| Literature DB >> 31253097 |
Lilli Herzig1,2, Andreas Zeller3, Jérôme Pasquier4, Sven Streit5, Stefan Neuner-Jehle6, Sophie Excoffier7, Dagmar M Haller7.
Abstract
BACKGROUND: Multimorbid patients may experience a high burden of treatment. This has a negative impact on treatment adherence, health outcomes and health care costs. The objective of our study was to identify factors associated with the self-perceived burden of treatment of multimorbid patients in primary care and to compare them with factors associated with GPs assessment of this burden.Entities:
Keywords: Burden of treatment; Chronic diseases; Multimorbidity; Primary care
Mesh:
Year: 2019 PMID: 31253097 PMCID: PMC6598361 DOI: 10.1186/s12875-019-0974-z
Source DB: PubMed Journal: BMC Fam Pract ISSN: 1471-2296 Impact factor: 2.497
Characteristics of the 888 included patients and main results regarding associated factors
| Description | Type | N missing values | Value | Frequency* | Percentage* |
|---|---|---|---|---|---|
TBQ score (patient perspective) | Numeric | 0 | Mean/SD | 26.8 | 18.6 |
| Median/IQR | 20.0 | [15.0; 33.0] | |||
log(TBQ score + 1) (patient perspective) | Numeric | 0 | Mean/SD | 3.2 | 0.6 |
| Median/IQR | 3.0 | [2.8; 3.5] | |||
| VAS rating (GP perspective) | Numeric | 1 | Mean/SD | 4.5 | 1.7 |
| Median/IQR | 4.0 | [3.0;6.0] | |||
| Patient’s age | Numeric | 0 | Mean/SD | 72.9 | 12.0 |
| Median/IQR | 74.2 | [65.9; 81.8] | |||
| Patient’s gender is male | Logical | 0 | TRUE | 428 | 48.2 |
| Location of practice | Category | 0 | Urban | 383 | 43.1 |
| Semi-urban | 361 | 40.7 | |||
| Rural | 144 | 16.2 | |||
| Marital status | Category | 0 | Single | 85 | 9.6 |
| Married | 437 | 49.2 | |||
| Separated/ divorced | 150 | 16.9 | |||
| Widow | 216 | 24.3 | |||
| Highest level of schooling achieved | Category | 1 | Compulsory education | 195 | 22.0 |
| Upper secondary level | 337 | 38.0 | |||
| Tertiary level | 355 | 40.0 | |||
| Number of CC (GP’s assessment) | Numeric | 4 | Mean/SD | 7.2 | 2.9 |
| Median/IQR | 7.0 | [5.0;8.2] | |||
| CIRS | Numeric | 1 | Mean/SD | 1.7 | 0.4 |
| Median/IQR | 1.7 | [1.5–2.0] | |||
| Total number of different pharmacological treatment the patient is currently taking | Numeric | 0 | Mean/SD | 7.7 | 3.5 |
| Median/IQR | 7.0 | [5.0;10.0] | |||
| Use of a pillbox (dispenser) | Logical | 0 | TRUE | 405 | 45.6 |
| Home-based care (patient report) | Logical | 10 | TRUE | 94 | 10.6 |
| Total EQ-5D-3 L score | Numeric | 0 | Mean/SD | 69.9 | 17.6 |
| Median/IQR | 70.5 | [62.4;78.3] | |||
| EQ-5D-3 L health scale (VAS, 0–100) | Numeric | 0 | Mean/SD | 63.2 | 19.3 |
| Median/IQR | 65.0 | [50.0;80.0] | |||
| Deprivation score (DipCare) | Numeric | 0 | Mean/SD | 1.2 | 0.9 |
| Median/IQR | 0.9 | [0.5;1.8] | |||
| Health literacy score (HLS EU 6) | Numeric | 577 | Mean/SD | 2.9 | 0.5 |
| Median/IQR | 2.8 | [2.7;3.2] | |||
| Hypertension (ICPC:K85,86) | Logical | 0 | TRUE | 657 | 74.0 |
| Cardiovascular risk factors (ICPC:K22) | Logical | 0 | TRUE | 391 | 44.0 |
| Diabetes (ICPC: T89,90) | Logical | 0 | TRUE | 277 | 31.2 |
| Obesity (ICPC: T82) | Logical | 0 | TRUE | 274 | 30.9 |
| Ischemic heart disease (ICPC: K74,76) | Logical | 0 | TRUE | 258 | 29.1 |
| Depression (ICPC: P76) | Logical | 0 | TRUE | 228 | 25.7 |
| Knee osteoarthritis (ICPC:L90) | Logical | 0 | TRUE | 223 | 25.1 |
| Pain general (ICPC:A01) | Logical | 0 | TRUE | 198 | 22.3 |
| Atrial Fibrillation (ICPC:K78) | Logical | 0 | TRUE | 195 | 22.0 |
Fig. 1Overall TBQ score
Fig. 2TBQ score Barblot
Univariate and multivariate regression of log(TBQ + 1) with medical, social and psychological factors (patients’ perspective)
| Description | Unvariate regressions | Multivariate regression | ||||
|---|---|---|---|---|---|---|
| Beta coefficient (95% CI) | p-value | Beta coefficient (95% CI) | p-value | VIF* | ||
| Patient’s age in years | −0.019 (− 0.022;-0.016) | < 0.001 | −0.017 (− 0.020;-0.014) | < 0.001 | 1.174 | |
| Patient’s gender is male | 0.011 (− 0.064;0.085) | 0.777 | ||||
| Location of practice (ref: Urban) |
| −0.058 (− 0.154;0.038) | 0.236 | |||
|
| −0.020 (− 0.148;0.107) | 0.758 | ||||
| Marital status (ref: Single) |
| − 0.192 (− 0.319;-0.065) | 0.003 | |||
|
| −0.009 (− 0.155;0.136) | 0.902 | ||||
|
| −0.362 (− 0.499;-0.225) | < 0.001 | ||||
| Highest level of schooling achieved (ref: Compulsory education) |
| −0.036 (− 0.134;0.063) | 0.480 | − 0.023 (− 0.103;0.058) | 0.584 | 1.056 |
|
| 0.093 (− 0.005;0.191) | 0.062 | 0.115 (0.034;0.196) | 0.006 | 1.056 | |
| GP assessment of number of chronic conditions | 0.019 (0.005;0.033) | 0.006 | 0.004 (−0.008;0.016) | 0.551 | 1.265 | |
| CIRCS | 0.200 (0.101;0.299) | < 0.001 | 0.033 (−0.049;0.115) | 0.425 | 1.076 | |
| Total number of different pharmacological treatment the patient is currently taking | 0.030 (0.019;0.041) | < 0.001 | 0.008 (−0.003;0.018) | 0.160 | 1.471 | |
| Use of a pillbox (dispenser) | 0.132 (0.058;0.206) | < 0.001 | 0.076 (0.012;0.139) | 0.020 | 1.122 | |
| Home-based care (patient report) | 0.015 (−0.105;0.135) | 0.807 | ||||
| Total EQ-5D-3 L score | −0.012 (− 0.014;-0.010) | < 0.001 | − 0.005 (− 0.007;-0.003) | < 0.001 | 1.717 | |
| EQ-5D-3 L health scale (VAS, 0–100) | − 0.010 (− 0.012;-0.009) | < 0.001 | −0.004 (− 0.006;-0.003) | < 0.001 | 1.457 | |
| Deprivation score (DipCare) | 0.196 (0.159;0.234) | < 0.001 | 0.060 (0.022;0.097) | 0.002 | 1.399 | |
| Health literacy score (HLS EU 6) | −0.329 (− 0.412;-0.245) | < 0.001 | − 0.162 (− 0.237;-0.087) | < 0.001 | 1.167 | |
| Hypertension | − 0.118 (− 0.203;-0.034) | 0.006 | ||||
| Cardiovascular risk | −0.022 (− 0.098;0.054) | 0.570 | ||||
| Diabetes | 0.099 (0.019;0.178) | 0.016 | 0.107 (0.039;0.174) | 0.002 | 1.098 | |
| Obesity | 0.067 (−0.014;0.147) | 0.105 | ||||
| Ischemic heart disease | −0.077 (− 0.159;0.004) | 0.063 | ||||
| Depression | 0.210 (0.126;0.294) | < 0.001 | ||||
| Knee osteoarthritis | 0.011 (−0.075;0.097) | 0.802 | ||||
| General pain | 0.177 (0.088;0.266) | < 0.001 | ||||
| Atrial fibrillation | −0.058 (−0.147;0.032) | 0.209 | 0.105 (0.028;0.183) | 0.008 | 1.151 | |
* variance inflation factor to exclude co-linearity
Univariate and multivariate regression of VAS with medical, social and psychological factors (GPs’ perspective)
| Description | Value | Unvariable regressions | Multivariable regression | |||
|---|---|---|---|---|---|---|
| Beta coefficient (95% CI) | p-value | Beta coefficient (95% CI) | p-value | VIF* | ||
| Patient’s age in years | −0.014 (− 0.023;-0.005) | 0.002 | −0.015 (− 0.023;-0.007) | < 0.001 | 1.185 | |
| Patient’s gender | −0.213 (− 0.428;0.002) | 0.052 | ||||
| Location of practice (ref: Urban) |
| 0.000 (−0.417;0.417) | 1.000 | |||
|
| 0.065 (−0.491;0.620) | 0.820 | ||||
| Marital status (ref: Single) |
| −0.226 (− 0.602;0.149) | 0.237 | |||
|
| 0.110 (−0.318;0.538) | 0.614 | ||||
|
| −0.211 (− 0.614;0.193) | 0.306 | ||||
| Highest level of schooling achieved (ref: Compulsory education) |
| −0.116 (− 0.402;0.171) | 0.428 | |||
|
| −0.123 (− 0.408;0.162) | 0.398 | ||||
| GP assessment of number of chronic conditions | 0.165 (0.124;0.206) | < 0.001 | 0.069 (0.031;0.107) | < 0.001 | 1.239 | |
| CIRCS | 1.765 (1.488;2.042) | < 0.001 | 1.267 (1.015;1.520) | < 0.001 | 1.088 | |
| Total number of different pharmacological treatment the patient is currently taking | 0.196 (0.165;0.227) | < 0.001 | 0.102 (0.070;0.134) | < 0.001 | 1.380 | |
| Use of a pillbox (dispenser) | 0.595 (0.383;0.807) | < 0.001 | 0.136 (−0.045;0.317) | 0.142 | 1.106 | |
| Home-based care (patient report) | 0.964 (0.623;1.305) | < 0.001 | 0.336 (0.041;0.631) | 0.026 | 1.133 | |
| Total EQ-5D-3 L score | −0.036 (−0.042;-0.031) | < 0.001 | −0.016 (− 0.022;-0.010) | < 0.001 | 1.681 | |
| EQ-5D-3 L health scale (VAS, 0–100) | −0.026 (− 0.031;-0.020) | < 0.001 | −0.005 (− 0.010;0.000) | 0.056 | 1.393 | |
| Deprivation score (DipCare) | 0.496 (0.385;0.607) | < 0.001 | ||||
| Health literacy score (HLS EU 6) | −0.612 (−0.855;-0.369) | < 0.001 | − 0.176 (− 0.382;0.030) | 0.093 | 1.133 | |
| Hypertension | −0.150 (− 0.396;0.096) | 0.231 | ||||
| Cardiovascular risk | −0.225 (− 0.453;0.002) | 0.052 | ||||
| Diabetes | −0.047 (− 0.279;0.185) | 0.691 | ||||
| Obesity | −0.027 (− 0.261;0.207) | 0.823 | ||||
| Ischemic heart disease | 0.156 (−0.079;0.392) | 0.193 | ||||
| Depression | 0.673 (0.429;0.916) | < 0.001 | ||||
| Knee osteoarthritis | 0.192 (−0.060;0.445) | 0.136 | ||||
| General pain | 0.794 (0.534;1.055) | < 0.001 | 0.198 (−0.029;0.425) | 0.087 | 1.135 | |
| Atrial fibrillation | 0.287 (0.024;0.549) | 0.032 | 0.233 (0.009;0.457) | 0.042 | 1.135 | |
* variance inflation factor to exclude co-linearity
Fig. 3VAS (GPs perspective) distribution