22 research outputs found

    Alignment of vaccine codes using an ontology of vaccine descriptions

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    BACKGROUND: Vaccine information in European electronic health record (EHR) databases is represented using various clinical and database-specific coding systems and drug vocabularies. The lack of harmonization constitutes a challenge in reusing EHR data in collaborative benefit-risk studies about vaccines. METHODS: We designed an ontology of the properties that are commonly used in vaccine descriptions, called Ontology of Vaccine Descriptions (VaccO), with a dictionary for the analysis of multilingual vaccine descriptions. We implemented five algorithms for the alignment of vaccine coding systems, i.e., the identification of corresponding codes from different coding ystems, based on an analysis of the code descriptors. The algorithms were evaluated by comparing their results with manually created alignments in two reference sets including clinical and database-specific coding systems with multilingual code descriptors. RESULTS: The best-performing algorithm represented code descriptors as logical statements about entities in the VaccO ontology and used an ontology reasoner to infer common properties and identify corresponding vaccine codes. The evaluation demonstrated excellent performance of the approach (F-scores 0.91 and 0.96). CONCLUSION: The VaccO ontology allows the identification, representation, and comparison of heterogeneous descriptions of vaccines. The automatic alignment of vaccine coding systems can accelerate the readiness of EHR databases in collaborative vaccine studies

    Brand and generic use of inhalation medication and frequency of switching in children and adults : a population-based cohort study

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    BACKGROUND: The expiration of patents of brand inhalation medications and the ongoing pressure on healthcare budgets resulted in a growing market for generics. AIM: To study the use of brand and generic inhalation medication and the frequency of switching between brand and generic and between devices. In addition, we investigated whether switching affected adherence. METHODS: From dispensing data from the Dutch PHARMO Database Network a cohort aged ā‰„ 5 years, using ā‰„ 1 year of inhalation medication between 2003 and 2012 was selected. Switching was defined as changing from brand to generic or vice versa. In addition, we studied change in aerosol delivery device type (e.g., DPI, pMDI, and nebulizers). Adherence was calculated using the medication possession ratio (MPR). RESULTS: The total cohort comprised 70,053 patients with 1,604,488 dispensations. Per calendar year, 5% switched between brand and generic inhalation medication and 5% switched between devices. Median MPRs over the first 12 months ranged between 33 and 55%. Median MPR over the total period was lower after switch from brand to generic and vice versa for formoterol (44.5 vs. 42.1 and 63.5 vs. 53.8) and beclomethasone (93.8 vs. 59.8 and 81.3 vs. 55.9). CONCLUSION: Per year, switching between brand and generic inhalation medication was limited to 5% of the patients, switching between device types was observed in 5% as well. Adherence to both generic and brand inhalation medication was low. Effect of switching on adherence was contradictory; depending on time period, medication and type, and direction of switching. Further research on reasons for switching and potential impact on clinical outcomes is warranted

    Compliance, persistence, costs and quality of life in young patients treated with antipsychotic drugs: results from the COMETA study

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    BACKGROUND: Little data is available on the real-world socio-economic burden and outcomes in schizophrenia. This study aimed to assess persistence, compliance, costs and Health-Related Quality-of-Life (HRQoL) in young patients undergoing antipsychotic treatment according to clinical practice. METHODS: A naturalistic, longitudinal, multicentre cohort study was conducted: we involved 637 patients aged 18ā€“40Ā years, with schizophrenia or schizophreniform disorder diagnosed ā‰¤10Ā years before, enrolled in 86 Italian Mental Health Centres and followed-up for 1Ā year. Comparisons were conducted between naĆÆve (i.e., patients visiting the centre for the first time and starting a new treatment regimen) and non naĆÆve patients. RESULTS: At enrolment, 84% of patients were taking atypical drugs, 3.7% typical, 10% a combination of the two classes, and 2% were untreated. During follow-up, 23% of patients switched at least once to a different class of treatment, a combination or no treatment. The mean Drug-Attitude-Inventory score was 43.4, with 94.3% of the patients considered compliant by the clinicians. On average, medical costs at baseline were 390.93ā‚¬/patient-month, mostly for drug treatment (29.5%), psychotherapy (29.2%), and hospitalizations (27.1%). Patients and caregivers lost 3.5Ā days/patient-month of productivity. During follow-up, attitude toward treatment remained fairly similar, medical costs were generally stable, while productivity, clinical statusand HRQoL significantly improved. While no significantly different overall direct costs trends were found between naĆÆve and non naĆÆve patients, naĆÆve patients showed generally a significant mean higher improvement of clinical outcomes, HRQoL and indirect costs, compared to the others. CONCLUSIONS: Our results suggest how tailoring the treatment strategy according to the complex and specific patient needs make it possible to achieve benefits and to allocate more efficiently resources. This study can also provide information on the most relevant items to be considered when conducting cost-effectiveness studies comparing specific alternatives for the treatment of target patients

    Prediction of two month modified Rankin Scale with an ordinal prediction model in patients with aneurysmal subarachnoid haemorrhage

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    Background. Aneurysmal subarachnoid haemorrhage (aSAH) is a devastating event with a frequently disabling outcome. Our aim was to develop a prognostic model to predict an ordinal clinical outcome at two months in patients with aSAH. Methods. We studied patients enrolled in the International Subarachnoid Aneurysm Trial (ISAT), a randomized multicentre trial to compare coiling and clipping in aSAH patients. Several models were explored to estimate a patient's outcome according to the modified Rankin Scale (mRS) at two months after aSAH. Our final model was validated internally with bootstrapping techniques. Results. The study population comprised of 2,128 patients of whom 159 patients died within 2 months (8%). Multivariable proportional odds analysis identified World Federation of Neurosurgical Societies (WFNS) grade as the most important predictor, followed by age, sex, lumen size of the aneurysm, Fisher grade, vasospasm on angiography, and treatment modality. The model discriminated moderately between those with poor and good mRS scores (c statistic = 0.65), with minor optimism according to bootstrap re-sampling (optimism corrected c statistic = 0.64). Conclusion. We presented a calibrated and internally validated ordinal prognostic model to predict two month mRS in aSAH patients who survived the early stage up till a treatment decision.

    Chronic disease prevalence from Italian administrative databases in the VALORE project: a validation through comparison of population estimates with general practice databases and national survey

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    BACKGROUND: Administrative databases are widely available and have been extensively used to provide estimates of chronic disease prevalence for the purpose of surveillance of both geographical and temporal trends. There are, however, other sources of data available, such as medical records from primary care and national surveys. In this paper we compare disease prevalence estimates obtained from these three different data sources. METHODS: Data from general practitioners (GP) and administrative transactions for health services were collected from five Italian regions (Veneto, Emilia Romagna, Tuscany, Marche and Sicily) belonging to all the three macroareas of the country (North, Center, South). Crude prevalence estimates were calculated by data source and region for diabetes, ischaemic heart disease, heart failure and chronic obstructive pulmonary disease (COPD). For diabetes and COPD, prevalence estimates were also obtained from a national health survey. When necessary, estimates were adjusted for completeness of data ascertainment. RESULTS: Crude prevalence estimates of diabetes in administrative databases (range: from 4.8% to 7.1%) were lower than corresponding GP (6.2%-8.5%) and survey-based estimates (5.1%-7.5%). Geographical trends were similar in the three sources and estimates based on treatment were the same, while estimates adjusted for completeness of ascertainment (6.1%-8.8%) were slightly higher. For ischaemic heart disease administrative and GP data sources were fairly consistent, with prevalence ranging from 3.7% to 4.7% and from 3.3% to 4.9%, respectively. In the case of heart failure administrative estimates were consistently higher than GPs' estimates in all five regions, the highest difference being 1.4% vs 1.1%. For COPD the estimates from administrative data, ranging from 3.1% to 5.2%, fell into the confidence interval of the Survey estimates in four regions, but failed to detect the higher prevalence in the most Southern region (4.0% in administrative data vs 6.8% in survey data). The prevalence estimates for COPD from GP data were consistently higher than the corresponding estimates from the other two sources. CONCLUSION: This study supports the use of data from Italian administrative databases to estimate geographic differences in population prevalence of ischaemic heart disease, treated diabetes, diabetes mellitus and heart failure. The algorithm for COPD used in this study requires further refinement

    COPD in the general population: prevalence, incidence and survival

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    SummaryWorldwide, COPD is a leading cause of chronic morbidity and mortality. Although its prevalence is already well documented, very few studies have measured its incidence. We therefore investigated the prevalence, incidence and lifetime risk of COPD in the general population.In a population-based study including subjectsĀ ā‰„Ā 40, with 12 months of history available in the Dutch IPCI database, we identified COPD cases by a two-step validation algorithm.Among 185,325 participants with 601,283 years of follow-up, 7308 subjects with COPD were identified, and 1713 had incident COPD. The overall IR of physician-diagnosed COPD was 2.92/1000PY (95%CI 2.78ā€“3.06). The incidence of COPD was higher in men (3.54; 95%CI 3.33ā€“3.77) than in women (2.34; 95%CI 2.17ā€“2.52), and the overall baseline prevalence of COPD was 3.02% (95%CI 2.94ā€“3.10). For people who had entered the study free of COPD at the age of 40, the risk of developing COPD within the next 40 years was 12.7% for men and 8.3% for women. In patients with very severe COPD, 26% died after 1 year of follow-up, whereas 2.8% died among the non-COPD subjects.In the general population in the Netherlands, three on 1000 subjects were diagnosed with COPD per year. The incidence increased rapidly with age and was higher in men than in women. One in eight men and one in 12 women, being COPD free at the age of 40, will develop COPD during their further life. Mortality rates differed substantially between COPD patients and non-COPD subjects of the same age, underlining the burden of this disease

    Inhaled anticholinergic drugs and risk of acute urinary retention

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    What's known on the subject? and What does the study add? Inhaled anticholinergic drugs have been associated with the risk of acute urinary retention (AUR), but this association was never studied under real life circumstances nor was this risk ever quantified. Use of inhaled anticholinergic drugs increases the risk of AUR by 40%. The risk of AUR is highest in recent starters, in patients with benign prostatic hyperplasia (BPH), and in patients receiving their anticholinergic drugs via nebulizer. It might be advisable to consider alternatives for inhaled anticholinergic drugs in COPD patients with BPH. OBJECTIVE : To investigate the association between the use of inhaled anticholinergic drugs and the risk of acute urinary retention (AUR) under real-life circumstances. PATIENTS AND METHODS : We conducted a nested case-control study within a cohort of patients with chronic obstructive pulmonary disease (COPD; as AUR has been associated with the use of inhaled anticholinergic drugs, which are used as first-line treatment for COPD) from the Integrated Primary Care Information (IPCI) database. The cohort consisted of all patients with COPD aged >= 45 years, registered between 1996 and 2006, with >= 12 months of valid history. Cases were patients with a first diagnosis of AUR. To each case, controls were selected matched for age, gender and index date. Multivariate conditional logistic regression analysis was used to calculate adjusted odds ratios (OR(adj)) with 95% confidence intervals (95% CI). RESULTS : Within the cohort of 22 579 patients with COPD, 209 cases were identified. Current use of inhaled anticholinergic drugs was associated with a 40% increase in risk for AUR (OR(adj) 1.40; 95% CI 0.99-1.98) compared with non-users. Among current users, the risk was highest for the recent starters (OR(adj) 3.11; 95% CI 1.21-7.98). The risk of long-acting anticholinergic drug tiotropium was not substantially different from that of the short-acting anticholinergic ipratropium. The association was not dose-dependent, but changed by mode of administration, with nebulizers having the highest risk (OR(adj) 2.92; 95% CI 1.17-7.31). In men with COPD and benign prostatic hyperplasia (BPH) the association was strongest (OR(adj) 4.67; 95% CI 1.56-14.0). CONCLUSION : Current use of inhaled anticholinergic drugs increases the risk of AUR, especially in patients with BPH or if administered via a nebulizer

    Low-Dose Acetylsalicylic Acid Use and the Risk of Upper Gastrointestinal Bleeding: A Meta-Analysis of Randomized Clinical Trials and Observational Studies

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    BACKGROUND: Low-dose acetylsalicylic acid (LDA, 75 mg/day to 325 mg/day) is recommended for primary and secondary prevention of cardiovascular events, but has been linked to an increased risk of upper gastrointestinal bleeding (UGIB)
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