| Literature DB >> 34906627 |
Karen Woo1, Laura Gascue2, Keith Norris3, Eugene Lin4.
Abstract
RATIONALE &Entities:
Keywords: AVF maturation; Frailty; US Renal Data System (USRDS); arteriovenous fistula (AVF); arteriovenous graft (AVG); claims-based frailty index; end-stage renal disease (ESRD); fistula first; hemodialysis; mortality; vascular access
Mesh:
Year: 2021 PMID: 34906627 PMCID: PMC9187779 DOI: 10.1053/j.ajkd.2021.10.011
Source DB: PubMed Journal: Am J Kidney Dis ISSN: 0272-6386 Impact factor: 11.072
Figure 1.Flow diagram of included and excluded cases.
Patient and Dialysis Facility Demographic Data for Fistula Group by Frailty Quartile
| CFI Quartile | |||||
|---|---|---|---|---|---|
| Characteristic | 1 (n = 9,578) | 2 (n = 8,940) | 3 (n = 8,025) | 4 (n = 6,669) |
|
|
| |||||
| Age | <0.001 | ||||
| 18–49 y | 1,755 (18.3%) | 35 (0.4%) | –[ | – | |
| 50–64 y | 3,809 (39.8%) | 1,480 (16.6%) | – | – | |
| 65–74 y | 3,777 (39.4%) | 4,557 (51.0%) | 2,797 (34.9%) | 1,094 (16.4%) | |
| 75–84 y | 237 (2.5%) | 2,809 (31.4%) | 3,867 (48.2%) | 3,472 (52.1%) | |
| ≥85 y | 0 | 59 (0.7%) | 932 (11.6%) | 2,018 (30.0%) | |
| Sex | <0.001 | ||||
| Male | 6,371 (66.5%) | 5,242 (58.6%) | 4,298 (53.6%) | 2,898 (43.5%) | |
| Female | 3,207 (33.5%) | 3,698 (41.4%) | 3,727 (46.4%) | 3,771 (56.5%) | |
| Race and ethnicity | <0.001 | ||||
| White, non-Hispanic | 5,561 (58.1%) | 5,860 (65.5%) | 5,393 (67.2%) | 4,284 (64.2%) | |
| Black, non-Hispanic | 2,144 (22.4%) | 1,796 (20.1%) | 1,550 (19.3%) | 1,520 (22.8%) | |
| Asian/Pacific Islander, non-Hispanic | 137 (1.4%) | 215 (2.4%) | 245 (3.1%) | 236 (3.5%) | |
| Hispanic | 1,598 (16.7%) | 927 (10.4%) | 699 (8.7%) | 515 (7.7%) | |
| Other | 138 (1.4%) | 142 (1.6%) | 138 (1.7%) | 114 (1.7%) | |
| Medicare/Medicaid dual eligibility | <0.001 | ||||
| No | 5,377 (56.1%) | 6,307 (70.5%) | 5,920 (73.8%) | 4,717 (70.7%) | |
| Yes | 4,201 (43.9%) | 2,633 (29.5%) | 2,105 (26.2%) | 1,952 (29.3%) | |
| Time to AVF/AFG creation, mo[ | 4.1 ± 5.8 | 3.8 ± 4.9 | 3.5 ± 4.1 | 3.5 ± 3.6 | <0.001 |
|
| |||||
| Profit status | 0.7 | ||||
| For-profit | 8,498 (88.7%) | 7,948 (88.9%) | 7,106 (88.5%) | 5,947 (89.2%) | |
| Not for-profit | 1,080 (11.3%) | 992 (11.1%) | 919 (11.5%) | 722 (10.8%) | |
| Setting | 0.2 | ||||
| Hospital-based | 441 (4.6%) | 357 (4.0%) | 342 (4.3%) | 282 (4.2%) | |
| Freestanding | 9,137 (95.4%) | 8,583 (96.0%) | 7,683 (95.7%) | 6,387 (95.8%) | |
| PD recipients per facility | <0.001 | ||||
| 0 | 4,953 (51.7%) | 4,471 (50.0%) | 4,108 (51.2%) | 3,456 (51.8%) | |
| 1–10 | 1,973 (20.6%) | 1,979 (22.1%) | 1,827 (22.8%) | 1,510 (22.6%) | |
| 11–25 | 1,724 (18.0%) | 1,651 (18.5%) | 1,420 (17.7%) | 1,145 (17.2%) | |
| 26–50 | 726 (7.6%) | 683 (7.6%) | 550 (6.9%) | 461 (6.9%) | |
| >50 | 202 (2.1%) | 156 (1.7%) | 120 (1.5%) | 97 (1.5%) | |
| Patient to nurse ratio | 0.04 | ||||
| >0–10 | 1,197 (12.5%) | 1,162 (13.0%) | 1,104 (13.8%) | 910 (13.6%) | |
| >10–15 | 2,950 (30.8%) | 2,909 (32.5%) | 2,538 (31.6%) | 2,108 (31.6%) | |
| >15–20 | 2,814 (29.4%) | 2,495 (27.9%) | 2,275 (28.3%) | 1,913 (28.7%) | |
| >20 | 2,617 (27.3%) | 2,374 (26.6%) | 2,108 (26.3%) | 1,738 (26.1%) | |
| Patient to staff ratio | 0.1 | ||||
| >0–4 | 546 (5.7%) | 558 (6.2%) | 524 (6.5%) | 445 (6.7%) | |
| >4–5 | 1,430 (14.9%) | 1,346 (15.1%) | 1,209 (15.1%) | 973 (14.6%) | |
| >5–6 | 2,613 (27.3%) | 2,447 (27.4%) | 2,199 (27.4%) | 1,809 (27.1%) | |
| >6–7 | 2,495 (26.0%) | 2,384 (26.7%) | 2,107 (26.3%) | 1,798 (27.0%) | |
| >7–8 | 1,435 (15.0%) | 1,200 (13.4%) | 1,113 (13.9%) | 953 (14.3%) | |
| >8 | 1,059 (11.1%) | 1,005 (11.2%) | 873 (10.9%) | 691 (10.4%) | |
|
| |||||
| Median income | <0.001 | ||||
| $0–<$25K | 304 (3.2%) | 210 (2.3%) | 186 (2.3%) | 155 (2.3%) | |
| $25K–<$50K | 5,597 (58.4%) | 4,978 (55.7%) | 4,375 (54.5%) | 3,468 (52.0%) | |
| $50K–<$75K | 2,728 (28.5%) | 2,608 (29.2%) | 2,380 (29.7%) | 2,061 (30.9%) | |
| $75K–<$100K | 721 (7.5%) | 892 (10.0%) | 802 (10.0%) | 714 (10.7%) | |
| ≥$100K | 228 (2.4%) | 252 (2.8%) | 282 (3.5%) | 271 (4.1%) | |
| Population below poverty level | <0.001 | ||||
| 0%–<15% | 3,936 (41.1%) | 4,171 (46.7%) | 3,824 (47.7%) | 3,326 (49.9%) | |
| 15%–<25% | 3,621 (37.8%) | 3,180 (35.6%) | 2,808 (35.0%) | 2,289 (34.3%) | |
| ≥25% | 2,021 (21.1%) | 1,589 (17.8%) | 1,393 (17.4%) | 1,054 (15.8%) | |
| Unemployment | <0.001 | ||||
| 0%–<5% | 547 (5.7%) | 595 (6.7%) | 587 (7.3%) | 511 (7.7%) | |
| 5%–<10% | 4,676 (48.8%) | 4,657 (52.1%) | 4,197 (52.3%) | 3,625 (54.4%) | |
| 10%–<15% | 3,197 (33.4%) | 2,709 (30.3%) | 2,384 (29.7%) | 1,920 (28.8%) | |
| 15%–<20% | 865 (9.0%) | 740 (8.3%) | 636 (7.9%) | 452 (6.8%) | |
| ≥20% | 293 (3.1%) | 239 (2.7%) | 221 (2.8%) | 161 (2.4%) | |
| Population with at least high school diploma | <0.001 | ||||
| 0%–<15% | 5,187 (54.2%) | 5,241 (58.6%) | 4,885 (60.9%) | 4,168 (62.5%) | |
| 15%–<30% | 3,642 (38.0%) | 3,149 (35.2%) | 2,686 (33.5%) | 2,125 (31.9%) | |
| ≥30% | 749 (7.8%) | 550 (6.2%) | 454 (5.7%) | 376 (5.6%) | |
| Median rent | <0.001 | ||||
| $0–<$500 | 115 (1.2%) | 96 (1.1%) | 73 (0.9%) | 64 (1.0%) | |
| $500–<$750 | 3,741 (39.1%) | 3,286 (36.8%) | 2,962 (36.9%) | 2,318 (34.8%) | |
| $750–<$1,000 | 3,353 (35.0%) | 3,083 (34.5%) | 2,650 (33.0%) | 2,090 (31.3%) | |
| $1,000–<$1,250 | 1,377 (14.4%) | 1,374 (15.4%) | 1,241 (15.5%) | 1,083 (16.2%) | |
| ≥$1,250 | 992 (10.4%) | 1,101 (12.3%) | 1,099 (13.7%) | 1,114 (16.7%) | |
Abbreviations: AVF, arteriovenous fistula; AVG, arteriovenous graft; CFI, claims-based frailty indicator; PD, peritoneal dialysis.
P values computed using Pearson χ2 test for categorical variables and F test for continuous variables.
Unreported values (−) indicate the cell represents <11 individuals, and the US Renal Data System restricts the reporting of data in such instances.
Values presented as mean ± standard deviation.
Figure 2.Times to functional fistula use (A) and death before functional fistula use (B). Curves generated using the cumulative incidence function method. Abbreviation: CFI Q, claims-based frailty indicator quartile.
Multivariable Analysis of Time to Functional Use for Patients Who Underwent Fistula Creation
| Characteristic | HR[ |
| Overall Effect[ |
|---|---|---|---|
|
| |||
| CFI quartile | <0.001 | ||
| 1 | 1.00 (reference) | – | |
| 2 | 0.88 (0.84–0.91) | <0.001 | |
| 3 | 0.76 (0.72–0.80) | <0.001 | |
| 4 | 0.66 (0.62–0.70) | <0.001 | |
| Time to fistula creation, per 1 mo longer | 0.98 (0.98–0.99) | <0.001 | – |
| Age | <0.001 | ||
| 18–49 y | 1.00 (reference) | – | |
| 50–64 y | 1.01 (0.94–1.08) | 0.8 | |
| 65–74 y | 1.09 (1.01–1.17) | 0.03 | |
| 75–84 y | 1.13 (1.04–1.23) | 0.003 | |
| ≥85 y | 1.18 (1.07–1.30) | <0.001 | |
| Female sex | 0.77 (0.75–0.79) | <0.001 | – |
| Race and ethnicity | <0.001 | ||
| White, non-Hispanic | 1.00 (reference) | – | |
| Black, non-Hispanic | 1.03 (0.99–1.07) | 0.1 | |
| Asian/Pacific Islander, non-Hispanic | 1.28 (1.18–1.40) | <0.001 | |
| Hispanic | 1.20 (1.14–1.26) | <0.001 | |
| Other | 1.22 (1.09–1.35) | <0.001 | |
| Medicare/Medicaid dual eligibility | 1.02 (0.99–1.05) | 0.3 | – |
|
| |||
| Not-for-profit status | 1.23 (1.16–1.30) | <0.001 | – |
| Hospital-based (vs freestanding) | 0.87 (0.79–0.95) | 0.002 | – |
| PD recipients per facility | 0.8 | ||
| 0 | 1.00 (reference) | – | |
| 1–10 | 0.99 (0.95–1.03) | 0.6 | |
| 11–25 | 0.99 (0.95–1.03) | 0.5 | |
| 26–50 | 0.97 (0.91–1.03) | 0.3 | |
| ≥50 | 0.98 (0.88–1.09) | 0.7 | |
| Patient to nurse ratio | 0.7 | ||
| >0–10 | 1.00 (reference) | – | |
| >10–15 | 0.99 (0.94–1.05) | 0.7 | |
| >15–20 | 0.97 (0.90–1.03) | 0.3 | |
| >20 | 0.98 (0.91–1.04) | 0.5 | |
| Patient to staff ratio | 0.06 | ||
| >0–4 | 1.00 (reference) | – | |
| >4–5 | 1.12 (1.05–1.21) | 0.002 | |
| >5–6 | 1.11 (1.03–1.20) | 0.006 | |
| >6–7 | 1.12 (1.04–1.22) | 0.004 | |
| >7–8 | 1.13 (1.04–1.23) | 0.005 | |
| >8 | 1.12 (1.02–1.22) | 0.02 | |
|
| |||
| Median income | 0.02 | ||
| $0–<$25K | 0.93 (0.84–1.02) | 0.1 | |
| $25K–<$50K | 1.00 (reference) | – | |
| $50K–<$75K | 0.97 (0.92–1.02) | 0.2 | |
| $75K–<$100K | 1.01 (0.93–1.09) | 0.9 | |
| ≥$100K | 1.01 (0.99–1.23) | 0.07 | |
| Population below poverty level | 0.1 | ||
| 0%–<15% | 1.00 (reference) | – | |
| 15%–<25% | 0.96 (0.92–1.00) | 0.05 | |
| ≥25% | 0.97 (0.91–1.04) | 0.4 | |
| Unemployment | 0.4 | ||
| 0%–<5% | 1.00 (reference) | – | |
| 5%–<10% | 0.98 (0.92–1.04) | 0.5 | |
| 10%–< 15% | 1.00 (0.93–1.06) | 0.9 | |
| 15%–<20% | 0.97 (0.90–1.06) | 0.5 | |
| ≥20% | 0.91 (0.81–1.03) | 0.1 | |
| Population with at least high school diploma | 0.5 | ||
| 0%–<15% | 1.00 (reference) | – | |
| 15%–<30% | 1.02 (0.98–1.06) | 0.4 | |
| ≥30% | 1.04 (0.97–1.11) | 0.3 | |
| Median rent | 0.1 | ||
| $0–<$500 | 0.95 (0.82–1.10) | 0.5 | |
| $500–<$750 | 0.95 (0.90–1.00) | 0.04 | |
| $750–<$1,000 | 1.00 (0.95–1.04) | 0.8 | |
| $1,000–<$1,250 | 1.00 (reference) | – | |
| ≥$1,250 | 1.00 (0.94–1.06) | 0.9 | |
Abbreviations: CFI, claims-based frailty indicator; HR, hazard ratio; PD, peritoneal dialysis.
Hazard ratios estimated using a Fine and Gray competing risks survival model with death modeled as a competing risk.
Overall effect estimated using Wald χ2 test of overall effects estimated for covariates with more than 2 levels.
Patient and Dialysis Facility Demographic Data for Graft Group by Frailty Quartile
| CFI Quartile | |||||
|---|---|---|---|---|---|
| Characteristic | 1 (n = 1,609) | 2 (n = 1,877) | 3 (n = 2,306) | 4 (n = 2,467) |
|
|
| |||||
| Age | <0.001 | ||||
| 18–49 y | 313 (19.5%) | 11 (0.6%) | –[ | – | |
| 50–64 y | 698 (43.4%) | 355 (18.9%) | – | 36 (1.5%) | |
| 65–74 y | 571 (35.5%) | 905 (48.2%) | 790 (34.3%) | 378 (15.3%) | |
| 75–84 y | 27 (1.7%) | – | 1,060 (46.0%) | 1,261 (51.1%) | |
| ≥85 y | – | – | 299 (13.0%) | 792 (32.1%) | |
| Sex | <0.001 | ||||
| Male | 854 (53.1%) | 865 (46.1%) | 957 (41.5%) | 773 (31.3%) | |
| Female | 755 (46.9%) | 1,012 (53.9%) | 1,349 (58.5%) | 1,694 (68.7%) | |
| Race and ethnicity | <0.001 | ||||
| White, non-Hispanic | 812 (50.5%) | 1,037 (55.2%) | 1,337 (58.0%) | 1,259 (51.0%) | |
| Black, non-Hispanic | 555 (34.5%) | 584 (31.1%) | 687 (29.8%) | 869 (35.2%) | |
| Asian, non-Hispanic | 20 (1.2%) | 52 (2.8%) | 84 (3.6%) | 129 (5.2%) | |
| Hispanic | 208 (12.9%) | 173 (9.2%) | 180 (7.8%) | 190 (7.7%) | |
| Other | 14 (0.9%) | 31 (1.7%) | 18 (0.8%) | 20 (0.8%) | |
| Medicare/Medicaid dual eligibility | <0.001 | ||||
| No | 822 (51.1%) | 1,212 (64.6%) | 1,591 (69.0%) | 1,608 (65.2%) | |
| Yes | 787 (48.9%) | 665 (35.4%) | 715 (31.0%) | 859 (34.8%) | |
| Time to AVF/AVG creation, mo[ | 4.9 ± 6.4 | 4.3 ± 5.6 | 4.0 ± 5.0 | 3.9 ± 4.0 | <0.001 |
|
| |||||
| Profit status | 0.5 | ||||
| For-profit | 1,465 (91.1%) | 1,710 (91.1%) | 2,082 (90.3%) | 2,218 (89.9%) | |
| Not-for-profit | 144 (8.9%) | 167 (8.9%) | 224 (9.7%) | 249 (10.1%) | |
| Setting | 0.7 | ||||
| Hospital-based | 54 (3.4%) | 67 (3.6%) | 73 (3.2%) | 74 (3.0%) | |
| Freestanding | 1,555 (96.6%) | 1,810 (96.4%) | 2,233 (96.8%) | 2,393 (97.0%) | |
| PD recipients per facility | 0.7 | ||||
| 0 | 869 (54.0%) | 1,021 (54.4%) | 1,265 (54.9%) | 1,353 (54.8%) | |
| 1–10 | 295 (18.3%) | 389 (20.7%) | 445 (19.3%) | 458 (18.6%) | |
| 11–25 | 282 (17.5%) | 309 (16.5%) | 402 (17.4%) | 441 (17.9%) | |
| 26–50 | 129 (8.0%) | 125 (6.7%) | 155 (6.7%) | 169 (6.9%) | |
| >50 | 34 (2.1%) | 33 (1.8%) | 39 (1.7%) | 46 (1.9%) | |
| Patient to nurse ratio | 0.05 | ||||
| >0–10 | 156 (9.7%) | 195 (10.4%) | 255 (11.1%) | 241 (9.8%) | |
| >10–15 | 505 (31.4%) | 616 (32.8%) | 728 (31.6%) | 762 (30.9%) | |
| >15–20 | 472 (29.3%) | 547 (29.1%) | 697 (30.2%) | 726 (29.4%) | |
| >20 | 476 (29.6%) | 519 (27.7%) | 626 (27.1%) | 738 (29.9%) | |
| Patient to staff ratio | 0.9 | ||||
| >0–4 | 98 (6.1%) | 124 (6.6%) | 132 (5.7%) | 149 (6.0%) | |
| >4–5 | 214 (13.3%) | 261 (13.9%) | 315 (13.7%) | 340 (13.8%) | |
| >5–6 | 406 (25.2%) | 506 (27.0%) | 624 (27.1%) | 637 (25.8%) | |
| >6–7 | 458 (28.5%) | 528 (28.1%) | 628 (27.2%) | 683 (27.7%) | |
| >7–8 | 243 (15.1%) | 260 (13.9%) | 360 (15.6%) | 369 (15.0%) | |
| >8 | 190 (11.8%) | 198 (10.5%) | 247 (10.7%) | 289 (11.7%) | |
|
| |||||
| Median income | <0.001 | ||||
| $0–<$25K | 71 (4.4%) | 62 (3.3%) | 78 (3.4%) | 82 (3.3%) | |
| $25K–<$50K | 937 (58.2%) | 1,028 (54.8%) | 1,198 (52.0%) | 1,254 (50.8%) | |
| $50K–<$75K | 446 (27.7%) | 582 (31.0%) | 715 (31.0%) | 769 (31.2%) | |
| $75K–<$100K | 130 (8.1%) | 147 (7.8%) | 230 (10.0%) | 257 (10.4%) | |
| ≥$100K | 25 (1.6%) | 58 (3.1%) | 85 (3.7%) | 105 (4.3%) | |
| Population below poverty level | <0.001 | ||||
| 0%–<15% | 638 (39.7%) | 839 (44.7%) | 1,085 (47.1%) | 1,168 (47.6%) | |
| 15%–<25% | 580 (36.0%) | 688 (36.7%) | 816 (35.4%) | 828 (33.6%) | |
| ≥25% | 391 (24.3%) | 350 (18.6%) | 405 (17.6%) | 471 (19.1%) | |
| Unemployment | <0.001 | ||||
| 0%–<5% | 76 (4.7%) | 113 (6.0%) | 139 (6.0%) | 155 (6.3%) | |
| 5%–<10% | 746 (46.4%) | 943 (50.2%) | 1,198 (52.0%) | 1,276 (51.7%) | |
| 10%–<15% | 528 (32.8%) | 613 (32.7%) | 702 (30.4%) | 739 (30.0%) | |
| 15%–<20% | 187 (11.6%) | 154 (8.2%) | 184 (8.0%) | 203 (8.2%) | |
| ≥20% | 72 (4.5%) | 54 (2.9%) | 83 (3.6%) | 94 (3.8%) | |
| Population with at least high school diploma | <0.001 | ||||
| 0%–<15% | 815 (50.7%) | 1,052 (56.0%) | 1,339 (58.1%) | 1,428 (57.9%) | |
| 15%–<30% | 661 (41.1%) | 695 (37.0%) | 836 (36.3%) | 855 (34.7%) | |
| ≥30% | 133 (8.3%) | 130 (6.9%) | 131 (5.7%) | 184 (7.5%) | |
| Median rent | <0.001 | ||||
| $0–<$500 | 18 (1.1%) | 19 (1.0%) | 24 (1.0%) | 16 (0.6%) | |
| $500–<$750 | 582 (36.2%) | 662 (35.3%) | 765 (33.2%) | 753 (30.5%) | |
| $750–<$1,000 | 622 (38.7%) | 689 (36.7%) | 830 (36.0%) | 848 (34.4%) | |
| $1,000–<$1,250 | 226 (14.0%) | 297 (15.8%) | 377 (16.3%) | 456 (18.5%) | |
| ≥$1,250 | 161 (10.0%) | 210 (11.2%) | 310 (13.4%) | 394 (16.0%) | |
Abbreviations: AVF, arteriovenous fistula; AVG, arteriovenous graft; CFI, claims-based frailty indicator; PD, peritoneal dialysis.
P values computed using Pearson χ2 test for categorical variables and F test for continuous variables.
Unreported values (–) indicate the cell represents <11 individuals, and the US Renal Data System restricts the reporting of data in such instances.
Values given as mean ± standard deviation.
Figure 3.Times to functional graft use (A) and death before functional graft use (B). Curves generated using the cumulative incidence function method. Abbreviation: CFI Q, claims-based frailty indicator quartile.
Multivariable Analysis of Time to Functional Use for Patients Who Underwent Graft Placement
| Characteristic | HR[ |
| Overall Effect[ |
|---|---|---|---|
|
| |||
| CFI quartile | 0.09 | ||
| 1 | 1.00 (reference) | – | |
| 2 | 0.98 (0.89–1.07) | 0.7 | |
| 3 | 0.94 (0.85–1.03) | 0.2 | |
| 4 | 0.88 (0.79–0.99) | 0.03 | |
| Time to graft creation, per 1 mo longer | 1.00 (1.00–1.01) | 0.3 | – |
| Age | 0.1 | ||
| 18–49 y | 1.00 (reference) | – | |
| 50–64 y | 1.09 (0.94–1.27) | 0.2 | |
| 65–74 y | 1.18 (1.01–1.38) | 0.03 | |
| 75–84 y | 1.23 (1.04–1.45) | 0.01 | |
| ≥85 y | 1.23 (1.03–1.48) | 0.02 | |
| Female sex | 0.98 (0.93–1.04) | 0.5 | – |
| Race and ethnicity | 0.2 | ||
| White, non-Hispanic | 1.00 (reference) | – | |
| Black, non-Hispanic | 1.02 (0.96–1.09) | 0.5 | |
| Asian/Pacific Islander, non-Hispanic | 1.18 (1.02–1.36) | 0.03 | |
| Hispanic | 1.05 (0.94–1.16) | 0.4 | |
| Other | 0.94 (0.72–1.24) | 0.7 | |
| Medicare/Medicaid dual eligibility | 1.03 (0.97–1.10) | 0.3 | – |
|
| |||
| Not-for-profit status | 1.34 (1.19–1.51) | <0.001 | – |
| Hospital-based (vs freestanding) | 0.65 (0.53–0.80) | <0.001 | – |
| PD recipients per facility | 0.6 | ||
| 0 | 1.00 (reference) | – | |
| 1–10 | 1.00 (0.94–1.08) | 0.9 | |
| 11–25 | 0.96 (0.89–1.03) | 0.3 | |
| 26–50 | 0.96 (0.86–1.08) | 0.5 | |
| >50 | 1.10 (0.90–1.34) | 0.4 | |
| Patient to nurse ratio | 0.3 | ||
| >0–10 | 1.00 (reference) | – | |
| >10–15 | 1.05 (0.94–1.17) | 0.4 | |
| >15–20 | 1.08 (0.96–1.22) | 0.2 | |
| >20 | 1.02 (0.90–1.16) | 0.8 | |
| Patient to staff ratio | 0.8 | ||
| >0–4 | 1.00 (reference) | – | |
| >4–5 | 0.95 (0.82–1.09) | 0.5 | |
| >5–6 | 0.98 (0.85–1.12) | 0.7 | |
| >6–7 | 0.96 (0.83–1.10) | 0.5 | |
| >7–8 | 0.93 (0.80–1.09) | 0.4 | |
| >8 | 0.91 (0.77–1.08) | 0.3 | |
|
| |||
| Median income | 0.2 | ||
| $0–<$25K | 0.97 (0.83–1.13) | 0.7 | |
| $25K–<$50K | 1.00 (reference) | – | |
| $50K–<$75K | 1.04 (0.95–1.13) | 0.4 | |
| $75K–<$100K | 1.18 (1.02–1.37) | 0.02 | |
| ≥$100K | 1.03 (0.84–1.25) | 0.8 | |
| Population below poverty level | 0.6 | ||
| 0%–<15% | 1.00 (reference) | – | |
| 15%–<25% | 0.96 (0.89–1.05) | 0.4 | |
| ≥25% | 0.95 (0.85–1.07) | 0.4 | |
| Unemployment | 0.04 | ||
| 0%–<5% | 1.00 (reference) | – | |
| 5%–<10% | 1.06 (0.94–1.20) | 0.4 | |
| 10%–<15% | 1.03 (0.90–1.18) | 0.6 | |
| 15%–<20% | 1.20 (1.02–1.40) | 0.03 | |
| ≥20% | 1.20 (0.98–1.47) | 0.08 | |
| Population with at least high school diploma | 0.3 | ||
| 0%–<15% | 1.00 (reference) | – | |
| 15%–<30% | 0.96 (0.89–1.03) | 0.2 | |
| ≥30% | 1.01 (0.89–1.15) | 0.8 | |
| Median rent | 0.05 | ||
| $0–<$500 | 0.97 (0.72–1.31) | 0.8 | |
| $500–<$750 | 1.11 (1.00–1.22) | 0.04 | |
| $750–<$1,000 | 1.04 (0.95–1.13) | 0.4 | |
| $1,000–<$1,250 | 1.00 (reference) | – | |
| ≥$1,250 | 0.92 (0.82–1.03) | 0.2 | |
Abbreviations: CFI, claims-based frailty indicator; HR, hazard ratio; PD, peritoneal dialysis.
Hazard ratios estimated using a Fine and Gray competing risks survival model with death modeled as a competing risk.
Overall effect estimated using Wald χ2 test of overall effects estimated for covariates with more than 2 levels.
Figure 4.Population mortality after first hemodialysis session. Curves generated using the cumulative incidence function method. Abbreviation: CFI Q, claims-based frailty indicator quartile.
Multivariable Analysis of Mortality
| Characteristic | HR[ |
| Overall Effect[ |
|---|---|---|---|
|
| |||
| CFI quartile | <0.001 | ||
| 1 | 1.00 (reference) | – | |
| 2 | 1.43 (1.39–1.47) | <0.001 | |
| 3 | 1.87 (1.81–1.93) | <0.001 | |
| 4 | 2.46 (2.38–2.55) | <0.001 | |
| Age | <0.001 | ||
| 18–49 y | 1.00 (reference) | – | |
| 50–64 y | 1.22 (1.15–1.29) | <0.001 | |
| 65–74 y | 1.16 (1.10–1.23) | <0.001 | |
| 75–84 y | 1.22 (1.15–1.30) | <0.001 | |
| ≥85 y | 1.42 (1.33–1.52) | <0.001 | |
| Female sex | 0.87 (0.85–0.89) | <0.001 | – |
| Race and ethnicity | <0.001 | ||
| White, non-Hispanic | 1.00 (reference) | – | |
| Black, non-Hispanic | 0.68 (0.66–0.69) | <0.001 | |
| Asian/Pacific Islander, non-Hispanic | 0.65 (0.61–0.69) | <0.001 | |
| Hispanic | 0.74 (0.72–0.77) | <0.001 | |
| Other | 0.69 (0.64–0.75) | <0.001 | |
| Medicare/Medicaid dual eligibility | 0.89 (0.87–0.91) | <0.001 | – |
|
| |||
| Not-for-profit status (vs for-profit) | 0.94 (0.91–0.97) | <0.001 | – |
| Hospital-based (vs freestanding) | 1.00 (0.96–1.05) | 0.9 | – |
| PD recipients per facility | 0.06 | ||
| 0 | 1.00 (reference) | – | |
| 1–10 | 1.00 (0.98–1.02) | 0.9 | |
| 11–25 | 0.97 (0.95–1.00) | 0.03 | |
| 26–50 | 0.96 (0.93–1.00) | 0.03 | |
| >50 | 0.95 (0.89–1.02) | 0.2 | |
| Patient to nurse ratio | <0.001 | ||
| >0–10 | 1.00 (reference) | – | |
| >10–15 | 0.97 (0.94–1.01) | 0.1 | |
| >15–20 | 0.93 (0.90–0.97) | <.001 | |
| >20 | 0.93 (0.89–0.96) | <.001 | |
| Patient to staff ratio | 0.007 | ||
| >0–4 | 1.00 (reference) | – | |
| >4–5 | 0.95 (0.91–0.99) | 0.007 | |
| >5–6 | 0.95 (0.92–1.00) | 0.03 | |
| >6–7 | 0.97 (0.93–1.02) | 0.2 | |
| >7–8 | 0.99 (0.94–1.04) | 0.7 | |
| >8 | 1.00 (0.95–1.05) | 0.9 | |
|
| |||
| Median income | 0.9 | ||
| $0–<$25K | 1.03 (0.97–1.10) | 0.3 | |
| $25K–<$50K | 1.00 (reference) | – | |
| $50K–<$75K | 1.01 (0.98–1.04) | 0.6 | |
| $75K–<$100K | 0.96 (0.92–1.00) | 0.07 | |
| ≥$100K | 0.96 (0.90–1.02) | 0.2 | |
| Population below poverty level | 0.02 | ||
| 0%–<15% | 1.00 (reference) | – | |
| 15%–<25% | 1.04 (1.01–1.07) | 0.005 | |
| ≥25% | 1.03 (0.99–1.07) | 0.2 | |
| Unemployment | 0.6 | ||
| 0%–<5% | 1.00 (reference) | – | |
| 5%–<10% | 1.01 (0.97–1.04) | 0.7 | |
| 10%–< 15% | 1.01 (0.97–1.05) | 0.8 | |
| 15%–<20% | 1.02 (0.97–1.07) | 0.5 | |
| ≥20% | 0.97 (0.90–1.04) | 0.4 | |
| Population with at least high school diploma | 0.2 | ||
| 0%–<15% | 1.00 (reference) | – | |
| 15%–<30% | 1.02 (1.00–1.04) | 0.1 | |
| ≥30% | 0.99 (0.95–1.04) | 0.6 | |
| Median rent | 0.09 | ||
| $0–<$500 | 1.01 (0.92–1.11) | 0.8 | |
| $500–<$750 | 0.98 (0.95–1.01) | 0.2 | |
| $750–<$1,000 | 0.97 (0.95–1.00) | 0.07 | |
| $1,000–<$1,250 | 1.00 (reference) | – | |
| ≥$1,250 | 1.02 (0.99–1.06) | 0.3 | |
Abbreviations: CFI, claims-based frailty indicator; PD, peritoneal dialysis.
Hazard ratios computed using a Cox proportional hazards model, with mortality as the outcome of interest.
Overall effect estimated using Wald χ2 test of overall effects estimated for covariates with more than 2 levels.