| Literature DB >> 33748729 |
Victor de Avila1, James M Paik1,2, Leyla de Avila1, Linda Henry3, Denise Mohess1, Alva Roche-Green1, Zobair M Younossi1,2,4.
Abstract
BACKGROUND & AIMS: The benefits of hospice care in Medicare recipients with hepatocellular carcinoma (HCC) have not been fully evaluated, which we aimed to study.Entities:
Keywords: ALD, alcoholic liver disease; CCI, Charlson comorbidity index; CLD, chronic liver disease; Chronic liver disease; Costs; GLM, generalised linear regression model; HCC, hepatocellular carcinoma; Length of stay; MCCM, Medicare Care Choices Model; Mortality; NAFLD, non–alcoholic fatty liver disease; NASH, non-alcoholic steatohepatitis
Year: 2021 PMID: 33748729 PMCID: PMC7970151 DOI: 10.1016/j.jhepr.2021.100236
Source DB: PubMed Journal: JHEP Rep ISSN: 2589-5559
Fig. 1Flow chart of study cohort selection.
Characteristics of Medicare beneficiaries who died within 1 year of HCC encounter between 2011 and 2016.
| Characteristics | Total (n = 2,230) | Non-hospice users (n = 1,674) | Hospice users (n = 556) | Hospice users | ||||
|---|---|---|---|---|---|---|---|---|
| ≤5 days (n = 176) | 6–15 days (n = 134) | 16–29 days (n = 92) | ≥30 days (n = 154) | |||||
| Age (years) at encounter, mean ± SD | 74.85 ± 7.2 | 74.77 ± 7.21 | 75.09 ± 7.17 | 74.72 ± 7.07 | 74.66 ± 7.28 | 74.93 ± 6.72 | 75.97 ± 7.46 | 0.2882 |
| Age group (years) | ||||||||
| 65–74 | 1,184 (53.09%) | 905 (54.06%) | 279 (50.18%) | 96 (54.55%) | 74 (55.22%) | 40 (43.48%) | 69 (44.81%) | 0.1120 |
| 75–84 | 781 (35.02%) | 577 (34.47%) | 204 (36.69%) | 56 (31.82%) | 43 (32.09%) | 43 (46.74%) | 62 (40.26%) | 0.3412 |
| ≥85 | 265 (11.88%) | 192 (11.47%) | 73 (13.13%) | 24 (13.64%) | 17 (12.69%) | 9 (9.78%) | 23 (14.94%) | 0.2946 |
| Male | 1,484 (66.55%) | 1,105 (66.01%) | 379 (68.17%) | 125 (71.02%) | 98 (73.13%) | 56 (60.87%) | 100 (64.94%) | 0.3506 |
| Race | ||||||||
| White | 1,763 (79.06%) | 1,328 (79.33%) | 435 (78.24%) | 145 (82.39%) | 99 (73.88%) | 74 (80.43%) | 117 (75.97%) | 0.5830 |
| Black | 206 (9.24%) | 157 (9.38%) | 49 (8.81%) | 13 (7.39%) | 13 (9.70%) | 9 (9.78%) | 14 (9.09%) | 0.6898 |
| Other race | 261 (11.70%) | 189 (11.29%) | 72 (12.95%) | 18 (10.23%) | 22 (16.42%) | 9 (9.78%) | 23 (14.94%) | 0.2916 |
| Residential region | ||||||||
| Northeast | 404 (18.12%) | 334 (19.95%) | 70 (12.59%) | 22 (12.50%) | 16 (11.94%) | 16 (17.39%) | 16 (10.39%) | 0.0001 |
| South | 855 (38.34%) | 638 (38.11%) | 217 (39.03%) | 69 (39.20%) | 50 (37.31%) | 38 (41.30%) | 60 (38.96%) | 0.7002 |
| Midwest | 494 (22.15%) | 353 (21.09%) | 141 (25.36%) | 40 (22.73%) | 38 (28.36%) | 19 (20.65%) | 44 (28.57%) | 0.0356 |
| West | 477 (21.39%) | 349 (20.85%) | 128 (23.02%) | 45 (25.57%) | 30 (22.39%) | 19 (20.65%) | 34 (22.08%) | 0.2789 |
| Year of death | ||||||||
| 2011 | 353 (15.83%) | 282 (16.85%) | 71 (12.77%) | 19 (10.80%) | 25 (18.66%) | 14 (15.22%) | 13 (8.44%) | 0.0225 |
| 2012 | 370 (16.59%) | 279 (16.67%) | 91 (16.37%) | 35 (19.89%) | 14 (10.45%) | 19 (20.65%) | 23 (14.94%) | 0.8692 |
| 2013 | 394 (17.67%) | 297 (17.74%) | 97 (17.45%) | 38 (21.59%) | 17 (12.69%) | 15 (16.30%) | 27 (17.53%) | 0.8741 |
| 2014 | 404 (18.12%) | 308 (18.40%) | 96 (17.27%) | 26 (14.77%) | 23 (17.16%) | 14 (15.22%) | 33 (21.43%) | 0.5479 |
| 2015 | 378 (16.95%) | 280 (16.73%) | 98 (17.63%) | 29 (16.48%) | 23 (17.16%) | 19 (20.65%) | 27 (17.53%) | 0.6243 |
| 2016 | 331 (14.84%) | 228 (13.62%) | 103 (18.53%) | 29 (16.48%) | 32 (23.88%) | 11 (11.96%) | 31 (20.13%) | 0.0048 |
| Time from diagnosis of HCC to death | 68 (22–158) | 66 (19–159) | 76.5 (29.5–154.5) | 56 (15–142) | 47 (20–121) | 56.5 (30.5–132.5) | 126 (79–218) | 0.0056 |
| Time from diagnosis of HCC to death group | ||||||||
| <30 days | 698 (31.30%) | 559 (33.39%) | 139 (25.00%) | 68 (38.64%) | 51 (38.06%) | 20 (21.74%) | 0 (0.00%) | 0.0002 |
| 30–89 days | 586 (26.28%) | 416 (24.85%) | 170 (30.58%) | 45 (25.57%) | 37 (27.61%) | 37 (40.22%) | 51 (33.12%) | 0.0079 |
| 90–179 days | 471 (21.12%) | 342 (20.43%) | 129 (23.20%) | 27 (15.34%) | 29 (21.64%) | 19 (20.65%) | 54 (35.06%) | 0.1654 |
| ≥180 days | 475 (21.30%) | 357 (21.33%) | 118 (21.22%) | 36 (20.45%) | 17 (12.69%) | 16 (17.39%) | 49 (31.82%) | 0.9590 |
| Time from diagnosis of HCC to hospice | n.a. | n.a. | 43.5 (12–121.5) | 53.5 (12–138) | 35.5 (10–110) | 38.5 (11–112) | 48.5 (15–125) | |
| Comorbid conditions | ||||||||
| Hypertension | 949 (42.56%) | 900 (53.76%) | 49 (8.81%) | 11 (6.25%) | 18 (13.43%) | 7 (7.61%) | 13 (8.44%) | <0.0001 |
| Hyperlipidaemia | 365 (16.37%) | 357 (21.33%) | 8 (1.44%) | 2 (1.14%) | 4 (2.99%) | 0 (0.00%) | 2 (1.30%) | <0.0001 |
| Diabetes | 635 (28.48%) | 602 (35.96%) | 33 (5.94%) | 9 (5.11%) | 10 (7.46%) | 3 (3.26%) | 11 (7.14%) | <0.0001 |
| Obesity | 103 (4.62%) | 103 (6.15%) | 0 (0.00%) | 0 (0.00%) | 0 (0.00%) | 0 (0.00%) | 0 (0.00%) | <0.0001 |
| Alcohol abuse | 247 (11.08%) | 230 (13.74%) | 17 (3.06%) | 4 (2.27%) | 7 (5.22%) | 4 (4.35%) | 2 (1.30%) | <0.0001 |
| Cirrhosis | 799 (35.83%) | 716 (42.77%) | 83 (14.93%) | 24 (13.64%) | 28 (20.90%) | 15 (16.30%) | 16 (10.39%) | <0.0001 |
| Chronic liver diseases | 817 (36.64%) | 734 (43.85%) | 83 (14.93%) | 21 (11.93%) | 26 (19.40%) | 16 (17.39%) | 20 (12.99%) | <0.0001 |
| NAFLD | 286 (12.83%) | 250 (14.93%) | 36 (6.47%) | 9 (5.11%) | 10 (7.46%) | 7 (7.61%) | 10 (6.49%) | <0.0001 |
| HCV | 345 (15.47%) | 313 (18.70%) | 32 (5.76%) | 6 (3.41%) | 13 (9.70%) | 5 (5.43%) | 8 (5.19%) | <0.0001 |
| HBV | 55 (2.47%) | 49 (2.93%) | 6 (1.08%) | 2 (1.14%) | 2 (1.49%) | 1 (1.09%) | 1 (0.65%) | 0.0149 |
| ALD | 197 (8.83%) | 184 (10.99%) | 13 (2.34%) | 4 (2.27%) | 5 (3.73%) | 3 (3.26%) | 1 (0.65%) | <0.0001 |
| Comorbidity index, mean ± SD | 6.29 ± 3.15 | 6.13 ± 3.13 | 6.77 ± 3.16 | 6.93 ± 3.18 | 6.80 ± 2.88 | 6.64 ± 3.21 | 6.64 ± 3.37 | <0.0001 |
| Comorbidity index | 6.0 (3.54–8.0) | 6.0 (3.2–8.0) | 6.7 (4.0–9.0) | 7 .0 (4.0–9.0) | 7 .0 (5.0–9.0) | 6.0 (4.0–9.0) | 6.5 (3.0–9.0) | <0.0001 |
All values are displayed as count (%) except where otherwise noted. Hospice users are further grouped according to length of hospice enrolment in the last year of life. Data displayed as median (IQR) for numerical variables and count (percentage) for categorical variables.
∗Comparison between hospice and non-hospice users using a non-parametric Kruskal-Wallis test for continuous variables and Chi-square test for categorical analysis.
ALD, alcoholic liver disease; HCC, hepatocellular carcinoma; n.a., not applicable; NAFLD, non-alcoholic fatty liver disease.
Fig. 2Hospice use among patients who died with HCC according to the number of days in hospice. HCC, hepatocellular carcinoma.
Factors associated with hospice enrolment among Medicare beneficiaries who died within 1 year of HCC encounter.
| Factors | Odds ratio (95% CI) | |
|---|---|---|
| Calendar year | 1.18 (1.10–1.26) | <0.0001 |
| Age | 1.00 (0.99–1.02) | 0.7730 |
| Male | 1.10 (0.85–1.41) | 0.4747 |
| Race | ||
| Non-Hispanic White | 0.74 (0.50–1.08) | 0.1173 |
| Non-Hispanic Black | 1.03 (0.59–1.79) | 0.9201 |
| Other race | Reference | |
| Residential region | ||
| Northeast | Reference | |
| South | 1.94 (1.37–2.76) | 0.0002 |
| Midwest | 2.25 (1.53–3.29) | <0.0001 |
| West | 1.94 (1.31–2.87) | 0.0009 |
| Charlson comorbidity index | 1.17 (1.13–1.21) | <0.0001 |
| Hypertension | 0.14 (0.10–0.20) | <0.0001 |
| Hyperlipidaemia | 0.12 (0.06–0.26) | <0.0001 |
| Diabetes | 0.23 (0.15–0.34) | <0.0001 |
| NAFLD | 0.30 (0.20–0.47) | <0.0001 |
| HCV | 0.23 (0.15–0.35) | <0.0001 |
| HBV | 0.29 (0.11–0.75) | 0.0105 |
| ALD | 0.17 (0.09–0.32) | <0.0001 |
Odds ratio were computed by using logistic regression. ALD, alcoholic liver disease; HCC, hepatocellular carcinoma; NAFLD, non-alcoholic fatty liver disease.
Healthcare utilisation of Medicare beneficiaries who died within 1 year of HCC encounter during the last year of life according to length of hospice enrolment between 2011 and 2016.
| Healthcare utilisation | Total sample (n = 2,230) | Non-hospice users (n = 1,674) | Hospice users (n = 556) | Hospice users | ||||
|---|---|---|---|---|---|---|---|---|
| ≤5 days (n = 176) | 6–15 days (n = 134) | 16–29 days (n = 92) | ≥30 days (n = 154) | |||||
| Inpatient admissions | ||||||||
| 0 | 1,732 (77.67%) | 1,317 (78.67%) | 415 (74.64%) | 124 (70.45%) | 103 (76.87%) | 69 (75.00%) | 119 (77.27%) | 0.0479 |
| 1 | 360 (16.14%) | 261 (15.59%) | 99 (17.81%) | 33 (18.75%) | 23 (17.16%) | 16 (17.39%) | 27 (17.53%) | 0.2189 |
| 2 | 86 (3.86%) | 61 (3.64%) | 25 (4.50%) | 12 (6.82%) | 3 (2.24%) | 4 (4.35%) | 6 (3.90%) | 0.3658 |
| ≥3 | 52 (2.33%) | 35 (2.09%) | 17 (3.06%) | 7 (3.98%) | 5 (3.73%) | 3 (3.26%) | 2 (1.30%) | 0.1906 |
| Hospital length of stay | 5 (1–9) | 5 (1–9) | 4 (2–10) | 5 (2–11.5) | 4.5 (2–9) | 4 (1–7.5) | 4 (1–9) | |
| Total charge, $ | 55,206 (23,916–119,539) | 51,034 (20,897–115,799) | 66,024 (33,580–125,692) | 69,271 (28,049–137,813) | 60,122 (34,448–118,632) | 56,173 (31,117–108,712) | 73,764 (42,954–125,745) | <0.0001 |
| Inpatient charge, $ | 35,756 (8,252–86,038) | 36,668 (6,567–89,167) | 33,385 (12,325–82,583) | 48,310 (14,321–105,946) | 34,805 (17,983–75,754) | 25,719 (9,005–71,687) | 32,283 (4,212–70,054) | 0.1001 |
| Outpatient charge, $ | 0 (0–15,324) | 0 (0–14,553) | 1,176 (0–20,147) | 2,403 (0–18,111) | 0 (0–22,402) | 320 (0–19,244) | 1,550 (0–23,118) | 0.0557 |
| Hospice charge, $ | 0 (0–0) | n.a. | 6,416 (2,925–14,863) | 2,404 (1,426–4,973) | 4,725 (3,284–8,443) | 7,477 (5,623–11,116) | 17,815 (11,719–27,516) | <0.0001 |
| Total payment, $ | 15,527 (8,445–29,903) | 13,762 (7,436–28,321) | 20,682 (12,714–35,004) | 18,645 (9,992–33,128) | 17,855 (12,226–31,349) | 20,659 (13,466–27,910) | 26,604 (16,513–41,145) | <0.0001 |
| Daily charge, $ | 991 (317–2972) | 1,004 (269–3,371) | 951 (447–2,286) | 1,453 (585–4,236) | 1,462 (631–3,010) | 906 (414–1,611) | 616 (327–1,008) | <0.0001 |
| No. of claims | 3 (1–5) | 2 (1–4) | 5 (3–8) | 4 (3–7) | 4 (2–8) | 4 (3–9) | 6.5 (4–10) | <0.0001 |
| No. of diagnoses | 31 (20–49.5) | 22 (13–36) | 31 (20–49.5) | 33 (19–50.5) | 29 (19–45) | 34 (21–58) | 15 (14–51) | <0.0001 |
| No. of 30-day readmissions | ||||||||
| 0 | 1,904 (85.38%) | 1,438 (85.90%) | 466 (83.81%) | 139 (78.98%) | 116 (86.57%) | 76 (82.61%) | 135 (87.66%) | 0.2270 |
| 1 | 265 (11.88%) | 195 (11.65%) | 70 (12.59%) | 30 (17.05%) | 13 (9.70%) | 10 (10.87%) | 17 (11.04%) | 0.5524 |
| ≥2 | 61 (2.74%) | 41 (2.45%) | 20 (3.60%) | 7 (3.98%) | 5 (3.73%) | 6 (6.52%) | 2 (1.30%) | 0.1505 |
| 30-day readmission | 326 (14.62%) | 236 (14.10%) | 90 (16.19%) | 37 (21.02%) | 18 (13.43%) | 16 (17.39%) | 19 (12.34%) | 0.2270 |
| Death in hospital | 333 (19.12%) | 328 (25.49%) | 5 (1.10%) | 2 (1.37%) | 1 (0.85%) | 1 (1.33%) | 1 (0.85%) | <0.0001 |
All values were displayed as count (%) except where otherwise noted. Hospice users are further grouped according to length of hospice enrolment in the last year of life. Data displayed as median (IQR) for numerical variables and count (percentage) for categorical variables.
∗Comparison between hospice and non-hospice users using a non-parametric Kruskal-Wallis test for continuous variables and Chi-square test for categorical analysis.
HCC, hepatocellular carcinoma; n.a., not applicable.
Adjusted comparisons in daily charge, inpatients admissions and length of stay, 30-day readmission, and survival time among Medicare beneficiaries who died with HCC in the last year of life according to length of hospice enrolment.
| Factors | Daily charge | Inpatient admissions | Inpatient length of stay | Survival time | 30-Day readmission | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| % Change (95% CI) | % Change (95% CI) | % Change (95% CI) | % Change (95% CI) | % Change (95% CI) | ||||||
| Hospice users∗ | -48.61 (-54.88 to -41.47) | <0.0001 | 22.11 (3.65–43.87) | 0.0169 | -1.69 (-5.19 to 1.94) | 0.3566 | 8.08 (-2.47 to 19.77) | 0.1380 | 18.13 (-4.89 to 46.72) | 0.1320 |
| Length of hospice enrolment† | ||||||||||
| ≤5 days | -19.78 (-34.84 to -1.23) | 0.0379 | 46.31 (15.24–85.75) | 0.0018 | 12.57 (6.59–18.9) | <0.0001 | -7.49 (-21.44 to 8.93) | 0.3504 | 45.06 (6.09–98.36) | 0.0198 |
| 6–15 days | -44.81 (-56.38 to -30.18) | <0.0001 | 11.16 (-17.95 to 50.58) | 0.4947 | -4.71 (-10.9 to 1.9) | 0.1587 | -21.66 (-34.86 to -5.78) | 0.0096 | 2.5 (-32.01 to 54.53) | 0.9061 |
| 16–29 days | -60.61 (-70.23 to -47.87) | <0.0001 | 23.95 (-12.04 to 74.67) | 0.2198 | -16.92 (-23.65 to -9.61) | <0.0001 | -1.83 (-21.15 to 22.22) | 0.8688 | 52.52 (1.33–129.56) | 0.0430 |
| ≥30 days | -77.42 (-81.9 to -71.83) | <0.0001 | 1.71 (-24.95 to 37.85) | 0.9128 | -6.34 (-12.14 to -0.15) | 0.0448 | 58.6 (33.34–88.65) | <0.0001 | -21.6 (-49.77 to 22.37) | 0.2840 |
The coefficients from GLMs were exponentiated to yield a percentage change.
GLMs adjusted for calendar year, age, sex, race, regions, and comorbidity index.
∗Comparison between no hospice users and hospice users by using GLMs.
† Comparisons between no hospice users with different length of hospice enrolment by using GLMs.
GLM, generalised linear regression model; HCC, hepatocellular carcinoma.
Healthcare utilisation of Medicare beneficiaries who died within 1 year of HCC encounter during the last month of life according to length of hospice enrolment.
| Healthcare utilisation | Total sample (n = 2,230) | Non-hospice users (n = 1,674) | Hospice users (n = 556) | Hospice users | ||||
|---|---|---|---|---|---|---|---|---|
| ≤5 days (n = 176) | 6–15 days (n = 134) | 16–29 days (n = 92) | ≥30 days (n = 154) | |||||
| Inpatient admissions | ||||||||
| 0 | 2,076 (93.09%) | 1,556 (92.95%) | 520 (93.53%) | 156 (88.64%) | 124 (92.54%) | 87 (94.57%) | 153 (99.35%) | 0.6436 |
| 1 | 143 (6.41%) | 109 (6.51%) | 34 (6.12%) | 19 (10.80%) | 9 (6.72%) | 5 (5.43%) | 1 (0.65%) | 0.7411 |
| 2 | 9 (0.40%) | 7 (0.42%) | 2 (0.36%) | 1 (0.57%) | 1 (0.75%) | 0 (0.00%) | 0 (0.00%) | 0.8506 |
| ≥3 | 2 (0.09%) | 2 (0.12%) | 0 (0.00%) | 0 (0.00%) | 0 (0.00%) | 0 (0.00%) | 0 (0.00%) | 0.4148 |
| Hospital length of stay | 1 (0–6) | 1 (0–6) | 1 (0–5) | 3 (0–9) | 3 (0–6) | 1 (0–5) | 0 (0–0) | 0.3290 |
| Total charge, $ | 14,670 (0–51,102) | 11,073 (0–49,770) | 20,010 (9,686–52,900) | 31,366 (11,812–81,609) | 34,489 (14,570–59,533) | 22,772 (8,190–38,797) | 11,468 (8,768–16,977) | <0.0001 |
| Inpatient charge, $ | 5,057 (0–45,721) | 5,355 (0–47,052) | 4,358 (0–41,459) | 22,959 (0–68,394) | 25,682 (0–48,891) | 8335 (0–29,316) | 0 (0–0) | 0.1745 |
| Outpatient charge, $ | 0 (0–0) | 0 (0–0) | 0 (0–0) | 0 (0–912) | 0 (0–329) | 0 (0–0) | 0 (0–0) | 0.0008 |
| Hospice charge, $ | 0 (0–0) | n.a. | 5,869 (2,650–11,070) | 2,404 (1,426–4,973) | 4,725 (3,284–8,443) | 7,384 (5,519–10,924) | 11,207 (8,192–16,329) | |
| Total payment, $ | 7,138 (0–15,140) | 4,888 (0–14,773) | 8,960 (5,166–15,985) | 11,845 (3,117–19,281) | 12,876 (6260–19,471) | 10,844 (4,298– 19,105) | 6,810 (5,548–8,514) | <0.0001 |
| Daily charge, $ | 489 (0–1,703) | 369 (0–1,659) | 667 (323–1,763) | 1,046 (394–2,720) | 1,150 (486–1,984) | 759 (273–1293) | 382 (292–566) | <0.0001 |
| No. of claims | 1 (0–2) | 1 (0–1) | 2 (2–3) | 2 (2–3) | 3 (2–3) | 3 (2–3) | 2 (2–2) | <0.0001 |
| No. of diagnoses | 12 (0–22) | 10 (0–21) | 15 (5–26) | 20 (13–28) | 20 (11–27) | 17 (7–25) | 4 (2–10) | 0.0009 |
| No. of 30-day readmissions | ||||||||
| 0 | 2,076 (93.09%) | 1,556 (92.95%) | 520 (93.53%) | 156 (88.64%) | 124 (92.54%) | 87 (94.57%) | 153 (99.35%) | 0.6436 |
| 1 | 143 (6.41%) | 109 (6.51%) | 34 (6.12%) | 19 (10.80%) | 9 (6.72%) | 5 (5.43%) | 1 (0.65%) | 0.7411 |
| ≥2 | 11 (0.49%) | 9 (0.54%) | 2 (0.36%) | 1 (0.57%) | 1 (0.75%) | 0 (0.00%) | 0 (0.00%) | 0.6039 |
| 30-day readmission | 154 (6.91%) | 118 (7.05%) | 36 (6.47%) | 20 (11.36%) | 10 (7.46%) | 5 (5.43%) | 1 (0.65%) | 0.6381 |
All values were displayed as count (%) except where otherwise noted. Hospice users are further grouped according to length of hospice enrolment in the last month of life. Data displayed as median (IQR) for numerical variables and count (percentage) for categorical variables.
∗Comparison between hospice and non-hospice users using a non-parametric Kruskal-Wallis test for continuous variables and Chi-square test for categorical analysis.
HCC, hepatocellular carcinoma; n.a., not applicable