individuals. In the Southeast and South, polypharmacy was more frequent among adults aged 80 years or older (PR = 1.14; 95% CI: 1.08-1.19 and PR = 1.17; 95% CI: 1.08-1.27, respectively) than among younger groups. Although no formal statistical comparisons between regions were performed, the observed estimates and their confidence intervals indicate regional variation in polypharmacy.
Conclusion: This study identified regional disparities in polypharmacy prevalence across Brazil's macroregions, influenced by factors such as age, chronic conditions, and socioeconomic status. Strengthening primary care, promoting rational medication use, addressing inequalities, and integrating prevention strategies are crucial to mitigating its negative impacts.
{"title":"Association Between Polypharmacy and Socioeconomic and Demographic Factors in Adults Aged 50 Years and Older by Brazilian Macroregions.","authors":"Orlando Luiz Do Amaral Juniot, Thiago André Carniel, Vanessa da Silva Corralo, Fátima Kremer Ferretti, Clodoaldo Antônio De Sá","doi":"10.1002/pds.70307","DOIUrl":"10.1002/pds.70307","url":null,"abstract":"<p><strong>Purpose: </strong>This study aimed to investigate the proportions of polypharmacy in the macroregions of Brazil, considering socioeconomic and demographic factors and their associations.</p><p><strong>Methods: </strong>A cross-sectional analysis was conducted using data from the second wave (2019-2021) of ELSI-Brazil. The outcome was self-reported polypharmacy. Independent variables included sociodemographic, health, and behavioral factors, such as diabetes and hypertension. Descriptive analyses incorporated sample weights, and Poisson regression was employed to assess associations between polypharmacy and the independent variables. Analyses were stratified by the five macroregions of Brazil: North, Northeast, Southeast, South, and Central-West.</p><p><strong>Results: </strong>The study included 6917 participants aged 50 years or older. Differences in polypharmacy prevalence were observed across Brazilian macroregions. In the Central-West, polypharmacy was less frequent among rural residents (PR = 0.84; 95% CI: 0.82-0.85) than among urban residents. In the North, polypharmacy was more frequent among non-white individuals (PR = 1.08; 95% CI: 1.02-1.15) and less frequent among Black individuals (PR = 0.92; 95% CI: 0.88-0.96) compared with white individuals. In the Southeast and South, polypharmacy was more frequent among adults aged 80 years or older (PR = 1.14; 95% CI: 1.08-1.19 and PR = 1.17; 95% CI: 1.08-1.27, respectively) than among younger groups. Although no formal statistical comparisons between regions were performed, the observed estimates and their confidence intervals indicate regional variation in polypharmacy.</p><p><strong>Conclusion: </strong>This study identified regional disparities in polypharmacy prevalence across Brazil's macroregions, influenced by factors such as age, chronic conditions, and socioeconomic status. Strengthening primary care, promoting rational medication use, addressing inequalities, and integrating prevention strategies are crucial to mitigating its negative impacts.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"35 2","pages":"e70307"},"PeriodicalIF":2.4,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12859391/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146093777","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Stefan Franzen, Evangelos Chandakas, Sam Hillman, Kirsty Rhodes, Clementine Nordon
Purpose: Missing information is common in real-world claims data, particularly on behavioral confounders, for example, smoking. Often one category of the variable, "yes" is partially observed while the other "no" remains completely missing-a pattern we call missing with truncation. A common way to handle these missing values is to naïvely treat missing values as absence of the risk factor, which may lead to substantial misclassification. Standard multiple imputation is impossible as only one level of the variable is observed.
Methods: A case study was conducted using data from the NOVELTY study, including 12 224 people with physician diagnosed asthma and/or COPD (NCT02760329). From this cohort, 9733 patients with complete information were included. This dataset was split into two where the first part was used to train an imputation model and the second part was used to evaluate the imputations based on the model (1) when used to impute a truncated and amputated smoking variable against the naïvely classifying missing as "no" (2) when varying the percent smokers retained, q.
Results: The accuracy of approaches (1) and (2) was 0.79 and 0.43, respectively; for q = 90%, the accuracy of approaches (1) and (2) was 0.89 and 0.94, respectively. Transfer learning showed better accuracy than the naïve approach when the percentage of true smokers being recorded as smokers was < 80%.
Conclusions: The added value of transfer learning was greatest when low proportions of true ever-smokers were recorded, with its advantage depending on both the true prevalence of true smokers and the predictive model's performance.
{"title":"Filling the Gaps in Health Data: Using a Machine Learning Approach to Augment Partially Observed Variables Such as Smoking in Claims Data.","authors":"Stefan Franzen, Evangelos Chandakas, Sam Hillman, Kirsty Rhodes, Clementine Nordon","doi":"10.1002/pds.70322","DOIUrl":"https://doi.org/10.1002/pds.70322","url":null,"abstract":"<p><strong>Purpose: </strong>Missing information is common in real-world claims data, particularly on behavioral confounders, for example, smoking. Often one category of the variable, \"yes\" is partially observed while the other \"no\" remains completely missing-a pattern we call missing with truncation. A common way to handle these missing values is to naïvely treat missing values as absence of the risk factor, which may lead to substantial misclassification. Standard multiple imputation is impossible as only one level of the variable is observed.</p><p><strong>Methods: </strong>A case study was conducted using data from the NOVELTY study, including 12 224 people with physician diagnosed asthma and/or COPD (NCT02760329). From this cohort, 9733 patients with complete information were included. This dataset was split into two where the first part was used to train an imputation model and the second part was used to evaluate the imputations based on the model (1) when used to impute a truncated and amputated smoking variable against the naïvely classifying missing as \"no\" (2) when varying the percent smokers retained, q.</p><p><strong>Results: </strong>The accuracy of approaches (1) and (2) was 0.79 and 0.43, respectively; for q = 90%, the accuracy of approaches (1) and (2) was 0.89 and 0.94, respectively. Transfer learning showed better accuracy than the naïve approach when the percentage of true smokers being recorded as smokers was < 80%.</p><p><strong>Conclusions: </strong>The added value of transfer learning was greatest when low proportions of true ever-smokers were recorded, with its advantage depending on both the true prevalence of true smokers and the predictive model's performance.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"35 2","pages":"e70322"},"PeriodicalIF":2.4,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146086705","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Magdalena Niedzielko, Iwona Kiersnowska, Lucyna Kwiećkowska, Agata Maciejczyk, Marcin Kruk, Anna Arcab, Monika Trojan, Anastazja Markowska, Alicja Baranowska, Dagmara Mirowska-Guzel
Purpose: Our study aimed to investigate the knowledge, attitudes, and information sources about adverse drug reactions (ADRs) among healthcare professionals (HCPs) and non-healthcare professionals (non-HCPs) in Poland.
Methods: A self-administered questionnaire was designed in two versions (non-HCPs and HCPs). The questionnaire, available in electronic and paper format, was distributed between August 2023 and April 2024 using various means, including HCP and patient organisations, senior citizens centres, and community pharmacies. The anonymous survey included a series of statements regarding ADRs and single- and multiple-choice questions.
Results: Answers collected from 981 non-HCPs and 481 HCPs were analysed. Most respondents correctly identified the essential aspect of the ADR definition regardless of their medical education (non-HCP, n = 700 (71.36%) vs. HCP, n = 346 (71.93%) p = 0.818). Still, few respondents in both groups identified additional elements of the definition, with less than one-third of HCP respondents believing an ADR can result from improper medication use (non-HCP, n = 338 (34.45%) vs. HCP, n = 128 (26.61%) p = 0.002). Most respondents did not identify a "common ADR" as defined in the current rules of communicating about the frequency of ADRs. Most respondents indicate a lack of specific information in summary of product characteristics or package leaflet, with only 15.46% (n = 226) stating that they believe nothing is missing from those resources.
Conclusions: Our survey results show the need to effectively educate HCPs and non-HCPs on ADRs. Exploring ways to communicate about ADRs may help patients and HCPs better understand the risks of pharmacotherapy and their role in the pharma covigilance system.
目的:本研究旨在调查波兰卫生保健专业人员(HCPs)和非卫生保健专业人员(non-HCPs)关于药物不良反应(adr)的知识、态度和信息来源。方法:设计了两种不同版本的自填问卷(非HCPs和HCPs)。该问卷以电子和纸质形式提供,于2023年8月至2024年4月期间通过各种方式分发,包括卫生保健中心和患者组织、老年人中心和社区药房。这项匿名调查包括一系列关于adr的陈述以及单选题和多项选择题。结果:分析了981名非医务人员和481名医务人员的回答。无论其医学教育程度如何,大多数受访者都能正确识别ADR定义的基本方面(非HCP, n = 700 (71.36%) vs. HCP, n = 346 (71.93%) p = 0.818)。尽管如此,两组中很少有受访者确定了定义的其他因素,不到三分之一的HCP受访者认为不良反应可能是由不当用药引起的(非HCP, n = 338 (34.45%) vs. HCP, n = 128 (26.61%) p = 0.002)。大多数应答者没有确定当前关于不良反应发生频率的沟通规则中定义的“共同不良反应”。大多数受访者表示,在产品特性总结或包装传单中缺乏具体信息,只有15.46% (n = 226)的受访者表示,他们认为这些资源中没有任何缺失。结论:我们的调查结果表明,有必要对医务人员和非医务人员进行药物不良反应的有效教育。探索沟通不良反应的方法可能有助于患者和医务人员更好地了解药物治疗的风险及其在药物共同警戒系统中的作用。
{"title":"Knowledge, Attitudes and Sources of Information About Adverse Drug Reactions-A Survey Study Among Patients and Healthcare Professionals in Poland.","authors":"Magdalena Niedzielko, Iwona Kiersnowska, Lucyna Kwiećkowska, Agata Maciejczyk, Marcin Kruk, Anna Arcab, Monika Trojan, Anastazja Markowska, Alicja Baranowska, Dagmara Mirowska-Guzel","doi":"10.1002/pds.70312","DOIUrl":"10.1002/pds.70312","url":null,"abstract":"<p><strong>Purpose: </strong>Our study aimed to investigate the knowledge, attitudes, and information sources about adverse drug reactions (ADRs) among healthcare professionals (HCPs) and non-healthcare professionals (non-HCPs) in Poland.</p><p><strong>Methods: </strong>A self-administered questionnaire was designed in two versions (non-HCPs and HCPs). The questionnaire, available in electronic and paper format, was distributed between August 2023 and April 2024 using various means, including HCP and patient organisations, senior citizens centres, and community pharmacies. The anonymous survey included a series of statements regarding ADRs and single- and multiple-choice questions.</p><p><strong>Results: </strong>Answers collected from 981 non-HCPs and 481 HCPs were analysed. Most respondents correctly identified the essential aspect of the ADR definition regardless of their medical education (non-HCP, n = 700 (71.36%) vs. HCP, n = 346 (71.93%) p = 0.818). Still, few respondents in both groups identified additional elements of the definition, with less than one-third of HCP respondents believing an ADR can result from improper medication use (non-HCP, n = 338 (34.45%) vs. HCP, n = 128 (26.61%) p = 0.002). Most respondents did not identify a \"common ADR\" as defined in the current rules of communicating about the frequency of ADRs. Most respondents indicate a lack of specific information in summary of product characteristics or package leaflet, with only 15.46% (n = 226) stating that they believe nothing is missing from those resources.</p><p><strong>Conclusions: </strong>Our survey results show the need to effectively educate HCPs and non-HCPs on ADRs. Exploring ways to communicate about ADRs may help patients and HCPs better understand the risks of pharmacotherapy and their role in the pharma covigilance system.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"35 2","pages":"e70312"},"PeriodicalIF":2.4,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12856821/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146086685","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Correction to \"Demystifying Clone-Censor-Weighting to Studying Treatment Initiation Windows: An Example Using Publicly Available Synthetic Medicare Claims Data\".","authors":"","doi":"10.1002/pds.70334","DOIUrl":"https://doi.org/10.1002/pds.70334","url":null,"abstract":"","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"35 2","pages":"e70334"},"PeriodicalIF":2.4,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146106483","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}