Healthcare Resource Utilization During a Multimodal Nutritional Program with Oral Nutritional Supplements in Malnourished Outpatients †
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Design
2.2. Medical Nutrition Therapy and Multimodal Program
2.3. Outcome Measures: Healthcare Resources and Costs
2.4. Impact on Oncology Treatment
2.5. Statistical Analyses
3. Results
3.1. Healthcare Utilization Analysis
3.2. Regression Analysis of Healthcare Resource Use
3.3. Cost Analysis
3.4. Healthcare Resource Utilization of Oncology Patients
3.5. Cost Comparison for Oncology Patients
3.6. Regression Analysis of Oncology Treatment Changes
4. Discussion
4.1. Nutrition Interventions’ Impact on Healthcare Resource Use
4.2. The Impact of ONS with HMB
4.3. Strengths and Limitations
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Time | 0–3 Months | 0–6 Months | 0–12 Months | ||||||
---|---|---|---|---|---|---|---|---|---|
Cost per Patient | Before | After | %Δ | Before | After | %Δ | Before | After | %Δ |
# of Hospital admissions | 0.64 (0.71) | 0.17 (0.44) | 73.4 * | 1.07 (0.90) | 0.31 (0.64) | 71.0 * | 1.53 (1.09) | 0.50 (0.87) | 67.3 * |
# of ED visits | 1.18 (1.79) | 0.58 (1.15) | 50.8 * | 2.16 (2.57) | 1.03 (1.77) | 52.3 * | 3.48 (3.39) | 1.81 (2.43) | 48.0 * |
# of GP Visits | 1.62 (1.80) | 1.14 (1.39) | 29.6 * | 3.33 (3.14) | 2.17 (2.34) | 34.8 * | 6.12 (4.61) | 3.85 (3.46) | 37.1 * |
# of Specialist visits | 4.30 (2.82) | 2.76 (2.40) | 35.8 * | 7.04 (4.75) | 5.41 (4.11) | 23.2 * | 10.32 (7.12) | 8.61 (6.13) | 16.6 * |
Total costs | 14,471.2 (17,488.4) | 5749.2 (12,475.9) | 60.3 * | 20,679.1 (19,207.8) | 9129.5 (14,163.3) | 55.9 * | 27,024.8 (21,505.1) | 13,349.6 (16,651.7) | 50.6 * |
ED costs | 275.4 (413.2) | 131.6 (253.6) | 52.2 * | 495.5 (589.7) | 234.0 (401.7) | 52.8 * | 805.1 (782.5) | 410.2 (555.7) | 49.0 * |
GP costs | 69.94 (79.06) | 49.5 (60.62) | 29.2 * | 143.9 (136.2) | 93.5 (101.8) | 35.0 * | 265.2 (200.5) | 166.8 (151.0) | 37.1 * |
Specialist costs | 3314.6 (3646.9) | 2260.3 (2718.1) | 31.8 * | 5738.0 (6242.8) | 4363.0 (5102.5) | 24.0 * | 8336.7 (8727.5) | 6872.6 (7612.2) | 17.6 * |
Dependent Variables | ||||
---|---|---|---|---|
Hospital Admissions 12 Months | Emergency Dept Visits 12 Months | GP Visits 12 Months | Medical Specialist Visits 12 Months | |
Independent Variables | Estimate (Std Error) | Estimate (Std Error) | Estimate (Std Error) | Estimate (Std Error) |
Intercept | 0.13 (0.31) | 1.90 * (0.19) | 1.61 * (1.14) | 2.58 * (0.11) |
Male | 0.11 (0.09) | −0.05 (0.05) | −0.15 * (0.04) | 0.07 * (0.03) |
Age | −0.01 * (0.004) | −0.01 * (0.002) | −0.003 (0.002) | −0.005 * (0.001) |
BMI | 0.004 (0.01) | −0.001 (0.01) | −0.001 (0.005) | −0.02 * (0.004) |
Malnourished | 0.29 * (0.10) | 0.11 (0.06) | 0.09 * (0.04) | −0.07 (0.03) |
CCI | 0.05 * (0.02) | 0.07 * (0.01) | 0.03 * (0.01) | 0.02 * (0.01) |
Admitted for Oncology surgery | 0.02 (0.12) | −0.29 * (0.07) | 0.07 (0.06) | 0.47 * (0.04) |
Admitted for General Surgery | 0.07 (0.15) | −0.29 * (0.09) | 0.19 * (0.07) | −0.08 (0.06) |
Post-ONS | −0.53 (0.23) | −0.25 (0.13) | −0.19 (0.10) | −0.003 (0.07) |
ONS Type | 0.31 (0.15) | 0.03 (0.09) | 0.22 * (0.07) | 0.12 (0.06) |
ONS-HMB | −0.71 * (0.26) | −0.49 * (0.14) | −0.33 * (0.11) | −0.20 (0.08) |
Dependent Variables | |||||
---|---|---|---|---|---|
Hospital Admissions 12 Months | Emergency Dept Visits 12 Months | GP Visits 12 Months | Medical Specialist Visits 12 Months | Reduce Dose or Suspend Treatment 12 Months | |
Independent Variables | Estimate (Std Error) | Estimate (Std Error) | Estimate (Std Error) | Estimate (Std Error) | Estimate (Std Error) |
Intercept | −0.56 (0.46) | 1.36 * (0.28) | 1.67 * (0.20) | 3.06 * (0.14) | −2.30 (1.29) |
Male | 0.31 * (0.11) | 0.01 (0.07) | −0.20 * (0.05) | 0.13 * (0.03) | −0.21 (0.28) |
Age | −0.009 (0.006) | −0.02 * (0.004) | −0.01 (0.003) | −0.008 * (0.002) | −0.01 (0.02) |
BMI | 0.02 (0.01) | 0.01 (0.01) | 0.01 (0.01) | −0.01 * (0.004) | 0.01 (0.04) |
Malnourished | 0.10 (0.13) | −0.02 (0.08) | 0.13 (0.06) | −0.03 (0.04) | 0.39 (0.35) |
CCI | 0.05 (0.02) | 0.08 * (0.01) | 0.03 * (0.01) | 0.02 * (0.01) | 0.19 * (0.06) |
Post-ONS | −0.15 (0.31) | 0 (0.16) | −0.04 (0.14) | −0.05 (0.09) | 1.31 (0.81) |
ONS Type | 0.63 * (0.22) | 0.06 (0.12) | 0.30 * (0.10) | 0.14 * (0.07) | 0.53 (0.72) |
ONS-HMB | −1.08 * (0.34) | −0.77 * (0.18) | −0.45 * (0.15) | −0.20 * (0.10) | −2.14 (0.86) |
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Cornejo-Pareja, I.; Kerr, K.W.; Ramirez, M.; Camprubi-Robles, M.; Vegas-Aguilar, I.M.; Fernandez-Jimenez, R.; Amaya-Campos, M.; Martinez-Martinez, A.; Martinez-Martin, J.; Garcia-Almeida, J.M. Healthcare Resource Utilization During a Multimodal Nutritional Program with Oral Nutritional Supplements in Malnourished Outpatients. Nutrients 2025, 17, 2854. https://doi.org/10.3390/nu17172854
Cornejo-Pareja I, Kerr KW, Ramirez M, Camprubi-Robles M, Vegas-Aguilar IM, Fernandez-Jimenez R, Amaya-Campos M, Martinez-Martinez A, Martinez-Martin J, Garcia-Almeida JM. Healthcare Resource Utilization During a Multimodal Nutritional Program with Oral Nutritional Supplements in Malnourished Outpatients. Nutrients. 2025; 17(17):2854. https://doi.org/10.3390/nu17172854
Chicago/Turabian StyleCornejo-Pareja, Isabel, Kirk W. Kerr, Maria Ramirez, Maria Camprubi-Robles, Isabel Maria Vegas-Aguilar, Rocio Fernandez-Jimenez, Mar Amaya-Campos, Angela Martinez-Martinez, Jesus Martinez-Martin, and Jose Manuel Garcia-Almeida. 2025. "Healthcare Resource Utilization During a Multimodal Nutritional Program with Oral Nutritional Supplements in Malnourished Outpatients" Nutrients 17, no. 17: 2854. https://doi.org/10.3390/nu17172854
APA StyleCornejo-Pareja, I., Kerr, K. W., Ramirez, M., Camprubi-Robles, M., Vegas-Aguilar, I. M., Fernandez-Jimenez, R., Amaya-Campos, M., Martinez-Martinez, A., Martinez-Martin, J., & Garcia-Almeida, J. M. (2025). Healthcare Resource Utilization During a Multimodal Nutritional Program with Oral Nutritional Supplements in Malnourished Outpatients. Nutrients, 17(17), 2854. https://doi.org/10.3390/nu17172854