Healthcare Cost Savings Associated with Increased Whole Grain Consumption among Australian Adults
Abstract
:1. Introduction
2. Materials and Methods
2.1. Financial Model Design
2.2. Step 1: Uptake Rate (Estimates of Proportions of Prospective Consumers)
2.3. Step 2: Disease Risk Reduction (Estimates of Reductions in Relative Risk of T2DM and CVD)
2.4. Step 3: Disease Cost Savings (Estimates of Annual Savings in Healthcare and Lost Productivity 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
References
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Parameter | Men and Women | Reference |
---|---|---|
Current whole grain intake, g/day | 21 | Galea et al. [6] |
Daily Target Intake, g | 48 | Griffiths et al., Chen et al., Zong et al. [9,16,17] |
Mean gap in consumption, g/day | 27 | |
Uptake rate (proportions of prospective consumers) 1 | Very pessimistic (5%), pessimistic (15%), optimistic (50%), universal (100%) | Estimates |
T2DM incidence | ||
Relative risk reduction per 90 g whole grain/day (95% CI) | −32% (19–42) | Aune et al. [18] |
Relative risk reduction per 27 g whole grain/day (95% CI) 2 | −9.6% (5.7–12.6) | Calculation |
CVD incidence | ||
Relative risk reduction per 90 g whole grain/day (95% CI) | −13% (3–22) | Aune et al. [19] |
Relative risk reduction per 27 g whole grain/day (95% CI) 2 | −3.9% (0.9–6.6) | Calculation |
T2DM | CVD | |||
---|---|---|---|---|
2015–2016 | 2020 2 | 2015–2016 | 2020 2 | |
Direct health expenditure 1 | ||||
Allied health and other services | 29.8 | 33.9 | 19.4 | 22.1 |
General practitioner services | 109.0 | 124.0 | 714.4 | 813.2 |
Medical imaging | 1.5 | 1.7 | 147.6 | 168.0 |
Pathology | 78.0 | 88.8 | 188.6 | 214.7 |
Pharmaceutical benefits scheme 3 | 311.9 | 355.0 | 1650.1 | 1878.3 |
Private hospital services | 64.5 | 73.5 | 2268.2 | 2581.8 |
Public hospital admitted patient | 435.6 | 495.8 | 3668.0 | 4175.2 |
Public hospital emergency department 4 | 2.2 | 2.5 | 485.3 | 552.4 |
Public hospital outpatient | 130.6 | 148.6 | 430.4 | 489.9 |
Specialist services | 25.7 | 29.2 | 376.5 | 428.5 |
All direct health expenditure | 1188.6 | 1353.0 | 9948.5 | 11,324.0 |
Productivity loss expenditure 5 | ||||
Reduced employment | 1443.7 | 1643.3 | 3248.9 | 3698.1 |
Premature death | 279.9 | 318.6 | 1937.4 | 2205.3 |
Absenteeism | 324.3 | 369.1 | 141.9 | 161.5 |
Presenteeism | 3633.1 | 4135.4 | 884.2 6 | 1006.5 |
All productivity loss expenditure | 5681.0 | 6466.5 | 6212.4 | 7071.3 |
Total expenditure | 6869.6 | 7819.4 | 16,160.9 | 18,395.4 |
Scenario | ||||
---|---|---|---|---|
Very Pessimistic | Pessimistic | Optimistic | Universal | |
Direct health expenditure savings | ||||
Allied health and other services | 0.2 (0.1–0.2) | 0.5 (0.3–0.6) | 1.6 (1.0–2.1) | 3.3 (1.9–4.3) |
General practitioner services | 0.6 (0.4–0.8) | 1.8 (1.1–2.3) | 6.0 (3.5–7.8) | 11.9 (7.1–15.6) |
Medical imaging | <0.01 (<0.01–<0.01) | <0.01 (<0.01–<0.01) | 0.1 (<0.01–0.1) | 0.2 (0.1–0.2) |
Pathology | 0.4 (0.3–0.6) | 1.3 (0.8–1.7) | 4.3 (2.5–5.6) | 8.5 (5.1–11.2) |
Pharmaceutical benefits scheme | 1.7 (1.0–2.2) | 5.1 (3.0–6.7) | 17.0 (10.1–22.4) | 34.1 (20.2–44.7) |
Private hospital services | 0.4 (0.2–0.5) | 1.1 (0.6–1.4) | 3.5 (2.1–4.6) | 7.1 (4.2–9.3) |
Public hospital admitted patient | 2.4 (1.4–3.1) | 7.1 (4.2–9.4) | 23.8 (14.1–31.2) | 47.6 (28.3–62.5) |
Public hospital emergency department | <0.01 (<0.01–<0.01) | <0.01 (<0.01–<0.01) | 0.1 (0.1–0.2) | 0.2 (0.1–0.3) |
Public hospital outpatient | 0.7 (0.4–0.9) | 2.1 (1.3–2.8) | 7.1 (4.2–9.4) | 14.3 (8.5–18.7) |
Specialist services | 0.1 (0.1–0.2) | 0.4 (0.2–0.6) | 1.4 (0.8–1.8) | 2.8 (1.7–3.7) |
All direct health savings | 6.5 (3.9–8.5) | 19.5 (11.6–25.6) | 64.9 (38.6–85.2) | 129.9 (77.1–170.5) |
Productivity loss expenditure savings | ||||
Reduced employment | 7.9 (4.7–10.4) | 23.7 (14.1–31.1) | 78.9 (46.8–103.5) | 157.8 (93.7–207.1) |
Premature death | 1.5 (0.9–2.0) | 4.6 (2.7–6.0) | 15.3 (9.1–20.1) | 30.6 (18.2–40.1) |
Absenteeism | 1.8 (1.1–2.3) | 5.3 (3.2–7.0) | 17.7 (10.5–23.3) | 35.4 (21.0–46.5) |
Presenteeism | 19.9 (11.8–26.1) | 59.6 (35.4–78.2) | 198.5 (117.9–260.5) | 397.0 (235.7–521.1) |
All productivity savings | 31.0 (18.4–40.7) | 93.1 (55.3–122.2) | 310.4 (184.3–407.4) | 620.8 (368.6–814.8) |
Total savings | 37.5 (22.3–49.3) | 112.6 (66.9–147.8) | 375.3 (222.9–492.6) | 750.7 (445.7–985.2) |
Scenario | ||||
---|---|---|---|---|
Very Pessimistic | Pessimistic | Optimistic | Universal | |
Direct health expenditure savings | ||||
Allied health and other services | <0.01 (<0.01–0.1) | 0.1 (<0.01–0.2) | 0.4 (0.1–0.7) | 0.9 (0.2–1.5) |
General practitioner services | 1.6 (0.4–2.7) | 4.8 (1.1–8.1) | 15.9 (3.7–26.8) | 31.7 (7.3–53.7) |
Medical imaging | 0.3 (0.1–0.6) | 1.0 (0.2–1.7) | 3.3 (0.8–5.5) | 6.6 (1.5–11.1) |
Pathology | 0.4 (0.1–0.7) | 1.3 (0.3–2.1) | 4.2 (1.0–7.1) | 8.4 (1.9–14.2) |
Pharmaceutical benefits scheme | 3.7 (0.8–6.2) | 11.0 (2.5–18.6) | 36.6 (8.5–62.0) | 73.3 (16.9–124.0) |
Private hospital services | 5.0 (1.2–8.5) | 15.1 (3.5–25.6) | 50.3 (11.6–85.2) | 100.7 (23.2–170.4) |
Public hospital admitted patient | 8.1 (1.9–13.8) | 24.4 (5.6–41.3) | 81.4 (18.8–137.8) | 162.8 (37.6–275.6) |
Public hospital emergency department | 1.1 (0.2–1.8) | 3.2 (0.7–5.5) | 10.8 (2.5–18.2) | 21.5 (5.0–36.5) |
Public hospital outpatient | 1.0 (0.2–1.6) | 2.9 (0.7–4.9) | 9.6 (2.2–16.2) | 19.1 (4.4–32.3) |
Specialist services | 0.8 (0.2–1.4) | 2.5 (0.6–4.2) | 8.4 (1.9–14.1) | 16.7 (3.9–28.3) |
All direct health savings | 22.1 (5.1–37.4) | 66.2 (15.3–112.1) | 220.8 (51.0–373.7) | 441.6 (101.9–747.4) |
Productivity loss expenditure savings | ||||
Reduced employment | 7.2 (1.7–12.2) | 21.6 (5.0–36.6) | 72.1 (16.6–122.0) | 144.2 (33.3–244.1) |
Premature death | 4.3 (1.0–7.3) | 12.9 (3.0–21.8) | 43.0 (9.9–72.8) | 86.0 (19.8–145.5) |
Absenteeism | 0.3 (0.1–0.5) | 0.9 (0.2–1.6) | 3.1 (0.7–5.3) | 6.3 (1.5 −10.7) |
Presenteeism | 2.0 (0.5–3.3) | 5.9 (1.4–10.0) | 19.6 (4.5–33.2) | 39.3 (9.1–66.4) |
All productivity savings | 13.8 (3.2–23.3) | 41.4 (9.5–70.0) | 137.9 (31.8–233.4) | 275.8 (63.6–466.7) |
Total savings | 35.9 (8.3–60.7) | 107.6 (24.8–182.1) | 358.7 (82.8–607.0) | 717.4 (165.6–1214.1) |
Scenario | ||||
---|---|---|---|---|
Very Pessimistic | Pessimistic | Optimistic | Universal | |
Total savings of years 0 to 4 | ||||
T2DM | 164.7 (97.8–216.1) | 494.0 (293.3–648.4) | 1646.7 (977.7–2161.2) | 3293.3 (1955.4–4322.5) |
CVD | 157.4 (36.3–266.3) | 472.1 (109.0–799.0) | 1573.7 (363.2–2663.2) | 3147.5 (726.3–5326.5) |
Total savings of years 5 to 9 | ||||
T2DM | 117.4 (69.7–154.1) | 352.2 (209.1–462.3) | 1174.0 (697.1–1540.9) | 2348.1 (1394.2–3081.9) |
CVD | 112.2 (25.9–189.9) | 336.6 (77.7–569.7) | 1122.1 (258.9–1898.9) | 2244.1 (517.9–3797.7) |
Total savings of years 10 to 14 | ||||
T2DM | 83.7 (49.7–109.9) | 251.1 (149.1–329.6) | 837.1 (497.0–1098.7) | 1674.2 (994.0–2197.3) |
CVD | 80.0 (18.5–135.4) | 240.0 (55.4–406.2) | 800.0 (184.6–1353.9) | 1600.0 (369.2–2707.7) |
Total savings of years 15 to 19 | ||||
T2DM | 59.7 (35.4–78.3) | 179.0 (106.3–235.0) | 596.8 (354.4–783.3) | 1193.7 (708.7–1566.7) |
CVD | 57.0 (13.2–96.5) | 171.1 (39.5–289.6) | 570.4 (131.6–965.3) | 1140.8 (263.3–1930.6) |
Total discounted savings for each scenario (2020–2039) | ||||
T2DM | 425.5 (252.6–558.4) | 1276.4 (757.9–1675.3) | 4254.6 (2526.2–5584.2) | 8509.2 (5052.4–11,168.4) |
CVD | 406.6 (93.8–688.1) | 1219.9 (281.5–2064.4) | 4066.2 (938.4–6881.2) | 8132.4 (1876.7–13,762.5) |
Total incremental discounted savings: adoption of each scenario every 5 years (2020–2039) | ||||
T2DM | - | - | - | 2547.6 (1512.6–3343.7) |
CVD | - | - | - | 2434.8 (561.9–4120.4) |
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Abdullah, M.M.H.; Hughes, J.; Grafenauer, S. Healthcare Cost Savings Associated with Increased Whole Grain Consumption among Australian Adults. Nutrients 2021, 13, 1855. https://doi.org/10.3390/nu13061855
Abdullah MMH, Hughes J, Grafenauer S. Healthcare Cost Savings Associated with Increased Whole Grain Consumption among Australian Adults. Nutrients. 2021; 13(6):1855. https://doi.org/10.3390/nu13061855
Chicago/Turabian StyleAbdullah, Mohammad M. H., Jaimee Hughes, and Sara Grafenauer. 2021. "Healthcare Cost Savings Associated with Increased Whole Grain Consumption among Australian Adults" Nutrients 13, no. 6: 1855. https://doi.org/10.3390/nu13061855