Skip to main content
. 2023 Feb 13;83(7):1147–1157. doi: 10.1158/0008-5472.CAN-22-1336

Table 4.

Multilevel regression models for percentage of comorbidities over time.

Coefficient (SE) P value
Model 1: Unadjusted multilevel model for percentage of comorbidities over timea
Start year −0.19 (0.24) 0.439
Study duration −0.28 (0.39) 0.466
Constant 38.74*** (5.92) 0.000
Model 2: Multilevel model for percentage of comorbidities over time adjusted for tumor typesb
Tumor type
Multipled (baseline)
Melanoma −6.50 (9.70) 0.502
Prostate −8.73 (7.16) 0.223
Lung 13.21 (7.39) 0.074
Breast −12.65 (7.34) 0.085
Colorectal 1.28 (7.39) 0.863
Start year −0.21 (0.20) 0.304
Study duration −0.21 (0.33) 0.519
Constant 41.99*** (8.37) 0.000
Model 3: Multilevel model for percentage of comorbidities adjusted for all determinantsc
Country
Australia (baseline)
Canada −3.25 (4.29) 0.448
Denmark 18.30*** (5.17) 0.000
France 0.64 (12.12) 0.958
Italy 4.60 (11.78) 0.696
Japan −18.98 (11.33) 0.094
The Netherlands 31.40*** (5.84) 0.000
New Zealand 5.61 (8.55) 0.512
Norway −1.88 (4.45) 0.673
Spain 12.94 (10.98) 0.238
Sweden 16.05** (5.42) 0.003
UK 5.81 (3.88) 0.134
USA 11.13** (4.28) 0.009
Data type
Hospital-based routinely collected data (baseline)
Claims data 11.62*** (2.58) 0.000
Other/unknown 9.16 (9.22) 0.320
Tumor type
Multipled (baseline)
Breast 3.93 (6.5) 0.545
Lung 12.96* (5.47) 0.018
Prostate −19.64** (6.24) 0.002
Colorectal 3.87 (5.49) 0.481
Melanoma −4.24 (7.03) 0.547
Metastatic
No distinction (baseline)
Metastasis only 0.9 (2.02) 0.657
Metastasis excluded 1.57 (2.64) 0.553
Index category
Charlson comorbidity index (baseline)
Elixhauser comorbidity index 14.95*** (2.68) 0.000
C3 index 18.27*** (5.54) 0.001
Other −5.19 (5.85) 0.374
Age groupe
Age below 45 −5.77* (2.41) 0.017
Age 45–59 −1.83 (2.52) 0.467
Age 60–69 0.32 (2.54) 0.899
Age 70–79 5.26 (2.79) 0.059
Age 80 or above 8.94*** (2.78) 0.001
Presence of subtype
No (baseline)
Yes 1.56 (1.98) 0.429
Proportion male 29.43*** (7.37) 0.000
Reporting quality
Valid (baseline)
Not valid 4.76 (4.11) 0.247
Validity score 1.75 (1.23) 0.154
Start year 0.54** (0.18) 0.004
Study duration 0.10 (0.31) 0.740
Constant −26.11* (12.07) 0.030

Note: Significant: *, P < 0.05; **, P < 0.01; ***, P < 0.001.

aObservations = 208, number of groups = 140, log likelihood = −869.06.

bObservations = 208, number of groups = 140, log likelihood = −822.30.

cObservations = 199, number of groups = 137, log likelihood = −721.43.

dThe category multiple includes observations that make no distinction between the tumor types and can therefore not be presented within the categories of the individual tumor types.

eObservations can be classified into multiple age groups (e.g., studies that include ages 60–80 are included in age groups 60–69 and 70–79). The observations by age are thus not mutually exclusive. Therefore, dummy variables were entered in the model per category.