Whole Grain Intakes Are Associated with Healthcare Cost Savings Following Reductions in Risk of Colorectal Cancer and Total Cancer Mortality in Australia: A Cost-of-Illness Model
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Design
2.2. Step 1: Estimation of Current and Targeted Whole Grain Intakes among Proportions of Prospective Consumers
2.3. Step 2: Evaluation of the Percent Reduction in Risk of Colorectal Cancer and Total Cancer Mortality
2.4. Step 3: Calculation of the Potential Savings in Cancer-Related Direct Healthcare Costs
2.5. Discounted Rate
3. Results
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Meta-Analysis | No. of Studies Included | Relative Risk or Odds Ratio (95% CI) | % Reduction in Relative Risk or Odds Ratio (95% CI) per 27 g/day 2 |
---|---|---|---|
Whole grain and risk of colorectal cancer | |||
Aune et al., 2011 [9] | 6 | 0.83 (0.78–0.89) per 90 g/day | −5.1% (3.3–6.6) |
Vieira et al., 2017 [10] | 6 | 0.83 (0.79–0.89) per 90 g/day | −5.1% (3.3–6.3) |
Schwingshackl et al., 2018 [11] | 9 | 0.95 (0.93–0.97) per 30 g/day | −4.5% (2.7–6.3) |
Reynolds et al., 2019 [12] | 8 | 0.97 (0.95–0.99) per 15 g/day | −5.4% (1.8–9.0) |
Whole grain and risk of total cancer mortality | |||
Aune et al., 2016 [21] | 6 | 0.85 (0.80–0.91) per 90 g/day | −4.5% (2.7–6.0) |
Benisi-Kohansel et al., 2016 [35] | 3 | 0.90 (0.83–0.98) per 90 g/day | −3.0% (0.6–5.1) |
Chen et al., 2016 [19] | 6 | 0.82 (0.69–0.86) per 50 g/day | −9.7% (7.6–16.7) |
Wei et al., 2016 [36] | 7 | 0.91 (0.84–0.98) per 90 g/day | −2.7% (0.6–4.8) |
Zong et al., 2016 [20] | 10 | 0.80 (0.72–0.89) per 70 g/day | −7.7% (4.2–10.8) |
0.85 (0.76–0.94) per 50 g/day | −8.1% (3.2–13.0) | ||
0.89 (0.79–0.99) per 30 g/day | −9.9% (0.9–18.9) | ||
0.96 (0.91–1.01) per 10 g/day | −10.8% (0–24.3) | ||
Zhang et al., 2018 [37] | 14 | 0.97 (0.95–0.99) per 28 g/day | −2.9% (1.0–4.8) |
Reynolds et al., 2019 [12] | 7 | 0.95 (0.93–0.97) per 15 g/day | −9.0% (5.4–12.6) |
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Parameter | Men and Women | References |
---|---|---|
Current whole grain intake, g/day | 21 | Galea et al. [16] |
Target whole grain intake, g/day | 48 | Griffiths et al., Chen et al., Zong et al. [18,19,20] |
Difference, g/day | 27 | |
Uptake rate (proportions of prospective consumers) 1 | Very pessimistic (5%), Pessimistic (15%) Optimistic (50%), Universal (100%) | Estimates |
Colorectal cancer risk | ||
Relative risk (95% CI) per 90 g/day increase in whole grain intake, no. of studies | 0.83 (0.78–0.89), n = 6 | Aune et al. [9] |
% Risk reduction (95% CI) per 27 g/day 2 | −5.1% (3.3–6.6) | |
Total cancer mortality risk | ||
Relative risk (95% CI) per 90 g/day increase in whole grain intake, no. of studies | 0.85 (0.80–0.91), n = 6 | Aune et al. [21] |
% Risk reduction (95% CI) per 27 g/day 2 | –4.5% (2.7–6.0) |
Colorectal Cancer | Total Cancers | |||
---|---|---|---|---|
2015–16 | 2020 2 | 2015–16 | 2020 2 | |
Direct health expenditure | ||||
Allied health and other services | 0.3 | 0.3 | 5.0 | 5.7 |
General practitioner services | 13.2 | 15.0 | 303.1 | 345.0 |
Medical imaging | 2.9 | 3.3 | 93.6 | 106.5 |
Pathology | 3.3 | 3.8 | 137.4 | 156.5 |
Pharmaceutical benefits scheme | 113.8 | 129.6 | 1285.1 | 1462.8 |
Private hospital services | 195.2 | 222.2 | 2318.0 | 2638.5 |
Public hospital admitted patient | 168.6 | 191.9 | 2103.8 | 2394.7 |
Public hospital emergency department | 0.5 | 0.6 | 28.9 | 32.9 |
Public hospital outpatient | 102.6 | 116.8 | 949.0 | 1080.2 |
Specialist services | 39.9 | 45.4 | 684.8 | 779.5 |
All direct health expenditure | 640.3 | 728.9 | 7908.8 | 9002.3 |
Scenario | ||||
---|---|---|---|---|
Very Pessimistic | Pessimistic | Optimistic | Universal | |
Direct health expenditure savings | ||||
Allied health and other services | <0.01 (<0.01 -< 0.01) | <0.01 (<0.01 -< 0.01) | 0.01 (0.01–0.01) | 0.02 (0.01–0.02) |
General practitioner services | 0.04 (0.02–0.05) | 0.11 (0.07–0.15) | 0.38 (0.25–0.50) | 0.77 (0.50–0.99) |
Medical imaging | 0.01 (0.01–0.01) | 0.02 (0.02–0.03) | 0.08 (0.05–0.11) | 0.17 (0.11–0.22) |
Pathology | 0.01 (0.01–0.01) | 0.03 (0.02–0.04) | 0.10 (0.06–0.13) | 0.19 (0.13–0.25) |
Pharmaceutical benefits scheme | 0.33 (0.21–0.43) | 0.99 (0.64–1.28) | 3.30 (2.14–4.28) | 6.61 (4.28–8.55) |
Private hospital services | 0.57 (0.37–0.73) | 1.70 (1.10–2.20) | 5.67 (3.67–7.33) | 11.33 (7.33–14.66) |
Public hospital admitted patient | 0.49 (0.32–0.63) | 1.47 (0.95–1.90) | 4.89 (3.17–6.33) | 9.79 (6.33–12.66) |
Public hospital emergency department | <0.01 (<0.01 -< 0.01) | <0.01 (<0.01–0.01) | 0.02 (0.01–0.02) | 0.03 (0.02–0.04) |
Public hospital outpatient | 0.30 (0.19–0.39) | 0.89 (0.58–1.16) | 2.98 (1.93–3.86) | 5.96 (3.86–7.71) |
Specialist services | 0.12 (0.07–0.15) | 0.35 (0.22–0.45) | 1.16 (0.75–1.50) | 2.32 (1.50–3.00) |
All direct health savings | 1.86 (1.20–2.41) | 5.58 (3.61–7.22) | 18.59 (12.03–24.05) | 37.17 (24.05–48.11) |
Scenario | ||||
---|---|---|---|---|
Very Pessimistic | Pessimistic | Optimistic | Universal | |
Direct health expenditure savings | ||||
Allied health and other services | <0.1 (<0.1 -< 0.1) | <0.1 (<0.1–0.1) | 0.1 (0.1–0.2) | 0.3 (0.2–0.3) |
General practitioner services | 0.8 (0.5–1.0) | 2.3 (1.4–3.1) | 7.8 (4.7–10.4) | 15.5 (9.3–20.7) |
Medical imaging | 0.2 (0.1–0.3) | 0.7 (0.4–1.0) | 2.4 (1.4–3.2) | 4.8 (2.9–6.4) |
Pathology | 0.4 (0.2–0.5) | 1.1 (0.6–1.4) | 3.5 (2.1–4.7) | 7.0 (4.2–9.4) |
Pharmaceutical benefits scheme | 3.3 (2.0–4.4) | 9.9 (5.9–13.2) | 32.9 (19.7–43.9) | 65.8 (39.5–87.8) |
Private hospital services | 5.9 (3.6–7.9) | 17.8 (10.7–23.7) | 59.4 (35.6–79.2) | 118.7 (71.2–158.3) |
Public hospital admitted patient | 5.4 (3.2–7.2) | 16.2 (9.7–21.6) | 53.9 (32.3–71.8) | 107.8 (64.7–143.7) |
Public hospital emergency department | 0.1 (<0.1–0.1) | 0.2 (0.1–0.3) | 0.7 (0.4–1.0) | 1.5 (0.9–2.0) |
Public hospital outpatient | 2.4 (1.5–3.2) | 7.3 (4.4–9.7) | 24.3 (14.6–32.4) | 48.6 (29.2–64.8) |
Specialist services | 1.8 (1.1–2.3) | 5.3 (3.2–7.0) | 17.5 (10.5–23.4) | 35.1 (21.0–46.8) |
All direct health savings | 20.3 (12.2–27.0) | 60.8 (36.5–81.0) | 202.6 (121.5–270.1) | 405.1 (243.1–540.1) |
Scenario | ||||
---|---|---|---|---|
Very Pessimistic | Pessimistic | Optimistic | Universal | |
Total savings of years 0 to 4 | ||||
Colorectal cancer | 8.2 (5.3–10.6) | 24.5 (15.8–31.7) | 81.5 (52.8–105.5) | 163.1 (105.5–211.1) |
Total cancer | 88.9 (53.3–118.5) | 266.6 (160.0–355.5) | 888.6 (533.2–1184.8) | 1777.3 (1066.4–2369.7) |
Total savings of years 5 to 9 | ||||
Colorectal cancer | 5.8 (3.8–7.5) | 17.4 (11.3–22.6) | 58.1 (37.6–75.2) | 116.3 (75.2–150.5) |
Total cancer | 63.4 (38.0–84.5) | 190.1 (114.0–253.4) | 633.3 (380.1–844.8) | 1267.2 (760.3–1689.6) |
Total savings of years 10 to 14 | ||||
Colorectal cancer | 4.1 (2.7–5.4) | 12.4 (8.0–16.1) | 41.5 (26.8–53.6) | 82.9 (53.6–107.3) |
Total cancer | 45.2 (27.1–60.2) | 135.5 (81.3–180.7) | 451.7 (271.0–602.3) | 903.5 (542.1–1204.6) |
Total savings of years 15 to 19 | ||||
Colorectal cancer | 3.0 (1.9–3.8) | 8.9 (5.7–11.5) | 29.6 (19.1–38.2) | 59.1 (38.2–76.5) |
Total cancer | 32.2 (19.3–42.9) | 96.6 (58.0–128.8) | 322.1 (193.2–429.4) | 644.2 (386.5–858.9) |
Total discounted savings for each scenario (2020–2039) | ||||
Colorectal cancer | 21.1 (13.6–27.3) | 63.2 (40.9–81.8) | 210.7 (136.3–272.7) | 421.4 (272.7–545.3) |
Total cancer | 229.6 (137.8–306.1) | 688.8 (413.3–918.4) | 2296.0 (1377.6–3061.4) | 4592.1 (2755.2–6122.8) |
Total incremental discounted savings: adoption of each scenario every 5 years (2020–2039) | ||||
Colorectal cancer | - | - | - | 126.2 (81.6–163.3) |
Total cancer | - | - | - | 1374.8 (824.9–1833.1) |
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Abdullah, M.M.H.; Hughes, J.; Grafenauer, S. Whole Grain Intakes Are Associated with Healthcare Cost Savings Following Reductions in Risk of Colorectal Cancer and Total Cancer Mortality in Australia: A Cost-of-Illness Model. Nutrients 2021, 13, 2982. https://doi.org/10.3390/nu13092982
Abdullah MMH, Hughes J, Grafenauer S. Whole Grain Intakes Are Associated with Healthcare Cost Savings Following Reductions in Risk of Colorectal Cancer and Total Cancer Mortality in Australia: A Cost-of-Illness Model. Nutrients. 2021; 13(9):2982. https://doi.org/10.3390/nu13092982
Chicago/Turabian StyleAbdullah, Mohammad M. H., Jaimee Hughes, and Sara Grafenauer. 2021. "Whole Grain Intakes Are Associated with Healthcare Cost Savings Following Reductions in Risk of Colorectal Cancer and Total Cancer Mortality in Australia: A Cost-of-Illness Model" Nutrients 13, no. 9: 2982. https://doi.org/10.3390/nu13092982
APA StyleAbdullah, M. M. H., Hughes, J., & Grafenauer, S. (2021). Whole Grain Intakes Are Associated with Healthcare Cost Savings Following Reductions in Risk of Colorectal Cancer and Total Cancer Mortality in Australia: A Cost-of-Illness Model. Nutrients, 13(9), 2982. https://doi.org/10.3390/nu13092982