| Literature DB >> 30382843 |
Paulos Teckle1,2,3, Stuart Peacock4,5,6, Mary L McBride4,5,7, Colene Bentley4,5, Karen Goddard8, Paul Rogers9.
Abstract
BACKGROUND: The patterns and determinants of long-term income among young people surviving cancer, and differences compared to peers, have not yet been fully explored. The objectives of this paper are to describe long-term income among young survivors of cancer, the impact of socio-demographic, disease, and treatment factors on long-term income, and income relative to the general population.Entities:
Keywords: Childhood cancer survivors; Health economics; Late effects; Long-term income; Longitudinal analysis
Mesh:
Year: 2018 PMID: 30382843 PMCID: PMC6211561 DOI: 10.1186/s12913-018-3617-5
Source DB: PubMed Journal: BMC Health Serv Res ISSN: 1472-6963 Impact factor: 2.655
Socio-demographic and clinical characteristics of survivors
| Number of Survivors ( | Percent (sd) | |
|---|---|---|
| Male | 1817 | 49 |
| Female | 1874 | 51 |
| Mean attained age in 2007 | 38.99 | (10.00) |
| Mean age at Diagnosis | 15.79 | (7.41) |
| Diagnosis groups | ||
| Bone | 165 | 4.17 |
| CNS | 522 | 13.19 |
| Carcinoma | 626 | 15.82 |
| Germ cell | 459 | 11.6 |
| Leukemia | 467 | 11.8 |
| Lymphoma | 873 | 22.06 |
| Soft tissue sarcoma | 229 | 5.79 |
| Other | 617 | 15.59 |
| Treatment type | ||
| Chemo only | 405 | 10.23 |
| Radiation only | 141 | 3.56 |
| Surgery only | 807 | 20.39 |
| Other | 2467 | 37.70 |
| Relapsed | 435 | 11 |
| Education | ( | |
| K-12 | 76 | |
| Developmental | 2 | |
| Non-credential Post Secondary | 3 | |
| Non-academic Post Secondary | 11 | |
| Academic Post Secondary | 8 | |
Source: Childhood, Adolescent, and Young Adult Cancer Survivor (CAYACS) Cohort, authors’ calculations
Fig. 1CAYACS data linked to income data from Statistics Canada
Socio-demographic characteristics of survivors and control group
| Survivors ( | Control group ( | |
|---|---|---|
| % | % | |
| Male | 49 | 49 |
| Age mean(sd) | 38.9 (10.0) | 39.2 (9.4) |
| Marital status | ||
| Married | 40 | 46 |
| Widowed/separated/divorced | 8 | 7 |
| Single | 52 | 46 |
| Mean equivalized income | 10.3 (0.9) | 10.5 (0.9) |
| Urban-rural classification | ||
| Metropolitan | 39 | 43 |
| Large communities | 13 | 15 |
| Small rural areas | 48 | 42 |
| Health Authority | ||
| Vancouver coastal | 21 | 21 |
| Interior | 17 | 17 |
| Fraser | 35 | 35 |
| Island | 17 | 17 |
| Northern | 10 | 10 |
| Unknown | 1 | 1 |
Source: CAYACS Cohort and Statistics Canada, authors’ calculations
Mean income by cancer site
| Site | Mean age at diagnosis | Mean attained age | Mean log income |
|---|---|---|---|
| Bone | 15.67 (5.02) | 34.97 (9.59) | 10.54 (1.10) |
| CNS | 12.80 (6.62) | 33.25 (9.01) | 10.38 (1.01) |
| Carcinoma | 20.45 (3.64) | 40.46 (9.87) | 10.50 (1.00) |
| Germ cell | 19.72 (5.01) | 38.04 (9.40) | 10.63 (1.11) |
| Leukaemia | 9.76 (6.83) | 29.90 (7.21) | 10.45 (0.98) |
| Lymphoma | 18.48 (5.09) | 37.30 (9.46) | 10.61 (1.00) |
| Soft tissue sarcoma | 15.67 (7.22) | 36.07 (9.93) | 10.44 (1.00) |
| Other | 16.18 (9.56) | 36.79 (7.44) | 10.57 (1.01) |
Source: CAYACS Cohort and Statistics Canada, authors’ calculations
Multivariate least squares linear regression and random effects model for survivors cohort only
| beta (standard error) | MODEL 1 (OLS) | MODEL 2 (RE) |
|---|---|---|
| Age | −0.605** | − 0.532* |
| Female | − 0.015 | 0.097 |
| Female*age | −0.005* | − 0.007** |
| Age at diagnosis | 0.539* | 0.468* |
| RADIO a | − 0.193** | − 0.184** |
| CHEMO | − 0.041 | − 0.02 |
| SURGERY | 0.046 | 0.062 |
| BONE b | −0.084 | −0.137* |
| CNS | −0.194§ | −0.176§ |
| Carcinoma | −0.086* | −0.086* |
| Germ cell | −0.081 | −0.091* |
| Leukemia | −0.090* | −0.104* |
| Soft Tissue Sarcoma | −0.218§ | −0.211§ |
| Other | −0.044 | −0.053 |
| Relapsed | −0.068 | −0.087* |
| Small communities c | −0.170§ | −0.04 |
| Large communities | −0.154§ | −0.055 |
| Interior d | −0.117** | 0.024 |
| Fraser | −0.018 | 0.083** |
| Island | −0.119** | −0.018 |
| Northern | −0.045 | 0.077 |
| Unknown | 0.348* | 0.053 |
| Constant | 11.807§ | 11.516§ |
| Sigma_u | 0.706 | |
| Sigma_e | 0.711 | |
| Rho | 0.496 | |
| N | 56,520 | 56,520 |
* p < 0.05, ** p < 0.01, § p < 0.001
Reference groups −aother treatments (included a mix of two or more therapies and no treatment): b Lymphoma; c Metropolitan; d Vancouver coastal
Comparing childhood cancer survivors with control group (survivors and control cohorts)
| beta (robust standard error) | Model-1 (RE) |
|---|---|
| Age | −0.033§ |
| Female | −0.178§ |
| Widoweda | −0.546§ |
| Divorced | −0.389§ |
| Separated | −0.512§ |
| Single | −0.235§ |
| Small Communitiesb | −0.234§ |
| Large Communities | −0.118§ |
| Interiorc | −0.065§ |
| Fraser | −0.028§ |
| Island | −0.098§ |
| Northern | 0.012* |
| Unknown | 0.161§ |
| Survivor | −0.089§ |
| Constant | 11.640§ |
| sigma_u | 0.214 |
| sigma_e | 0.842 |
| Rho | 0.060 |
| N | 666,480 |
* p < 0.05, p < 0.01, § p < 0.001 Reference groups −a married/living common law; bMetopolitan; c Vancouver coastal