| Literature DB >> 27902720 |
Milena Urfer1, Luigia Elzi2, Salome Dell-Kuster3, Stefano Bassetti4,5.
Abstract
BACKGROUND: Polypharmacy and inappropriate medication prescriptions are associated with increased morbidity and mortality. Most interventions proposed to improve appropriate prescribing are time and resource intensive and therefore hardly applicable in daily clinical practice.Entities:
Mesh:
Year: 2016 PMID: 27902720 PMCID: PMC5130196 DOI: 10.1371/journal.pone.0166359
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1CONSORT Flow Diagram.
Fig 2Checklist, page 1.
Fig 3Checklist page 2.
General characteristics and outcome measures of the 450 patients hospitalized before (“without intervention”) and the 450 patients hospitalized after (“with intervention”) the introduction of the checklist.
| Characteristic | Without intervention n = 450 | With intervention n = 450 | p-value | |||
|---|---|---|---|---|---|---|
| n | % | n | % | |||
| Age (median, IQR) | 79 | 73–84 | 76 | 71–83 | ||
| Males | 198 | 44.0 | 213 | 47.3 | 0.31 | |
| Living at home | 408 | 90.7 | 415 | 92.2 | 0.40 | |
| Number of diagnoses (median, IQR) | 8 | 6–11 | 7 | 5–10 | ||
| Charlson Comorbidity Index | 0 | 86 | 19.1 | 94 | 20.9 | 0.43 |
| 1–2 | 197 | 43.8 | 195 | 43.3 | ||
| 3–4 | 115 | 25.6 | 98 | 21.8 | ||
| 5 | 52 | 11.5 | 63 | 14.0 | ||
| Number of drugs | <5 | 172 | 38.2 | 196 | 43.6 | 0.07 |
| 5–9 | 208 | 46.2 | 205 | 45.6 | ||
| ≥10 | 70 | 15.6 | 49 | 10.9 | ||
| Type of drugs | NSAID | 59 | 13.1 | 35 | 7.8 | |
| PPI | 149 | 33.1 | 130 | 28.9 | 0.17 | |
| Corticosteroids | 34 | 7.6 | 37 | 8.2 | 0.72 | |
| Metamizole | 13 | 2.9 | 9 | 2.0 | 0.38 | |
| Opiate | 32 | 7.1 | 27 | 6.0 | 0.50 | |
| ≥1 potential inappropriate drugs | 196 | 43.7 | 138 | 30.6 | ||
| ≥1 missing appropriate drug | 118 | 26.3 | 104 | 23.1 | 0.26 | |
| Inappropriate drugs | NSAID | 46 | 10.2 | 27 | 6.0 | |
| PPI | 57 | 12.7 | 45 | 9.9 | 0.20 | |
| Corticosteroids | 11 | 2.5 | 8 | 1.8 | 0.48 | |
| Metamizole | 11 | 2.5 | 5 | 1.1 | 0.10 | |
| Opiate | 9 | 2.0 | 4 | 0.9 | 0.13 | |
| Intensive care unit stay | 61 | 13.6 | 43 | 9.5 | 0.06 | |
| Hospitalization, days (median, IQR) | 7 | 4–10 | 6 | 3–9 | ||
| Number of drugs | <5 | 109 | 25.9 | 125 | 29.0 | 0.58 |
| 5–9 | 222 | 52.7 | 215 | 49.9 | ||
| ≥10 | 90 | 21.4 | 91 | 21.1 | ||
| Type of drugs | NSAID | 10 | 2.4 | 18 | 4.2 | 0.14 |
| PPI | 173 | 41.1 | 160 | 37.1 | 0.24 | |
| Corticosteroids | 57 | 13.5 | 49 | 11.4 | 0.34 | |
| Metamizole | 0 | - | 1 | 0.2 | - | |
| Opiate | 42 | 10.0 | 52 | 12.1 | 0.33 | |
| ≥1 potential inappropriate drugs | 164 | 39.0 | 102 | 23.7 | ||
| ≥1 missing appropriate drug | 88 | 20.9 | 72 | 16.7 | 0.12 | |
| Inappropriate drug | NSAID | 4 | 1.0 | 9 | 2.1 | 0.14 |
| PPI | 67 | 15.9 | 41 | 9.5 | ||
| Corticosteroids | 10 | 2.4 | 3 | 0.7 | ||
| Metamizole | 0 | - | 1 | 0.2 | - | |
| Opiate | 3 | 0.7 | 2 | 0.5 | 0.49 | |
| Rehospitalization within 30 days | 54 | 12.8 | 43 | 10.0 | 0.19 | |
| In-hospital death | 29 | 6.4 | 19 | 4.2 | 0.14 | |
IQR: interquartile range. NSAID: non-steroidal anti-inflammatory drugs. PPI: proton pump inhibitors.
achi-squared test or Fisher’s exact test for categorical variables; Wilcoxon-Mann-Whitney U test for continuos variables.
bTotal number of patients at discharge = 852 (group without intervention: 421; group with intervention: 431). Total in-hospital death: 48.
Risk factors for prescription of at least 1 inappropriate drug at discharge.
| Variable | Univariate analysis | Multivariate analysis | |||||
|---|---|---|---|---|---|---|---|
| RR | 95% CI | p-value | Adj. RR | 95% CI | p-value | ||
| Age (years) | <70 | 1 | - | - | 1 | - | - |
| 70–80 | 1.12 | 0.84–1.49 | 0.439 | 1.05 | 0.84–1.31 | 0.584 | |
| >80 | 1.27 | 0.95–1.67 | 0.106 | 0.88 | 0.70–1.10 | 0.551 | |
| Sex | Male | 1 | - | - | 1 | - | - |
| Female | 1.21 | 0.98–1.48 | 0.067 | 1.09 | 0.93–1.28 | 0.300 | |
| Living condition | At home | 1 | - | - | 1 | - | - |
| Institutionalized | 1.80 | 1.41–2.31 | <0.001 | 1.21 | 0.99–1.49 | 0.068 | |
| Charlson Comorbidity Index ≥1 | 1.08 | 0.88–1.32 | 0.480 | 0.87 | 0.73–1.03 | 0.103 | |
| Number of diagnoses at admission | |||||||
| ≤5 | 1 | - | - | 1 | - | - | |
| 6–8 | 1.71 | 1.20–2.43 | 0.003 | 0.92 | 0.68–1.23 | 0.584 | |
| ≥9 | 2.35 | 1.69–3.27 | <0.001 | 1.09 | 0.81–1.48 | 0.551 | |
| Number of drugs at admission | |||||||
| ≤2 | 1 | - | - | 1 | - | - | |
| 3–5 | 2.05 | 1.24–3.39 | 0.005 | 1.24 | 0.84–1.93 | 0.334 | |
| 6–7 | 3.91 | 2.41–6.36 | <0.001 | 1.67 | 1.09–2.56 | ||
| ≥8 | 4.81 | 3.02–7.68 | <0.001 | 1.68 | 1.09–2.55 | ||
| Inappropriate medication at admission | 9.86 | 7.22–13.47 | <0.001 | 8.22 | 5.96–11.37 | ||
| Hospital stay (days), for each additional week | 1.13 | 1.02–1.24 | 0.018 | 1.06 | 0.96–1.15 | 0.237 | |
| Intervention (checklist) | 0.61 | 0.49–0.75 | <0.001 | 0.78 | 0.68–0.94 | ||
RR: risk ratios. CI: confidence interval. Adj. RR: adjusted risk ratios for all variables listed.
aPoisson regression models with a robust error variance, Likelihood Ratio Test.
Predictors for prescription of at least 20% less drugs at discharge compared to admission.
| Variable | Univariate analysis | Multivariate analysis | |||||
|---|---|---|---|---|---|---|---|
| RR | 95% CI | p-value | Adj. RR | 95% CI | p-value | ||
| Age (years) | <70 | 1 | - | - | 1 | - | - |
| 70–80 | 1.02 | 0.61–1.72 | 0.930 | 0.99 | 0.59–1.68 | 0.991 | |
| >80 | 1.00 | 0.59–1.71 | 0.985 | 0.83 | 0.47–1.48 | 0.537 | |
| Sex | Male | 1 | - | - | 1 | - | - |
| Female | 1.07 | 0.72–1.58 | 0.731 | 1.50 | 0.82–2.72 | 0.182 | |
| Living condition | At home | 1 | - | - | 1 | - | - |
| Institutionalized | 1.70 | 0.97–2.95 | 0.062 | 1.36 | 1.07–1.74 | ||
| Charlson Comorbidity Index ≥1 | 0.89 | 0.59–1.35 | 0.593 | 0.85 | 0.47–1.31 | 0.470 | |
| Number of diagnoses at admission | |||||||
| ≤5 | 1 | - | - | 1 | - | - | |
| 6–8 | 1.09 | 0.65–1.85 | 0.726 | 0.91 | 0.52–1.58 | 0.729 | |
| ≥9 | 1.04 | 0.62–1.74 | 0.878 | 0.85 | 0.42–1.33 | 0.333 | |
| Number of drugs at admission | |||||||
| ≤2 | 1 | - | - | 1 | - | - | |
| 3–5 | 3.31 | 1.52–7.23 | 0.003 | 3.54 | 1.62–7.75 | ||
| 6–7 | 1.24 | 0.47–3.25 | 0.662 | 1.39 | 0.52–3.71 | 0.504 | |
| ≥8 | 3.41 | 1.55–7.49 | 0.002 | 3.94 | 1.75–8.87 | ||
| Hospital stay (days), for each additional week | 0.99 | 0.78–1.24 | 0.924 | 0.98 | 0.77–1.25 | 0.904 | |
| Intervention (checklist) | 0.80 | 0.54–1.18 | 0.266 | 0.79 | 0.53–1.16 | 0.233 | |
RR: risk ratios. CI: confidence interval. Adj. RR: adjusted risk ratios for all variables listed.
aPoisson regression models with a robust error variance, Likelihood Ratio Test.
Risk factors for missing prescription of at least 1 appropriate drug at discharge.
| Variable | Univariate analysis | Multivariate analysis | |||||
|---|---|---|---|---|---|---|---|
| RR | 95% CI | p-value | Adj. RR | 95% CI | p-value | ||
| Age (years) | <70 | 1 | - | - | 1 | - | - |
| 70–80 | 1.42 | 0.93–2.16 | 0.101 | 1.32 | 0.87–1.99 | 0.187 | |
| >80 | 1.48 | 0.97–2.27 | 0.069 | 1.23 | 0.80–1.89 | 0.351 | |
| Sex | Male | 1 | - | - | 1 | - | - |
| Female | 1.11 | 0.84–1.47 | 0.467 | 1.08 | 0.81–1.45 | 0.585 | |
| Living condition | At home | 1 | - | - | 1 | - | - |
| Institutionalized | 0.99 | 0.59–1.64 | 0.959 | 0.75 | 0.44–1.26 | 0.272 | |
| Charlson Comorbidity Index ≥1 | 1.11 | 0.83–1.48 | 0.469 | 0.91 | 0.67–1.23 | 0.554 | |
| Number of diagnoses at admission | |||||||
| ≤5 | 1 | - | - | 1 | - | - | |
| 6–8 | 1.81 | 1.10–2.96 | 0.019 | 1.53 | 0.90–2.58 | 0.113 | |
| ≥9 | 2.61 | 1.64–4.15 | <0.001 | 1.99 | 1.19–3.32 | ||
| Number of drugs at admission | |||||||
| ≤2 | 1 | - | - | 1 | - | - | |
| 3–5 | 1.10 | 0.65–1.86 | 0.713 | 0.94 | 0.55–1.61 | 0.821 | |
| 6–7 | 2.13 | 1.30–3.51 | 0.003 | 1.71 | 1.01–2.89 | ||
| ≥8 | 2.26 | 1.41–3.63 | 0.001 | 1.74 | 1.04–2.91 | ||
| Hospital stay (days), for each additional week | 1.06 | 0.90–1.23 | 0.452 | 0.99 | 0.83–1.18 | 0.925 | |
| Intervention (checklist) | 0.80 | 0.60–1.06 | 0.122 | 0.85 | 0.65–1.13 | 0.266 | |
RR: risk ratios. CI: confidence interval. Adj. RR: adjusted risk ratios for all variables listed.
aPoisson regression models with a robust error variance, Likelihood Ratio Test.
Risk factors for rehospitalization within 30 days after discharge.
| Variable | Univariate analysis | Multivariate analysis | |||||
|---|---|---|---|---|---|---|---|
| RR | 95% CI | p-value | Adj. RR | 95% CI | p-value | ||
| Age (years) | <70 | 1 | - | - | 1 | - | - |
| 70–80 | 1.02 | 0.63–1.67 | 0.934 | 0.98 | 0.60–1.61 | 0.956 | |
| >80 | 0.91 | 0.54–1.52 | 0.718 | 0.86 | 0.50–1.47 | 0.573 | |
| Sex | Male | 1 | - | - | 1 | - | - |
| Female | 1.06 | 0.72–1.53 | 0.781 | 1.17 | 0.80–1.74 | 0.416 | |
| Living condition | At home | 1 | - | - | 1 | - | - |
| Institutionalized | 0.61 | 0.26–1.44 | 0.259 | 0.61 | 0.25–1.45 | 0.264 | |
| Charlson Comorbidity Index ≥1 | 1.58 | 1.09–2.30 | 0.016 | 1.51 | 0.99–2.30 | 0.051 | |
| Number of diagnoses at admission | |||||||
| ≤5 | 1 | - | - | 1 | - | - | |
| 6–8 | 1.63 | 0.92–2.89 | 0.091 | 1.83 | 0.99–3.36 | 0.050 | |
| ≥9 | 1.65 | 0.94–2.89 | 0.079 | 1.68 | 0.90–3.14 | 0.101 | |
| Number of drugs at admission at admission | |||||||
| ≤2 | 1 | - | - | 1 | - | - | |
| 3–5 | 0.66 | 0.39–1.11 | 0.117 | 0.55 | 0.32–0.95 | ||
| 6–7 | 0.71 | 0.40–1.28 | 0.260 | 0.56 | 0.31–1.02 | 0.059 | |
| ≥8 | 0.92 | 0.56–1.52 | 0.742 | 0.68 | 0.38–1.22 | 0.202 | |
| Hospital stay (days), for each additional week | 1.23 | 1.05–1.44 | 0.009 | 1.15 | 0.97–1.37 | 0.103 | |
| Intervention (checklist) | 0.78 | 0.53–1.13 | 0.192 | 0.80 | 0.55–1.16 | 0.233 | |
RR: risk ratios. CI: confidence interval. Adj. RR: adjusted risk ratios for all variables listed.
aPoisson regression models with a robust error variance, Likelihood Ratio Test.
Risk factors for in-hospital death.
| Variable | Univariate analysis | Multivariate analysis | |||||
|---|---|---|---|---|---|---|---|
| RR | 95% CI | p-value | Adj. RR | 95% CI | p-value | ||
| Age (years) | <70 | 1 | - | - | 1 | - | - |
| 70–80 | 2.12 | 0.611–7.35 | 0.236 | 1.99 | 0.57–6.96 | 0.281 | |
| >80 | 5.69 | 1.77–18.3 | 0.004 | 5.08 | 1.56–16.5 | ||
| Sex | Male | 1 | - | - | 1 | - | - |
| Female | 0.99 | 0.57–1.73 | 0.981 | 1.17 | 0.67–2.04 | 0.587 | |
| Living condition | At home | 1 | - | - | 1 | - | - |
| Institutionalized | 1.82 | 0.85–3.93 | 0.124 | 0.61 | 0.25–1.45 | 0.264 | |
| Charlson Comorbidity Index ≥1 | 4.69 | 2.52–8.75 | <0.001 | 4.94 | 2.48–9.84 | ||
| Number of diagnoses at admission | |||||||
| ≤5 | 1 | - | - | 1 | - | - | |
| 6–8 | 1.71 | 0.73–3.99 | 0.216 | 0.95 | 0.41–2.35 | 0.924 | |
| ≥9 | 1.72 | 0.74–3.97 | 0.201 | 0.91 | 0.37–2.21 | 0.839 | |
| Number of drugs at admission | |||||||
| ≤2 | 1 | - | - | 1 | - | - | |
| 3–5 | 1.60 | 0.64–3.99 | 0.308 | 1.12 | 0.46–2.68 | 0.807 | |
| 6–7 | 1.57 | 0.58–4.23 | 0.370 | 0.97 | 0.37–2.55 | 0.959 | |
| ≥8 | 1.66 | 0.66–4.20 | 0.282 | 0.73 | 0.27–1.93 | 0.530 | |
| Hospital stay (days), for each additional week | 1.04 | 0.76–1.42 | 0.791 | 0.85 | 0.57–1.27 | 0.432 | |
| Intervention (checklist) | 0.66 | 0.37–1.15 | 0.142 | 0.73 | 0.43–1.26 | 0.269 | |
RR: risk ratios. CI: confidence interval. Adj. RR: adjusted risk ratios for all variables listed.
aPoisson regression models with a robust error variance, Likelihood Ratio Test.