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1.
PLoS Comput Biol ; 19(6): e1011073, 2023 06.
Article in English | MEDLINE | ID: mdl-37267387

ABSTRACT

Cycling of biologic or targeted synthetic disease modifying antirheumatic drugs (b/tsDMARDs) in rheumatoid arthritis (RA) patients due to non-response is a problem preventing and delaying disease control. We aimed to assess and validate treatment response of b/tsDMARDs among clusters of RA patients identified by deep learning. We clustered RA patients clusters at first-time b/tsDMARD (cohort entry) in the Swiss Clinical Quality Management in Rheumatic Diseases registry (SCQM) [1999-2018]. We performed comparative effectiveness analyses of b/tsDMARDs (ref. adalimumab) using Cox proportional hazard regression. Within 15 months, we assessed b/tsDMARD stop due to non-response, and separately a ≥20% reduction in DAS28-esr as a response proxy. We validated results through stratified analyses according to most distinctive patient characteristics of clusters. Clusters comprised between 362 and 1481 patients (3516 unique patients). Stratified (validation) analyses confirmed comparative effectiveness results among clusters: Patients with ≥2 conventional synthetic DMARDs and prednisone at b/tsDMARD initiation, male patients, as well as patients with a lower disease burden responded better to tocilizumab than to adalimumab (hazard ratio [HR] 5.46, 95% confidence interval [CI] [1.76-16.94], and HR 8.44 [3.43-20.74], and HR 3.64 [2.04-6.49], respectively). Furthermore, seronegative women without use of prednisone at b/tsDMARD initiation as well as seropositive women with a higher disease burden and longer disease duration had a higher risk of non-response with golimumab (HR 2.36 [1.03-5.40] and HR 5.27 [2.10-13.21], respectively) than with adalimumab. Our results suggest that RA patient clusters identified by deep learning may have different responses to first-line b/tsDMARD. Thus, it may suggest optimal first-line b/tsDMARD for certain RA patients, which is a step forward towards personalizing treatment. However, further research in other cohorts is needed to verify our results.


Subject(s)
Antirheumatic Agents , Arthritis, Rheumatoid , Biological Products , Deep Learning , Humans , Male , Female , Adalimumab/therapeutic use , Prednisone/therapeutic use , Antirheumatic Agents/therapeutic use , Arthritis, Rheumatoid/drug therapy , Biological Products/therapeutic use
2.
Br J Clin Pharmacol ; 90(6): 1376-1394, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38408767

ABSTRACT

AIMS: The aim of this study was to estimate the prevalence of potentially inappropriate prescriptions (PIPs) in patients starting their first noninsulin antidiabetic treatment (NIAD) using two explicit process measures of the appropriateness of prescribing in UK primary care, stratified by age and polypharmacy status. METHODS: A descriptive cohort study between 2016 and 2019 was conducted to assess PIPs in patients aged ≥45 years at the start of their first NIAD, stratified by age and polypharmacy status. The American Geriatrics Society Beers criteria 2015 was used for older (≥65 years) patients and the Prescribing Optimally in Middle-age People's Treatments criteria was used for middle-aged (45-64 years) patients. Prevalence of overall PIPs and individual PIPs criteria was reported using the IQVIA Medical Research Data incorporating THIN, a Cegedim Database of anonymized electronic health records in the UK. RESULTS: Among 28 604 patients initiating NIADs, 18 494 (64.7%) received polypharmacy. In older and middle-aged patients with polypharmacy, 39.6% and 22.7%, respectively, received ≥1 PIP. At the individual PIP level, long-term proton pump inhibitors (PPI) use was the most frequent PIP among older adults, and strong opioid without laxatives was the most frequent PIP in middle-aged patients with polypharmacy (11.1% and 4.1%, respectively). CONCLUSIONS: This study revealed that patients starting NIAD treatment receiving polypharmacy have the potential for pharmacotherapy optimization.


Subject(s)
Diabetes Mellitus, Type 2 , Hypoglycemic Agents , Inappropriate Prescribing , Polypharmacy , Potentially Inappropriate Medication List , Primary Health Care , Humans , Middle Aged , Diabetes Mellitus, Type 2/drug therapy , Aged , Primary Health Care/statistics & numerical data , United Kingdom/epidemiology , Female , Male , Inappropriate Prescribing/statistics & numerical data , Hypoglycemic Agents/therapeutic use , Prevalence , Potentially Inappropriate Medication List/statistics & numerical data , Cohort Studies , Age Factors , Aged, 80 and over , Practice Patterns, Physicians'/statistics & numerical data , Practice Patterns, Physicians'/standards
3.
Pharmacoepidemiol Drug Saf ; 32(3): 366-381, 2023 03.
Article in English | MEDLINE | ID: mdl-36579709

ABSTRACT

PURPOSE: With increased concomitant chronic diseases in type 2 diabetes mellitus (T2DM), the use of multiple drugs increases as well as the risk of drug-drug interactions (DDI) and adverse drug reactions (ADR). Nevertheless, how medication patterns vary in T2DM patients across different sex and age groups is unclear. This study aims to identify and quantify common drug combinations in first-time metformin users with polypharmacy (≥5 co-medications). METHODS: New users of metformin were identified from the IQVIA Medical Research Data incorporating data from THIN, A Cegedim Database (2016-2019). A descriptive cohort study explored prescription patterns in patients with polypharmacy. The Apriori algorithm, used to find frequent item-sets in databases, was first-time applied to identify and quantify drug combinations of up to seven drugs to investigate potential harmful polypharmacy patterns. RESULTS: The cohort included 34 169 new-users of metformin, of which 20 854 (61.0%) received polypharmacy. Atorvastatin was the most frequently co-prescribed drug with metformin overall (38.7%), in women (34.3%) and men (42.6%). In the stratified analysis, a higher proportion of women received polypharmacy (65.6%) compared to men (57.4%). Moreover, the proportion of patients receiving polypharmacy increased with age (18-39 years = 30.4%, 40-59 years = 50.5%, 60-74 years = 70.9%, and ≥75 years = 84.3%). CONCLUSION: This study is the first to identify and quantify commonly prescribed combinations of drugs compounds in patients with polypharmacy using the Apriori algorithm. The high polypharmacy prevalence at all strata indicates the need to optimize polypharmacy to minimize DDI and ADR.


Subject(s)
Diabetes Mellitus, Type 2 , Drug-Related Side Effects and Adverse Reactions , Metformin , Male , Humans , Female , Adolescent , Young Adult , Adult , Cohort Studies , Polypharmacy , Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/epidemiology , Metformin/adverse effects , Drug Interactions , Drug Utilization , Data Mining
4.
Hepatology ; 74(5): 2467-2477, 2021 11.
Article in English | MEDLINE | ID: mdl-34129693

ABSTRACT

BACKGROUND AND AIMS: Thiazolidinediones (TZDs) and glucagon-like peptide-1 (GLP-1) receptor agonists are potential pharmacological treatment options for patients at risk of NAFLD. Therefore, we examined the association between the risk of NAFLD and the use of TZDs and GLP-1 receptor agonists compared with the use of sulfonylureas (SUs) and insulins. Additionally, we calculated the incidence of HCC in users of TZDs and GLP-1 receptor agonists. APPROACH AND RESULTS: We conducted a population-based cohort study using primary care data from the Clinical Practice Research Datalink database (2007-2018). All patients aged ≥18 with a prescription of an oral glucose-lowering agent or GLP-1 receptor agonist were included. The first prescription defined the start of follow-up. The primary outcome was a new diagnosis of NAFLD. Cox proportional hazards regression was used to estimate HRs and 95% CIs of the primary outcome. Incidence rates of HCC were determined per 1,000 person-years for all exposures. The study identified 207,367 adults with a prescription for a glucose-lowering agent. The risk of NAFLD was lower in patients prescribed a TZD than in those prescribed an SU (adjusted HR [aHR], 0.32; 95% CI, 0.20-0.51). No difference in risk of NAFLD was observed comparing GLP-1 receptor agonist use with insulin use (aHR, 1.22; 95% CI, 0.91-1.63). CONCLUSIONS: Results of our study endorse the use of TZDs for selected patients at risk of NAFLD but do not support previous findings regarding the beneficial effect of GLP-1 receptor agonists. The low number of events in several subgroups may affect the generalizability of the current findings.


Subject(s)
Carcinoma, Hepatocellular/epidemiology , Diabetes Mellitus, Type 2/drug therapy , Glucagon-Like Peptide-1 Receptor/agonists , Hypoglycemic Agents/therapeutic use , Liver Neoplasms/epidemiology , Non-alcoholic Fatty Liver Disease/epidemiology , Thiazolidinediones/therapeutic use , Adolescent , Adult , Aged , Aged, 80 and over , Female , Follow-Up Studies , Humans , Hypoglycemic Agents/pharmacology , Incidence , Insulin/therapeutic use , Male , Middle Aged , Primary Health Care , Risk Factors , Sulfonylurea Compounds/therapeutic use , Treatment Outcome , Young Adult
5.
Rheumatology (Oxford) ; 61(4): 1448-1458, 2022 04 11.
Article in English | MEDLINE | ID: mdl-34255815

ABSTRACT

OBJECTIVES: Clinical trials have shown that low-dose glucocorticoid therapy in patients with RA reduces bone loss in hands or hip, but the effect on osteoporotic fractures is not yet clear. Therefore, we investigated the use of low-dose oral glucocorticoids and risk of osteoporotic fractures among patients with RA. METHODS: This was a cohort study including patients with RA aged 50+ years from the Clinical Practice Research Datalink between 1997 and 2017. Exposure to oral glucocorticoids was stratified by the most recent prescription in current (<6 months), recent (7-12 months) and past (>1 year) use, and average daily and cumulative doses. Risk of incident osteoporotic fractures (including hip, vertebrae, humerus, forearm, pelvis and ribs) was estimated by time-dependent Cox proportional-hazards models, adjusted for lifestyle parameters, comorbidities and comedications. Secondary analyses assessed osteoporotic fracture risk with a combination of average daily and cumulative doses of oral glucocorticoids. RESULTS: Among 15 123 patients with RA (mean age 68.8 years, 68% females), 1640 osteoporotic fractures occurred. Current low-dose oral glucocorticoid therapy (≤7.5 mg prednisolone equivalent dose/day) in patients with RA was not associated with overall risk of osteoporotic fractures (adjusted hazard ratio 1.14, 95% CI 0.98, 1.33) compared with past glucocorticoid use, but was associated with an increased risk of clinical vertebral fracture (adjusted hazard ratio 1.59, 95% CI 1.11, 2.29). Results remained unchanged regardless of a short-term or a long-term use of oral glucocorticoids. CONCLUSION: Clinicians should be aware that even in RA patients who receive low daily glucocorticoid doses, the risk of clinical vertebral fracture is increased.


Subject(s)
Arthritis, Rheumatoid , Osteoporotic Fractures , Spinal Fractures , Aged , Arthritis, Rheumatoid/chemically induced , Arthritis, Rheumatoid/complications , Arthritis, Rheumatoid/drug therapy , Cohort Studies , Female , Glucocorticoids/therapeutic use , Humans , Male , Osteoporotic Fractures/chemically induced , Osteoporotic Fractures/epidemiology , Risk Factors , Spinal Fractures/chemically induced , Spinal Fractures/epidemiology
6.
Ann Rheum Dis ; 80(4): 423-431, 2021 04.
Article in English | MEDLINE | ID: mdl-33310727

ABSTRACT

BACKGROUND: Patients with rheumatoid arthritis (RA) commonly use oral glucocorticoids (GCs) and proton pump inhibitors (PPIs), both associated with osteoporotic fractures. We investigated the association between concomitant use of oral GCs and PPIs and the risk of osteoporotic fractures among patients with RA. METHODS: This was a cohort study including patients with RA aged 50+ years from the Clinical Practice Research Datalink between 1997 and 2017. Exposure to oral GCs and PPIs was stratified by the most recent prescription as current use (<6 months), recent use (7-12 months) and past use (>1 year); average daily and cumulative dose; and duration of use. The risk of incident osteoporotic fractures (including hip, vertebrae, humerus, forearm, pelvis and ribs) was estimated by time-dependent Cox proportional-hazards models, statistically adjusted for lifestyle parameters, comorbidities and comedications. RESULTS: Among 12 351 patients with RA (mean age of 68 years, 69% women), 1411 osteoporotic fractures occurred. Concomitant current use of oral GCs and PPIs was associated with a 1.6-fold increased risk of osteoporotic fractures compared with non-use (adjusted HR: 1.60, 95% CI: 1.35 to 1.89). This was statistically different from a 1.2-fold increased osteoporotic fracture risk associated with oral GC or PPI use alone. Most individual fracture sites were significantly associated with concomitant use of oral GCs and PPIs. Among concomitant users, fracture risk did not increase with higher daily dose or duration of PPI use. CONCLUSIONS: There was an interaction in the risk of osteoporotic fractures with concomitant use of oral GCs and PPIs. Fracture risk assessment could be considered when a patient with RA is co-prescribed oral GCs and PPIs.


Subject(s)
Arthritis, Rheumatoid , Osteoporotic Fractures , Aged , Arthritis, Rheumatoid/complications , Arthritis, Rheumatoid/drug therapy , Arthritis, Rheumatoid/epidemiology , Cohort Studies , Female , Glucocorticoids/therapeutic use , Humans , Male , Osteoporotic Fractures/chemically induced , Osteoporotic Fractures/epidemiology , Proton Pump Inhibitors/adverse effects , Risk Factors
7.
Eur J Clin Pharmacol ; 77(6): 913-919, 2021 Jun.
Article in English | MEDLINE | ID: mdl-33341923

ABSTRACT

PURPOSE: In response to a large trial, the World Health Organization broadened their recommendation on tranexamic acid to be used for post-partum hemorrhage. A 2013 French periodic safety update report warned of an abnormally high rate of renal cortical necrosis associated with tranexamic acid and other drugs for severe post-partum hemorrhage. We aimed to identify the reporting incidence of adverse thrombo-embolic events among women in child-bearing age who received tranexamic acid, with a focus on renal vascular and ischemic conditions. METHODS: We analyzed individual case safety reports (ICSRs) on renal vascular and ischemic conditions, pulmonary thrombotic and embolic conditions, and peripheral embolism and thrombosis from the database of the World Health Organization - Uppsala Monitoring Centre (WHO-UMC). ICSRs were restricted to reports including tranexamic acid as a suspected drug, sex reported as female, and reported age between 18 and 44 years. Reporting odds ratios (RORs) and 95% confidence intervals (95% CIs) were calculated by comparing ICSRs on tranexamic acid to all other drugs in VigiBase. RESULTS: Within 2245 included ICSRs on tranexamic acid, we identified 29 reports of adverse renal vascular and ischemic conditions, 42 reports of pulmonary thrombotic and embolic conditions, and 41 reports of peripheral embolism and thrombosis. RORs were statistically significant by 32.6-fold (32.62, 95% CI: 22.50-47.29), 2.5-fold (2.52, 95% CI: 1.85-3.42), and 2.7-fold (2.67, 95% CI: 1.96-3.64), respectively, when compared to any other drug within VigiBase. CONCLUSION: Tranexamic acid might bear an increased risk for renal ischemic adverse drug events in women of child-bearing age.


Subject(s)
Antifibrinolytic Agents/adverse effects , Embolism/chemically induced , Ischemia/chemically induced , Kidney Diseases/chemically induced , Thrombosis/chemically induced , Tranexamic Acid/adverse effects , Adolescent , Adult , Antifibrinolytic Agents/administration & dosage , Databases, Factual , Female , Humans , Pharmacovigilance , Postpartum Hemorrhage/prevention & control , Thrombosis/prevention & control , Tranexamic Acid/administration & dosage , World Health Organization , Young Adult
8.
Eur J Clin Pharmacol ; 77(5): 709-716, 2021 May.
Article in English | MEDLINE | ID: mdl-33242107

ABSTRACT

PURPOSE: The antiplatelet prodrug clopidogrel is bioactivated by the polymorphic enzyme CYP2C19. Prospective clinical studies demonstrated an association between CYP2C19 loss of function (LoF) variants and an increased risk of thrombotic events under clopidogrel, but pharmacogenetic (PGx) testing is not frequently implemented in clinical practice. We report our experience with PGx-guided clopidogrel therapy with particular regard to clinically relevant patient management changes. METHODS: We conducted an observational study analyzing patients that underwent PGx testing for clopidogrel therapy at two Swiss hospitals. Primary outcome was the proportion of patients with clinically relevant PGx-based management recommendations and their implementation. The association of recurrent ischemic events under clopidogrel with CYP2C19 LoF variants and other factors was explored in a multivariate case-control analysis. RESULTS: Among 56 patients undergoing PGx testing, 18 (32.1%) were classified as CYP2C19 intermediate or poor metabolizers. This resulted in 17 recommendations for a change of antiplatelet therapy, which were implemented in 12 patients (70.1%). In the remaining five patients, specific reasons for non-implementation could be identified. Recurrent ischemic events under clopidogrel were associated with LoF variants (OR 2.2, 95% CI 0.3-14.4) and several cardiovascular risk factors. Associations were not statistically significant in our small study, but plausible and in line with estimates from large prospective studies. CONCLUSION: PGx-guided clopidogrel therapy can identify patients with an elevated risk of ischemic events and offer evidence-based alternative treatments. Successful implementation in clinical practice requires a personalized interdisciplinary service that evaluates indications and additional risk factors, provides specific recommendations, and proactively follows their implementation.


Subject(s)
Clopidogrel/pharmacokinetics , Cytochrome P-450 CYP2C19/genetics , Ischemia/epidemiology , Platelet Aggregation Inhibitors/pharmacokinetics , Aged , Aged, 80 and over , Case-Control Studies , Female , Genotype , Heart Disease Risk Factors , Humans , Male , Middle Aged , Pharmacogenomic Testing , Polymorphism, Single Nucleotide , Precision Medicine , Prospective Studies , Recurrence
9.
Eur Child Adolesc Psychiatry ; 30(7): 1047-1058, 2021 Jul.
Article in English | MEDLINE | ID: mdl-32621088

ABSTRACT

For patients with attention deficit hyperactivity disorder and comorbid conduct-dissocial disorder, a combination therapy of the psychostimulant methylphenidate and the antipsychotic risperidone may be prescribed. Case reports describe the occurrence of movement disorders under this combination therapy, but clinical trials had limited power to detect these events. This study aimed (1) to summarise published case reports and (2) to analyse pharmacovigilance data consisting of adverse drug event reports to elucidate these reactions. PubMed, Embase, and APA PsycInfo were used to retrieve case reports. For the pharmacovigilance data, aggregated information on individual case safety reports (ICSRs) within the database of suspected adverse drug events by the WHO were analysed. ICSRs were assessed for disproportionality in reporting. Thirteen published case reports (62% male) on movement disorders were identified, with ages between 5 and 15 years. Seven reports (54%) described incidents when risperidone was tapered down or switched to methylphenidate. From the WHO, we identified 25,556 ICSRs (16,118 for methylphenidate, 8,614 for risperidone, and 824 for both). Of these, 953 (5.9%), 1356 (15.7%), and 159 (19.3%) ICSRs reported movement disorders in association with methylphenidate, risperidone or both, respectively. The analyses on disproportionality showed an increased number of ICSRs with movement disorders when the two drugs were coded in combination. The potential of movement disorders as adverse effects might be amplified when methylphenidate and risperidone are used in combination. The results from the literature underline the necessity of caution and patient monitoring when risperidone dosing is modified during methylphenidate therapy.


Subject(s)
Methylphenidate/adverse effects , Movement Disorders/epidemiology , Risperidone/adverse effects , Attention Deficit Disorder with Hyperactivity/drug therapy , Combined Modality Therapy/adverse effects , Comorbidity , Conduct Disorder/drug therapy , Databases, Factual , Humans , Methylphenidate/therapeutic use , Pharmacovigilance , Risperidone/therapeutic use , World Health Organization
10.
Eur J Clin Pharmacol ; 76(7): 979-989, 2020 Jul.
Article in English | MEDLINE | ID: mdl-32270213

ABSTRACT

PURPOSE: Heart failure is among the leading causes for hospitalization in Europe. In this study, we evaluate potential precipitating factors for hospitalization for heart failure and shock. METHODS: Using Swiss claims data (2014-2015), we evaluated the association between hospitalization for heart failure and shock, and prescription of oral potassium supplements, non-steroidal anti-inflammatory drugs (NSAIDs), and amoxicillin/clavulanic acid. We conducted case-crossover analyses, where exposure was compared for the hazard period and the primary control period (e.g., 1-30 days before hospitalization vs. 31-60 days, respectively). Conditional logistic regression was applied and subsequently adjusted for addressing potential confounding by disease progression. Sensitivity analyses were conducted and stratification for co-medication was performed. RESULTS: We identified 2185 patients hospitalized with heart failure or shock. Prescription of potassium supplements, NSAIDs, and amoxicillin/clavulanic acid was significantly associated with an increased risk for hospitalization for heart failure and shock with crude odds ratios (OR) of 2.04 for potassium (95% CI 1.24-3.36, p = 0.005, 30 days), OR 1.8 for NSAIDs (95% CI 1.39-2.33, p < 0.0001, 30 days), and OR 3.25 for amoxicillin/clavulanic acid (95% CI 2.06-5.14, p < 0.0001, 15 days), respectively. Adjustment attenuated odds ratios, while the significant positive association remained (potassium OR 1.70 (95% CI 1.01-2.86, p = 0.046), NSAIDs OR 1.50 (95% CI 1.14-1.97, p = 0.003), and amoxicillin/clavulanic acid OR 2.26 (95% CI 1.41-3.62, p = 0.001). CONCLUSION: Prescription of potassium supplements, NSAIDs, and amoxicillin/clavulanic acid is associated with increased risk for hospitalization. Underlying conditions such as pain, electrolyte imbalances, and infections are likely contributing risk factors. Physicians may use this knowledge to better identify patients at risk and adapt patient management.


Subject(s)
Amoxicillin-Potassium Clavulanate Combination/therapeutic use , Anti-Bacterial Agents/therapeutic use , Anti-Inflammatory Agents, Non-Steroidal/therapeutic use , Heart Failure/drug therapy , Hospitalization/statistics & numerical data , Potassium/therapeutic use , Shock/drug therapy , Aged , Aged, 80 and over , Cross-Over Studies , Drug Utilization , Female , Heart Failure/epidemiology , Humans , Insurance, Health , Male , Risk Factors , Shock/epidemiology , Switzerland/epidemiology
11.
Osteoporos Int ; 30(11): 2217-2223, 2019 Nov.
Article in English | MEDLINE | ID: mdl-31418061

ABSTRACT

We investigated the incidence trend in all major osteoporotic fractures for the whole country of Denmark between 1995 and 2010. Hip and other osteoporotic fractures declined for the general population and especially among women. But, we observed some increasing trend among men which needs more attention. PURPOSE: The trend in osteoporotic fractures is varied across the globe, and there is no updated information in the case of Denmark for all major osteoporotic fractures (MOF). Thus, we investigated the incidence rates (IRs) of MOF among 50+ adults in Denmark over the period 1995-2010. METHODS: A series of cross-sectional analyses was done using the Danish National Health Service Register. Participants were 50+ adults in the full country Denmark with a MOF between 1995 and 2010. Gender- specific IRs of MOF per 10,000 person years (PYs) were estimated, in addition to IRs of individual fracture sites (hip, vertebrae, humerus, and radius/ulna), and women-to-men IR ratios for MOF. RESULTS: A general decline was observed in IRs of MOF for the whole population (from 169.8 per 10,000 PYs in 1995, to 148.0 in 2010), which was more pronounced among women. Thirty-one and nineteen percent of decline was observed in hip fracture rates among women and men, respectively. The trend in clinical vertebral fracture was slightly decreasing for women and increasing for men. The women-to-men rate ratio of MOF decreased noticeably from 2.93 to 2.72 during study period. CONCLUSIONS: We observed declining trends in MOF and hip fracture for both sexes. However, a lower rate of decrease of hip fracture and an increasing trend in vertebral fracture was noticed among men. Considering our observations and the major economic burden that accompanies this devastating disease, more attention should be paid to MOF, especially in men.


Subject(s)
Osteoporotic Fractures/epidemiology , Aged , Aged, 80 and over , Cross-Sectional Studies , Denmark/epidemiology , Female , Fractures, Bone/epidemiology , Humans , Incidence , Male , Middle Aged , Osteoporosis/epidemiology , Sex Factors , Time Factors
12.
Chimia (Aarau) ; 73(12): 1012-1017, 2019 Dec 18.
Article in English | MEDLINE | ID: mdl-31883553

ABSTRACT

Pharmacoepidemiology is the study of the safety and effectiveness of medications following market approval. The increased availability and size of healthcare utilization databases allows for the study of rare adverse events, sub-group analyses, and long-term follow-up. These datasets are large, including thousands of patient records spanning multiple years of observation, and representative of real-world clinical practice. Thus, one of the main advantages is the possibility to study the real-world safety and effectiveness of medications in uncontrolled environments. Due to the large size (volume), structure (variety), and availability (velocity) of observational healthcare databases there is a large interest in the application of natural language processing and machine learning, including the development of novel models to detect drug-drug interactions, patient phenotypes, and outcome prediction. This report will provide an overview of the current challenges in pharmacoepidemiology and where machine learning applications may be useful for filling the gap.


Subject(s)
Data Science , Pharmacoepidemiology , Databases, Factual , Humans , Machine Learning , Precision Medicine
15.
Rheumatology (Oxford) ; 57(9): 1641-1650, 2018 09 01.
Article in English | MEDLINE | ID: mdl-29893941

ABSTRACT

Objectives: When urate lowering therapy is indicated in patients with gout, medication adherence is essential. This study assesses non-persistence and non-adherence in patients with newly diagnosed gout, and identifies factors associated with poor medication adherence. Methods: A retrospective data analysis was performed within the UK Clinical Practice Research Datalink (1987-2014) among incident gout patients, aged ⩾40 years and starting allopurinol (n = 48 280). The proportion of patients non-persistent (a first medication gap of ⩾90 days) after 1 and 5 years, and median time until a first 90-day gap was estimated using Kaplan-Meier statistics in those starting allopurinol and restarting after a first interruption. Non-adherence (proportion of days covered <80%) over the full observation period was calculated. Multivariable Cox- or logistic regressions assessed factors associated with non-persistence or non-adherence, respectively. Results: Non-persistence increased from 38.5% (95% CI: 38.1, 38.9) to 56.9% (95% CI: 56.4, 57.4) after 1 and 5 years of initiation. Median time until a first 90-day gap was 1029 days (95% CI: 988, 1078) and 61% were non-adherent. After a first gap, 43.3% (95% CI: 42.7, 43.9) restarted therapy within 1 year, yet only 52.3% (95% CI: 51.4, 53.1) persisted for 1 year. Being female and a current smoker increased the risk for non-persistence and non-adherence, while older age, overweight, receiving anti-hypertensive medication or colchicine and suffering from dementia, diabetes or dyslipidaemia decreased the risk. Conclusion: Medication adherence among gout patients starting allopurinol is poor, particularly among females and younger patients and patients with fewer comorbidities. Medication adherence remains low in those reinitiating after a first gap.


Subject(s)
Allopurinol/therapeutic use , Gout/drug therapy , Medication Adherence , Adult , Aged , Aged, 80 and over , Biomarkers/metabolism , Female , Follow-Up Studies , Gout/metabolism , Gout Suppressants/therapeutic use , Humans , Male , Middle Aged , Retrospective Studies , Treatment Outcome , Uric Acid/metabolism
16.
Diabetes Obes Metab ; 20(4): 1056-1060, 2018 04.
Article in English | MEDLINE | ID: mdl-29171906

ABSTRACT

We investigated the association between the current use of individual sulphonylureas and the risk of a first-ever acute myocardial infarction (AMI) and all-cause mortality, in a population-based cohort study, using primary care data from the Clinical Practice Research Datalink database (2004-2012). New users (N = 121 869), aged ≥18 years, with at least one prescription for a non-insulin antidiabetic agent were included. The first prescription defined start of follow-up. Time-dependent Cox proportional hazard models were used to estimate the risk of a first-ever AMI and all-cause mortality associated with the use of individual sulphonylureas, and other non-insulin glucose-lowering drugs. No differences in risk of a first-ever AMI (adjusted hazard ratio [HR] 1.02, 95% confidence interval [CI] 0.70-1.50) or all-cause mortality (adjusted HR 0.97, 95% CI 0.80-1.17) were observed when comparing gliclazide use with non-gliclazide sulphonylurea use. Similar results were found for each individual sulphonylurea. As evidence is accumulating that gliclazide is no safer than other sulphonylureas, current guidelines suggesting superiority should be carefully evaluated.


Subject(s)
Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/mortality , Hypoglycemic Agents/adverse effects , Myocardial Infarction/chemically induced , Myocardial Infarction/mortality , Sulfonylurea Compounds/adverse effects , Adolescent , Adult , Aged , Aged, 80 and over , Cause of Death , Cohort Studies , Female , Humans , Male , Middle Aged , Risk Factors , Survival Analysis , United Kingdom/epidemiology , Young Adult
17.
Br J Clin Pharmacol ; 84(11): 2551-2561, 2018 11.
Article in English | MEDLINE | ID: mdl-29975795

ABSTRACT

AIMS: Domperidone is used to treat gastrointestinal symptoms in patients with Parkinson's disease (PD) and is linked to an increased risk of mortality. We sought to examine the risk of all-cause mortality associated with domperidone exposure in PD. METHODS: We conducted a cohort study using data from the Clinical Practice Research Datalink database (1987-2011). The first recorded PD diagnosis defined index date. Time-dependent Cox proportional hazards models estimated hazard ratios (HRs) of all-cause mortality associated with domperidone use. PD patients were stratified by domperidone use (current/recent/past), with never used as the referent. Current domperidone users were stratified by daily dose, domperidone duration and other anti-Parkinson's medications. A secondary analysis compared PD patients to matched (1:1) non-PD patients. RESULTS: A total of 5114 PD patients were identified. Current use of domperidone among PD patients was associated with a two-fold increase in all-cause mortality (HRadj  = 2.00, 95% confidence interval [CI]: 1.64-2.45), as compared to patients never exposed to domperidone. All-cause mortality risk was highest in those starting domperidone in the previous month [HRadj  = 2.97, 95% CI: 2.06-4.27]. When compared to matched non-PD patients, PD was associated with a 43% increased risk of all-cause mortality, yet this increased to a 2.4-fold increased risk among PD patients currently using domperidone. CONCLUSION: Current use of domperidone was associated with a two-fold increased mortality risk in PD patients, as compared to PD patients that never used domperidone. The risk is highest in the first month of use and does not appear to be attributable to PD alone.


Subject(s)
Antiparkinson Agents/administration & dosage , Domperidone/administration & dosage , Dopamine Antagonists/administration & dosage , Parkinson Disease/drug therapy , Aged , Aged, 80 and over , Case-Control Studies , Cohort Studies , Domperidone/adverse effects , Dopamine Antagonists/adverse effects , Dose-Response Relationship, Drug , Female , Humans , Male , Middle Aged , Parkinson Disease/mortality , Proportional Hazards Models , Risk , Time Factors , United Kingdom
18.
Pharmacoepidemiol Drug Saf ; 27(11): 1191-1199, 2018 11.
Article in English | MEDLINE | ID: mdl-30264901

ABSTRACT

PURPOSE: It remains unclear whether eosinophilia is useful for in guiding inhaled corticosteroid (ICS) therapy in chronic obstructive pulmonary disease (COPD) patients. The goal of this study is to evaluate the risk of acute exacerbations, COPD-related hospitalisations/accident and emergency visits, and all-cause mortality with various levels of eosinophil counts among COPD patients using ICS. METHODS: A cohort study was conducted using the UK Clinical Practice Research Datalink. Patients were aged 40+ and had COPD (n = 32 693). Current users of ICS were stratified by relative and absolute eosinophil counts to determine the risk of outcomes with blood eosiniphilia using Cox regression analysis. RESULTS: Among COPD patients, current use of ICS was not associated with a reduced risk of acute COPD exacerbations, COPD-related hospitalisations/accident and emergency visits, and all-cause mortality. Stratification of ICS use by absolute or relative eosinophil counts did not result in significant differences in risk of COPD exacerbations or hospitalisations/accident and emergency visits. However, all-cause mortality was reduced by 12% to 24% among patients with eosinophilia. CONCLUSIONS: COPD-related acute exacerbations or hospitalisations/accident and emergency visits were not reduced with eosinophilia among users of ICS with COPD. However, all-cause mortality was reduced by 12% to 24%. These findings are potentially important and require further evaluation in prospective studies.


Subject(s)
Eosinophilia/epidemiology , Glucocorticoids/administration & dosage , Pulmonary Disease, Chronic Obstructive/mortality , Administration, Inhalation , Adult , Aged , Aged, 80 and over , Disease Progression , Dose-Response Relationship, Drug , Emergency Service, Hospital/statistics & numerical data , Eosinophilia/blood , Eosinophilia/chemically induced , Female , Follow-Up Studies , Glucocorticoids/adverse effects , Hospitalization/statistics & numerical data , Humans , Male , Middle Aged , Prospective Studies , Pulmonary Disease, Chronic Obstructive/blood , Pulmonary Disease, Chronic Obstructive/drug therapy , Pulmonary Disease, Chronic Obstructive/pathology , Reproducibility of Results , Risk Assessment , United Kingdom/epidemiology
19.
Br J Clin Pharmacol ; 83(8): 1844-1859, 2017 08.
Article in English | MEDLINE | ID: mdl-28205318

ABSTRACT

AIMS: Nonvitamin K antagonist oral anticoagulants (NOACs) are now available for the prevention of stroke in patients with atrial fibrillation (AF) as an alternative to vitamin K antagonists (VKA) and aspirin. The comparative effectiveness and safety in daily practice of these different drug classes is still unclear. The objective of this study was to evaluate the risk of major bleeding and stroke in AF patients using NOACs, VKAs or aspirin. METHODS: A retrospective cohort study was conducted among AF patients using the UK Clinical Practice Research Datalink (March 2008-October 2014). New users of VKAs, NOACs and low dose aspirin were followed from the date of first prescription of an antithrombotic drug until the occurrence of stroke or major bleeding. Analyses were adjusted for a history of comorbidities and drug use with Cox regression analysis. RESULTS: A total of 31 497 patients were eligible for the study. The hazard ratio (HR) of major bleeding was 2.07 [95% confidence interval (CI) 1.27-3.38] for NOACs compared with VKAs, which was mainly attributed by the increased risk of gastrointestinal bleeding (HR 2.63, 95% CI 1.50-4.62). This increased bleeding risk was restricted to women (HR 3.14, 95% CI 1.76-5.60). Aspirin showed a similar bleeding risk as VKAs. NOACs showed equal effectiveness as VKA in preventing ischaemic stroke (HR 1.22, 95% CI 0.67-2.19). VKAs were more effective than aspirin (HR 2.18, 95% CI 1.83-2.59). CONCLUSIONS: NOACs were associated with a higher risk on gastrointestinal bleeding, particularly in women. The use of NOACs in patients who are vulnerable for this type of bleeding should be carefully considered. NOACs and VKAs are equally effective in preventing stroke. Aspirin was not effective in the prevention of stroke in AF.


Subject(s)
Anticoagulants/adverse effects , Atrial Fibrillation/drug therapy , Gastrointestinal Hemorrhage/epidemiology , Platelet Aggregation Inhibitors/adverse effects , Stroke/epidemiology , Vitamin K/antagonists & inhibitors , Administration, Oral , Adult , Aged , Aged, 80 and over , Aspirin/adverse effects , Female , Follow-Up Studies , Gastrointestinal Hemorrhage/chemically induced , Humans , Male , Middle Aged , Retrospective Studies , Risk Factors , Stroke/prevention & control , Treatment Outcome , Young Adult
20.
Br J Clin Pharmacol ; 83(8): 1835-1843, 2017 08.
Article in English | MEDLINE | ID: mdl-28326589

ABSTRACT

AIM: Direct-acting oral anticoagulants (DOACs) have become available for the prevention of stroke in patients with atrial fibrillation (AF). Conflicting results have been published on the risk of acute myocardial infarction (AMI) with the use of DOACs in comparison with vitamin K antagonists (VKAs). The objective of the present study was to evaluate the risk of AMI in patients with AF who are exposed to either VKAs, DOACs or low-dose (< 325 mg) aspirin. METHODS: We conducted a population-based cohort study using data from the Clinical Practice Research Datalink (2008-2014). The study population (n = 30 146) consisted of all patients ≥18 years with a diagnosis of AF who were new users of VKAs, DOACs (rivaroxaban and dabigatran) or aspirin. Cox proportional hazards models were used to estimate the hazard ratio (HR) of AMI for users of DOACs or aspirin vs. VKA. Adjustments were made for age, gender, lifestyle, risk factors, comorbidity and other drugs. RESULTS: The risk of AMI was doubled when we compared current use of DOACs with current use of VKAs [adjusted HR 2.11; 95% confidence interval (CI) 1.08, 4.12] and for current users of aspirin vs. current VKA users (adjusted HR 1.91; 95% CI 1.45, 2.51). CONCLUSIONS: There is a twofold increase in the risk of AMI for users of DOACs, in comparison with VKAs, in AF therapy. In addition, the results suggested that in patients with AF, the incidence of AMI is higher during aspirin monotherapy than during the use of VKAs.


Subject(s)
Anticoagulants/pharmacology , Atrial Fibrillation/drug therapy , Myocardial Infarction/epidemiology , Myocardial Infarction/prevention & control , Platelet Aggregation Inhibitors/pharmacology , Administration, Oral , Aged , Anticoagulants/therapeutic use , Aspirin/pharmacology , Aspirin/therapeutic use , Dabigatran/pharmacology , Dabigatran/therapeutic use , Female , Fibrinolytic Agents , Follow-Up Studies , Humans , Male , Middle Aged , Platelet Aggregation Inhibitors/therapeutic use , Retrospective Studies , Risk Factors , Rivaroxaban/pharmacology , Rivaroxaban/therapeutic use , Stroke/prevention & control , Vitamin K/antagonists & inhibitors
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