| Literature DB >> 31785043 |
Deborah N N Lo-Fo-Wong1, Hanneke C J M de Haes1, Neil K Aaronson2, Doris L van Abbema3, Mathilda D den Boer4, Marjan van Hezewijk5, Marcelle Immink6, Ad A Kaptein5, Marian B E Menke-Pluijmers7, Anna K L Reyners8, Nicola S Russell2, Manon Schriek9, Sieta Sijtsema10, Geertjan van Tienhoven1, Mathilde G E Verdam1, Mirjam A G Sprangers1.
Abstract
OBJECTIVE: Unmet health care needs require additional care resources to achieve optimal patient well-being. In this nationwide study we examined associations between a number of risk factors and unmet needs after treatment among women with breast cancer, while taking into account their health care practices. We expected that more care use would be associated with lower levels of unmet needs.Entities:
Keywords: cancer; distress; needs assessment; oncology; women with breast cancer
Mesh:
Year: 2019 PMID: 31785043 PMCID: PMC7065096 DOI: 10.1002/pon.5299
Source DB: PubMed Journal: Psychooncology ISSN: 1057-9249 Impact factor: 3.894
Predictors of distress, health care use, and unmet needs at 15 months post‐diagnosis*
| Factor | ß Est. | SE* | Z‐value |
|
|
|---|---|---|---|---|---|
|
| 12.30% | ||||
| Age | −.177 | 0.044 | −4.028 |
| |
| Educational level 1 | .015 | 0.091 | 0.161 | .872 | |
| Educational level 2 | −.072 | 0.086 | −0.838 | .402 | |
| Type of health insurance | .043 | 0.111 | 0.390 | .696 | |
| Cancer stage | −.072 | 0.113 | −0.637 | .524 | |
| Mastectomy | −.003 | 0.146 | −0.021 | .983 | |
| Chemotherapy | .431 | 0.098 | 4.417 |
| |
| Radiotherapy | −.073 | 0.161 | −0.455 | .649 | |
| Hormonal therapy | .061 | 0.085 | 0.717 | .473 | |
| Comorbidity | .174 | 0.077 | 2.255 |
| |
| Psychosocial treatment before diagnosis | .290 | 0.083 | 3.491 |
| |
|
| |||||
|
| 24.10% | ||||
| Age | −.023 | 0.040 | −0.574 | .566 | |
| Educational level 1 | .087 | 0.087 | 1.000 | .317 | |
| Educational level 2 | .042 | 0.080 | 0.530 | .596 | |
| Type of health insurance | −.108 | 0.103 | −1.050 | .294 | |
| Cancer stage | .164 | 0.088 | 1.860 | .063 | |
| Mastectomy | .252 | 0.139 | 1.812 | .070 | |
| Chemotherapy | −.056 | 0.102 | −0.556 | .578 | |
| Radiotherapy | .174 | 0.159 | 1.097 | .273 | |
| Hormonal therapy | −.104 | 0.082 | −1.268 | .205 | |
| Comorbidity | .146 | 0.073 | 1.999 |
| |
| Psychosocial treatment before diagnosis | .174 | 0.090 | 1.934 | .053 | |
| Level of distress | .372 | 0.041 | 9.126 |
| |
| Medical care use | .083 | 0.038 | 2.162 |
| |
| Psychosocial care use | .095 | 0.048 | 1.959 |
| |
| Paramedical care use | −.048 | 0.031 | −1.526 | .127 | |
| Supplementary service use | .086 | 0.062 | 1.393 | .164 | |
|
| 8.00% | ||||
| Age | −.033 | 0.051 | −0.643 | .520 | |
| Educational level 1 | .030 | 0.090 | 0.334 | .739 | |
| Educational level 2 | .060 | 0.087 | 0.689 | .491 | |
| Type of health insurance | −.092 | 0.123 | −0.744 | .457 | |
| Cancer stage | .138 | 0.084 | 1.635 | .102 | |
| Mastectomy | .372 | 0.217 | 1.718 | .086 | |
| Chemotherapy | .124 | 0.112 | 1.102 | .270 | |
| Radiotherapy | .221 | 0.214 | 1.033 | .302 | |
| Hormonal therapy | −.140 | 0.091 | −1.535 | .125 | |
| Comorbidity | .063 | 0.075 | 0.846 | .398 | |
| Psychosocial treatment before diagnosis | .157 | 0.107 | 1.460 | .144 | |
| Level of distress | .137 | 0.039 | 3.486 |
| |
| Medical care use | .083 | 0.042 | 1.962 |
| |
| Psychosocial care use | .073 | 0.041 | 1.804 | .071 | |
| Paramedical care use | −.069 | 0.034 | −2.039 |
| |
| Supplementary service use | −.020 | 0.039 | −0.514 | .607 | |
|
| 19.60% | ||||
| Age | .004 | 0.042 | 0.098 | .922 | |
| Educational level 1 | −.166 | 0.089 | −1.870 | .061 | |
| Educational level 2 | −.088 | 0.080 | −1.096 | .273 | |
| Type of health insurance | −.078 | 0.114 | −0.684 | .494 | |
| Cancer stage | .014 | 0.097 | 0.144 | .885 | |
| Mastectomy | .278 | 0.174 | 1.594 | .111 | |
| Chemotherapy | .048 | 0.110 | 0.434 | .664 | |
| Radiotherapy | .215 | 0.188 | 1.143 | .253 | |
| Hormonal therapy | −.126 | 0.087 | −1.441 | .150 | |
| Comorbidity | .035 | 0.071 | 0.484 | .628 | |
| Psychosocial treatment before diagnosis | .193 | 0.099 | 1.944 | .052 | |
| Level of distress | .301 | 0.041 | 7.317 |
| |
| Medical care use | .076 | 0.044 | 1.718 | .086 | |
| Psychosocial care use | .192 | 0.045 | 4.254 |
| |
| Paramedical care use | −.049 | 0.049 | −1.005 | .315 | |
| Supplementary service use | .003 | 0.045 | 0.074 | .941 | |
|
| 11.70% | ||||
| Age | −.058 | 0.043 | −1.349 | .177 | |
| Educational level 1 | −.063 | 0.089 | −0.714 | .475 | |
| Educational level 2 | .057 | 0.094 | 0.607 | .544 | |
| Type of health insurance | −.122 | 0.115 | −1.063 | .288 | |
| Cancer stage | .015 | 0.094 | 0.154 | .878 | |
| Mastectomy | .209 | 0.188 | 1.113 | .266 | |
| Chemotherapy | .269 | 0.126 | 2.142 |
| |
| Radiotherapy | −.060 | 0.215 | −0.281 | .778 | |
| Hormonal therapy | −.170 | 0.095 | −1.784 | .074 | |
| Comorbidity | .015 | 0.074 | 0.201 | .841 | |
| Psychosocial treatment before diagnosis | .158 | 0.109 | 1.446 | .148 | |
| Level of distress | .130 | 0.038 | 3.434 |
| |
| Medical care use | .027 | 0.039 | 0.694 | .488 | |
| Psychosocial care use | .148 | 0.053 | 2.772 |
| |
| Paramedical care use | −.032 | 0.039 | −0.821 | .412 | |
| Supplementary service use | −.006 | 0.046 | −0.131 | .896 | |
|
| 9.10% | ||||
| Age | .111 | 0.046 | 2.418 |
| |
| Educational level 1 | −.069 | 0.097 | −0.709 | .478 | |
| Educational level 2 | −.121 | 0.086 | −1.406 | .160 | |
| Type of health insurance | −.222 | 0.136 | −1.630 | .103 | |
| Cancer stage | .026 | 0.107 | 0.248 | .805 | |
| Mastectomy | .256 | 0.177 | 1.443 | .149 | |
| Chemotherapy | .131 | 0.117 | 1.126 | .260 | |
| Radiotherapy | .006 | 0.209 | 0.028 | .978 | |
| Hormonal therapy | −.100 | 0.095 | −1.058 | .290 | |
| Comorbidity | .092 | 0.073 | 1.252 | .211 | |
| Psychosocial treatment before diagnosis | .087 | 0.096 | 0.901 | .368 | |
| Level of distress | .223 | 0.045 | 4.905 |
| |
| Medical care use | .070 | 0.053 | 1.329 | .184 | |
| Psychosocial care use | .039 | 0.036 | 1.085 | .278 | |
| Paramedical care use | −.021 | 0.055 | −0.378 | .705 | |
| Supplementary service use | .000 | 0.048 | 0.009 | .993 | |
|
| 18.60% | ||||
| Age | .050 | 0.043 | 1.147 | .251 | |
| Educational level 1 | −.014 | 0.092 | −0.148 | .882 | |
| Educational level 2 | −.069 | 0.079 | −0.878 | .380 | |
| Type of health insurance | −.188 | 0.119 | −1.588 | .112 | |
| Cancer stage | .095 | 0.085 | 1.124 | .261 | |
| Mastectomy | .693 | 0.254 | 2.733 |
| |
| Chemotherapy | −.069 | 0.107 | −0.647 | .517 | |
| Radiotherapy | .043 | 0.279 | 0.155 | .877 | |
| Hormonal therapy | −.056 | 0.091 | −0.611 | .541 | |
| Comorbidity | −.075 | 0.079 | −0.946 | .344 | |
| Psychosocial treatment before diagnosis | .082 | 0.093 | 0.882 | .378 | |
| Level of distress | .197 | 0.044 | 4.434 |
| |
| Medical care use | .199 | 0.066 | 3.021 |
| |
| Psychosocial care use | .055 | 0.043 | 1.259 | .208 | |
| Paramedical care use | −.000 | 0.049 | −0.000 | 1.000 | |
| Supplementary service use | .040 | 0.052 | 0.771 | .441 | |
With the exception of age, distress, health care use, and needs, all the variables were entered as dummy variables (educational level 1: low vs intermediate; educational level 2: intermediate vs high; type of insurance: basic vs basic and additional package; cancer stage: ductal carcinoma in situ vs invasive tumor; all types of treatment: no vs yes; comorbidity: no vs one or more comorbid conditions). Immunotherapy was not included as a predictor given the small percentage of participants who received this type of treatment (n = 32).
The reported standardized parameters (ß's) can be interpreted as effect size indices. That is, for the continuous predictors age, distress, health care use, and needs, values of .20, .50, and .80 are indicative of small, medium, respectively large effect sizes. For categorical predictors values of .10, .30, and .50 are considered to indicate small, medium, large effect sizes, respectively.
Medical care use included visits to a surgeon, radiation oncologist, medical oncologist, breast cancer nurse, anesthesiologist, general practitioner, plastic surgeon, sexologist, gynecologist, clinical geneticist, occupational physician, or lymphedema therapist. Psychosocial care use included visits to a psychologist or psychotherapist, social worker, psychiatrist, or spiritual care provider. Paramedical care use included visits to a physical therapist, dietician, or ergotherapist. Supplementary service care use included use of paid child care, home care/nurse at home, domestic help, a support group, or a group rehabilitation program.
*Printed in bold: P < .05.
Figure 1Flowchart
Sample characteristics (n = 746)
| Characteristics | Total sample |
|---|---|
| Sociodemographic factors | |
| Age at diagnosis (median, range) | 58 (24‐83) |
| Educational level (n, %) | |
| Low | 345 (46.3) |
| Intermediate | 185 (24.8) |
| High | 215 (28.9) |
| Health insurance | |
| No health insurance | 2 (0.3) |
| Basic package | 83 (11.4) |
| Basic and additional package | 645 (88.4) |
| Clinical factors | |
| Cancer stage at diagnosis (n, %) | |
| TIS: carcinoma in situ | 103 (13.9) |
| Invasive early stage (T1/T2) | 620 (83.6) |
| Invasive late stage (T3/T4) | 19 (2.6) |
| Type of surgery (n, %) | |
| Lumpectomy | 630 (84.5) |
| Mastectomy | 105 (14.1) |
| Lumpectomy and mastectomy | 9 (1.2) |
| No lumpectomy or mastectomy | 2 (0.3) |
| Radio and/or chemotherapy (n, %) | |
| Radiotherapy only | 470 (63.0) |
| Chemotherapy only | 24 (3.2) |
| Radio‐ and chemotherapy | 198 (26.5) |
| No radio‐ or chemotherapy | 54 (7.2) |
| Other types of treatment (n, %) | |
| Hormonal therapy (yes) | 258 (34.6) |
| Immunotherapy (yes) | 32 (4.3) |
| Comorbid conditions (n, %; yes) | 457 (62.2) |
| Previous use of psychosocial services (n, %; yes) | 167 (22.5) |
Presented percentages are valid percentages, missing values excluded.
Educational level was categorized as low (no education, elementary school, low level vocational education, or intermediate level high school), intermediate (intermediate level vocational education, or high level high school), and high (high level vocational education, or college or university).