| Literature DB >> 32425563 |
Suwaporn Songsermlosakul1, Unchalee Permsuwan1, Wanchana Singhan1.
Abstract
AIM: To estimate direct medical treatment costs in patients with pre-dialysis chronic kidney disease (CKD) in a district hospital and to analyze the factors that affected the treatment costs. PATIENTS AND METHODS: Data were retrospectively retrieved from the hospital database in the period from January 2015 to December 2017. Patients who were diagnosed with CKD and had visited ambulatory care services at least two times during the index year (January to December 2015) were included. Patients' data were excluded if they had cancer, had received renal replacement therapy, or had been referred to receive treatment at other hospitals. Treatment costs based on the providers' perspectives in the first and second years after the index year were assessed. Descriptive statistics were used to analyze patients' characteristics, and multiple linear regression was used to analyze the factors in the cost model.Entities:
Keywords: chronic kidney disease; cost; district hospital; multidisciplinary
Year: 2020 PMID: 32425563 PMCID: PMC7196240 DOI: 10.2147/CEOR.S253252
Source DB: PubMed Journal: Clinicoecon Outcomes Res ISSN: 1178-6981
Patients’ Characteristics
| Characteristics | CKD G3a (n=123) | CKD G3b (n=67) | CKD G4 (n=22) | All (n=212) | |
|---|---|---|---|---|---|
| Male sex (n) | 50 (40.70) | 17 (25.40) | 8 (36.40) | 75 (35.40) | 0.110 |
| Age (years) | 68.11 ± 10.05 | 72.00 ± 9.70 | 68.82 ± 10.52 | 69.42 ± 10.10 | 0.038* |
| <65 | 44 (35.80) | 15 (22.40) | 8 (36.40) | 67 (31.60) | |
| ≥65 | 79 (64.20) | 52 (77.60) | 14 (63.60) | 145 (68.40) | |
| Hypertension (n) | 117 (95.10) | 64 (95.50) | 18 (81.80) | 199 (93.90) | 0.045* |
| Diabetes mellitus (n) | 37 (30.10) | 23 (34.30) | 14 (63.60) | 74 (34.90) | 0.009* |
| Dyslipidemia (n) | 61 (49.60) | 31 (46.30) | 13 (59.10) | 105 (49.50) | 0.584 |
| MI/CHF (n) | 1 (0.80) | 3 (4.50) | 2 (9.10) | 6 (2.80) | 0.060 |
| Length of stay (day) | 1.19 ± 0.45 | 1.19 ± 0.44 | 1.50 ± 0.67 | 1.29 ± 0.68 | 0.001* |
| 0 | 103 (83.74) | 55 (82.09) | 13 (59.08) | 171 (80.70) | |
| 1–7 | 17 (13.82) | 11 (16.42) | 7 (31.82) | 35 (16.50) | |
| ≥8 | 3 (2.44) | 1 (1.49) | 2 (9.10) | 6 (2.80) | |
| Ambulatory visit (visit) | 6.55 ± 2.74 | 6.22 ± 2.21 | 6.32 ± 1.96 | 6.42 ± 2.50 | 0.674 |
| 1–4 | 15 (12.20) | 11 (16.40) | 3 (13.60) | 29 (13.70) | |
| 5–7 | 82 (66.70) | 44 (65.70) | 13 (59.10) | 139 (65.60) | |
| ≥8 | 26 (21.10) | 12 (17.90) | 6 (27.30) | 44 (20.80) | |
| BMI (kg/m2) | 23.94 ± 3.85 | 23.77 ± 4.92 | 23.93 ± 3.55 | 23.89 ± 4.17 | 0.962 |
| SBP (mmHg) | 140.38 ± 14.42 | 140.54 ± 13.67 | 141.59 ± 15.51 | 140.55 ± 14.24 | 0.935 |
| FBG (mg/dL) | 103.41 ± 28.63 | 109.10 ± 41.98 | 121.11 ± 25.60 | 107.04 ± 33.47 | 0.060 |
| HbA1c (%), n=74 | 6.46 ± 0.84 | 7.10 ± 1.70 | 6.80 ± 1.30 | 6.72 ± 1.26 | 0.151 |
| <7% | 29 (78.40) | 13 (56.50) | 7 (50.00) | 49 (66.20) | |
| ≥7% | 8 (21.60) | 10 (43.50) | 7 (50.00) | 25 (33.80) | |
| TG (mg/dL) | 159.82 ± 83.65 | 165.69 ± 119.90 | 180.34 ± 79.79 | 163.81 ± 96.00 | 0.643 |
| LDL (mg/dL) | 114.80 ± 31.31 | 110.48 ± 39.13 | 120.89 ± 39.76 | 114.07 ± 34.82 | 0.449 |
| HDL (mg/dL) | 45.82 ± 11.76 | 43.80 ± 8.68 | 42.18 ± 10.58 | 44.80 ± 10.78 | 0.227 |
| BUN (mg/dL) | 16.65 ± 4.97 | 22.28 ± 12.54 | 29.12 ± 7.77 | 19.72 ± 9.29 | <0.001* |
| Scr (mg/dL) | 1.20 ± 0.17 | 1.45 ± 0.21 | 2.29 ± 0.56 | 1.39 ± 0.41 | <0.001* |
| eGFR (mL/min/1.73m2) | 53.11 ± 3.41 | 39.43 ± 4.02 | 25.08 ± 6.33 | 45.88 ± 10.23 | <0.001* |
Note: *P-value <0.05.
Abbreviations: BMI, body mass index; BUN, blood urea nitrogen; CHF, chronic heart failure; CKD, chronic kidney disease; eGFR, estimated glomerular filtration rate; FBG, fasting blood glucose; HbA1c, hemoglobin A1c; HDL, high-density lipoprotein cholesterol; LDL, low-density lipoprotein cholesterol; MI, myocardial infarction; SBP, systolic blood pressure; Scr, serum creatinine; TG, triglyceride; CKD G3a, chronic kidney disease stage G 3a (GFR 45–59 mL/min/1.73 m2); CKD stage 3b, chronic kidney disease stage G 3b (GFR 30–44 mL/min/1.73 m2); CKD G4, chronic kidney disease stage G 4 (GFR 15–29 mL/min/1.73 m2).
Treatment Cost by Chronic Kidney Disease Stages (per Year)
| Cost | CKD Stage G3a (n=123) | CKD Stage G3b (n=67) | CKD Stage G4 (n=22) | All (n=212) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Mean ± SD | Diff | Mean ± SD | Diff | Mean ± SD | Diff | Mean ± SD | Diff | |||||
| Ambulatory Cost | ||||||||||||
| Year 1 THB | 3843.01 ± 1697.63 | 12.42 | 0.929 | 4407.83 ± 3238.75 | 156.58 | 0.235 | 6353.90 ± 3551.12 | −98.89 | 0.851 | 4282.08 ± 2601.43 | 46.43 | 0.658 |
| (USD) | (117.13 ± 51.74) | (0.38) | (134.34 ± 98.71) | (4.78) | (193.66 ± 108.23) | (−3.02) | (130.51 ± 79.29) | (1.41) | ||||
| Year 2 THB | 3855.43 ± 1642.64 | 4564.41 ± 2926.20 | 6255.00 ± 2901.36 | 4328.51 ± 2368.84 | ||||||||
| (USD) | (117.51 ± 50.06) | (139.12 ± 89.18) | (190.64 ± 88.43) | (131.92 ± 8.19) | ||||||||
| Hospitalization Costs (All Cases) | ||||||||||||
| Year 1 THB | 1070.58 ± 3353.69 | −260.30 | 0.411 | 1066.23± 2974.42 | 1144.28 | 0.106 | 4443.83 ± 6956.42 | −2516.42 | 0.126 | 1419.26 ± 3892.43 | −50.52 | 0.880 |
| (USD) | (32.63 ± 102.21) | (−7.93) | (32.50 ± 90.66) | (34.87) | (135.44 ± 212.02) | (76.7) | (43.26 ± 118.63) | (−1.54) | ||||
| Year 2 THB | 810.28 ± 2169.13 | 2210.51 ± 6503.92 | 1927.41 ± 3242.37 | 1368.74 ± 4175.85 | ||||||||
| (USD) | (24.70 ± 66.11) | (67.37 ± 198.23) | (58.74 ± 98.82) | (41.72 ± 127.27) | ||||||||
| Hospitalization Cost (only Admitted Patients) | ||||||||||||
| Year 1 THB | (n=20) 6584.08 ± 5831.56 | −1838.15 | 0.209 | (n=12) 5953.11 ± 4620.21 | 6388.92 | 0.074 | (n=9) 10,862.70 ± 6970.38 | −4805.13 | 0.109 | (n=41) 7338.62 ± 5949.43 | −84.32 | 0.954 |
| (USD) | (200.67 ± 177.74) | (−56.02) | (181.44 ± 140.82) | (144.28) | (331.08 ± 212.44) | (−146.46) | (223.67 ± 181.33) | (−2.57) | ||||
| Year 2 THB | (n=21) 4745.93 ± 3014.80 | (n=12) 12,342.03 ± 10,834.89 | (n=7) 6057.57 ± 2758.04 | (n=40) 7254.30 ± 7110.02 | ||||||||
| (USD) | (144.65 ± 91.88) | (376.16 ± 330.23) | (184.62 ± 84.06) | (221.10 ± 216.70) | ||||||||
| Total Cost | ||||||||||||
| Year 1 THB | 4913.59 ± 4266.90 | −247.88 | 0.529 | 5474.06 ± 5230.63 | 1300.86 | 0.068 | 10,797.73 ± 8950.33 | −2615.31 | 0.187 | 5701.34 ± 5490.35 | −4.10 | 0.991 |
| (USD) | (149.76 ± 130.05) | (−7.56) | (166.84 ± 159.42) | (39.65) | (329.10 ± 272.79) | (−79.72) | (173.77 ± 167.34) | (−0.13) | ||||
| Year 2 THB | 4665.71 ± 3027.52 | 6774.92 ± 7976.68 | 8182.41 ± 5235.81 | 5697.24 ± 5437.23 | ||||||||
| (USD) | (142.20 ± 92.27) | (206.49 ± 243.12) | (249.38 ± 159.58) | (173.64 ± 165.72) | ||||||||
Notes: 1 THB = 0.03048 USD (exchange rate from Bank of Thailand on March 30, 2020). Diff, difference which calculated by cost in year 1 minus cost in year 2; P, p-value; CKD stage 3a, GFR 45–59 mL/min/1.73 m2; CKD stage 3b, GFR 30–44 mL/min/1.73 m2; CKD stage 4, GFR 15–29 mL/min/1.73 m2.
Abbreviations: SD, standard deviation; CKD, chronic kidney disease.
Treatment Costs by Patients’ Characteristics (THB per Year)
| Characteristics | Ambulatory Cost (n=212) | Hospitalization Cost (n=41) | Total Cost (n=212) | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Mean ± SD | Difference | Mean ± SD | Difference | Mean ± SD | Difference | ||||
| Age (years) | |||||||||
| <65 | 4902.94 ± 3405.33 | −907.75 | 0.018* | 9545.47 ± 8838.39 | −2918.74 | 0.181 | 6327.64 ± 7220.89 | −915.70 | 0.260 |
| ≥65 | 3995.19 ± 2083.03 | 6626.73 ± 4648.88 | 5411.94 ± 4472.62 | ||||||
| Length of Stay (days) | |||||||||
| 0 | 4002.04 ± 1940.27 | Reference | – | – | – | – | 4002.04 ± 1940.27 | Reference | – |
| 1–7 | 4547.37 ± 4586.44 | 545.32 | 0.428 | 3903.96 ± 1550.77 | 2465.14 | 0.182 | 9979.88 ± 5068.61 | 5977.84 | <0.001* |
| ≥8 | 10,715.47 ± 7697.89 | 6713.43 | <0.001* | 6369.09 ± 5265.09 | 29,173.01 ± 9021.07 | 25,170.97 | <0.001* | ||
| Ambulatory Visit | |||||||||
| 1–4 | 2527.25 ± 1483.11 | Reference | – | 3903.95 ± 3101.54 | Reference | – | 3065.73 ± 2233.43 | Reference | – |
| 5–7 | 4176.08 ± 2013.18 | 1648.83 | 0.003* | 6369.09 ± 5265.09 | 2465.14 | 0.447 | 5046.68 ± 3807.18 | 1980.95 | 0.142 |
| ≥8 | 5773.50 ± 3792.00 | 3246.25 | <0.001* | 9125.26 ± 6710.31 | 5221.31 | 0.114 | 9506.57 ± 8789.96 | 6440.84 | <0.001* |
| CKD Stage | |||||||||
| G3a | 3843.01 ± 1697.63 | Reference | – | 6584.08 ± 5831.56 | Reference | – | 4913.59 ± 4266.90 | Reference | – |
| G3b | 4407.83 ± 3238.75 | 564.82 | 0.299 | 5953.11 ± 4620.21 | −630.97 | 0.767 | 5474.06 ± 5230.63 | 560.47 | 0.076 |
| G4 | 6353.90 ± 3551.43 | 2510.89 | < 0.001* | 10,862.70 ± 6970.38 | 4278.62 | 0.073 | 10,797.73 ± 8950.33 | 5884.14 | <0.001* |
| Diabetes Mellitus | |||||||||
| No | 3352.95 ± 1390.18 | 2661.82 | <0.001* | 5598.83 ± 3794.46 | 3754.28 | 0.042* | 4245.52 ± 3133.92 | 4170.73 | <0.001* |
| Yes | 6014.77 ± 3355.36 | 9353.10 ± 7340.05 | 8416.24 ± 7564.27 | ||||||
| Dyslipidemia | |||||||||
| No | 3759.87 ± 1924.76 | 1054.36 | 0.003* | 7121.05 ± 6438.63 | 594.69 | 0.762 | 5490.22 ± 5624.31 | 426.26 | 0.573 |
| Yes | 4814.23 ± 3063.93 | 7715.74 ± 5182.83 | 5916.48 ± 5368.77 | ||||||
| Hypertension | |||||||||
| No | 3276.24 ± 2057.61 | 1071.54 | 0.151 | 4585.05 ± 4015.54 | 2970.95 | 0.412 | 4334.33 ± 3578.07 | 1456.31 | 0.355 |
| Yes | 4347.78 ± 2623.82 | 7556.00 ± 6060.59 | 5790.64 ± 5587.17 | ||||||
| SBP (mmHg) | |||||||||
| <140 | 4603.53 ± 3108.22 | −577.52 | 0.068 | 7771.54 ± 6105.70 | −682.68 | 0.728 | 5843.66 ± 5857.02 | −321.81 | 0.703 |
| ≥140 | 4026.00 ± 2091.91 | 7088.86 ± 5964.83 | 5587.96 ± 5202.42 | ||||||
| DBP (mmHg) | |||||||||
| <90 | 4300.28 ± 2678.46 | −35.81 | 0.953 | 7309.20 ± 6139.52 | 1635.26 | 0.609 | 5677.93 ± 5539.30 | 375.43 | 0.772 |
| ≥90 | 4264.48 ± 1701.44 | 8944.45 ± 4375.18 | 6053.37 ± 5237.80 | ||||||
| LDL (mg/dL) | |||||||||
| <100 | 4433.17 ± 2307.64 | −368.19 | 0.507 | 5661.73 ± 3591.88 | 2750.09 | 0.151 | 5551.54 ± 3740.60 | 242.42 | 0.756 |
| ≥100 | 4188.65 ± 2772.00 | 8411.82 ± 6917.72 | 5793.96 ± 6347.66 | ||||||
| HDL (mg/dL) | |||||||||
| <60 | 4049.17 ± 1693.96 | 258.51 | 0.667 | 4723.94 ± 2162.58 | 3062.91 | 0.249 | 5398.59 ± 3199.23 | 335.73 | 0.791 |
| ≥60 | 4307.68 ± 2684.53 | 7786.85 ± 6288.16 | 5734.59 ± 5690.96 | ||||||
| TG (mg/dL) | |||||||||
| <200 | 4206.30 ± 2655.47 | 303.12 | 0.464 | 6847.94 ± 6120.10 | 2514.69 | 0.289 | 5627.57 ± 5565.77 | 295.08 | 0.736 |
| ≥200 | 4509.42 ± 2442.16 | 9362.64 ± 5021.79 | 5922.17 ± 5303.17 | ||||||
| Hemoglobin A1c (%) | |||||||||
| <7 | 5428.80 ± 3159.08 | 1734.47 | 0.035* | 9840.34 ± 7797.68 | −1029.67 | 0.770 | 7437.16 ± 7211.25 | 2898.10 | 0.120 |
| ≥7 | 7163.27 ± 3494.26 | 8811.07 ± 7224.23 | 10,335.26 ± 8015.06 | ||||||
| FBG (mg/dL) | |||||||||
| <130 | 3888.79 ± 1871.02 | 2779.19 | <0.001* | 6528.22 ± 5178.29 | 4153.31 | 0.076 | 5072.48 ± 4249.67 | 4443.91 | <0.001* |
| ≥130 | 6667.98 ± 4531.01 | 10,681.52 ± 7988.23 | 9516.39 ± 9437.57 | ||||||
Notes: * P-value <0.05. Mean ±SD, mean ± standard deviation.
Abbreviations: DBP, diastolic blood pressure; FBG, fasting blood glucose; HDL, high-density lipoprotein cholesterol; LDL, low-density lipoprotein cholesterol; SBP, systolic blood pressure; TG, triglyceride; CKD G3a, chronic kidney disease stage G 3a (GFR 45–59 mL/min/1.73 m2); CKD stage 3b, chronic kidney disease stage G 3b (GFR 30–44 mL/min/1.73 m2); CKD G4, chronic kidney disease stage G 4 (GFR 15–29 mL/min/1.73 m2); HDL, high-density lipoprotein; LDL, low-density lipoprotein.
Cost Model of Chronic Kidney Disease Treatment
| Unstandardized Coefficients | t | Sig. | 95% Confidence Interval for B | |||
|---|---|---|---|---|---|---|
| B | SE | Lower Bound | Upper Bound | |||
| Constant | −5072.638 | 924.560 | −5.487 | <0.001 | −6895.557 | −3249.720 |
| Length of stay | 2191.776 | 65.023 | 33.708 | <0.001 | 2063.573 | 2319.980 |
| Ambulatory visit | 456.560 | 50.936 | 8.963 | <0.001 | 356.131 | 556.989 |
| Diabetes mellitus | 1290.311 | 303.550 | 4.251 | <0.001 | 691.813 | 1888.808 |
| Dyslipidemia | 719.157 | 245.677 | 2.927 | 0.004 | 234.765 | 1203.550 |
| Serum creatinine | 1672.233 | 290.772 | 5.751 | <0.001 | 1098.930 | 2245.536 |
| Fasting blood glucose | 9.982 | 4.259 | 2.344 | 0.020 | 1.584 | 18.380 |
| Body mass index | 86.737 | 28.777 | 3.014 | 0.003 | 29.998 | 143.476 |
Notes: Adjusted R2 = 0.906; probability of F-test <0.001
Abbreviations: SE, standard error; Sig., significance.