Implications of Lifestyle and Occupational Factors on the Risk of Breast Cancer in Shiftwork Nurses
Abstract
:1. Introduction
2. Materials and Methods
2.1. Design and Sample
2.2. Shift Work and Night Work Definition
2.3. Instrument
2.4. Variables
- Sociodemographic data (age, sex and marital relationship).
- Self-perception of health. An ad hoc evaluation tool consisting of 5 direct questions was designed to assess nurses’ perception of their own health. The valuation scale was a Likert type with ten response possibilities ranging from 1 “very low” to 10 “very high”. The questions used were: “How do you value your overall health?”, “How do you value the quality of your rest?”, “How do you value the effect shift work has on your health?”, “How do you value your level of work stress?” and “How do you value your satisfaction with your current job?”.
- General data on disease and cancer (current disease, oncological disease, number of mammograms, use of oral contraceptives and presence of first-degree familial cancer).
- Lifestyle habits (Body Mass Index-BMI-was calculated with the weight and height indicated by the participants. Working exertion, measured by light, moderate, hard or very hard. Free-time physical activity, measured by the time spent in hours).
- Family burdens (care for children under 14, and care for dependents or elderly family members at home).
- Sleeping aids (“Do you take any medication to sleep?”, “which?”).
- Exposure to tobacco (consumption habits (did you ever smoked?), exposure to tobacco in the workplace and at home).
- Labour information (type of current working schedule, working experience (throughout life), number of years working regularly 3 nights per month or more, number of worked nights accumulated throughout life, and sick leaves throughout life and in the last year).
2.5. Data Collection Procedure
2.6. Statistical Analysis
- Root Node: represents a single input variable and a split point on that variable. It does not have any parent node and gives two children nodes based on the question.
- Internal Node: it will have a parent node and gives two children nodes.
- Terminal or Leaf Node: contains an output variable which is used to make a prediction. This node will have a parent node but will not have any children nodes.
2.7. Ethical Considerations
3. Results
3.1. Two-Dimensional Analysis for Healthy Participants and Those Who Have or Ever Had Breast Cancer
3.2. Self-Perception of Health Descriptive Analysis
3.3. Breast Cancer Prediction
3.3.1. Considering Labour Variables and Sleep Medication
3.3.2. Self-Perception of Health Variable
4. Discussion
4.1. Implications for the Practice and Applicability
4.2. Limitations
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Cases | Percentage | |
---|---|---|
Permanent Shift | 107 | 19.2% |
Only morning | 73 | 68.2% |
Only afternoon/evening | 5 | 4.7% |
Only night | 29 | 27.1% |
Rotative 3 Shifts/24 h Cycles (M/AE/N) | 212 | 37.9% |
Rotative 2 Shifts/24 h Cycles | 204 | 36.6% |
Only morning + eventual extra-duty (+17 h) | 33 | 16.2% |
12-h shifts | 71 | 34.8% |
Rotative M and N | 31 | 15.2% |
Rotative M and AE | 62 | 30.4% |
Rotative AE and N | 7 | 3.4% |
24-h Shifts | 21 | 3.8% |
Irregular | 14 | 2.5% |
Total general | 558 | 100% |
N (%) | Healthy Cases (%) (N = 502) | Breast Cancer Cases (%) (N = 56) | χ2 | p | Odds Ratio (CI = 95%) | |
---|---|---|---|---|---|---|
Sex | ||||||
Male | 58 (10.4) | 53 (10.6) | 5 (8.9) | 0.144 | 0.705 | 1.203 (0.460, 3.145) |
Female | 500 (89.6) | 449 (89.4) | 51 (91.1) | |||
Age | ||||||
41 or younger | 281 (50.4) | 256 (51.0) | 25 (44.6) | 0.813 | 0.367 | 1.290 (0.741, 2.247) |
Older than 41 | 277 (49.6) | 246 (49.0) | 31 (55.4) | |||
Marital relationship | ||||||
With partner | 317 (56.8) | 278 (55.4) | 39 (69.6) | 4.178 | 0.041 | 0.541 (0.298, 0.982) |
Single | 241 (43.2) | 224 (44.6) | 17 (30.4) | |||
Children under 14 years | ||||||
Yes | 225 (40.3) | 201 (40.0) | 24 (43.0) | 0.166 | 0.684 | 0.890 (0.509, 1.558) |
No | 333 (59.7) | 301 (60.0) | 32 (57.1) | |||
Care for dependents at home | ||||||
Yes | 58 (10.4) | 44 (8.8) | 14 (25.0) | 14.257 | <0.001 | 0.288 (0.146, 0.569) |
No | 500 (89.6) | 458 (91.2) | 42 (75.0) | |||
Mammography (N = 497) | ||||||
Yes | 211 (42.5) | 156 (35.3) | 55 (100) | * | <0.001 | 1.353 (1.248, 1.466) |
Never | 286 (57.5) | 286 (64.7) | 0 (0) | |||
Family history of cancer (N = 551) | ||||||
Yes | 72 (13.1) | 58 (11.7) | 14 (25.0) | 7.814 | 0.005 | 0.398 (0.205, 0.773) |
No | 479 (86.9) | 437 (88.3) | 42 (75.0) | |||
BMI | ||||||
Underweight | 10 (1.8) | 8 (1.6) | 2 (3.6) | 8.074 | 0.045 | - |
Normal | 376 (67.4) | 347 (69.1) | 29 (51.8) | |||
Overweight | 128 (22.9) | 111 (22.1) | 17 (30.4) | |||
Obese | 44 (7.9) | 36 (7.2) | 8 (14.3) | |||
Physical activity at work | ||||||
Light | 124 (22.2) | 114 (22.7) | 10 (17.9) | 30.175 | <0.001 | - |
Moderate | 313 (56.1) | 283 (56.4) | 30 (53.6) | |||
Hard | 113 (20.3) | 103 (20.5) | 10 (17.9) | |||
Very hard | 8 (1.4) | 2 (0.4) | 6 (10.7) | |||
Physical activity during leisure time | ||||||
Two hours or less | 286 (51.25) | 259 (51.6) | 27 (48.2) | 0.230 | 0.631 | 1.144 (0.659, 1.887) |
More than 2 h | 272 (28.75) | 243 (48.4) | 29 (51.8) | |||
Tobacco consumption | ||||||
Yes | 301 (53.9) | 271 (54.0) | 30 (53.6) | 0.003 | 0.953 | 1.016 (0.584, 1.770) |
No | 257 (46.1) | 231 (46.0) | 26 (46.4) | |||
Compliance with the smoking ban at work | ||||||
Totally | 124 (22.2) | 104 (20.7) | 20 (35.7) | 11.377 | 0.010 | - |
Almost always | 239 (42.8) | 213 (42.4) | 26 (46.4) | |||
Hardly ever | 141 (25.3) | 132 (26.3) | 9 (16.1) | |||
Never | 54 (9.7) | 53 (10.6) | 1 (1.8) | |||
Exposure to tobacco smoke at home | ||||||
More than 5 h a day | 22 (3.9) | 15 (3.0) | 7 (12.5) | 15.967 | 0.001 | - |
Between 1 and 5 h a day | 36 (6.5) | 36 (7.2) | 0 (0) | |||
Less than 1 h a day | 42 (7.5) | 39 (7.8) | 3 (5.4) | |||
Never or hardly ever | 458 (82.1) | 412 (82.1) | 46 (82.1) | |||
Use of medication to sleep | ||||||
Yes | 116 (20.8) | 83 (16.5) | 33 (58.9) | 54.988 | <0.001 | 0.138 (0.077, 0.247) |
No | 442 (79.2) | 419 (83.5) | 23 (41.1) | |||
Hormone-based oral contraceptives (women only) (N = 504) | ||||||
Yes | 334 (66.3) | 295 (65.7) | 39 (70.9) | 0.594 | 0.441 | 0.786 (0.425, 1.451) |
Never | 170 (33.7) | 154 (34.3) | 16 (29.1) |
N (%) | Healthy Cases (%) (N = 502) | Breast Cancer Cases (%) (N = 56) | χ2 | p | Odds Ratio (CI = 95%) | |
---|---|---|---|---|---|---|
Shift work at this moment | ||||||
Yes | 444 (79.6) | 411 (81.9) | 33 (58.9) | 16.315 | <0.001 | 3.148 (1.765, 5.615) |
No | 114 (20.4) | 91 (18.1) | 23 (41.1) | |||
Night work at this moment | ||||||
Yes | 378 (67.7) | 352 (70.1) | 26 (46.4) | 12.940 | <0.001 | 2.708 (1.548, 4.735) |
No | 180 (32.3) | 150 (29.9) | 30 (53.6) | |||
Working experience | ||||||
16 years or less | 280 (50.2) | 275 (54.8) | 5 (8.9) | 42.369 | <0.001 | 12.346 (4.854, 31.250) |
More than 16 years | 278 (49.8) | 227 (45.2) | 51 (91.1) | |||
Total years performing more than 3 nights a month | ||||||
10 years or less | 317 (56.8) | 302 (60.2) | 15 (26.8) | 22.870 | <0.001 | 4.132 (2.227, 7.634) |
More than 10 years | 241 (43.2) | 200 (39.8) | 41 (73.2) | |||
Total worked nights | ||||||
Less than 500 nights | 265 (47.5) | 254 (50.6) | 11 (19.6) | 19.358 | <0.001 | 4.190 (2.118, 8.287) |
500 nights or more | 293 (52.5) | 248 (49.4) | 45 (80.4) | |||
Total sick leaves over lifespan (N = 550) | ||||||
2 or less | 342 (62.2) | 329 (66.3) | 13 (24.1) | 36.977 | <0.001 | 6.211 (3.236, 11.905) |
More than 2 | 208 (37.8) | 167 (33.7) | 41 (75.9) | |||
Sick leaves in the last year (N = 554) | ||||||
Without sick leave | 385 (69.5) | 368 (73.6) | 17 (31.4) | 40.782 | <0.001 | 6.061 (3.300, 11.111) |
With sick leave | 169 (30.5) | 132 (26.4) | 37 (68.5) |
From 1 to 10… | M (SD) (N = 558) | Breast Cancer Cases (N = 56) | Non Cases (N = 502) | Mann Whitney-U | p |
---|---|---|---|---|---|
How do you value your overall health? | 7.94 (1.26) | 6.45 (1.61) | 8.11 (1.09) | 5920.500 | <0.001 |
How do you value your sleepingquality? | 6.28 (1.96) | 5.29 (2.06) | 6.39 (1.91) | 9741.500 | <0.001 |
How do you value the effect shift work has on your health? | 9.08 (1.37) | 9.16 (1.60) | 9.07 (1.35) | 15,223.500 | 0.262 |
How do you value your level of work stress? | 7.57 (1.86) | 8.23 (1.67) | 7.49 (1.87) | 17,571.000 | 0.002 |
How do you value your satisfaction with your current job? | 7.28 (1.87) | 7.02 (2.09) | 7.31 (1.85) | 12,903.500 | 0.305 |
Coefficient | OR | CI = 95% for OR | ||
---|---|---|---|---|
Inferior | Superior | |||
Number of working years 1 | 2.167 ** | 8.733 | 2.811 | 27.134 |
Medication to sleep | 1.765 ** | 5.841 | 2.848 | 11.978 |
Night work at this moment | 1.701 ** | 5.479 | 2.520 | 11.915 |
Sick leave last year | 1.684 ** | 5.387 | 2.527 | 11.484 |
Total years performing more than 3 nights per month 2 | 0.830 * | 2.294 | 1.008 | 5.220 |
Constant | −1.814 ** | 0.163 | ||
Sensitivity/Specificity | 52.8%/95.9% | |||
Correctly classified percentage | 91.3% | |||
R2 Cox and Snell/R2 Nagelkerke | 0.228/0.461 | |||
Hosmer-Lemeshov Test | 0.811 | |||
Omnibus test | < 0.001 |
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Fagundo-Rivera, J.; Allande-Cussó, R.; Ortega-Moreno, M.; García-Iglesias, J.J.; Romero, A.; Ruiz-Frutos, C.; Gómez-Salgado, J. Implications of Lifestyle and Occupational Factors on the Risk of Breast Cancer in Shiftwork Nurses. Healthcare 2021, 9, 649. https://doi.org/10.3390/healthcare9060649
Fagundo-Rivera J, Allande-Cussó R, Ortega-Moreno M, García-Iglesias JJ, Romero A, Ruiz-Frutos C, Gómez-Salgado J. Implications of Lifestyle and Occupational Factors on the Risk of Breast Cancer in Shiftwork Nurses. Healthcare. 2021; 9(6):649. https://doi.org/10.3390/healthcare9060649
Chicago/Turabian StyleFagundo-Rivera, Javier, Regina Allande-Cussó, Mónica Ortega-Moreno, Juan Jesús García-Iglesias, Adolfo Romero, Carlos Ruiz-Frutos, and Juan Gómez-Salgado. 2021. "Implications of Lifestyle and Occupational Factors on the Risk of Breast Cancer in Shiftwork Nurses" Healthcare 9, no. 6: 649. https://doi.org/10.3390/healthcare9060649
APA StyleFagundo-Rivera, J., Allande-Cussó, R., Ortega-Moreno, M., García-Iglesias, J. J., Romero, A., Ruiz-Frutos, C., & Gómez-Salgado, J. (2021). Implications of Lifestyle and Occupational Factors on the Risk of Breast Cancer in Shiftwork Nurses. Healthcare, 9(6), 649. https://doi.org/10.3390/healthcare9060649