472 results on '"Michal, Abrahamowicz"'
Search Results
2. External Validation of the Lupus Multivariable Outcome Score for Systemic Lupus Erythematosus Trials
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Michal Abrahamowicz, Maria Izabela Abrahamowicz, and Peter E. Lipsky
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Diseases of the musculoskeletal system ,RC925-935 - Abstract
Objective Development of new systemic lupus erythematosus (SLE) treatments requires an effective responder index. Toward this end, we have recently developed a new Lupus Multivariable Outcome Score (LuMOS) to optimize discrimination between actively treated patients and those on placebo. We now report on external validation of LuMOS in two independent clinical trials. Methods Validation was performed with the Illuminate data sets that evaluated tabalumab (TB) in SLE. To accommodate laboratory results assessed on different platforms, we developed a standardized LuMOS 2.0 model that uses z score transformations of biomarker values. For validation, we calculated LuMOS 2.0 scores at week 52 for all participants. Effect size (ES), with 95% confidence intervals (CIs), compared the ability of LuMOS and the SLE Responder Index‐5 (SRI‐5) to discriminate between outcomes in patients randomized to TB dosage and outcomes in those randomized to a placebo. Results Mean LuMOS 2.0 scores were significantly higher (P 0.4) in contrast to weak SRI‐5 effects (
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- 2022
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3. Sex Differences in the Effectiveness of Angiotensin‐Converting Enzyme Inhibitors, Angiotensin II Receptor Blockers, and Sacubitril–Valsartan for the Treatment of Heart Failure
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Zahra N. Sohani, Hassan Behlouli, Cristiano Soares de Moura, Michal Abrahamowicz, and Louise Pilote
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heart failure ,observational study ,sacubitril–valsartan ,sex differences ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Background PARAGON‐HF (Efficacy and Safety of LCZ696 Compared to Valsartan, on Morbidity and Mortality in Heart Failure Patients With Preserved Ejection Fraction) suggested a potential benefit of sacubitril–valsartan in women with preserved ejection fraction. Among patients with heart failure previously treated with angiotensin‐converting enzyme inhibitors (ACEIs) or angiotensin II receptor blockers (ARBs), we studied whether effectiveness of treatment with sacubitril–valsartan compared with ACEI/ARB monotherapy differed between men and women for both preserved and reduced ejection fraction. Methods and Results Data were derived from the Truven Health MarketScan Databases between January 1, 2011, and December 31, 2018. We included patients with a primary diagnosis of heart failure on treatment with ACEIs, ARBs, or sacubitril–valsartan on the basis of the first prescription after diagnosis. A total of 7181 patients treated with sacubitril–valsartan, 25 408 patients using an ACEI, and 16 177 patients treated with ARBs were included. A total of 790 readmissions or deaths occurred among 7181 patients in the sacubitril–valsartan group and 11 901 events in 41 585 patients treated with an ACEI/ARB. Adjusted for covariates, the hazard ratio (HR) for treatment with sacubitril–valsartan compared with an ACEI or ARB was 0.74 (95% CI, 0.68–0.80). The protective effect of sacubitril–valsartan was evident for men and women (women: HR, 0.75 [95% CI, 0.66–0.86]; P
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- 2023
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4. A Population‐Based Study Evaluating Retention in Rheumatology Care Among Patients With Rheumatoid Arthritis
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Claire E. H. Barber, Diane Lacaille, Ruth Croxford, Cheryl Barnabe, Deborah A. Marshall, Michal Abrahamowicz, Hui Xie, J. Antonio Avina‐Zubieta, John M. Esdaile, Glen Hazlewood, Peter Faris, Steven Katz, Paul MacMullan, Dianne Mosher, and Jessica Widdifield
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Diseases of the musculoskeletal system ,RC925-935 - Abstract
Objective The study objective was to assess adherence to system‐level performance measures measuring retention in rheumatology care and disease modifying anti‐rheumatic drug (DMARD) treatment in rheumatoid arthritis (RA). Methods We used a validated health administrative data case definition to identify individuals with RA in Ontario, Canada, between 2002 and 2014 who had at least 5 years of potential follow‐up prior to 2019. During the first 5 years following diagnosis, we assessed whether patients were seen by a rheumatologist yearly and the proportion dispensed a DMARD yearly (in those aged ≥66 for whom medication data were available). Multivariable logistic regression analyses were used to estimate the odds of remaining under rheumatologist care. Results The cohort included 50,883 patients with RA (26.1% aged 66 years and older). Over half (57.7%) saw a rheumatologist yearly in all 5 years of follow‐up. Sharp declines in the percentage of patients with an annual visit were observed in each subsequent year after diagnosis, although a linear trend to improved retention in rheumatology care was seen over the study period (P
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- 2022
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5. Relative effectiveness of influenza vaccines in elderly persons in the United States, 2012/2013-2017/2018 seasons
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Marina Amaral de Avila Machado, Cristiano S. Moura, Michal Abrahamowicz, Brian J. Ward, Louise Pilote, and Sasha Bernatsky
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Immunologic diseases. Allergy ,RC581-607 ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Abstract Influenza immunization protects seniors against influenza and its potentially serious complications. It is uncertain whether standard-dose (SD) quadrivalent vaccine offers better protection over other formulations in the elderly. In this study, we compared the effectiveness of SD-trivalent, high-dose (HD) trivalent, SD-quadrivalent, and adjuvanted trivalent vaccines in seniors (≥65 years) in a real-world setting. We selected over 200,000 individuals in each of 6 influenza seasons from 2012 to 2018 using MarketScan® databases. The two outcomes were hospitalization or emergency room (ER) visit due to (1) influenza or (2) pneumonia. Here, SD-quadrivalent was associated with higher risk of influenza-related hospitalization/ER visit (adjusted hazard ratio (aHR) 1.14 and 95% confidence interval (95% CI) 1.05–1.24) and of pneumonia-related hospitalization/ER visit (aHR 1.04 and 95% CI 1.01–1.07) vs. HD-trivalent. SD-trivalent followed similar trends compared to HD-trivalent (aHR 1.16 and 95% CI 1.06–1.27 for hospitalized/ER visit influenza; aHR 1.07 and 95% CI 1.05–1.10 for hospitalized/ER visit pneumonia). We could not demonstrate risk differences between SD vaccine formulations and between adjuvanted trivalent and one of the other three vaccines. Risk estimates slightly varied across seasons. These findings suggest that SD vaccine formulations vs. HD-trivalent were associated with higher risk of hospitalization/ER visit for influenza and pneumonia in seniors.
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- 2021
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6. Impact of time-varying cumulative bevacizumab exposures on survival: re-analysis of data from randomized clinical trial in patients with metastatic colo-rectal cancer
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Adrien Guilloteau, Michal Abrahamowicz, Olayide Boussari, Valérie Jooste, Thomas Aparicio, Catherine Quantin, Karine Le Malicot, and Christine Binquet
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Time varying cumulative exposure to maintenance treatment ,Survival ,Colorectal cancer ,Bevacizumab ,Medicine (General) ,R5-920 - Abstract
Abstract Background As cancer treatment, biotherapies can be as effective as chemotherapy while reducing the risk of secondary effects, so that they can be taken over longer periods than conventional chemotherapy. Thus, some trials aimed at assessing the benefit of maintaining biotherapies during chemotherapy-free intervals (CFI). For example, the recent PRODIGE9 trial assessed the effect of maintaining bevacizumab during CFI in metastatic colorectal cancer (mCRC) patients. However, its analysis was hindered by a small difference of exposure to the treatment between the randomized groups and by a large proportion of early drop outs, leading to a potentially unbalanced distribution of confounding factors among the trial completers. To address these limitations, we re-analyzed the PRODIGE9 data to assess the effects of different exposure metrics on all-cause mortality of patients with mCRC using methods originally developed for observational studies. Methods To account for the actual patterns of drug use by individual patients and for possible cumulative effects, we used five alternative time-varying exposure metrics: (i) cumulative dose, (ii) quantiles of the cumulative dose, (iii) standardized cumulative dose, (iv) Theoretical Blood Concentration (TBC), and (v) Weighted Cumulative Exposure (WCE). The last two metrics account for the timing of drug use. Treatment effects were estimated using adjusted Hazard Ratio from multivariable Cox proportional hazards models. Results After excluding 112 patients who died during the induction period, we analyzed data on 382 patients, among whom 320 (83.8%) died. All time-varying exposures improved substantially the model’s fit to data, relative to using only the time-invariant randomization group. All exposures indicated a protective effect for higher cumulative bevacizumab doses. The best-fitting WCE and TBC models accounted for both the cumulative effects and the different impact of doses taken at different times. Conclusions All time-varying analyses, regardless of the exposure metric used, consistently suggested protective effects of higher cumulative bevacizumab doses. However, the results may partly reflect the presence of a confusion bias. Complementing the main ITT analysis of maintenance trials with an analysis of potential cumulative effects of treatment actually taken can provide new insights, but the results must be interpreted with caution because they do not benefit from the randomization. Trial registration clinicaltrials.gov, NCT00952029 . Registered 8 August 2009.
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- 2021
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7. Population-Level Sex Differences and Predictors for Treatment With Catheter Ablation in Patients With Atrial Fibrillation and Heart Failure
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Michelle Samuel, MPH, PhD, Michal Abrahamowicz, PhD, Jacqueline Joza, MD, Vidal Essebag, MD, PhD, and Louise Pilote, MD, MPH, PhD
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Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Background: Current guidelines are relatively general regarding the type of patient with heart failure (HF) who should be considered for catheter ablation (CA) of atrial fibrillation (AF). The aim of the present study was to identify clinical predictors and sex differences for treatment with CA in the AF-HF population. Methods: A population-based AF-HF cohort was created using the Quebec administrative data (2000-2017). Patients were followed from the date of diagnosis of both diseases to the date of CA or death. Predictors for CA, represented by time-varying covariates, were assessed in a multivariable Cox model that accounted for the competing risk of death. Results: Among 101,931 patients with AF-HF with medication information (median age, 80.7 years; interquartile range [IQR], 73.9-86.3; 51.4% were female, median CHA2DS2-VASc, 4; IQR, 3-4), only 432 (0.4%) underwent CA after a median of 0.8 years (IQR, 0.1-2.7). Independent of multiple comorbidities and advanced age, which were associated with a lower likelihood of CA, women were approximately half as likely to undergo a CA (26% were women; adjusted hazard ratio, 0.6; 95% confidence interval, 0.4-0.7). Prior use of direct-acting oral anticoagulants and antiarrhythmics, and the presence of an implantable cardioverter-defibrillator were also predictors for CA treatment (P < 0.05 for all). Conclusion: In a real-world population, CA was infrequently used to treat AF among patients with HF, and the likelihood of CA was further reduced in women. Because patients with CA had few comorbidities, future studies need to be conducted to determine whether CA can be beneficial in subjects whose clinical characteristics are more representative of the AF-HF population. Résumé: Contexte: Les lignes directrices actuelles abordent de façon relativement générale les cas d’insuffisance cardiaque (IC) où les patients devraient être considérés comme des candidats à l’ablation par cathéter (AC) pour le traitement de la fibrillation auriculaire (FA). La présente étude visait à cerner les prédicteurs cliniques et les différences entre les sexes dans le contexte de l’AC au sein de la population atteinte de FA et d’IC. Méthodologie: Une cohorte populationnelle de patients atteints de FA et d’IC a été constituée à partir de données administratives du Québec (2000-2017). Le suivi des patients allait de la date du diagnostic des deux affections à la date de l’AC ou du décès. Les prédicteurs d’AC, représentés par des covariables temporalisées, ont été évalués dans un modèle de Cox multivarié tenant compte du risque concurrent de décès. Résultats: Sur 101 931 patients atteints de FA et d’IC dont la médication était documentée (âge médian : 80,7 ans; intervalle interquartile [IIQ] : 73,9-86,3; proportion de patients de sexe féminin : 51,4 %; score CHA2DS2-VASc médian : 4; IIQ : 3-4), seulement 432 (0,4 %) ont subi une AC au bout d’un laps de temps médian de 0,8 an (IIQ : 0,1-2,7). Indépendamment des maladies concomitantes multiples et de l’âge avancé, associés à une moindre probabilité d’AC, les femmes étaient environ deux fois moins susceptibles de subir une AC (proportion de patients de sexe féminin : 26 %; rapport des risques instantanés corrigé : 0,6; intervalle de confiance à 95 % : de 0,4 à 0,7). Les antécédents de traitement par des anticoagulants oraux à action directe et des antiarythmiques, ainsi que la présence d’un défibrillateur cardioverteur implantable étaient également des prédicteurs d’AC (p < 0,05 dans tous les cas). Conclusion: Au sein d’une population en contexte réel, l’AC a été rarement pratiquée pour traiter la FA chez des patients atteints d’IC. En outre, la probabilité d’une AC était moindre chez les femmes. Étant donné que les patients ayant subi une AC présentaient peu de maladies concomitantes, d’autres études devront être menées pour déterminer si l’AC peut être salutaire chez les personnes présentant des caractéristiques cliniques plus représentatives de la population atteinte de FA et d’IC.
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- 2020
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8. State of the art in selection of variables and functional forms in multivariable analysis—outstanding issues
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Willi Sauerbrei, Aris Perperoglou, Matthias Schmid, Michal Abrahamowicz, Heiko Becher, Harald Binder, Daniela Dunkler, Frank E. Harrell, Patrick Royston, Georg Heinze, and for TG2 of the STRATOS initiative
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Descriptive modelling ,Methods for variable selection ,Spline procedures ,Fractional polynomials ,Categorisation ,Bias ,Medicine (General) ,R5-920 - Abstract
Abstract Background How to select variables and identify functional forms for continuous variables is a key concern when creating a multivariable model. Ad hoc ‘traditional’ approaches to variable selection have been in use for at least 50 years. Similarly, methods for determining functional forms for continuous variables were first suggested many years ago. More recently, many alternative approaches to address these two challenges have been proposed, but knowledge of their properties and meaningful comparisons between them are scarce. To define a state of the art and to provide evidence-supported guidance to researchers who have only a basic level of statistical knowledge, many outstanding issues in multivariable modelling remain. Our main aims are to identify and illustrate such gaps in the literature and present them at a moderate technical level to the wide community of practitioners, researchers and students of statistics. Methods We briefly discuss general issues in building descriptive regression models, strategies for variable selection, different ways of choosing functional forms for continuous variables and methods for combining the selection of variables and functions. We discuss two examples, taken from the medical literature, to illustrate problems in the practice of modelling. Results Our overview revealed that there is not yet enough evidence on which to base recommendations for the selection of variables and functional forms in multivariable analysis. Such evidence may come from comparisons between alternative methods. In particular, we highlight seven important topics that require further investigation and make suggestions for the direction of further research. Conclusions Selection of variables and of functional forms are important topics in multivariable analysis. To define a state of the art and to provide evidence-supported guidance to researchers who have only a basic level of statistical knowledge, further comparative research is required.
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- 2020
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9. Long-term exposure to wildfires and cancer incidence in Canada: a population-based observational cohort study
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Jill Korsiak, MSc, Lauren Pinault, PhD, Tanya Christidis, PhD, Richard T Burnett, PhD, Michal Abrahamowicz, ProfPhD, and Scott Weichenthal, ProfPhD
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Environmental sciences ,GE1-350 - Abstract
Summary: Background: Wildfires emit many carcinogenic pollutants that contaminate air, water, terrestrial, and indoor environments. However, little is known about the relationship between exposure to wildfires and cancer risk. We aimed to assess the associations between residential exposure to wildfires and the incidence of several cancer outcomes (lung cancer, brain cancer, non-Hodgkin lymphoma, multiple myeloma, and leukaemia) in Canada. Methods: We did a population-based observational cohort study of participants in the 1996 Canadian Census Health and Environment Cohort. The 1996 Canadian Census Health and Environment Cohort is a nationally representative sample of Canadian adults, followed up for cancer incidence and mortality from 1996 to 2015. For this analysis, we excluded participants who lived in major Canadian cities (with a population size greater than 1·5 million people), recent immigrants, and individuals younger than 25 years or 90 years of age or older at baseline. Exposures to wildfires were assigned on the basis of area burned within a 20 km or 50 km radius of residential locations and updated for annual residential mobility. Multivariable Cox proportional hazards models were used to estimate associations between exposure to wildfires and specific cancers associated with carcinogenic compounds released by wildfires, including lung and brain cancer, non-Hodgkin lymphoma, multiple myeloma, and leukaemia, adjusted for many personal and neighbourhood-level covariates. Findings: Our analyses included more than 2 million people followed up for a median of 20 years, for a total of 34 million person-years. Wildfire exposure was associated with slightly increased incidence of lung cancer and brain tumours. For example, cohort members exposed to a wildfire within 50 km of residential locations in the past 10 years had a 4·9% relatively higher incidence (adjusted hazard ratio [HR] 1·049, 95% CI 1·028–1·071) of lung cancer than unexposed populations, and a 10% relatively higher incidence (adjusted HR 1·100, 1·026–1·179) of brain tumours. Similar associations were observed for the 20 km buffer size. Wildfires were not associated with haematological cancers in this study, and concentration-response trends were not readily apparent when area burned was modelled as a continuous variable. Interpretation: Long-term exposure to wildfires might increase the risk of lung cancer and brain tumours. Further work is needed to develop long-term estimates of wildfire exposures that capture the complex mixture of environmental pollutants released during these events. Funding: Canadian Institute for Health Research and Fonds de recherche du Quebec.
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- 2022
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10. Determinants of long-term opioid use in hospitalized patients
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Siyana Kurteva, Michal Abrahamowicz, Daniala Weir, Tara Gomes, and Robyn Tamblyn
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Medicine ,Science - Abstract
Background Long-term opioid use is an increasingly important problem related to the ongoing opioid epidemic. The purpose of this study was to identify patient, hospitalization and system-level determinants of long term opioid therapy (LTOT) among patients recently discharged from hospital. Design To be eligible for this study, patient needed to have filled at least one opioid prescription three-months post-discharge. We retrieved data from the provincial health insurance agency to measure medical service and prescription drug use in the year prior to and after hospitalization. A multivariable Cox Proportional Hazards model was utilized to determine factors associated with time to the first LTOT occurrence, defined as time-varying cumulative opioid duration of ≥ 60 days. Results Overall, 22.4% of the 1,551 study patients were classified as LTOT, who had a mean age of 66.3 years (SD = 14.3). Having no drug copay status (adjusted hazard ratio (aHR) 1.91, 95% CI: 1.40–2.60), being a LTOT user before the index hospitalization (aHR 6.05, 95% CI: 4.22–8.68) or having history of benzodiazepine use (aHR 1.43, 95% CI: 1.12–1.83) were all associated with an increased likelihood of LTOT. Cardiothoracic surgical patients had a 40% lower LTOT risk (aHR 0.55, 95% CI: 0.31–0.96) as compared to medical patients. Initial opioid dispensation of > 90 milligram morphine equivalents (MME) was also associated with higher likelihood of LTOT (aHR 2.08, 95% CI: 1.17–3.69). Conclusions and relevance Several patient-level characteristics associated with an increased risk of ≥ 60 days of cumulative opioid use. The results could be used to help identify patients who are at high-risk of continuing opioids beyond guideline recommendations and inform policies to curb excessive opioid prescribing.
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- 2022
11. The Canadian Mother-Child Cohort Active Surveillance Initiative (CAMCCO): Comparisons between Quebec, Manitoba, Saskatchewan, and Alberta.
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Anick Bérard, Padma Kaul, Sherif Eltonsy, Brandace Winquist, Dan Chateau, Steven Hawken, Ann Sprague, Mark Walker, Sasha Bernatsky, Michal Abrahamowicz, Cristiano Soares de Moura, Évelyne Vinet, Bruce Carleton, Gillian Hanley, Tim Oberlander, Odile Sheehy, Yessica Haydee Gomez, Jessica Gorgui, and Anamaria Savu
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Medicine ,Science - Abstract
BackgroundGiven that pregnant women taking medications are excluded from clinical trials, real-world evidence is essential. We aimed to build a Canadian Mother-Child Cohort Active Surveillance Initiative (CAMCCO) and compare frequency of prematurity, low-birth-weight (LBW), major malformations, multiplicity, and gestational medication use across four provinces.MethodsCAMCCO is a collaborative research infrastructure that uses real-world data from large provincial health care databases in Canada; developed with standardized methods to similarly construct population-based pregnancy/child cohorts with longitudinal follow-up by linking administrative/hospital/birth databases. CAMCCO also includes a common repository to i) share algorithms and case definitions based on diagnostic and procedural codes for research/training purpose, and ii) download aggregate data relevant to primary care providers, researchers, and decision makers. For this study, data from Quebec (1998-2015), Manitoba (1995-2019), Saskatchewan (1996-2020), and Alberta (2005-2018) are compared (Chi-square tests, p-values), and trends are calculated using Cochran-Armitage trend tests.ResultsAlmost two-thirds (61%) of women took medications during pregnancy, mostly antibiotics (26%), asthma drugs (8%), and antidepressants (4%). Differences in the prevalence of prematurity (5.9-6.8%), LBW (4.0-5.2%), and multiplicity (1.0-2.5%) were statistically significant between provinces (pInterpretationMedications are often used among Canadian pregnancies but adverse pregnancy outcomes vary across provinces. Digitized health data may help researchers and care providers understand the risk-benefit ratios related to gestational medication use, as well as province-specific trends.
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- 2022
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12. 1122 Validation of a novel lupus multivariable outcome score as an outcome measure for systemtic lupus erythematosus trials
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Peter E Lipsky and Michal Abrahamowicz
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Immunologic diseases. Allergy ,RC581-607 - Published
- 2021
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13. Evaluating Montréal’s harm reduction interventions for people who inject drugs: protocol for observational study and cost-effectiveness analysis
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David L Buckeridge, Dimitra Panagiotoglou, Mathieu Maheu-Giroux, Michal Abrahamowicz, Erin C Strumpf, Eric Latimer, and J Jaime Caro
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Medicine - Abstract
Introduction The main harm reduction interventions for people who inject drugs (PWID) are supervised injection facilities, needle and syringe programmes and opioid agonist treatment. Current evidence supporting their implementation and operation underestimates their usefulness by excluding skin, soft tissue and vascular infections (SSTVIs) and anoxic/toxicity-related brain injury from cost-effectiveness analyses (CEA). Our goal is to conduct a comprehensive CEA of harm reduction interventions in a setting with a large, dispersed, heterogeneous population of PWID, and include prevention of SSTVIs and anoxic/toxicity-related brain injury as measures of benefit in addition to HIV, hepatitis C and overdose morbidity and mortalities averted.Methods and analysis This protocol describes how we will develop an open, retrospective cohort of adult PWID living in Québec between 1 January 2009 and 31 December 2020 using administrative health record data. By complementing this data with non-linkable paramedic dispatch records, regional monthly needle and syringe dispensation counts and repeated cross-sectional biobehavioural surveys, we will estimate the hazards of occurrence and the impact of Montréal’s harm reduction interventions on the incidence of drug-use-related injuries, infections and deaths. We will synthesise results from our empirical analyses with published evidence to simulate infections and injuries in a hypothetical population of PWID in Montréal under different intervention scenarios including current levels of use and scale-up, and assess the cost-effectiveness of each intervention from the public healthcare payer’s perspective.Ethics and dissemination This study was approved by McGill University’s Institutional Review Board (Study Number: A08-E53-19B). We will work with community partners to disseminate results to the public and scientific community via scientific conferences, a publicly accessible report, op-ed articles and open access peer-reviewed journals.
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- 2021
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14. Can synthetic data be a proxy for real clinical trial data? A validation study
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Monica Parry, Karolina Kublickiene, Valeria Raparelli, Peter Klimek, Alexandra Kautzky-Willer, Louise Pilote, Michal Abrahamowicz, Colleen M. Norris, Maria Trinidad Herrero, Khaled El Emam, Ruth Sapir-Pichhadze, Simon Bacon, Jennifer Fishman, Zahra Azizi, Chaoyi Zheng, Lucy Mosquera, and Karin Humphries
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Medicine - Abstract
Objectives There are increasing requirements to make research data, especially clinical trial data, more broadly available for secondary analyses. However, data availability remains a challenge due to complex privacy requirements. This challenge can potentially be addressed using synthetic data.Setting Replication of a published stage III colon cancer trial secondary analysis using synthetic data generated by a machine learning method.Participants There were 1543 patients in the control arm that were included in our analysis.Primary and secondary outcome measures Analyses from a study published on the real dataset were replicated on synthetic data to investigate the relationship between bowel obstruction and event-free survival. Information theoretic metrics were used to compare the univariate distributions between real and synthetic data. Percentage CI overlap was used to assess the similarity in the size of the bivariate relationships, and similarly for the multivariate Cox models derived from the two datasets.Results Analysis results were similar between the real and synthetic datasets. The univariate distributions were within 1% of difference on an information theoretic metric. All of the bivariate relationships had CI overlap on the tau statistic above 50%. The main conclusion from the published study, that lack of bowel obstruction has a strong impact on survival, was replicated directionally and the HR CI overlap between the real and synthetic data was 61% for overall survival (real data: HR 1.56, 95% CI 1.11 to 2.2; synthetic data: HR 2.03, 95% CI 1.44 to 2.87) and 86% for disease-free survival (real data: HR 1.51, 95% CI 1.18 to 1.95; synthetic data: HR 1.63, 95% CI 1.26 to 2.1).Conclusions The high concordance between the analytical results and conclusions from synthetic and real data suggests that synthetic data can be used as a reasonable proxy for real clinical trial datasets.Trial registration number NCT00079274.
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- 2021
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15. Identification and inclusion of gender factors in retrospective cohort studies: the GOING-FWD framework
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Monica Parry, Karolina Kublickiene, Valeria Raparelli, Peter Klimek, Alexandra Kautzky-Willer, Louise Pilote, Carole Clair, Michal Abrahamowicz, Jovana Stojanovic, Colleen M. Norris, Uri Bender, Maria Trinidad Herrero, Khaled El Emam, Karin H Humphries, Ruth Sapir-Pichhadze, Simon Bacon, Jennifer Fishman, Rachel P. Dryer, Christina P. Tadiri, Zahra Azizi, Rubee Dev, Pouria Alipour, Sabeena Jalal, Alexia Della Vecchia, Salima Hemani, Heather Burnside, Carola Deschinger, Juergen Harreiter, Simon D. Lindner, Teresa Gisinger, Giulia Tosti, Claudia Tucci, Giulio Francesco Romiti, Agne Laučytė-Cibulskiene, Liam Ward, Leah Muñoz, Raquel Gomez De Leon, Ana Maria Lucas, Sonia Gayoso, Raúl Nieto, Maria Sanchez, Sandra Amador, Cristina Rochel, Donna Hart, Nicole Hartman/Nickerson, Angie Fullerton/MacCaul, Jeanette Smith, Myra Lefkowitz, Ann Keir, Kyle Warkentin, Rachael Manion, Vera Regitz-Zagrosek, and Londa Schiebinger
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Medicine (General) ,R5-920 ,Infectious and parasitic diseases ,RC109-216 - Abstract
Gender refers to the socially constructed roles, behaviours, expressions and identities of girls, women, boys, men and gender diverse people. Gender-related factors are seldom assessed as determinants of health outcomes, despite their powerful contribution. The Gender Outcomes INternational Group: to Further Well-being Development (GOING-FWD) project developed a standard five-step methodology applicable to retrospectively identify gender-related factors and assess their relationship to outcomes across selected cohorts of non-communicable chronic diseases from Austria, Canada, Spain, Sweden. Step 1 (identification of gender-related variables): Based on the gender framework of the Women Health Research Network (ie, identity, role, relations and institutionalised gender), and available literature for a certain disease, an optimal ‘wish-list’ of gender-related variables was created and discussed by experts. Step 2 (definition of outcomes): Data dictionaries were screened for clinical and patient-relevant outcomes, using the International Consortium for Health Outcome Measurement framework. Step 3 (building of feasible final list): a cross-validation between variables per database and the ‘wish-list’ was performed. Step 4 (retrospective data harmonisation): The harmonisation potential of variables was evaluated. Step 5 (definition of data structure and analysis): The following analytic strategies were identified: (1) local analysis of data not transferable followed by a meta-analysis combining study-level estimates; (2) centrally performed federated analysis of data, with the individual-level participant data remaining on local servers; (3) synthesising the data locally and performing a pooled analysis on the synthetic data and (4) central analysis of pooled transferable data. The application of the GOING-FWD multistep approach can help guide investigators to analyse gender and its impact on outcomes in previously collected data.
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- 2021
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16. Introduction to statistical simulations in health research
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Matthias Briel, Ewout Steyerberg, Pamela Shaw, Tim P Morris, Harald Binder, Michal Abrahamowicz, Anne-Laure Boulesteix, Rolf HH Groenwold, Roman Hornung, Jörg Rahnenführer, Willi Sauerbrei, Victor Kipnis, Jessica Myers Franklin, and Ingeborg Waernbaum
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Medicine - Abstract
In health research, statistical methods are frequently used to address a wide variety of research questions. For almost every analytical challenge, different methods are available. But how do we choose between different methods and how do we judge whether the chosen method is appropriate for our specific study? Like in any science, in statistics, experiments can be run to find out which methods should be used under which circumstances. The main objective of this paper is to demonstrate that simulation studies, that is, experiments investigating synthetic data with known properties, are an invaluable tool for addressing these questions. We aim to provide a first introduction to simulation studies for data analysts or, more generally, for researchers involved at different levels in the analyses of health data, who (1) may rely on simulation studies published in statistical literature to choose their statistical methods and who, thus, need to understand the criteria of assessing the validity and relevance of simulation results and their interpretation; and/or (2) need to understand the basic principles of designing statistical simulations in order to efficiently collaborate with more experienced colleagues or start learning to conduct their own simulations. We illustrate the implementation of a simulation study and the interpretation of its results through a simple example inspired by recent literature, which is completely reproducible using the R-script available from online supplemental file 1.
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- 2020
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17. A review of spline function procedures in R
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Aris Perperoglou, Willi Sauerbrei, Michal Abrahamowicz, and Matthias Schmid
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Multivariable modelling ,Functional form of continuous covariates ,Medicine (General) ,R5-920 - Abstract
Abstract Background With progress on both the theoretical and the computational fronts the use of spline modelling has become an established tool in statistical regression analysis. An important issue in spline modelling is the availability of user friendly, well documented software packages. Following the idea of the STRengthening Analytical Thinking for Observational Studies initiative to provide users with guidance documents on the application of statistical methods in observational research, the aim of this article is to provide an overview of the most widely used spline-based techniques and their implementation in R. Methods In this work, we focus on the R Language for Statistical Computing which has become a hugely popular statistics software. We identified a set of packages that include functions for spline modelling within a regression framework. Using simulated and real data we provide an introduction to spline modelling and an overview of the most popular spline functions. Results We present a series of simple scenarios of univariate data, where different basis functions are used to identify the correct functional form of an independent variable. Even in simple data, using routines from different packages would lead to different results. Conclusions This work illustrate challenges that an analyst faces when working with data. Most differences can be attributed to the choice of hyper-parameters rather than the basis used. In fact an experienced user will know how to obtain a reasonable outcome, regardless of the type of spline used. However, many analysts do not have sufficient knowledge to use these powerful tools adequately and will need more guidance.
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- 2019
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18. Alcohol intake and the risk of epithelial ovarian cancer
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Kevin L’Espérance, Anne Grundy, Michal Abrahamowicz, Jocelyne Arseneau, Lucy Gilbert, Walter H. Gotlieb, Diane Provencher, and Anita Koushik
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Cancer Research ,Oncology - Published
- 2023
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19. Investigating Associations Between Access to Rheumatology Care, Treatment, Continuous Care, and Healthcare Utilization and Costs Among Older Individuals With Rheumatoid Arthritis
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Claire E.H. Barber, Diane Lacaille, Ruth Croxford, Cheryl Barnabe, Deborah A. Marshall, Michal Abrahamowicz, Hui Xie, J. Antonio Aviña-Zubieta, John M. Esdaile, Glen S. Hazlewood, Peter Faris, Steven Katz, Paul MacMullan, Dianne Mosher, and Jessica Widdifield
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Rheumatology ,Immunology ,Immunology and Allergy - Abstract
ObjectiveTo examine the association between rheumatologist access, early treatment, and ongoing care of older-onset rheumatoid arthritis (RA) and healthcare utilization and costs following diagnosis.MethodsWe analyzed data from a population-based inception cohort of individuals aged > 65 years with RA in Ontario, Canada, diagnosed between 2002 and 2014 with follow-up to 2019. We assessed 4 performance measures in the first 4 years following diagnosis, including access to rheumatology care, yearly follow-up, timely treatment, and ongoing treatment with a disease-modifying antirheumatic drug. We examined annual healthcare utilization, mean direct healthcare costs, and whether the performance measures were associated with costs in year 5.ResultsA total of 13,293 individuals met inclusion criteria. The mean age was 73.7 (SD 5.7) years and 68% were female. Total mean direct healthcare cost per individual increased annually and was CAD $13,929 in year 5. All 4 performance measures were met for 35% of individuals. In multivariable analyses, costs for not meeting access to rheumatology care and timely treatment performance measures were 20% (95% CI 8-32) and 6% (95% CI 1-12) higher, respectively, than where those measures were met. The main driver of cost savings among individuals meeting all 4 performance measures were from lower complex continuing care, home care, and long-term care costs, as well as fewer hospitalizations and emergency visits.ConclusionAccess to rheumatologists for RA diagnosis, timely treatment, and ongoing care are associated with lower total healthcare costs at 5 years. Investments in improving access to care may be associated with long-term health system savings.
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- 2023
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20. Effectiveness and safety of tofacitinib in rheumatoid arthritis: a cohort study
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Marina Amaral de Ávila Machado, Cristiano Soares de Moura, Steve Ferreira Guerra, Jeffrey R. Curtis, Michal Abrahamowicz, and Sasha Bernatsky
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Rheumatoid arthritis ,Tofacitinib ,Disease-modifying antirheumatic drug ,Biologic therapy ,Comparative effectiveness research ,Diseases of the musculoskeletal system ,RC925-935 - Abstract
Abstract Background Tofacitinib is the first oral Janus kinase inhibitor approved for the treatment of rheumatoid arthritis (RA). We compared the effectiveness and safety of tofacitinib, disease-modifying antirheumatic drugs (DMARDs), tumor necrosis factor inhibitors (TNFi), and non-TNF biologics in patients with RA previously treated with methotrexate. Methods We used MarketScan® databases (2011–2014) to study methotrexate-exposed patients with RA who were newly prescribed tofacitinib, DMARDs other than methotrexate, and biologics. The date of first prescription was defined as the cohort entry. The therapy was considered effective if all of the following criteria from a claims-based algorithm were achieved at the first year of follow-up: high adherence, no biologic or tofacitinib switch or addition, no DMARD switch or addition, no increase in dose or frequency of index drug, no more than one glucocorticoid joint injection, and no new/increased oral glucocorticoid dose. The safety outcome was serious infections requiring hospitalization. Non-TNF biologics comprised the reference group. Results We included 21,832 patients with RA, including 0.8% treated with tofacitinib, 24.7% treated with other DMARDs, 61.2% who had started therapy with TNFi, and 13.3% treated with non-TNF biologics. The rates of therapy effectiveness were 15.4% for tofacitinib, 11.1% for DMARDs, 18.6% for TNFi, and 19.8% for non-TNF biologics. In adjusted analyses, tofacitinib and non-TNF biologics appeared to have similar effectiveness rates, whereas DMARD initiators were less effective than non-TNF biologics. We could not clearly establish if tofacitinib was associated with a higher rate of serious infections. Conclusions In patients with RA previously treated with methotrexate, our comparisons of tofacitinib with non-TNF biologics, though not definitive, did not demonstrate differences with respect to hospitalized infections or effectiveness.
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- 2018
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21. Group physiotherapy compared to individual physiotherapy to treat urinary incontinence in aging women: study protocol for a randomized controlled trial
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Chantale Dumoulin, Mélanie Morin, Marie-Hélène Mayrand, Michel Tousignant, and Michal Abrahamowicz
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Urinary incontinence ,Pelvic floor muscle training ,Elderly women ,Medicine (General) ,R5-920 - Abstract
Abstract Background Urinary incontinence (UI), one of the most prevalent health concerns confronting women aged over 60 years, affects up to 55% of older community-dwelling women—20–25% with severe symptoms. Clinical practice guidelines recommend individualized pelvic floor muscle training (PFMT) as a first-line treatment for stress or mixed UI in women, although lack of human and financial resources limits delivery of this first-line treatment. Preliminary data suggest that group-based treatments may provide the answer. To date, no adequately powered trials have evaluated the effectiveness or cost-effectiveness of group compared to individual PFMT for UI in older women. Given demographic projections, high prevalence of UI in older women, costly barriers, and group PFMT promising results, there is a clear need to rigorously compare the short- and long-term effectiveness and cost-effectiveness of group vs individual PFMT. Methods/Design The study is designed as a non-inferiority randomized controlled trial, conducted in two facilities (Montreal and Sherbrooke) in the Canadian province of Quebec. Participants include 364 ambulatory, community-dwelling women, aged 60 years and older, with stress or mixed UI. Randomly assigned participants will follow a 12-week PFMT, either in one-on-one sessions or as part of a group, under the supervision of a physiotherapist. Blinded assessments at baseline, immediately post intervention, and at one year will include the seven-day bladder diary, the 24-h pad test, symptoms and quality of life questionnaires, adherence and self-efficacy questionnaire, pelvic floor muscle function, and cost assessments. Primary analysis will test our main hypothesis that group-based treatment is not inferior to individualized treatment with respect to the primary outcome: relative (%) reduction in the number of leakages. Discussion Should this study find that a group-based approach is not less effective than individual PFMT, and more cost-effective, this trial will impact positively continence-care accessibility and warrant a change in clinical practice. Trial registration ClinicalTrials.gov, NCT02039830 . Registered on 12 December 2013; Study protocol version 2; 21 November 2013.
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- 2017
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22. The Canadian HIV and aging cohort study - determinants of increased risk of cardio-vascular diseases in HIV-infected individuals: rationale and study protocol
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Madeleine Durand, Carl Chartrand-Lefebvre, Jean-Guy Baril, Sylvie Trottier, Benoit Trottier, Marianne Harris, Sharon Walmsley, Brian Conway, Alexander Wong, Jean-Pierre Routy, Colin Kovacs, Paul A. MacPherson, Kenneth Marc Monteith, Samer Mansour, George Thanassoulis, Michal Abrahamowicz, Zhitong Zhu, Christos Tsoukas, Petronela Ancuta, Nicole Bernard, Cécile L. Tremblay, and For the investigators of the Canadian HIV and Aging Cohort Study
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HIV ,Aging ,Cardiovascular ,Prospective cohort ,Study protocol ,Infectious and parasitic diseases ,RC109-216 - Abstract
Abstract Background With potent antiretroviral drugs, HIV infection is becoming a chronic disease. Emergence of comorbidities, particularly cardiovascular disease (CVD) has become a leading concern for patients living with the infection. We hypothesized that the chronic and persistent inflammation and immune activation associated with HIV disease leads to accelerated aging, characterized by CVD. This will translate into higher incidence rates of CVD in HIV infected participants, when compared to HIV negative participants, after adjustment for traditional CVD risk factors. When characterized further using cardiovascular imaging, biomarkers, immunological and genetic profiles, CVD associated with HIV will show different characteristics compared to CVD in HIV-negative individuals. Methods/design The Canadian HIV and Aging cohort is a prospective, controlled cohort study funded by the Canadian Institutes of Health Research. It will recruit patients living with HIV who are aged 40 years or older or have lived with HIV for 15 years or more. A control population, frequency matched for age, sex, and smoking status, will be recruited from the general population. Patients will attend study visits at baseline, year 1, 2, 5 and 8. At each study visit, data on complete medical and pharmaceutical history will be captured, along with anthropometric measures, a complete physical examination, routine blood tests and electrocardiogram. Consenting participants will also contribute blood samples to a research biobank. The primary outcome is incidence of a composite of: myocardial infarction, coronary revascularization, stroke, hospitalization for angina or congestive heart failure, revascularization or amputation for peripheral artery disease, or cardiovascular death. Preplanned secondary outcomes are all-cause mortality, incidence of the metabolic syndrome, incidence of type 2 diabetes, incidence of renal failure, incidence of abnormal bone mineral density and body fat distribution. Patients participating to the cohort will be eligible to be enrolled in four pre-planned sub-studies of cardiovascular imaging, glucose metabolism, immunological and genetic risk profile. Discussion The Canadian HIV and Aging Cohort will provide insights on pathophysiological pathways leading to premature CVD for patients living with HIV.
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- 2017
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23. Sex Differences in Cardiovascular Effectiveness of Newer Glucose‐Lowering Drugs Added to Metformin in Type 2 Diabetes Mellitus
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Valeria Raparelli, Malik Elharram, Cristiano S. Moura, Michal Abrahamowicz, Sasha Bernatsky, Hassan Behlouli, and Louise Pilote
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glucose‐lowering agents ,major cardiovascular events ,population‐based analysis ,sex ,type 2 diabetes mellitus ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Background Randomized controlled trials showed that newer glucose‐lowering agents are cardioprotective, but most participants were men. It is unknown whether benefits are similar in women. Methods and Results Among adults with type 2 diabetes mellitus not controlled with metformin with no prior use of insulin, we assessed for sex differences in the cardiovascular effectiveness and safety of sodium‐glucose‐like transport‐2 inhibitors (SGLT‐2i), glucagon‐like peptide‐1 receptor agonists (GLP‐1RA), dipeptidyl peptidase‐4 inhibitors, initiated as second‐line agents relative to sulfonylureas (reference‐group). We studied type 2 diabetes mellitus American adults with newly dispensed sulfonylureas, SGLT‐2i, GLP‐1RA, or dipeptidyl peptidase‐4 inhibitors (Marketscan‐Database: 2011–2017). We used multivariable Cox proportional hazards models with time‐varying exposure to compare time to first nonfatal cardiovascular event (myocardial infarction/unstable angina, stroke, and heart failure), and safety outcomes between drugs users, and tested for sex–drug interactions. Among 167 254 type 2 diabetes mellitus metformin users (46% women, median age 59 years, at low cardiovascular risk), during a median 4.5‐year follow‐up, cardiovascular events incidence was lower in women than men (14.7 versus 16.7 per 1000‐person‐year). Compared with sulfonylureas, hazard ratios (HRs) for cardiovascular events were lower with GLP‐1RA (adjusted HR‐women: 0.57, 95% CI: 0.48–0.68; aHR‐men: 0.82, 0.71–0.95), dipeptidyl peptidase‐4 inhibitors (aHR‐women: 0.83, 0.77–0.89; aHR‐men: 0.85, 0.79–0.91) and SGLT‐2i (aHR‐women: 0.58, 0.46–0.74; aHR‐men: 0.69, 0.57–0.83). A sex‐by‐drug interaction was statistically significant only for GLP‐1RA (P=0.002), suggesting greater cardiovascular effectiveness in women. Compared with sulfonylureas, risks of adverse events were similarly lower in both sexes for GLP‐1RA (aHR‐women: 0.81, 0.73–0.89; aHR‐men: 0.80, 0.71–0.89), dipeptidyl peptidase‐4 inhibitors (aHR‐women: 0.82, 0.78–0.87; aHR‐men: 0.83, 0.78–0.87) and SGLT‐2i (aHR‐women: 0.68, 0.59–0.78; aHR‐men: 0.67, 0.59–0.78) (all sex–drug interactions for adverse events P>0.05). Conclusions Newer glucose‐lowering drugs were associated with lower risk of cardiovascular events than sulfonylureas, with greater effectiveness of GLP‐1RA in women than men. Overall, they appeared safe, with a better safety profile for SGLT‐2i than for GLP‐1RA regardless of sex.
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- 2020
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24. Comparison of different modeling approaches for prescription opioid use and its association with adverse events
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Siyana Kurteva, Michal Abrahamowicz, Marie-Eve Beauchamp, and Robyn Tamblyn
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Epidemiology - Abstract
Previous research linking opioid prescribing to adverse drug events failed to properly account for the time-varying nature of opioid exposure. This study aimed to explore how the risk of opioid-related emergency department visits, re-admissions or deaths (composite outcome) varies with opioid dose and duration, comparing different novel modeling techniques. A prospective cohort of 1,511 hospitalized patients discharged from two McGill-affiliated hospitals in Montreal, 2014-2016, was followed from the first post-discharge opioid dispensation until one year post-discharge. Marginal structural Cox proportional hazards models (MSM Cox) and their flexible extensions were used to explore the association between time-varying opioid use and the composite outcome. Weighted cumulative exposure (WCE) models assessed cumulative effects of past use and explored how its impact depends on the recency of exposure. The patient mean age was 69.6 years (SD = 10.3), 57.7% were male. In MSM analyses current opioid use was associated with a 71% increase in the hazard of opioid-related adverse events (adjusted hazard ratio (aHR): 1.71, 95% CI (1.21 – 2.43). The WCE results suggested that the risk cumulates over the past 50 days of opioid consumption. Flexible modeling techniques helped assess how the risk of opioid-related adverse events may be associated with time-varying opioid exposures while accounting for non-linear relationships and the recency of past use.
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- 2023
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25. Investigating the Shape and Strength of the Relationship Between Maternal Weight Gain and Gestational Age at Delivery in Twin and Singleton Pregnancies
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Michelle C Dimitris, Jennifer A Hutcheon, Robert W Platt, Michal Abrahamowicz, Marie-Eve Beauchamp, Katherine P Himes, Lisa M Bodnar, and Jay S Kaufman
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Epidemiology - Abstract
Both inadequate and excessive maternal weight gain are correlated with preterm delivery in singleton pregnancies, yet this relationship has not been adequately studied in twins. We investigated the relationship between time-varying maternal weight gain and gestational age at delivery in twin pregnancies and compared to that in singletons delivered in the same study population. We used serial weight measurements abstracted from charts for twin and singleton pregnancies delivered from 1998-2013 in Pittsburgh, Pennsylvania. Our exposure was time-varying weight gain z-score calculated using gestational age-standardized and pre-pregnancy body mass index-stratified twin- and singleton-specific charts, and our outcome was gestational age at delivery. Our analyses used a flexible extension of the Cox proportional hazards model that allowed for non-linear and time-dependent effects. We found a U-shaped relationship between weight gain z-score and gestational age at delivery among twin pregnancies (lowest hazard of delivery observed at z-score=1.2), which we attributed to increased hazard of early preterm spontaneous delivery among pregnancies with low weight gain and increased hazard of late preterm delivery without labour among pregnancies with high weight gain. Our findings may be useful for updating provisional guidelines for maternal weight gain in twin pregnancies.
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- 2023
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26. Using linked administrative, clinical and primary data to explore the impact of and factors associated with non-adherence to in-hospital medication changes in 30-days post hospital discharge
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Daniala Weir, Aude Motulsky, Todd Lee, Michal Abrahamowicz, Steve Morgan, David Buckeridge, and Robyn Tamblyn
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Demography. Population. Vital events ,HB848-3697 - Abstract
Introduction Identifying strategies to prevent hospital readmissions remains elusive since the reasons for returning to hospital can include a number of interlinked patient, health provider and system level factors. The impact of patient medications are of significant interest since a large proportion of re-admissions are related to adverse drug events. Objectives and Approach The objective was to determine which factors are associated with non-adherence to in-hospital medications and the impact of non-adherence on re-hospitalization, emergency department visits and death in the 30-days post discharge for patients admitted at two tertiary care academic hospitals in Montreal, Quebec between October 2014 and May 2016. Non-adherence to in-hospital changes was measured by comparing patient discharge prescriptions (patient chart) to medications filled in community 30-days post-discharge (dispensing data) and included i) community medications stopped in-hospital and filled post-discharge, ii) community medications modified in-hospital but not filled at the modified daily-dose, and iii) new medications not filled post-discharge. Results Among 2,895 included patients, mean age was 70 (SD 15) and 58% were males. A median of 4 in-hospital medication changes were made (IQR:3-6) and 54% of patients were non-adherent to at least one change. Multivariable Poisson models suggested that the most important factor associated with the number of new medications not filled post discharge was out of pocket cost; for each additional $10 increase in costs there was a 20% increase in the number of new medications not filled. Multivariable time-varying Cox models suggested that in patients who filled medications post-discharge, selective non-adherence to new and discontinued medications reduced the risk adverse health outcomes in 30-days, while not filling any medications post discharge more than doubled the risk of an adverse event in 30-days. Conclusion/Implications Not only did the majority of patients not follow all medication changes that were made during hospitalization, the extent to which this occurred significantly impacted the risk of hospital re-admissions and ED visits. Policy and patient level interventions should be developed specifically targeting barriers for adherence to medication changes.
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- 2018
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27. Flares after hydroxychloroquine reduction or discontinuation: results from the Systemic Lupus International Collaborating Clinics (SLICC) inception cohort
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Celline C Almeida-Brasil, John G Hanly, Murray Urowitz, Ann Elaine Clarke, Guillermo Ruiz-Irastorza, Caroline Gordon, Rosalind Ramsey-Goldman, Michelle Petri, Ellen M Ginzler, D J Wallace, Sang-Cheol Bae, Juanita Romero-Diaz, Mary Anne Dooley, Christine Peschken, David Isenberg, Anisur Rahman, Susan Manzi, Søren Jacobsen, Sam Lim, Ronald F van Vollenhoven, Ola Nived, Andreas Jönsen, Diane L Kamen, Cynthia Aranow, Jorge Sanchez-Guerrero, Dafna D Gladman, Paul R Fortin, Graciela S Alarcón, Joan T Merrill, Kenneth Kalunian, Manuel Ramos-Casals, Kristján Steinsson, Asad Zoma, Anca Askanase, Munther A Khamashta, Ian N Bruce, Murat Inanc, Michal Abrahamowicz, Sasha Bernatsky, Rheumatology, AII - Inflammatory diseases, Clinical Immunology and Rheumatology, and AMS - Musculoskeletal Health
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Adult ,Male ,hydroxychloroquine ,Clinical Sciences ,Immunology ,Lupus ,Autoimmune Disease ,General Biochemistry, Genetics and Molecular Biology ,03 medical and health sciences ,0302 clinical medicine ,systemic lupus erythematosus ,Rheumatology ,Clinical Research ,Humans ,Lupus Erythematosus, Systemic ,Immunology and Allergy ,autoimmune diseases ,Prospective Studies ,030212 general & internal medicine ,skin and connective tissue diseases ,030203 arthritis & rheumatology ,Lupus Erythematosus ,Drug Tapering ,Systemic ,Evaluation of treatments and therapeutic interventions ,Middle Aged ,Symptom Flare Up ,Arthritis & Rheumatology ,Treatment Outcome ,6.1 Pharmaceuticals ,Antirheumatic Agents ,Public Health and Health Services ,epidemiology ,Female ,Follow-Up Studies ,Hydroxychloroquine - Abstract
ObjectivesTo evaluate systemic lupus erythematosus (SLE) flares following hydroxychloroquine (HCQ) reduction or discontinuation versus HCQ maintenance.MethodsWe analysed prospective data from the Systemic Lupus International Collaborating Clinics (SLICC) cohort, enrolled from 33 sites within 15 months of SLE diagnosis and followed annually (1999–2019). We evaluated person-time contributed while on the initial HCQ dose (‘maintenance’), comparing this with person-time contributed after a first dose reduction, and after a first HCQ discontinuation. We estimated time to first flare, defined as either subsequent need for therapy augmentation, increase of ≥4 points in the SLE Disease Activity Index-2000, or hospitalisation for SLE. We estimated adjusted HRs (aHRs) with 95% CIs associated with reducing/discontinuing HCQ (vs maintenance). We also conducted separate multivariable hazard regressions in each HCQ subcohort to identify factors associated with flare.ResultsWe studied 1460 (90% female) patients initiating HCQ. aHRs for first SLE flare were 1.20 (95% CI 1.04 to 1.38) and 1.56 (95% CI 1.31 to 1.86) for the HCQ reduction and discontinuation groups, respectively, versus HCQ maintenance. Patients with low educational level were at particular risk of flaring after HCQ discontinuation (aHR 1.43, 95% CI 1.09 to 1.87). Prednisone use at time-zero was associated with over 1.5-fold increase in flare risk in all HCQ subcohorts.ConclusionsSLE flare risk was higher after HCQ taper/discontinuation versus HCQ maintenance. Decisions to maintain, reduce or stop HCQ may affect specific subgroups differently, including those on prednisone and/or with low education. Further study of special groups (eg, seniors) may be helpful.
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- 2021
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28. Treatment Discontinuation and Clinical Events in Type 2 Diabetes Patients Treated with Dipeptidyl Peptidase-4 Inhibitors or NPH Insulin as Third-Line Therapy
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Cristiano S. Moura, Zale B. Rosenberg, Michal Abrahamowicz, Sasha Bernatsky, Hassan Behlouli, and Louise Pilote
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Diseases of the endocrine glands. Clinical endocrinology ,RC648-665 - Abstract
Objective. To compare dipeptidyl peptidase-4 (DPP-4) inhibitors with neutral protamine Hagedorn (NPH) insulin, in terms of effectiveness and safety for the management of patients with type 2 diabetes mellitus (DM2) not controlled on metformin and sulfonylureas. Methods. A retrospective cohort study of individuals with DM2 newly dispensed with either DPP-4 inhibitors or NPH as third-line therapy, after metformin and sulfonylurea. Treatment discontinuation, macrovascular outcomes, and hypoglycemia were compared using multivariable Cox regression models, adjusted for sex, age, year of cohort entry, place of residence, hypertension, past history of hypoglycemia, diabetic ketoacidosis, comorbidities, and number of visits to emergency departments, outpatient physician, and hospitalizations. Results. Treatment discontinuation and hypoglycemia occurred more frequently with NPH than with DPP-4 inhibitor users. In the adjusted Cox model, the use of NPH compared to that of DPP-4 inhibitors was associated with a higher risk of discontinuation (HR: 1.33; 95% CI 1.27–1.40) and hypoglycemia (HR: 2.98; 95% CI 2.72–3.28). Risk of cardiovascular events was similar across groups. Conclusions. This real-world analysis suggests that DM2 patients initiating third-line therapy with NPH have poorer control of diabetes when compared to DPP-4 inhibitor initiators.
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- 2018
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29. Clinical biostatistics in the 2020s
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Michal Abrahamowicz
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Statistics and Probability ,General Medicine ,Statistics, Probability and Uncertainty - Published
- 2022
30. Flexible extension of the accelerated failure time model to account for nonlinear and time-dependent effects of covariates on the hazard
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Robert W. Platt, Menglan Pang, Tibor Schuster, and Michal Abrahamowicz
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Statistics and Probability ,Hazard (logic) ,Multivariate adaptive regression splines ,Epidemiology ,Computer science ,Proportional hazards model ,Articles ,regression splines ,Accelerated failure time model ,Survival Analysis ,Nonlinear system ,Health Information Management ,Covariate ,Econometrics ,time-dependent effect ,simulations ,Survival analysis ,Event (probability theory) ,nonlinear effect ,Proportional Hazards Models - Abstract
The accelerated failure time model is an alternative to the Cox proportional hazards model in survival analysis. However, conclusions regarding the associations of prognostic factors with event times are valid only if the underlying modeling assumptions are met. In contrast to several flexible methods for relaxing the proportional hazards and linearity assumptions in the Cox model, formal investigation of the constant-over-time time ratio and linearity assumptions in the accelerated failure time model has been limited. Yet, in practice, prognostic factors may have time-dependent and/or nonlinear effects. Furthermore, parametric accelerated failure time models require correct specification of the baseline hazard function, which is treated as a nuisance parameter in the Cox proportional hazards model, and is rarely known in practice. To address these challenges, we propose a flexible extension of the accelerated failure time model where unpenalized regression B-splines are used to model (i) the baseline hazard function of arbitrary shape, (ii) the time-dependent covariate effects on the hazard, and (iii) nonlinear effects for continuous covariates. Simulations evaluate the accuracy of the time-dependent and/or nonlinear estimates, and of the resulting survival functions, in multivariable settings. The proposed flexible extension of the accelerated failure time model is applied to re-assess the effects of prognostic factors on mortality after septic shock.
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- 2021
31. Has the excess risk of acute myocardial infarction in rheumatoid arthritis relative to the general population declined? A population study of trends over time
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J Antonio Aviña-Zubieta, Kiana Yazdani, Hui Xie, Yufei Zheng, Michal Abrahamowicz, and Diane Lacaille
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medicine.medical_specialty ,Population ,Myocardial Infarction ,Arthritis, Rheumatoid ,03 medical and health sciences ,0302 clinical medicine ,Rheumatology ,Risk Factors ,Internal medicine ,Epidemiology ,medicine ,Humans ,030212 general & internal medicine ,education ,Retrospective Studies ,030203 arthritis & rheumatology ,education.field_of_study ,British Columbia ,business.industry ,Proportional hazards model ,Incidence ,Incidence (epidemiology) ,Confounding ,Absolute risk reduction ,Retrospective cohort study ,Anesthesiology and Pain Medicine ,Population study ,business - Abstract
Objective: To evaluate secular trend in ten-year risk of incident acute myocardial infarction (AMI) in incident rheumatoid arthritis (RA) relative to the general population. Methods: We conducted a retrospective study of population-based incident RA cohorts with RA incidence from 1997 to 2004 in British Columbia, Canada, with matched general population comparators, using administrative health data. RA and their matched cohorts were divided according to the year of RA incidence, defined according to the first RA visit of the case definition. Incident AMI was defined as the first event occurring within 10 years from RA incidence. Secular trend was assessed using delayed-entry Cox models with an interaction term between the year of RA onset and indicator of RA vs. general population. Linear, quadratic and spline functions of year of RA onset were compared to assess possibility of nonlinear trends. The model with the lowest AIC was selected to interpret the results. Sensitivity analyses were conducted to account for potential effect of unmeasured (e.g. smoking) or partially measured (e.g. obesity) confounders in administrative data, on the interaction term. Results: Overall, 23,237 RA and 46,474 general population controls experienced 1,133 and 1,606 incident AMIs, respectively. A linear Cox model was selected as the model best fitting the AMI events. Overall, RA patients were found to have a 21 % higher risk of AMI than the matched general population controls [1.21 (1.10, 1.32); p < 0.001]. A significant linear decline in risk of AMI was observed in RA patients [0.94 (95% CI 0.91, 0.97) p =
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- 2021
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32. Exposure to Wildfires and Cancer Incidence in Canada: A Population-Based Cohort Study
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Jill Korsiak, Lauren Pinault, Tanya Christidis, Richard T. Burnett, Michal Abrahamowicz, and Scott Weichenthal
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General Earth and Planetary Sciences ,General Environmental Science - Published
- 2022
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33. Comparison of Selected Methods for Modeling of Multi-State Disease Progression Processes: A Simulation Study.
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Ella Huszti, Michal Abrahamowicz, Ahmadou Alioum, and Catherine Quantin
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- 2011
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34. SARS–CoV-2 Receptor ACE2 Gene Is Associated with Hypertension and Severity of COVID 19: Interaction with Sex, Obesity, and Smoking
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Pavel Hamet, Tomáš Paus, Redha Attaoua, Camil Hishmih, Julie Hussin, Zdenka Pausova, Mounsif Haloui, Allen W. Cowley, Michal Abrahamowicz, Theodore A. Kotchen, Daniel Gaudet, Johanne Tremblay, Jean Shin, and Lara Santucci
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Male ,obesity ,medicine.medical_specialty ,hypertension ,ACE2 ,Single-nucleotide polymorphism ,030204 cardiovascular system & hematology ,03 medical and health sciences ,0302 clinical medicine ,Internal medicine ,Genotype ,Internal Medicine ,sex ,Humans ,Medicine ,AcademicSubjects/MED00200 ,Genes, sry ,Allele ,Risk factor ,030304 developmental biology ,0303 health sciences ,SARS-CoV-2 ,business.industry ,Smoking ,COVID-19 ,Odds ratio ,medicine.disease ,Comorbidity ,Obesity ,Penetrance ,3. Good health ,Endocrinology ,AcademicSubjects/SCI00960 ,Original Article ,Angiotensin-Converting Enzyme 2 ,business ,hormones, hormone substitutes, and hormone antagonists - Abstract
Background ACE2 has been identified as the entry receptor for coronaviruses into human cells, including SARS-COV-2 that causes COVID-19. Since hypertension is a leading comorbidity in non-survivors of COVID-19, we tested for association between ACE2 gene and hypertension in interaction with specific pre-existing conditions known to be associated with COVID-19 severity. Methods Genetic analysis of ACE2 gene was conducted in French-Canadian and British populations. Results In French-Canadian individuals, the T allele of the single nucleotide polymorphism (SNP) rs2074192 of ACE2 gene was a risk factor for hypertension in adult obese males [odds ratio (OR)=1.39, 95% confidence interval (CI) 1.06-1.83)] and even more so in obese males who smoked (OR=1.67, CI: 1.24-2.55), but not in lean males, non-smoker males or females. The T allele was significantly associated with severity of hypertension and with earlier penetrance of hypertension in obese smoking males. Significant interaction between the T allele and obesity was present in both sexes. The association of ACE2 (rs233575) genotype with blood pressure was also seen in adolescents but the interaction with obesity was present only in females. Several variants in ACE2 gene were found to be associated with hypertension in obese, smoking males in British individuals of the UK Biobank. In addition, we observed more severe outcomes to COVID-19 in association with ACE2 risk alleles in obese, smoking males. Conclusion This is the first report that ACE2 variants are associated with earlier penetrance and more severe hypertension and with more severe outcomes of COVID-19 in obese smoking males., Graphical Abstract Graphical Abstract
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- 2021
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35. Risk prediction models for heart failure admissions in adults with congenital heart disease
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Judith Therrien, Ariane Marelli, Jasmine Grewal, Isabelle Vonder Muhll, Paul Khairy, S. Lucy Roche, Luc M. Beauchesne, Liming Guo, Elisabeth Bédard, Candice K. Silversides, Michal Abrahamowicz, Sarah Cohen, James M. Brophy, Aihua Liu, Erwin Oechslin, and Fei Wang
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medicine.medical_specialty ,education.field_of_study ,Framingham Risk Score ,Heart disease ,business.industry ,Population ,Retrospective cohort study ,Odds ratio ,030204 cardiovascular system & hematology ,medicine.disease ,Coronary artery disease ,03 medical and health sciences ,0302 clinical medicine ,Internal medicine ,Cohort ,medicine ,030212 general & internal medicine ,Cardiology and Cardiovascular Medicine ,education ,business ,Cause of death - Abstract
Background Heart failure (HF) is the leading cause of death in adult patients with congenital heart disease (ACHD). No risk prediction model exists for HF hospitalization (HFH) for ACHD patients. We aimed to develop a clinically relevant one-year risk prediction system to identify ACHD patients at high risk for HFH. Methods Data source was the Quebec CHD Database. A retrospective cohort including all ACHD patients aged 18–64 (1995–2010) was constructed for assessing the cumulative risk of HFH adjusting for competing risk of death. To identify one-year predictors of incident HFH, multivariable logistic regressions were employed to a nested case-control sample of all ACHD patients aged 18–64 in 2009. The final model was used to create a risk score system based on adjusted odds ratios. Results The cohort included 29,991 ACHD patients followed for 648,457 person-years. The cumulative HFH risk by age 65 was 12.58%. The case-control sample comprised 26,420 subjects, of whom 189 had HFHs. Significant one-year predictors were age ≥ 50, male sex, CHD lesion severity, recent 12-month HFH history, pulmonary arterial hypertension, chronic kidney disease, coronary artery disease, systemic arterial hypertension, and diabetes mellitus. The created risk score ranged from 0 to 19. The corresponding HFH risk rose rapidly beyond a score of 8. The risk scoring system demonstrated excellent prediction performance. Conclusions One eighth of ACHD population experienced HFH before age 65. Age, sex, CHD lesion severity, recent 12-month HFH history, and comorbidities constructed a risk prediction model that successfully identified patients at high risk for HFH.
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- 2021
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36. Accounting for Data-Dependent Degrees of Freedom Selection When Testing the Effect of a Continuous Covariate in Generalized Additive Models.
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Andrea Benedetti, Michal Abrahamowicz, and Mark S. Goldberg
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- 2009
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37. Nurse staffing practices and adverse events in acute care hospitals: The research protocol of a multisite patient‐level longitudinal study
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Michal Abrahamowicz, Patricia Bourgault, Christian M. Rochefort, Jeannie Haggerty, Alain Biron, Jane McCusker, and Isabelle Gaboury
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Adult ,medicine.medical_specialty ,Longitudinal study ,Canada ,nurse staffing ,Staffing ,Personnel Staffing and Scheduling ,Aftercare ,Nursing Staff, Hospital ,law.invention ,nursing‐sensitive outcomes ,survival analysis ,03 medical and health sciences ,0302 clinical medicine ,law ,nursing skill mix ,Acute care ,medicine ,Protocol ,Humans ,030212 general & internal medicine ,Nurse education ,Longitudinal Studies ,Adverse effect ,General Nursing ,030504 nursing ,overtime ,business.industry ,longitudinal study ,Quebec ,nurse experience ,Intensive care unit ,Research Papers ,adverse events ,Hospitals ,Patient Discharge ,Skill mix ,nurse education ,Family medicine ,Cohort ,Workforce ,acute care hospital ,0305 other medical science ,business - Abstract
We describe an innovative research protocol to: (a) examine patient-level longitudinal associations between nurse staffing practices and the risk of adverse events in acute care hospitals and; (b) determine possible thresholds for safe nurse staffing.A dynamic cohort of adult medical, surgical and intensive care unit patients admitted to 16 hospitals in Quebec (Canada) between January 2015-December 2019.Patients in the cohort will be followed from admission until 30-day postdischarge to assess exposure to selected nurse staffing practices in relation to the subsequent occurrence of adverse events. Five staffing practices will be measured for each shift of an hospitalization episode, using electronic payroll data, with the following time-varying indicators: (a) nursing worked hours per patient; (b) skill mix; (c) overtime use; (d) education mix and; and (e) experience. Four high-impact adverse events, presumably associated with nurse staffing practices, will be measured from electronic health record data retrieved at the participating sites: (a) failure-to-rescue; (b) in-hospital falls; (c) hospital-acquired pneumonia and; and (d) venous thromboembolism. To examine the associations between the selected nurse staffing exposures and the risk of each adverse event, separate multivariable Cox proportional hazards frailty regression models will be fitted, while adjusting for patient, nursing unit and hospital characteristics, and for clustering. To assess for possible staffing thresholds, flexible non-linear spline functions will be fitted. Funding for the study began in October 2019 and research ethics/institutional approval was granted in February 2020.To our knowledge, this study is the first multisite patient-level longitudinal investigation of the associations between common nurse staffing practices and the risk of adverse events. It is hoped that our results will assist hospital managers in making the most effective use of the scarce nursing resources and in identifying staffing practices that minimize the occurrence of adverse events.目的: 我们描述了一份创新的研究方案: (a) 检查急诊护理医院护士配置方法与不良事件风险之间的患者水平纵向关联; (b) 确定安全护士配置的可能阈值。 设计: 2015年1月至2019年12月期间, 魁北克省 (加拿大) 16家医院收治的成人医疗、外科和重症监护病房患者动态队列研究。 方法: 将从入院到出院后30天里, 对队列研究中的患者进行随访, 以评估与随后发生的不良事件相关的选定护士工作实践的暴露情况。将使用电子工资单数据, 测量住院期间各轮班的五种人员配置方法, 并采用以下时变指标: (a) 各患者的护理工作时间; (b) 技能混合; (c) 加班使用; (d) 教育混合和; 以及 (e) 经验。将从参与站点检索的电子健康记录数据中测量四个可能与护士配置方法相关的高影响不良事件: (a) 抢救失败; (b) 住院量下降; (c) 院内获得性肺炎和; 以及 (d)静脉血栓栓塞。为检测所选护士人员配置暴露与各种不良事件风险之间的关系, 将拟合单独的多变量Cox比例风险脆弱性回归模型, 同时调整患者、护理单位和医院特征, 并进行聚类分析。为评估可能的人员配置阈值, 将拟合灵活的非线性样条函数。我们于2019年10月, 获得该项研究的资助,于2020年2月获得研究伦理/机构的批准。 讨论: 据我们所知, 此项研究是第一次多地点患者水平的纵向调查, 其针对普通护士配置方法与不良事件风险之间的关联。希望我们的研究结果能帮助医院管理者最有效地利用稀缺的护理资源, 并找出减少不良事件发生的人员配置方法。.
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- 2020
38. Analysis of time‐to‐event for observational studies: Guidance to the use of intensity models
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Jeremy M. G. Taylor, Per Kragh Andersen, Pierre Joly, Maja Pohar Perme, Michal Abrahamowicz, Torben Martinussen, Hans C. van Houwelingen, Richard J. Cook, and Terry M. Therneau
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Statistics and Probability ,Hazard (logic) ,Epidemiology ,Computer science ,STRATOS initiative ,Machine learning ,computer.software_genre ,01 natural sciences ,survival analysis ,010104 statistics & probability ,03 medical and health sciences ,censoring ,0302 clinical medicine ,Bias ,Goodness of fit ,Covariate ,Cox proportional hazards regression ,Cox regression model ,Humans ,030212 general & internal medicine ,0101 mathematics ,Proportional Hazards Models ,business.industry ,Proportional hazards model ,Event (computing) ,immortal time bias ,prediction ,Survival Analysis ,multistate model ,Censoring (clinical trials) ,time-dependent covariates ,Observational study ,Artificial intelligence ,business ,computer ,Mathematics ,Software ,hazard function - Abstract
This paper provides guidance for researchers with some mathematical background on the conduct of time-to-event analysis in observational studies based on intensity (hazard) models. Discussions of basic concepts like time axis, event definition and censoring are given. Hazard models are introduced, with special emphasis on the Cox proportional hazards regression model. We provide check lists that may be useful both when fitting the model and assessing its goodness of fit and when interpreting the results. Special attention is paid to how to avoid problems with immortal time bias by introducing time-dependent covariates. We discuss prediction based on hazard models and difficulties when attempting to draw proper causal conclusions from such models. Finally, we present a series of examples where the methods and check lists are exemplified. Computational details and implementation using the freely available R software are documented in Supplementary Material. The paper was prepared as part of the STRATOS initiative.
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- 2020
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39. Acute cardiovascular health effects in a panel study of personal exposure to traffic-related air pollutants and noise in Toronto, Canada
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Laura Minet, Michal Abrahamowicz, Rick Liu, Maryam Shekarrizfard, Coraline Danieli, Jill Baumgartner, Scott Weichenthal, Rita K. Biel, and Marianne Hatzopoulou
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Adult ,Male ,Canada ,Traffic-Related Pollution ,Adolescent ,Urban Population ,Cardiovascular health ,Air pollution ,Cardiology ,Cumulative Exposure ,lcsh:Medicine ,Blood Pressure ,030204 cardiovascular system & hematology ,010501 environmental sciences ,medicine.disease_cause ,01 natural sciences ,Article ,03 medical and health sciences ,Young Adult ,0302 clinical medicine ,Heart Rate ,Environmental health ,Air Pollution ,Medicine ,Humans ,Environmental noise ,lcsh:Science ,0105 earth and related environmental sciences ,Vehicle Emissions ,Air Pollutants ,Multidisciplinary ,Noise pollution ,business.industry ,lcsh:R ,Environmental exposure ,Environmental Exposure ,Cardiovascular physiology ,Environmental sciences ,Noise ,Risk factors ,Cardiovascular Diseases ,Female ,lcsh:Q ,business - Abstract
Urban populations are often simultaneously exposed to air pollution and environmental noise, which are independently associated with cardiovascular disease. Few studies have examined acute physiologic responses to both air and noise pollution using personal exposure measures. We conducted a repeated measures panel study of air pollution and noise in 46 non-smoking adults in Toronto, Canada. Data were analyzed using linear mixed-effects models and weighted cumulative exposure modeling of recent exposure. We examined acute changes in cardiovascular health effects of personal (ultrafine particles, black carbon) and regional (PM2.5, NO2, O3, Ox) measurements of air pollution and the role of personal noise exposure as a confounder of these associations. We observed adverse changes in subclinical cardiovascular outcomes in response to both air pollution and noise, including changes in endothelial function and heart rate variability (HRV). Our findings show that personal noise exposures can confound associations for air pollutants, particularly with HRV, and that impacts of air pollution and noise on HRV occur soon after exposure. Thus, both noise and air pollution have a measurable impact on cardiovascular physiology. Noise should be considered alongside air pollution in future studies to elucidate the combined impacts of these exposures in urban environments.
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- 2020
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40. Associations of 4 Nurse Staffing Practices With Hospital Mortality
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Michal Abrahamowicz, Patricia Bourgault, Christian M. Rochefort, Marie-Eve Beauchamp, and Li-Anne Audet
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Adult ,medicine.medical_specialty ,Canada ,nurse staffing ,Staffing ,Personnel Staffing and Scheduling ,Nurses ,Nursing Staff, Hospital ,Cohort Studies ,03 medical and health sciences ,0302 clinical medicine ,nursing skill mix ,Intensive care ,medicine ,acute care hospitals ,Humans ,030212 general & internal medicine ,Hospital Mortality ,Longitudinal Studies ,Education, Nursing ,Academic Medical Centers ,Proportional hazards model ,business.industry ,030503 health policy & services ,Hazard ratio ,Public Health, Environmental and Occupational Health ,longitudinal study ,Original Articles ,nurse experience ,mortality ,Confidence interval ,Skill mix ,nurse education ,Cohort ,Emergency medicine ,ComputingMethodologies_DOCUMENTANDTEXTPROCESSING ,0305 other medical science ,business ,Cohort study - Abstract
Supplemental Digital Content is available in the text., Background: Cross-sectional studies of hospital-level administrative data have suggested that 4 nurse staffing practices—using adequate staffing levels, higher proportions of registered nurses (RNs) (skill mix), and more educated and experienced RNs—are each associated with reduced hospital mortality. To increase the validity of this evidence, patient-level longitudinal studies assessing the simultaneous associations of these staffing practices with mortality are required. Methods: A dynamic cohort of 146,349 adult medical, surgical, and intensive care patients admitted to a Canadian University Health Center was followed for 7 years (2010–2017). We used a multivariable Cox proportional hazards model to estimate the associations between patients’ time-varying cumulative exposure to measures of RN understaffing, skill mix, education, and experience, each relative to nursing unit and shift means, and the hazard of in-hospital mortality, while adjusting for patient and nursing unit characteristics, and modeling the current nursing unit of hospitalization as a random effect. Results: Overall, 4854 in-hospital deaths occurred during 3,478,603 patient-shifts of follow-up (13.95 deaths/10,000 patient-shifts). In multivariable analyses, every 5% increase in the cumulative proportion of understaffed shifts was associated with a 1.0% increase in mortality (hazard ratio: 1.010; 95% confidence interval: 1.002–1.017; P=0.009). Moreover, every 5% increase in the cumulative proportion of worked hours by baccalaureate-prepared RNs was associated with a 2.0% reduction of mortality (hazard ratio: 0.980; 95% confidence interval: 0.965–0.995, P=0.008). RN experience and skill mix were not significantly associated with mortality. Conclusion: Reducing the frequency of understaffed shifts and increasing the proportion of baccalaureate-prepared RNs are associated with reduced hospital mortality.
- Published
- 2020
41. Novel glucose lowering agents are associated with a lower risk of cardiovascular and adverse events in type 2 diabetes: A population based analysis
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Malik Elharram, Cristiano Soares de Moura, Sasha Bernatsky, L. Pilote, Hassan Behlouli, Michal Abrahamowicz, and Valeria Raparelli
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medicine.medical_specialty ,medicine.drug_class ,Population ,Type 2 diabetes ,Cardiovascular disease prevention ,030204 cardiovascular system & hematology ,Lower risk ,NO ,03 medical and health sciences ,0302 clinical medicine ,Internal medicine ,Type 2 diabetes mellitus ,medicine ,Humans ,Hypoglycemic Agents ,030212 general & internal medicine ,Adverse effect ,education ,Sodium-Glucose Transporter 2 Inhibitors ,Retrospective Studies ,Oral hypoglycemic drugs ,Dipeptidyl-Peptidase IV Inhibitors ,education.field_of_study ,business.industry ,nutritional and metabolic diseases ,Retrospective cohort study ,Middle Aged ,medicine.disease ,Sulfonylurea ,Metformin ,3. Good health ,Glucose ,Diabetes Mellitus, Type 2 ,Cardiovascular Diseases ,Cohort ,Cardiology and Cardiovascular Medicine ,business ,medicine.drug - Abstract
Background Recent randomized control trials have described a protective cardiovascular effect of novel glucose lowering drugs in patients at high cardiovascular risk. Whether these second-line agents have similar effects in the general population is unknown. We aimed to compare the risk of major cardiovascular and adverse events in new users of sodium-glucose cotransporter-2 inhibitors (SGLT-2i), dipeptidyl peptidase-4 inhibitor (DPP-4i), glucagon-like peptide 1 agonist (GLP-1a), and sulfonylurea in T2DM patients not controlled on metformin therapy. Methods Retrospective cohort study using the MarketScan database (2011–2015). We selected T2DM individuals who were newly dispensed sulfonylureas, SGLT-2i, DPP-4i, or GLP-1a, as second-line therapy, added to metformin. Cohort entry was defined by date of first prescription of the second-line agent. Time to first non-fatal cardiovascular or adverse event was compared using Cox regression models adjusted for confounders. Results Among 118,341 T2DM patients using metformin (mean age: 56), most were at low cardiovascular risk (4% with previous cardiovascular or cerebrovascular event). During a median follow-up of 10 months compared with sulfonylureas users, cardiovascular risk was lower in users of SGLT-2i (aHR = 0.61; 95% CI: 0.40–0.97), DPP-4i (aHR = 0.79; 95% CI: 0.69–0.90) and GLP-1a (aHR = 0.65; 95% CI: 0.48–0.89). Serious adverse events were rare but compared with sulfonylurea, the risk was lower in new users of novel glucose lowering agents. Conclusion In our analyses, which included patients with and without prior cardiovascular disease, initiating novel glucose lowering drugs as second-line therapy for T2DM was associated with a lower risk of cardiovascular and adverse events than sulfonylurea initiation.
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- 2020
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42. Evaluation of the use of an integrated drug information system by primary care physicians for vulnerable population.
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Yuko Kawasumi, Robyn Tamblyn, Robert W. Platt, Pierre Ernst, Michal Abrahamowicz, and Laurel Taylor
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- 2008
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43. Research Paper: A Randomized Trial of the Effectiveness of On-demand versus Computer-triggered Drug Decision Support in Primary Care.
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Robyn Tamblyn, Allen Huang, Laurel Taylor, Yuko Kawasumi, Gillian Bartlett, Roland M. Grad, André Jacques, Martin Dawes, Michal Abrahamowicz, Robert Perreault, Nancy Winslade, Lise Poissant, and Alain Pinsonneault
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- 2008
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44. Application of Information Technology: The Development and Evaluation of an Integrated Electronic Prescribing and Drug Management System for Primary Care.
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Robyn Tamblyn, Allen Huang, Yuko Kawasumi, Gillian Bartlett, Roland M. Grad, André Jacques, Martin Dawes, Michal Abrahamowicz, Robert Perreault, Laurel Taylor, Nancy Winslade, Lise Poissant, and Alain Pinsonneault
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- 2006
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45. Tree-structured subgroup analysis for censored survival data: Validation of computationally inexpensive model selection criteria.
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Abdissa Negassa, Antonio Ciampi, Michal Abrahamowicz, Stanley Shapiro, and Jean-François Boivin
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- 2005
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46. Ten-year risk of cerebrovascular accidents in incident rheumatoid arthritis : a population-based study of trends over time
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J Antonio Aviña-Zubieta, Michal Abrahamowicz, Diane Lacaille, Kiana Yazdani, Yufei Zheng, and Hui Xie
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Adult ,Male ,Risk ,medicine.medical_specialty ,Population ,Comorbidity ,Arthritis, Rheumatoid ,03 medical and health sciences ,0302 clinical medicine ,Rheumatology ,Epidemiology ,medicine ,Humans ,Pharmacology (medical) ,education ,Aged ,Ischemic Stroke ,Retrospective Studies ,030203 arthritis & rheumatology ,education.field_of_study ,British Columbia ,Proportional hazards model ,business.industry ,Incidence ,Retrospective cohort study ,Middle Aged ,medicine.disease ,Secular variation ,Population based study ,Rheumatoid arthritis ,Cohort ,Female ,business ,030217 neurology & neurosurgery ,Demography - Abstract
Objective To evaluate secular trends in 10-year risk of incident cerebrovascular accidents (CVA), in incident RA relative to the general population. Methods We conducted a retrospective study of a population-based incident cohort with RA onset from 1997 to 2004 in British Columbia, Canada, with matched general population controls (2:1), using administrative health data. RA and general population cohorts were divided according to year of RA onset, defined according to the first RA visit of the case definition. Incident CVA was defined as the first CVA occurring within 10 years from the first RA visit. Secular trend was assessed using delayed-entry Cox models with a two-way interaction term between the year of RA onset and indicator of RA vs general population. Linear, quadratic and spline functions of year of RA onset were compared with assess non-linear effects. The model with the lowest Akaike Information Criterion was selected. Results Overall, 23 545 RA and 47 090 general population experienced 658 and 1220 incident CVAs, respectively. A spline Cox model with a knot at year of onset 1999 was selected. A significant decline in risk of CVA was observed in individuals with RA onset after 1999 [0.90 (0.86, 0.95); P = 0.0001]. The change in CVA risk over time differed significantly in RA with onset from 1999 onwards compared with the general population (P-value of interaction term = 0.03), but not before 1999 (P = 0.06). Conclusion Our findings suggest that people with RA onset from 1999 onwards, had a significantly greater decline in 10-year risk of CVA compared with the general population.
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- 2022
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47. Comparison of cohort and nested case‐control designs for estimating the effect of time‐varying drug exposure on the risk of adverse event in the presence of ties
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Liliane Manitchoko, Michal Abrahamowicz, Pascale Tubert‐Bitter, Jacques Benichou, and Anne C. M. Thiébaut
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Statistics and Probability ,General Medicine ,Statistics, Probability and Uncertainty - Published
- 2023
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48. Marginal and hazard ratio specific random data generation: Applications to semi-parametric bootstrapping.
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Todd Mackenzie and Michal Abrahamowicz
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- 2002
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49. Nonlinear and time‐dependent effects of sparsely measured continuous time‐varying covariates in time‐to‐event analysis
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Marie-Eve Beauchamp, Yishu Wang, and Michal Abrahamowicz
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Statistics and Probability ,Time-varying covariate ,Biometry ,Time Factors ,Blood Pressure ,Risk Assessment ,01 natural sciences ,010104 statistics & probability ,03 medical and health sciences ,0302 clinical medicine ,Framingham Heart Study ,Statistics ,Covariate ,Humans ,030212 general & internal medicine ,0101 mathematics ,Mathematics ,Observational error ,Proportional hazards model ,Contrast (statistics) ,General Medicine ,White noise ,Regression ,Cholesterol ,Nonlinear Dynamics ,Cardiovascular Diseases ,Statistics, Probability and Uncertainty - Abstract
Many flexible extensions of the Cox proportional hazards model incorporate time-dependent (TD) and/or nonlinear (NL) effects of time-invariant covariates. In contrast, little attention has been given to the assessment of such effects for continuous time-varying covariates (TVCs). We propose a flexible regression B-spline-based model for TD and NL effects of a TVC. To account for sparse TVC measurements, we added to this model the effect of time elapsed since last observation (TEL), which acts as an effect modifier. TD, NL, and TEL effects are estimated with the iterative alternative conditional estimation algorithm. Furthermore, a simulation extrapolation (SIMEX)-like procedure was adapted to correct the estimated effects for random measurement errors in the observed TVC values. In simulations, TD and NL estimates were unbiased if the TVC was measured with a high frequency. With sparse measurements, the strength of the effects was underestimated but the TEL estimate helped reduce the bias, whereas SIMEX helped further to correct for bias toward the null due to "white noise" measurement errors. We reassessed the effects of systolic blood pressure (SBP) and total cholesterol, measured at two-year intervals, on cardiovascular risks in women participating in the Framingham Heart Study. Accounting for TD effects of SBP, cholesterol and age, the NL effect of cholesterol, and the TEL effect of SBP improved substantially the model's fit to data. Flexible estimates yielded clinically important insights regarding the role of these risk factors. These results illustrate the advantages of flexible modeling of TVC effects.
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- 2020
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50. CYP17A1 and Blood Pressure Reactivity to Stress in Adolescence
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Mariel Van Woudenberg, Jean Shin, Manon Bernard, Catriona Syme, Michal Abrahamowicz, Gabriel Leonard, Michel Perron, Louis Richer, Suzanna Veillette, Daniel Gaudet, Tomas Paus, and Zdenka Pausova
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Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Adolescents who exhibit exaggerated blood pressure (BP) reactivity to physical and mental challenges are at increased risk of developing hypertension in adulthood. BP at rest and in response to challenges is higher in males than females, beginning in early adolescence. CYP17A1 is one of the well-established gene loci of adult hypertension. Here, we investigated whether this gene locus is associated with elevated BP at rest and in response to physical (active standing) and mental (math stress) challenges in adolescence. We studied 496 male and 532 female adolescents (age 12–18 years) who were recruited from a genetic founder population. Our results showed that the variant of CYP17A1 rs10786718 was associated with enhanced BP reactivity to the mental but not physical challenge and in males but not females. In males, BP increase in response to math stress was higher in major versus minor allele homozygotes by 7.6 mm Hg (P=8.3×10-6). Resting BP was not associated with the CYP17A1 variant in either sex. These results suggest that, in adolescent males but not females, CYP17A1 enhances BP reactivity to mental stress. Whether this effect contributes to the higher prevalence of hypertension in males than females later in life remains to be determined.
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- 2015
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