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Herzig M, Bertsche A, Kiess W, Bertsche T, Neininger MP. Medicine and supplement use in infants, children, and adolescents depends on sex, age, and socioeconomic status: results of a German longitudinal population-based cohort study (LIFE Child). Eur J Pediatr 2022; 181:2991-3003. [PMID: 35614281 PMCID: PMC9132604 DOI: 10.1007/s00431-022-04504-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Revised: 04/20/2022] [Accepted: 05/10/2022] [Indexed: 11/24/2022]
Abstract
UNLABELLED Children and adolescents are exposed to medicines and supplements, but only a few studies have evaluated the actual intake in routine care. Thus, we performed a pharmacoepidemiological evaluation of a longitudinal population-based pediatric cohort study (LIFE Child) conducted at the University Hospital of Leipzig between 2014 and 2019. We analyzed all visits of the participants of the LIFE Child cohort between 1 January 2014 and 31 December 2019. Participants were asked to bring their medicines and supplements to their appointments at the study center. If they had not brought the preparations with them, attempts were made to obtain the relevant information during a telephone call after the visit to the study center. Furthermore, the participants and their parents were interviewed on medicine and supplement use and on sociodemographic and socioeconomic data during their visit to the study center. Associations of medicine and supplement use with age, sex, and socioeconomic status were analyzed using multivariate binary logistic regressions to obtain adjusted odds ratios (aOR) and 95% confidence intervals (95% CI). Furthermore, the number of the respective visit was included as possible confounder in the multivariate model. We included 3602 participants who visited the study center 11,906 times. The intake of 9759 medicines and supplements was recorded. Based on the evaluation of all study visits, 49% of the children and adolescents took at least one medicine or supplement. Self-medication accounted for 28% of the medicines and supplements. The prevalence of overall intake increased from 45% in 2014 to 53% in 2019 (aOR 2.63, 95% CI 2.23, 3.09). The prevalence was the highest (77%) in children aged 0- < 3 years, owing mainly to vitamin D. The prevalence of medicine use was higher in females (40%; aOR 1.18, 95% CI 1.10, 1.28) than in males (35%), owing mainly to the intake of ibuprofen and hormonal contraceptives in adolescent females. A high socioeconomic status was a predictor of lower medicine (aOR 0.80, 95% CI 0.68, 0.95) and higher supplement (aOR 1.47, 95% CI 1.09, 1.98) use. CONCLUSION Half of all children and adolescents took at least one medicine or supplement. The intake varied depending on age and sex. Furthermore, high socioeconomic status was associated with a decreased probability of medicine intake. WHAT IS KNOWN • Half of all children and adolescents in Germany are exposed to medicines and supplements. • Data on the actual intake are scarce as most studies focus on prescribed medicines. WHAT IS NEW • The prevalence of medicine/supplement use rose from 2014 (45%) to 2019 (53%). The prevalence was age-dependent: it was the highest in children aged < 3 years, and the lowest in children aged 6-< 9 years. Females took medicines more frequently than males. • High socioeconomic status was associated with lower medicine and higher supplement use. Self-medication accounted for 28% of all preparations.
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Affiliation(s)
- Markus Herzig
- Clinical Pharmacy, Institute of Pharmacy, Medical Faculty, Leipzig University and Drug Safety Center, Leipzig University and University Hospital, Leipzig, Germany
| | - Astrid Bertsche
- University Hospital for Children and Adolescents, Center for Pediatric Research, Leipzig, Germany
- Neuropediatrics, University Hospital for Children and Adolescents, Rostock, Germany
| | - Wieland Kiess
- University Hospital for Children and Adolescents, Center for Pediatric Research, Leipzig, Germany
- LIFE - Leipzig Research Center for Civilization Diseases, Leipzig University, Leipzig, Germany
| | - Thilo Bertsche
- Clinical Pharmacy, Institute of Pharmacy, Medical Faculty, Leipzig University and Drug Safety Center, Leipzig University and University Hospital, Leipzig, Germany
| | - Martina P. Neininger
- Clinical Pharmacy, Institute of Pharmacy, Medical Faculty, Leipzig University and Drug Safety Center, Leipzig University and University Hospital, Leipzig, Germany
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A novel superior medication-based chronic disease score predicted all-cause mortality in independent geriatric cohorts. J Clin Epidemiol 2019; 105:112-124. [DOI: 10.1016/j.jclinepi.2018.09.004] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2018] [Revised: 08/24/2018] [Accepted: 09/18/2018] [Indexed: 12/26/2022]
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Meid AD, Groll A, Heider D, Mächler S, Adler JB, Günster C, König HH, Haefeli WE. Prediction of Drug-Related Risks Using Clinical Context Information in Longitudinal Claims Data. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2018; 21:1390-1398. [PMID: 30502782 DOI: 10.1016/j.jval.2018.05.007] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/27/2017] [Revised: 04/12/2018] [Accepted: 05/15/2018] [Indexed: 06/09/2023]
Abstract
OBJECTIVES To develop and internally validate prediction models for medication-related risks arising from overuse, misuse, and underuse that utilize clinical context information and are suitable for routine risk assessment in claims data (i.e., medication-based models predicting the risk for hospital admission apparent in routine claims data or MEDI-RADAR). METHODS Based on nationwide claims from health-insured persons in Germany between 2010 and 2012, we drew a random sample of people aged ≥65 years (N = 22,500 randomly allocated to training set, N = 7500 to validation set). Individual duration of drug supply was estimated from prescription patterns to yield time-varying drug exposure windows. Together with concurrent medical conditions (ICD-10 diagnoses), exposure to the STOPP/START (screening tool of older persons' potentially inappropriate prescriptions/screening tool to alert doctors to the right treatment) criteria was derived. These were tested as time-dependent covariates together with time-constant covariates (patient demographics, baseline comorbidities) in regularized Cox regression models. RESULTS STOPP/START variables were iteratively refined and selected by regularization to include 2 up to 11 START variables and 8 up to 31 STOPP variables in parsimonious and liberal selections in the prediction modeling. The models discriminated well between patients with and without all-cause hospitalizations, potentially drug-induced hospitalizations, and mortality (parsimonious model c-indices with 95% confidence intervals: 0.63 [0.62-0.64], 0.67 [0.65-0.68], and 0.78 [0.76-0.80]). CONCLUSIONS The STOPP/START criteria proved to efficiently predict medication-related risk in models possessing good performance. Timely detection of such risks by routine monitoring in claims data can support tailored interventions targeting these modifiable risk factors. Their impact on older peoples' medication safety and effectiveness can now be explored in future implementation studies.
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Affiliation(s)
- Andreas D Meid
- Department of Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, Heidelberg, Germany
| | - Andreas Groll
- Department of Statistics and Econometrics, University of Göttingen, Göttingen, Germany
| | - Dirk Heider
- Department of Health Economics and Health Services Research, Hamburg Center for Health Economics, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Sarah Mächler
- Department of Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, Heidelberg, Germany
| | | | | | - Hans-Helmut König
- Department of Health Economics and Health Services Research, Hamburg Center for Health Economics, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Walter E Haefeli
- Department of Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, Heidelberg, Germany.
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Heider D, Matschinger H, Meid AD, Quinzler R, Adler JB, Günster C, Haefeli WE, König HH. The impact of potentially inappropriate medication on the development of health care costs and its moderation by the number of prescribed substances. Results of a retrospective matched cohort study. PLoS One 2018; 13:e0198004. [PMID: 30063697 PMCID: PMC6067698 DOI: 10.1371/journal.pone.0198004] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2017] [Accepted: 05/12/2018] [Indexed: 11/30/2022] Open
Abstract
Background In the growing population of the elderly, drug-related problems are considered an important health care safety issue. One aspect of this is the prescription of potentially inappropriate medication (PIM) which is considered to increase health care costs. Objective Using data from the Health Economics of Potentially Inappropriate Medication (HEPIME) study, we aimed to analyze how the number of prescribed substances moderates the association of PIM use as defined by the German PRISCUS list and health care costs applying a longitudinal perspective. Methods An initial number of 6,849,622 insurants aged 65+ of a large German health insurance company were included in a retrospective matched cohort study. Based on longitudinal claims data from the four separate quarters of a 12-month pre-period, 3,860,842 individuals with no exposure to PIM in 2011 were matched to 508,212 exposed individuals. Exposure effects of PIM use on health care costs and the number of prescribed substances were measured based on longitudinal claims data from the four separate quarters of the 12-month post-period. Results After successful balancing for the development of numerous matching variables during the four quarters of the pre-period, exposed individuals consumed 2.1 additional prescribed substances and had higher total health care costs of 1,237 € when compared to non-exposed individuals in the 1st quarter of the post-period. Controlling for the number of prescribed substances, the difference in total health care costs between both study groups was 401 €. The average effect of one additionally prescribed substance (other than PIM) on total health care costs was increased by an amount of 137 € for those being exposed to a PIM. In quarters 2–4 of the post-period, the differences between both study groups tended to decrease sequentially. Conclusions PIM use has an increasing effect on the development of health care costs. This cost-increasing effect of PIM use is moderated by the number of prescribed substances.
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Affiliation(s)
- Dirk Heider
- Department of Health Economics and Health Services Research, Hamburg Center for Health Economics, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- * E-mail:
| | - Herbert Matschinger
- Department of Health Economics and Health Services Research, Hamburg Center for Health Economics, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Andreas D. Meid
- Department of Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, Heidelberg, Germany
| | - Renate Quinzler
- Department of Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, Heidelberg, Germany
| | | | | | - Walter E. Haefeli
- Department of Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, Heidelberg, Germany
| | - Hans-Helmut König
- Department of Health Economics and Health Services Research, Hamburg Center for Health Economics, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
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Muth C, Uhlmann L, Haefeli WE, Rochon J, van den Akker M, Perera R, Güthlin C, Beyer M, Oswald F, Valderas JM, Knottnerus JA, Gerlach FM, Harder S. Effectiveness of a complex intervention on Prioritising Multimedication in Multimorbidity (PRIMUM) in primary care: results of a pragmatic cluster randomised controlled trial. BMJ Open 2018; 8:e017740. [PMID: 29478012 PMCID: PMC5855483 DOI: 10.1136/bmjopen-2017-017740] [Citation(s) in RCA: 49] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
OBJECTIVES Investigate the effectiveness of a complex intervention aimed at improving the appropriateness of medication in older patients with multimorbidity in general practice. DESIGN Pragmatic, cluster randomised controlled trial with general practice as unit of randomisation. SETTING 72 general practices in Hesse, Germany. PARTICIPANTS 505 randomly sampled, cognitively intact patients (≥60 years, ≥3 chronic conditions under pharmacological treatment, ≥5 long-term drug prescriptions with systemic effects); 465 patients and 71 practices completed the study. INTERVENTIONS Intervention group (IG): The healthcare assistant conducted a checklist-based interview with patients on medication-related problems and reconciled their medications. Assisted by a computerised decision support system, the general practitioner optimised medication, discussed it with patients and adjusted it accordingly. The control group (CG) continued with usual care. OUTCOME MEASURES The primary outcome was a modified Medication Appropriateness Index (MAI, excluding item 10 on cost-effectiveness), assessed in blinded medication reviews and calculated as the difference between baseline and after 6 months; secondary outcomes after 6 and 9 months' follow-up: quality of life, functioning, medication adherence, and so on. RESULTS At baseline, a high proportion of patients had appropriate to mildly inappropriate prescriptions (MAI 0-5 points: n=350 patients). Randomisation revealed balanced groups (IG: 36 practices/252 patients; CG: 36/253). Intervention had no significant effect on primary outcome: mean MAI sum scores decreased by 0.3 points in IG and 0.8 points in CG, resulting in a non-significant adjusted mean difference of 0.7 (95% CI -0.2 to 1.6) points in favour of CG. Secondary outcomes showed non-significant changes (quality of life slightly improved in IG but continued to decline in CG) or remained stable (functioning, medication adherence). CONCLUSIONS The intervention had no significant effects. Many patients already received appropriate prescriptions and enjoyed good quality of life and functional status. We can therefore conclude that in our study, there was not enough scope for improvement. TRIAL REGISTRATION NUMBER ISRCTN99526053. NCT01171339; Results.
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Affiliation(s)
- Christiane Muth
- Institute of General Practice, Johann Wolfgang Goethe University, Frankfurt, Germany
| | - Lorenz Uhlmann
- Institute of Medical Biometry and Informatics, University of Heidelberg, Heidelberg, Germany
| | - Walter E Haefeli
- Department of Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, Heidelberg, Germany
| | - Justine Rochon
- Institute of Medical Biometry and Informatics, University of Heidelberg, Heidelberg, Germany
| | - Marjan van den Akker
- Department of Family Medicine, School CAPHRI, Maastricht University, Maastricht, The Netherlands
- Department of Public Health and Primary Care, Academic Center for General Practice, KU Leuven, Leuven, Belgium
| | - Rafael Perera
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | - Corina Güthlin
- Institute of General Practice, Johann Wolfgang Goethe University, Frankfurt, Germany
| | - Martin Beyer
- Institute of General Practice, Johann Wolfgang Goethe University, Frankfurt, Germany
| | - Frank Oswald
- Interdisciplinary Ageing Research (IAW), Faculty of Educational Sciences, Johann Wolfgang Goethe University, Frankfurt, Germany
| | - Jose Maria Valderas
- APEx Collaboration for Academic Primary Care, University of Exeter Medical School, Exeter, UK
| | - J André Knottnerus
- Department of Family Medicine, School CAPHRI, Maastricht University, Maastricht, The Netherlands
| | - Ferdinand M Gerlach
- Institute of General Practice, Johann Wolfgang Goethe University, Frankfurt, Germany
| | - Sebastian Harder
- Institute for Clinical Pharmacology, Johann Wolfgang Goethe University Hospital, Frankfurt / Main, Germany
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Heider D, Matschinger H, Meid AD, Quinzler R, Adler JB, Günster C, Haefeli WE, König HH. Health Service Use, Costs, and Adverse Events Associated with Potentially Inappropriate Medication in Old Age in Germany: Retrospective Matched Cohort Study. Drugs Aging 2017; 34:289-301. [DOI: 10.1007/s40266-017-0441-2] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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Investigating the Additive Interaction of QT-Prolonging Drugs in Older People Using Claims Data. Drug Saf 2016; 40:133-144. [DOI: 10.1007/s40264-016-0477-y] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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Association of hypertension with depression and generalized anxiety symptoms in a large population-based sample of older adults. J Hypertens 2016; 34:1711-20. [DOI: 10.1097/hjh.0000000000001006] [Citation(s) in RCA: 57] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Muth C, Harder S, Uhlmann L, Rochon J, Fullerton B, Güthlin C, Erler A, Beyer M, van den Akker M, Perera R, Knottnerus A, Valderas JM, Gerlach FM, Haefeli WE. Pilot study to test the feasibility of a trial design and complex intervention on PRIoritising MUltimedication in Multimorbidity in general practices (PRIMUMpilot). BMJ Open 2016; 6:e011613. [PMID: 27456328 PMCID: PMC4964238 DOI: 10.1136/bmjopen-2016-011613] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
OBJECTIVE To improve medication appropriateness and adherence in elderly patients with multimorbidity, we developed a complex intervention involving general practitioners (GPs) and their healthcare assistants (HCA). In accordance with the Medical Research Council guidance on developing and evaluating complex interventions, we prepared for the main study by testing the feasibility of the intervention and study design in a cluster randomised pilot study. SETTING 20 general practices in Hesse, Germany. PARTICIPANTS 100 cognitively intact patients ≥65 years with ≥3 chronic conditions, ≥5 chronic prescriptions and capable of participating in telephone interviews; 94 patients completed the study. INTERVENTION The HCA conducted a checklist-based interview with patients on medication-related problems and reconciled their medications. Assisted by a computerised decision-support system (CDSS), the GPs discussed medication intake with patients and adjusted their medication regimens. The control group continued with usual care. OUTCOME MEASURES Feasibility of the intervention and required time were assessed for GPs, HCAs and patients using mixed methods (questionnaires, interviews and case vignettes after completion of the study). The feasibility of the study was assessed concerning success of achieving recruitment targets, balancing cluster sizes and minimising drop-out rates. Exploratory outcomes included the medication appropriateness index (MAI), quality of life, functional status and adherence-related measures. MAI was evaluated blinded to group assignment, and intra-rater/inter-rater reliability was assessed for a subsample of prescriptions. RESULTS 10 practices were randomised and analysed per group. GPs/HCAs were satisfied with the interventions despite the time required (35/45 min/patient). In case vignettes, GPs/HCAs needed help using the CDSS. The study made no patients feel uneasy. Intra-rater/inter-rater reliability for MAI was excellent. Inclusion criteria were challenging and potentially inadequate, and should therefore be adjusted. Outcome measures on pain, functionality and self-reported adherence were unfeasible due to frequent missing values, an incorrect manual or potentially invalid results. CONCLUSIONS Intervention and trial design were feasible. The pilot study revealed important limitations that influenced the design and conduct of the main study, thus highlighting the value of piloting complex interventions. TRIAL REGISTRATION NUMBER ISRCTN99691973; Results.
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Affiliation(s)
- Christiane Muth
- Institute of General Practice, Johann Wolfgang Goethe University, Frankfurt/Main, Germany
| | - Sebastian Harder
- Institute for Clinical Pharmacology, Johann Wolfgang Goethe University Hospital, Frankfurt/Main, Germany
| | - Lorenz Uhlmann
- Institute of Medical Biometry and Informatics, University of Heidelberg, Heidelberg, Germany
| | - Justine Rochon
- Institute of Medical Biometry and Informatics, University of Heidelberg, Heidelberg, Germany
| | - Birgit Fullerton
- Institute of General Practice, Johann Wolfgang Goethe University, Frankfurt/Main, Germany
| | - Corina Güthlin
- Institute of General Practice, Johann Wolfgang Goethe University, Frankfurt/Main, Germany
| | - Antje Erler
- Institute of General Practice, Johann Wolfgang Goethe University, Frankfurt/Main, Germany
| | - Martin Beyer
- Institute of General Practice, Johann Wolfgang Goethe University, Frankfurt/Main, Germany
| | - Marjan van den Akker
- Institute of General Practice, Johann Wolfgang Goethe University, Frankfurt/Main, Germany
- Department of Family Medicine, School CAPHRI, Maastricht University, Maastricht, The Netherlands
- Department of General Practice, KU Leuven, Leuven, Belgium
| | - Rafael Perera
- Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | - André Knottnerus
- Department of Family Medicine, School CAPHRI, Maastricht University, Maastricht, The Netherlands
| | - Jose M Valderas
- Health Services & Policy Research Group, School of Medicine, University of Exeter, Exeter, UK
| | - Ferdinand M Gerlach
- Institute of General Practice, Johann Wolfgang Goethe University, Frankfurt/Main, Germany
| | - Walter E Haefeli
- Department of Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, Heidelberg, Germany
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Freigofas J, Seidling HM, Quinzler R, Schöttker B, Saum KU, Brenner H, Haefeli WE. Characteristics of medication schedules used by elderly ambulatory patients. Eur J Clin Pharmacol 2015; 71:1109-20. [PMID: 26105963 DOI: 10.1007/s00228-015-1888-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2014] [Accepted: 06/09/2015] [Indexed: 10/23/2022]
Abstract
PURPOSE We investigated the prevalence and quality of medication schedules of elderly ambulatory patients and assessed factors associated with the availability of a medication schedule. In particular, we evaluated whether sending out a blank medication schedule template would increase the chances to use such a document. METHODS Data originate from the ESTHER study, a cohort study conducted in Saarland, Germany, in which trained study physicians performed home visits. They scanned all medication schedules, recorded the participants' medication, and performed thorough geriatric assessments. As part of the intervention, a blank medication schedule template along with a brochure was mailed to half of the participants (intervention group) 4 weeks prior to the home visits. RESULTS In total, 553 of 2470 participants (22.4 %) had a medication schedule. Almost two thirds of the schedules were issued by health care professionals (n = 353, 63.8 %). These schedules offered a higher quality, although important information such as over-the-counter (OTC) medication was regularly missing. Self-reported adherence was higher in participants who used self-issued medication schedules; however, self-reported medication adherence in patients with any medication schedule was poorer compared to those patients not using a schedule. Factors associated with the availability of a medication schedule were male sex, a higher number of medicines to take, and a more complex drug regimen. The intervention did not increase the number of patients having a medication schedule. CONCLUSION Only a minority of elderly ambulatory patients had a medication schedule at home. Sending out a brochure along with a blank medication schedule template did not increase the prevalence of medication schedules.
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Affiliation(s)
- Julia Freigofas
- Department of Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, Im Neuenheimer Feld 410, 69120, Heidelberg, Germany
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Pruszydlo MG, Walk-Fritz SU, Hoppe-Tichy T, Kaltschmidt J, Haefeli WE. Development and evaluation of a computerised clinical decision support system for switching drugs at the interface between primary and tertiary care. BMC Med Inform Decis Mak 2012. [PMID: 23185973 PMCID: PMC3518241 DOI: 10.1186/1472-6947-12-137] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
Background Upon admission to a hospital patients’ medications are frequently switched to alternative drugs compiled in so called hospital drug formularies. This substitution process is a laborious and error-prone task which should be supported by sophisticated electronic tools. We developed a computerised decision support system and evaluated benefit and potential harm associated with its use. Methods Based on a multi-step algorithm we identified drug classes suitable for exchange, defined conversion factors for therapeutic interchange, built a web-based decision support system, and implemented it into the computerised physician order entry of a large university hospital. For evaluation we compared medications manually switched by clinical pharmacists with the results of automated switching by the newly developed computer system and optimised the system in an iterative process. Thereafter the final system was tested in an independent set of prescriptions. Results After iterative optimisation of the logical framework the tool was able to switch drugs to pharmaceutical equivalents and alternatives; in addition, it contained 21 different drug classes for therapeutic substitution. In this final version it switched 91.6% of 202 documented medication consultations (containing 1,333 drugs) automatically, leaving 8.4% for manual processing by clinical professionals. No incorrect drug switches were found. Conclusion A large majority (>90%) of drug switches performed at the interface between primary and tertiary care can be handled automatically using electronic decision support systems, indicating that medication errors and workload of healthcare professionals can be considerably reduced.
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Affiliation(s)
- Markus G Pruszydlo
- Department of Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, Heidelberg, Germany
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Schiele JT, Quinzler R, Klimm HD, Pruszydlo MG, Haefeli WE. Difficulties swallowing solid oral dosage forms in a general practice population: prevalence, causes, and relationship to dosage forms. Eur J Clin Pharmacol 2012; 69:937-48. [DOI: 10.1007/s00228-012-1417-0] [Citation(s) in RCA: 149] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2012] [Accepted: 09/19/2012] [Indexed: 11/28/2022]
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Benkhaial A, Kaltschmidt J, Weisshaar E, Diepgen TL, Haefeli WE. Prescribing errors in patients with documented drug allergies: comparison of ICD-10 coding and written patient notes. ACTA ACUST UNITED AC 2009; 31:464-472. [PMID: 19412703 DOI: 10.1007/s11096-009-9300-5] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2008] [Accepted: 04/14/2009] [Indexed: 10/20/2022]
Abstract
INTRODUCTION Allergies to drugs are a major cause for hospitalisation and inappropriate prescriptions to patients. However, allergies can be prevented if the patient's history of drug allergy is known and coded. OBJECTIVE OF THE STUDY Assessment of the value of the widely used ICD-10 codes for drug-allergies (e.g. Z88, L27) as triggers for decision support in an electronic prescription system and evaluation of the potential impact of such an alert system. We also evaluated the usefulness of manual drug allergy notes recorded in patients' charts in the prevention of prescribing errors due to drug allergies. SETTING University hospital providing primary and tertiary care. METHODS Using Anatomical Therapeutic Chemical (ATC) classification codes we allocated to drug specifying ICD-10 codes (i.e. Z88) all drugs belonging to the same group of compounds or those known to induce cross-allergy. In a randomly selected cohort of 200 in-patients we then assessed documentation and coding of drug allergies and incident prescribing errors ignoring patients' drug allergies. RESULTS Eighteen of the 200 patients had an allergy-related ICD code in the chart, 51 had a written note, and 13 had both. About 21% of patients with documented drug allergies were prescribed a drug potentially triggering the allergy. There was no difference in prescribing errors due to drugs potentially inducing allergies when the allergy was only documented as an ICD-10 code or the information was available in the paper record (P > 0.05). CONCLUSION The findings of this study emphasise the necessity of a more precise and efficient documentation system of drug allergies along with the implementation of an electronic CDS for drug allergies that makes physicians aware of patients' drug allergies during the prescribing process.
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Affiliation(s)
- Arwa Benkhaial
- Department of Internal Medicine VI, Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, Heidelberg, Germany
| | - Jens Kaltschmidt
- Department of Internal Medicine VI, Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, Heidelberg, Germany
| | - Elke Weisshaar
- Department of Clinical Social Medicine, University of Heidelberg, Heidelberg, Germany
| | - Thomas L Diepgen
- Department of Clinical Social Medicine, University of Heidelberg, Heidelberg, Germany
| | - Walter E Haefeli
- Department of Internal Medicine VI, Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, Heidelberg, Germany.
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Current awareness: Pharmacoepidemiology and drug safety. Pharmacoepidemiol Drug Saf 2008. [DOI: 10.1002/pds.1482] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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