| Literature DB >> 34901911 |
Line Elmerdahl Frederiksen1, Camilla Pedersen1, Hanna Mogensen2, Luzius Mader1,3, Andrea Bautz4, Mats Talbäck2, Elli Hirvonen5, Filippa Nyboe Norsker6, Henrik Hasle7, Nea Malila5, Laura Madanat-Harjuoja5,8, Maria Feychting2, Friederike Erdmann1,9, Jeanette Falck Winther1,10.
Abstract
BACKGROUND: A childhood cancer diagnosis and late effects of treatment may affect survivors' possibilities of employment or highly skilled occupations later in life. In this study, we compared the employment and occupational status of childhood cancer survivors with population comparisons and siblings.Entities:
Keywords: Childhood cancer; Denmark; Employment status; Finland; Nordic register study; Occupation; Population-based cohort study; Survivorship; Sweden
Year: 2021 PMID: 34901911 PMCID: PMC8640515 DOI: 10.1016/j.lanepe.2021.100258
Source DB: PubMed Journal: Lancet Reg Health Eur ISSN: 2666-7762
Figure 1Flow chart of the sampling of the study population.
Characteristics of the study population.
| Childhood cancer survivors | General population comparisons | Sibling comparisons | |
|---|---|---|---|
| n (%) | n (%) | n (%) | |
| 10,461 | 48,928 | 12,605 | |
| Denmark | 2,941 (28.1%) | 13,608 (27.8%) | 3,433 (27.2%) |
| Finland | 2,743 (26.2%) | 13,193 (27.0%) | 3,466 (27.5%) |
| Sweden | 4,777 (45.7%) | 22,127 (45.2%) | 5,706 (45.3%) |
| Male | 5,547 (53.0%) | 25,990 (53.1%) | 6,400 (50.8%) |
| Female | 4,914 (47.0%) | 22,938 (46.9%) | 6,205 (49.2%) |
| 1951-1959 | 766 (7.3%) | 3,617 (7.4%) | 931 (7.4%) |
| 1960-1969 | 2,350 (22.5%) | 11,110 (22.7%) | 3,614 (28.7%) |
| 1970-1979 | 4,493 (43.0%) | 20,982 (42.9%) | 5,668 (45.0%) |
| 1980-1986 | 2,852 (27.3%) | 13,219 (27.0%) | 2,392 (19.0%) |
| <5 year | 1,798 (17.2%) | 8,183 (16.7%) | 1,844 (14.6%) |
| 5-14 years | 3,836 (36.7%) | 17,833 (36.5%) | 4,588 (36.4%) |
| ≥15 years | 4,827 (46.1%) | 22,912 (46.8%) | 6,173 (49.0%) |
| Median/second quartile | 41.0 years | 41.5 years | 42.9 years |
| 1971-1979 | 2,768 (26.5%) | 12,848 (26.3%) | 3,499 (27.8%) |
| 1980-1989 | 4,133 (39.5%) | 19,370 (39.6%) | 5,349 (42.4%) |
| 1990-1999 | 2,926 (28.0%) | 13,751 (28.1%) | 3,246 (25.8%) |
| 2000-2006 | 634 (6.1%) | 2,959 (6.1%) | 511 (4.1%) |
| Leukaemias | 1,695 (16.2%) | - | - |
| Lymphomas | 1,875 (17.9%) | - | - |
| CNS tumours | 2,382 (22.8%) | - | - |
| Neuroblastomas | 146 (1.4%) | - | - |
| Retinoblastoma | 205 (2.0%) | - | - |
| Renal tumours | 391 (3.7%) | - | - |
| Hepatic tumours | 24 (0.2%) | - | - |
| Bone tumours | 424 (4.1%) | - | - |
| Soft tissue sarcomas | 510 (4.9%) | - | - |
| Germ-cell neoplasms | 894 (8.6%) | - | - |
| Carcinomas | 1,637 (15.7%) | - | - |
| Other and unspecified neoplasms | 278 (2.7%) | - | - |
| Low | 2,834 (28.7%) | 14,042 (30.6%) | 3,979 (33.2%) |
| Intermediate | 4,393 (44.5%) | 20,086 (43.7%) | 5,032 (41.9%) |
| High | 2,640 (26.8%) | 11,819 (25.7%) | 2,993 (24.9%) |
| None | 5,156 (49.3%) | 34,738 (71.0%) | 8,985 (71.3%) |
| Any | 5,305 (50.7%) | 14,190 (29.0%) | 3,620 (28.7%) |
| Cancer-related diseases | 2,513 (24.0%) | 1,144 (2.3%) | 343 (2.7%) |
| Other diseases | 2,792 (26.7%) | 13,046 (26.7%) | 3,277 (26.0%) |
| None | 9,830 (94.0%) | 46,646 (95.3%) | 12,008 (95.3%) |
| Any | 631 (6.0%) | 2,282 (4.7%) | 597 (4.7%) |
Educational level is classified according to the International Standard Classification of Education [37].
Low education, primary and lower secondary education or less (ISCED levels 0-2); medium education, upper secondary education (ISCED level 3); high education, postsecondary education or higher (ISCED levels 4-8). We used the educational level of the parent, who had achieved the highest level.
6% missing, whereas all other variables had <5% missing.
See Table S1 for full list of ICD codes included.
These groups represent sub-groups of the ‘Any’ group. The groups are mutually exclusive; thus if an individual is hospitalised for both cancer (group 2 in Table S1) and other somatic diseases (groups 1, 3-10 in Table S1), the individual is counted only in the cancer-related group.
See Table S2 for full list of ICD codes included.
Figure 2Employment, unemployment, and health-related unemployment by attained ages 30-50 years for childhood cancer survivors, sibling comparisons and population comparisons, stratified by sex and calendar period of cancer diagnosis/index date.
Multivariate logistic regression analyses for the odds of unemployment and health-related unemployment at age 30, 40 and 50 years.
| Childhood cancer survivors | Population comparisons | Sibling comparisons | Childhood cancer survivors | Childhood cancer survivors | |
|---|---|---|---|---|---|
| N | 10,461 | 48,928 | 12,605 | ||
| Nunemployed (%) | Nunemployed (%) | Nunemployed (%) | OR | OR | |
| Attained age 30 | 588 (6.7%) | 2,709 (6.6%) | 729 (6.9%) | 1.04 (0.95-1.15) | 0.99 (0.86-1.15) |
| 1971-1989 | 394 (7.0%) | 1,764 (6.6%) | 530 (7.2%) | 1.08 (0.95-1.21) | 0.98 (0.81-1.18) |
| 1990-2006 | 194 (6.1%) | 945 (6.4%) | 199 (6.0%) | 0.98 (0.84-1.16) | 0.94 (0.69-1.27) |
| Attained age 40 | 239 (4.5%) | 1,130 (4.4%) | 373 (5.0%) | 1.08 (0.93-1.25) | 1.06 (0.85-1.33) |
| Attained age 50 | 74 (4.2%) | 352 (3.9%) | 100 (3.7%) | 1.15 (0.88-1.50) | 1.76 (1.07-2.87) |
| Nunemployed for health reasons (%) | Nunemployed for health reasons (%) | Nunemployed for health reasons (%) | OR | OR | |
| Attained age 30 | 815 (9.2%) | 1,572 (3.8%) | 454 (4.3%) | 2.57 (2.35-2.81) | 2.50 (2.15-2.90) |
| 1971-1989 | 539 (9.5%) | 959 (3.6%) | 296 (4.0%) | 2.78 (2.48-3.11) | 2.98 (2.43-3.65) |
| 1990-2006 | 276 (8.7%) | 613 (4.2%) | 158 (4.8%) | 2.25 (1.94-2.61) | 1.65 (1.24-2.20) |
| Attained age 40 | 617 (11.6%) | 1,299 (5.1%) | 410 (5.5%) | 2.50 (2.26-2.78) | 2.78 (2.32-3.33) |
| Attained age 50 | 254 (14.3%) | 714 (7.8%) | 246 (9.0%) | 1.98 (1.68-2.34) | 2.17 (1.63-2.89) |
Adjusted by sex, highest parental education (low (ISCED 0-2); intermediate (ISCED 3); high (ISCED 4-8)), and by calendar period of cancer diagnosis/reference (<1990 vs ≥1990)
Unemployment comprise individuals having received unemployment benefits during the calendar year and individuals not being registered with an employment and not having received any health-related social security benefits during the calendar year.
Health-related unemployment comprise individuals having received either sickness-, disability-, social assistance-, or rehabilitation benefits or early health-related retirement during the calendar year and not being registered with an unemployment.
Multivariate logistic regression analyses for the odds of unemployment and health-related unemployment at age 30 years, stratified by childhood cancer type, age at cancer diagnosis, somatic hospital contacts and psychiatric hospital contacts.
| Childhood cancer survivors | Population comparisons | Sibling comparisons | Childhood cancer survivors | Childhood cancer survivors | |
|---|---|---|---|---|---|
| N | 10,461 | 48,928 | 12,605 | ||
| Nunemployed (%) | Nunemployed (%) | Nunemployed (%) | OR | OR | |
| Childhood cancer type | |||||
| Leukaemias | 121 (8.1%) | 1.34 (1.10-1.63) | 1.18 (0.83-1.68) | ||
| Lymphomas | 112 (7.1%) | 1.10 (0.90-1.36) | 1.15 (0.81-1.64) | ||
| CNS tumours | 108 (5.4%) | 0.82 (0.67-1.01) | 0.75 (0.54-1.03) | ||
| Neuroblastomas | 8 (6.2%) | 0.95 (0.44-2.05) | 0.48 (0.17-1.38) | ||
| Retinoblastoma | 12 (6.9%) | 1.04 (0.55-1.98) | 1.27 (0.43-3.72) | ||
| Renal tumours | 19 (5.5%) | 0.87 (0.53-1.42) | 0.93 (0.43-2.00) | ||
| Hepatic tumours | - | - | - | ||
| Bone tumours | 18 (5.2%) | 0.84 (0.51-1.37) | 0.70 (0.28-1.74) | ||
| Soft tissue sarcomas | 33 (7.6%) | 1.21 (0.84-1.77) | 1.14 (0.60-2.16) | ||
| Germ-cell neoplasms | 60 (7.8%) | 1.30 (0.99-1.72) | 1.16 (0.76-1.77) | ||
| Carcinomas | 87 (6.7%) | 0.96 (0.76-1.20) | 1.00 (0.68-1.47) | ||
| Other and unspecified neoplasms | 10 (4.6%) | 0.75 (0.40-1.42) | 0.51 (0.18-1.44) | ||
| Age at cancer diagnosis/corresponding index date | |||||
| <5 year | 113 (7.1%) | 439 (6.1%) | 111 (6.8%) | 1.25 (1.00-1.57) | 1.09 (0.82-1.46) |
| 5-14 years | 226 (6.7%) | 965 (6.2%) | 782 (7.1%) | 1.11 (0.95-1.30) | 0.96 (0.79-1.16) |
| 15-19 years | 249 (6.4%) | 1,305 (7.0%) | 336 (6.7%) | 0.92 (0.80-1.07) | 0.98 (0.82-1.17) |
| Somatic hospital contacts in the period between 25-29 years of age | |||||
| None | 295 (7.1%) | 1,839 (6.4%) | 520 (6.9%) | 1.12 (0.98-1.29) | 1.01 (0.87-1.18) |
| Any | 293 (6.3%) | 870 (7.0%) | 209 (6.7%) | 0.94 (0.81-1.08) | 1.02 (0.84-1.23) |
| Cancer-related diseases | 144 (6.6%) | 56 (5.6%) | 20 (6.9%) | 1.13 (0.81-1.57) | 1.08 (0.64-1.83) |
| Other diseases | 149 (6.0%) | 814 (7.1%) | 189 (6.7%) | 0.88 (0.73-1.06) | 0.95 (0.75-1.19) |
| Psychiatric hospital contacts in the period between 25-29 years of age | |||||
| None | 521 (6.3%) | 2,403 (6.1%) | 661 (6.5%) | 1.06 (0.95-1.17) | 0.99 (0.87-1.12) |
| Any | 67 (12.5%) | 306 (16.1%) | 68 (13.7%) | 0.77 (0.58-1.03) | 0.93 (0.64-1.35) |
| N unemployed for health reasons (%) | N unemployed for health reasons (%) | N unemployed for health reasons (%) | OR | OR | |
| Childhood cancer type | |||||
| Leukaemias | 122 (8.2%) | 2.35 (1.93-2.86) | 1.90 (1.33-2.73) | ||
| Lymphomas | 85 (5.4%) | 1.45 (1.16-1.83) | 1.63 (1.09-2.45) | ||
| CNS tumours | 381 (18.9%) | 5.93 (5.23-6.73) | 6.96 (5.10-9.51) | ||
| Neuroblastomas | 20 (15.5%) | 4.76 (2.87-7.92) | 13.26 (1.66-106.11) | ||
| Retinoblastoma | 13 (7.5%) | 2.01 (1.09-3.74) | 2.74 (0.47-15.93) | ||
| Renal tumours | 14 (4.0%) | 1.08 (0.60-1.93) | 0.72 (0.25-2.05) | ||
| Hepatic tumours | - | - | - | ||
| Bone tumours | 31 (9.0%) | 2.42 (1.65-3.56) | 5.69 (2.11-15.34) | ||
| Soft tissue sarcomas | 26 (6.0%) | 1.66 (1.10-2.50) | 1.11 (0.58-2.10) | ||
| Germ-cell neoplasms | 46 (6.0%) | 1.56 (1.15-2.13) | 1.25 (0.71-2.20) | ||
| Carcinomas | 65 (5.0%) | 1.27 (0.97-1.63) | 1.05 (0.67-1.63) | ||
| Other and unspecified neoplasms | 11 (5.0%) | 1.40 (0.76-2.59) | 1.19 (0.45-3.15) | ||
| Age at cancer diagnosis | |||||
| <5 year | 203 (12.8%) | 266 (3.7%) | 73 (4.5%) | 3.71 (3.03-4.53) | 3.38 (2.51-4.56) |
| 5-14 years | 365 (10.9%) | 613 (3.9%) | 169 (4.2%) | 2.97 (2.58-3.41) | 2.74 (2.26-3.33) |
| 15-19 years | 247 (6.4%) | 693 (3.7%) | 212 (4.2%) | 1.81 (1.56-2.11) | 1.59 (1.31-1.92) |
| Somatic hospital contacts in the period between 25-29 years of age | |||||
| None | 233 (5.6%) | 863 (3.0%) | 254 (3.4%) | 1.90 (1.63-2.21) | 1.71 (1.42-2.06) |
| Any | 582 (12.5%) | 709 (5.7%) | 200 (6.4%) | 2.39 (2.12-2.69) | 2.23 (1.87-2.65) |
| Cancer-related diseases | 277 (12.7%) | 44 (4.4%) | 9 (3.1%) | 3.29 (2.34-4.63) | 4.71 (2.38-9.31) |
| Other diseases | 305 (12.4%) | 665 (5.8%) | 191 (6.8%) | 2.31 (1.99-2.67) | 2.07 (1.70-2.52) |
| Psychiatric hospital contacts in the period between 25-29 years of age | |||||
| None | 642 (7.8%) | 1,089 (2.8%) | 318 (3.1%) | 2.93 (2.64-3.24) | 2.65 (2.30-3.06) |
| Any | 173 (32.2%) | 483 (25.4%) | 136 (27.3%) | 1.41 (1.14-1.75) | 1.32 (1.00-1.74) |
- If less than five individuals with the event, data is not shown.
Adjusted by sex, highest parental education (low (ISCED 0-2); intermediate (ISCED 3); high (ISCED 4-8)), and by calendar period of cancer diagnosis/reference (<1990 vs ≥1990)
Childhood cancer type categorised according to the International Classification of Childhood Cancer (ICCC) [20,21]
See full list of somatic diseases included and their related International Classification of Diseases (ICD) codes in Table S1
These groups represent sub-groups of the ‘Any’ group. The reference group is no somatic hospital contacts. The groups are mutually exclusive; thus if an individual is hospitalised for both cancer (group 2 in Table S1) and other somatic diseases (groups 1, 3-10 in Table S1), the individual is counted only in the cancer-related group.
See full list of psychiatric disorders included and their related ICD codes in Table S2.
Occupational positions (defined according to the International Standard Classification of Occupation (ISCO-08)) at different attained ages of childhood cancer survivors, population comparisons and sibling comparisons.
| Childhood cancer survivors | Population comparisons | Sibling comparisons | Childhood cancer survivors | Childhood cancer survivors | |
|---|---|---|---|---|---|
| N | 10,461 | 48,928 | 12,605 | ||
| N (%) | N (%) | N (%) | OR | OR | |
| ISCO group 1) Managers | 132 (2.3%) | 786 (2.8%) | 204 (3.0%) | 0.87 (0.71-1.05) | 0.74 (0.55-1.00) |
| ISCO group 2) Professionals | 1,238 (21.3%) | 6,004 (21.1%) | 1,345 (19.5%) | 1.00 (0.93-1.07) | 1.02 (0.91-1.16) |
| ISCO group 3) Technicians and associate professionals | 1,085 (18.7%) | 5,332 (18.7%) | 1,301 (18.9%) | 0.98 (0.91-1.06) | 0.95 (0.84-1.07) |
| ISCO group 4) Clerical support workers | 771 (13.3%) | 3,599 (12.6%) | 903 (13.1%) | 1.08 (0.99-1.19) | 1.13 (0.97-1.31) |
| ISCO group 5) Services and sales workers | 1,094 (18.8%) | 5,156 (18.1%) | 1,249 (18.1%) | 1.05 (0.97-1.14) | 1.04 (0.91-1.18) |
| ISCO group 6) Skilled agricultural, forestry and fishery workers | 46 (0.8%) | 315 (1.1%) | 77 (1.1%) | 0.74 (0.54-1.02) | 0.57 (0.31-1.07) |
| ISCO group 7) Craft and related trades workers | 537 (9.2%) | 2,850 (10.0%) | 680 (9.9%) | 0.92 (0.83-1.02) | 0.91 (0.74-1.11) |
| ISCO group 8) Plant and machine operators, and assemblers | 405 (7.0%) | 2,163 (7.6%) | 549 (8.0%) | 0.91 (0.81-1.03) | 0.94 (0.77-1.16) |
| ISCO group 9) Elementary occupations | 339 (5.8%) | 1,672 (5.9%) | 405 (5.9%) | 1.01 (0.90-1.14) | 1.18 (0.96-1.44) |
| ISCO group 0) Armed forces occupation | 164 (2.8%) | 631 (2.2%) | 178 (2.6%) | 1.34 (1.12-1.60) | 1.32 (1.00-1.74) |
| Nhigh-skilled occupation (%) | Nhigh-skilled occupation (%) | Nhigh-skilled occupation (%) | OR | OR | |
| Attained age 30 | 2,455 (42.3%) | 12,122 (42.5%) | 2,850 (41.4%) | 0.97 (0.91-1.03) | 0.93 (0.84-1.03) |
| Attained age 40 | 1,833 (49.1%) | 9,584 (49.8%) | 2,767 (49.0%) | 0.95 (0.88-1.02) | 0.87 (0.76-0.99) |
| Attained age 50 | 663 (48.6%) | 3,505 (46.4%) | 1,067 (47.3%) | 1.06 (0.94-1.20) | 0.86 (0.68-1.09) |
Adjusted by sex, highest parental education (low (ISCED 0-2); intermediate (ISCED 3); high (ISCED 4-8)), and by calendar period of cancer diagnosis/reference (<1990 vs ≥1990).
High-skilled occupation defined by ISCO group 1 “Managers”, 2 “Professionals” or 3 “Technicians and associate professors”. Reference level is other occupations group (ISCO 0, 4, 5, 6, 7, 8, 9).