| Literature DB >> 35657991 |
Dong-Won Kang1, Yoon-Bo Shim1, Eui-Kyung Lee1, Mi-Hai Park1.
Abstract
Patients with terminal cancer have different physical symptoms, prognoses, emotional distress, and end-of-life care plans from those receiving aggressive chemotherapy; few studies have assessed healthcare resource use in these patients. Therefore, this study aimed to assess healthcare resource utilization and medical costs incurred during best supportive care after the last anticancer drug treatment in patients with terminal cancer. This retrospective observational study was conducted using national sample cohort data from the National Health Insurance Service in South Korea. Only patients with cancer who were treated with the last anticancer drugs from January 1, 2006, to June 30, 2015, were included in the study. The period of best supportive care was defined as the time from the date of use of the last anticancer drug to death. Healthcare resource utilization and medical costs were estimated during the best supportive care. A generalized linear model with a log-link function and gamma distribution was used to evaluate the impact of demographic and healthcare utilization factors on total medical costs. Among the 2,480 patients in the study, 93.9% were hospitalized, and hospitalization days (30.8 days) accounted for 39.7% of the surviving period (77.5 days). The proportions of intensive care unit admissions and emergency department visits were 15.8% and 18.9%, respectively. The average total medical cost per patient was $6,310, with the inpatient cost ($5,705) being approximately 9.4 times higher than the outpatient cost ($605). The length of hospitalization had the greatest impact on the total medical costs. Pancreatic cancer had the highest proportion of patients who were hospitalized (97.4%) and the highest medical cost ($7,702). Hospital-based resources were utilized by most patients with terminal cancer, and hospitalization was a major driver of the total medical cost. An alternative system for hospitalization should be developed to support patients with terminal cancer, both clinically and financially.Entities:
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Year: 2022 PMID: 35657991 PMCID: PMC9165859 DOI: 10.1371/journal.pone.0269565
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.752
Fig 1Flow chart of patient selection.
Demographic characteristics of patients with terminal cancer.
| All | Type of cancer | P value | ||||||
|---|---|---|---|---|---|---|---|---|
| Lung cancer | Liver cancer | Gastric cancer | Colon cancer | Pancreatic cancer | Gallbladder and biliary cancer | |||
| Age group, n (%) | ||||||||
| Mean (SD) | 63.3 (11.1) | 66.0 (9.7) | 60.0 (10.9) | 61.5 (12.6) | 64.8 (11.1) | 63.5 (9.7) | 65.8 (9.1) | <0.001 |
| <50 | 290 (11.7) | 48 (6.1) | 97 (16.4) | 93 (18.0) | 32 (10.2) | 18 (9.3) | 2 (2.5) | <0.001 |
| 50–64 | 961 (38.8) | 253 (32.4) | 282 (47.8) | 204 (39.4) | 104 (33.0) | 84 (43.3) | 34 (42.0) | |
| 65–79 | 1,123 (45.3) | 446 (57.0) | 197 (33.4) | 191 (36.9) | 164 (52.1) | 86 (44.3) | 39 (48.2) | |
| ≥80 | 106 (4.3) | 35 (4.5) | 14 (2.4) | 30 (5.8) | 15 (4.8) | 6 (3.1) | 6 (7.4) | |
| Sex, n (%) | ||||||||
| Male | 1,810 (73.0) | 614 (78.5) | 485 (82.2) | 344 (66.4) | 199 (63.2) | 123 (63.4) | 45 (55.6) | <0.001 |
| Female | 670 (27.0) | 168 (21.5) | 105 (17.8) | 174 (33.6) | 116 (36.8) | 71 (36.6) | 36 (44.4) | |
| Charlson Comorbidity Index, n (%) | ||||||||
| Mean (SD) | 7.7 (3.3) | 7.0 (3.4) | 8.7 (3.5) | 7.6 (2.9) | 7.9 (2.9) | 7.9 (3.4) | 7.4 (3.3) | <0.001 |
| <9 | 1,452 (58.6) | 449 (57.4) | 310 (52.5) | 339 (65.4) | 186 (59.1) | 116 (59.8) | 52 (64.2) | 0.001 |
| ≥9 | 1,028 (41.5) | 333 (42.6) | 280 (47.5) | 179 (34.6) | 129 (41.0) | 78 (40.2) | 29 (35.8) | |
| Type of hospital, n (%) | ||||||||
| Tertiary hospital | 1552 (62.6) | 303 (58.5) | 185 (58.7) | 405 (68.6) | 47 (58.0) | 134 (69.1) | 478 (61.1) | 0.002 |
| General hospital | 713 (28.8) | 158 (30.5) | 104 (33.0) | 149 (25.3) | 31 (38.3) | 43 (22.2) | 228 (29.2) | |
| Hospital | 91 (3.7) | 23 (4.4) | 7 (2.2) | 17 (2.9) | 2 (2.5) | 9 (4.6) | 33 (4.2) | |
| Clinic | 57 (2.3) | 15 (2.9) | 13 (4.1) | 11 (1.9) | 0 (0) | 5 (2.6) | 13 (1.7) | |
| Others | 67 (2.7) | 19 (3.7) | 6 (1.9) | 8 (1.4) | 1 (1.2) | 3 (1.6) | 30 (3.8) | |
| Period from the last anticancer drug administration to death, n (%) | ||||||||
| Mean days (SD) | 77.5 (44.3) | 70.9 (45.3) | 81.9 (43.0) | 75.1 (41.0) | 84.0 (49.6) | 81.5 (40.1) | 89.1 (44.1) | <0.001 |
| <1 month | 342 (13.8) | 152 (19.4) | 65 (11.0) | 62 (12.0) | 43 (13.7) | 13 (6.7) | 7 (8.6) | <0.001 |
| 1 month to 2 months | 670 (27.0) | 227 (29.0) | 138 (23.4) | 151 (29.2) | 80 (25.4) | 58 (30.0) | 16 (19.8) | |
| 2 months to 3 months | 548 (22.1) | 159 (20.3) | 141 (23.9) | 130 (25.1) | 56 (17.8) | 41 (21.1) | 21 (25.9) | |
| 3 months to 4 months | 420 (16.9) | 100 (12.8) | 116 (19.7) | 99 (19.1) | 50 (15.9) | 37 (19.1) | 18 (22.2) | |
| 4 months to 5 months | 280 (11.3) | 82 (10.5) | 73 (12.4) | 38 (7.3) | 45 (14.3) | 33 (17.0) | 9 (11.1) | |
| 5 months to 6 months | 220 (8.9) | 62 (7.9) | 57 (9.7) | 38 (7.3) | 41 (13.0) | 12 (6.2) | 10 (12.4) | |
Abbreviations: SD, standard deviation.
Healthcare resource utilization of patients with terminal cancer.
| All | Type of cancer | P value | ||||||
|---|---|---|---|---|---|---|---|---|
| Lung cancer | Liver cancer | Gastric cancer | Colon cancer | Pancreatic cancer | Gallbladder and biliary cancer | |||
|
| ||||||||
| Number of patients | 2,329 (93.9) | 723 (92.5) | 564 (95.6) | 494 (95.4) | 283 (89.8) | 189 (97.4) | 76 (93.8) | <0.001 |
| Number of hospitalizations per patient, mean (SD) | 1.6 (1.1) | 1.5 (1.0) | 1.8 (1.2) | 1.6 (1.1) | 1.5 (1.0) | 1.8 (1.2) | 2.0 (1.5) | <0.001 |
| Hospitalization days per patient, mean (SD) | 30.8 (28.1) | 28.2 (28.2) | 28.8 (26.1) | 34.1 (28.3) | 29.8 (29.8) | 38.1 (29.3) | 35.2 (27.1) | <0.001 |
| Hospitalization days compared with survival days (%) | 39.7 | 39.8 | 35.2 | 45.4 | 35.5 | 46.7 | 39.5 | |
| Number of patients hospitalized in ICU | 393 (15.8) | 155 (19.8) | 97 (16.4) | 60 (11.6) | 47 (14.9) | 23 (11.9) | 11 (13.6) | 0.002 |
|
| ||||||||
| Number of patients | 1,987 (80.1) | 594 (76.0) | 502 (85.1) | 396 (76.5) | 263 (83.5) | 162 (83.5) | 70 (86.4) | <0.001 |
| Number of outpatient visits per patient, mean (SD) | 3.9 (5.4) | 3.6 (5.5) | 4.3 (5.4) | 3.4 (4.8) | 4.3 (5.1) | 4.5 (6.3) | 4.5 (5.7) | 0.008 |
|
| ||||||||
| Number of patients | 469 (18.9) | 132 (16.9) | 119 (20.2) | 102 (19.7) | 55 (17.5) | 45 (23.2) | 16 (19.8) | 0.335 |
| Rate of ED visits per month | 0.16 (0.81) | 0.18 (0.80) | 0.14 (0.44) | 0.13 (0.37) | 0.21 (1.71) | 0.14 (0.35) | 0.10 (0.25) | 0.440 |
Abbreviations: ED, emergency department; ICU, intensive care unit; SD, standard deviation.
aThe percentage was calculated by dividing the number of patients by the total number of patients with each cancer type.
bThe rate of ED visits per month was calculated by dividing the number of ED visits by the total survival period.
Medical costs accrued by patients with cancer during best supportive care.
| All | Type of cancer | P value | ||||||
|---|---|---|---|---|---|---|---|---|
| Lung cancer | Liver cancer | Gastric cancer | Colon cancer | Pancreatic cancer | Gallbladder and biliary cancer | |||
|
| ||||||||
| Total medical cost ($US) | ||||||||
| Mean (SD) | 6,310 (6,397) | 5,790 (5,097) | 6,712 (8,093) | 6,304 (5,838) | 5,724 (5,811) | 7,702 (7,475) | 7,378 (5,793) | 0.001 |
| Median | 4,819 | 4,435 | 5,091 | 4,905 | 4,041 | 5,325 | 5,874 | |
| Inpatient cost ($US) | ||||||||
| Mean (SD) | 5,705 (6,291) | 5,156 (4,923) | 5,962 (7,964) | 5,899 (5,818) | 5,119 (5,737) | 7,131 (7,374) | 6,737 (5,702) | <0.001 |
| Median | 4,173 | 3,869 | 4,270 | 4,567 | 3,439 | 5,011 | 5,428 | |
| Outpatient cost ($US) | ||||||||
| Mean (SD) | 605 (1,062) | 634 (1,186) | 750 (1,298) | 405 (666) | 605 (911) | 571 (712) | 641 (1,013) | <0.001 |
| Median | 273 | 223 | 414 | 172 | 312 | 281 | 311 | |
|
| ||||||||
| Total medical cost ($US) | ||||||||
| Mean (SD) | 3,072 (4,668) | 3,642 (7,099) | 2,690 (2,390) | 2,983 (3,217) | 2,571 (2,665) | 3,156 (3,908) | 2,675 (2,003) | 0.003 |
| Median | 2,182 | 2,263 | 2,197 | 2,131 | 1,852 | 2,496 | 2,102 | |
| Inpatient cost ($US) | ||||||||
| Mean (SD) | 2,839 (4,679) | 3,376 (7,114) | 2,424 (2,385) | 2,824 (3,232) | 2,328 (2,678) | 2,968 (3,923) | 2,467 (2,057) | 0.001 |
| Median | 1,947 | 1,965 | 1,937 | 1,988 | 1,502 | 2,310 | 1,798 | |
| Outpatient cost ($US) | ||||||||
| Mean (SD) | 233 (452) | 266 (551) | 266 (453) | 159 (268) | 243 (542) | 188 (196) | 208 (286) | <0.001 |
| Median | 120 | 114 | 157 | 79 | 121 | 120 | 113 | |
Abbreviations: SD, standard deviation; PPPM, per patient per month.
US$1 = 1172.50 won.
Generalized linear model analysis evaluating the impact of demographic and healthcare utilization factors on medical costs during best supportive care.
| Lung cancer | Liver cancer | Gastric cancer | Colon cancer | Pancreatic cancer | Gallbladder and biliary cancer | |
|---|---|---|---|---|---|---|
| OR (95% CI) | OR (95% CI) | OR (95% CI) | OR (95% CI) | OR (95% CI) | OR (95% CI) | |
| Age group | ||||||
| <50 (ref.) | - | - | - | - | - | - |
| 50–64 | 1.05 (0.87–1.28) | 0.96 (0.84–1.10) | 0.90 (0.77–1.05) | 0.78 (0.59–1.02) | 1.08 (0.81–1.43) | 0.46 (0.18–1.20) |
| 65–80 | 1.04 (0.86–1.26) | 0.92 (0.80–1.06) | 0.71 (0.61–0.83) | 0.73 (0.57–0.95) | 0.87 (0.66–1.16) | 0.41 (0.16–1.05) |
| ≥80 | 0.86 (0.66–1.13) | 0.86 (0.61–1.20) | 0.80 (0.63–1.03) | 0.66 (0.44–1.01) | 0.62 (0.36–1.04) | 0.35 (0.12–1.01) |
| Sex | ||||||
| Male (ref.) | - | - | - | - | - | - |
| Female | 0.91 (0.82–1.02) | 0.92 (0.81–1.04) | 0.98 (0.87–1.10) | 0.84 (0.72–0.98) | 1.05 (0.88–1.24) | 0.95 (0.70–1.28) |
| Period from the last anticancer drug administration to death | ||||||
| <1 month (ref.) | - | - | - | - | - | - |
| 1 month to 2 months | 1.22 (1.07–1.40) | 1.51 (1.26–1.81) | 1.08 (0.90–1.31) | 1.10 (0.86–1.42) | 1.04 (0.74–1.48) | 2.07 (1.18–3.66) |
| 2 months to 3 months | 1.30 (1.12–1.51) | 1.58 (1.31–1.91) | 1.28 (1.04–1.56) | 1.39 (1.05–1.84) | 1.01 (0.69–1.48) | 2.25 (1.24–4.10) |
| 3 months to 4 months | 1.54 (1.29–1.82) | 1.92 (1.57–2.35) | 1.49 (1.19–1.86) | 1.16 (0.86–1.58) | 1.03 (0.70–1.54) | 2.86 (1.57–5.20) |
| 4 months to 5 months | 1.92 (1.59–2.31) | 1.74 (1.40–2.17) | 1.46 (1.11–1.91) | 1.42 (1.05–1.93) | 1.53 (1.02–2.30) | 3.20 (1.56–6.55) |
| 5 months to 6 months | 2.16 (1.78, 2.63) | 2.54 (2.01, 3.21) | 1.60 (1.22, 2.08) | 1.83 (1.34, 2.52) | 1.31 (0.81, 2.11) | 1.73 (0.85, 3.51) |
| Hospitalization days | ||||||
| No hospitalization (ref.) | - | - | - | - | - | - |
| 1–20 days | 5.65 (4.74–6.74) | 8.10 (6.36–10.33) | 7.33 (5.64–9.52) | 6.18 (4.60–8.32) | 6.57 (3.92–11.02) | 1.70 (0.85–3.42) |
| 21–40 days | 10.50 (8.70–12.66) | 14.92 (11.61–19.17) | 15.01 (11.49–19.62) | 11.66 (8.55–15.89) | 12.71 (7.54–21.42) | 3.95 (2.03–7.69) |
| >40 days | 15.33 (12.67–18.56) | 24.50 (18.82–31.89) | 22.95 (17.43–30.21) | 18.97 (13.72–26.22) | 20.29 (11.82–34.82) | 7.48 (3.90–14.34) |
| ICU hospitalization | ||||||
| Yes (ref. No) | 2.02 (1.81–2.26) | 1.41 (1.24–1.61) | 1.94 (1.65–2.29) | 1.72 (1.39–2.14) | 1.52 (1.17–1.97) | 1.37 (0.90–2.09) |
| Outpatient visits | ||||||
| Yes (ref. No) | 0.95 (0.85–1.06) | 0.97 (0.83–1.12) | 0.92 (0.80–1.05) | 0.92 (0.73–1.15) | 0.88 (0.69–1.11) | 1.08 (0.70–1.68) |
| ED visits | ||||||
| Yes (ref. No) | 1.05 (0.93–1.18) | 1.11 (0.99–1.26) | 1.13 (0.99–1.29) | 1.20 (0.97–1.47) | 1.20 (0.98–1.46) | 0.89 (0.60–1.32) |
Abbreviations: OR, odds ratio; CI, confidence interval; ICU, intensive care unit; ED, emergency department.
The results were adjusted for age, sex, Charlson comorbidity index, period from the last anticancer drug administration to death, hospitalization days, ICU hospitalizations, outpatient visits, and ED visits.
The variance inflation factor was less than 2.5 for all covariates.
Fig 2Proportions of medical costs for inpatients and outpatients during best supportive care.