| Literature DB >> 34158964 |
Christy Chong1, James Wick2, Scott Klarenbach3, Braden Manns1,2, Brenda Hemmelgarn3, Paul Ronksley1.
Abstract
BACKGROUND: Prior studies report high hospitalization rates among patients with chronic kidney disease (CKD) and approximately 10% to 20.9% of hospitalizations are potentially preventable.Entities:
Keywords: administrative data; ambulatory care sensitive conditions; chronic kidney disease; health care spending; preventable hospitalization
Year: 2021 PMID: 34158964 PMCID: PMC8182215 DOI: 10.1177/20543581211018528
Source DB: PubMed Journal: Can J Kidney Health Dis ISSN: 2054-3581
Figure 1.Study cohort formation.
Note. eGFR = estimated glomerular filtration rate.
Figure 2.Risk category of kidney disease within study cohort based on kidney disease improving global outcomes chronic kidney disease criteria.
Note. eGFR = estimated glomerular filtration rate.
Demographic and Clinical Characteristics, Overall and by Risk Category of Kidney Disease.
| Characteristic | Chronic kidney disease risk category | Overall | |||||
|---|---|---|---|---|---|---|---|
| Low | Moderate | High | Very High | Dialysis | High with unmeasured proteinuria | ||
| Age, years | |||||||
| Mean (SD) | 51.8 (15.8) | 61.4 (17.9) | 68.1 (17.9) | 75.0 (13.4) | 63.9 (14.7) | 79.5 (10.7) | 54.0 (16.9) |
| 18-44 | 34.6 | 20.2 | 13.1 | 3.4 | 11.4 | 0.4 | 31.4 |
| 45-64 | 44.0 | 32.3 | 22.6 | 16.6 | 38.4 | 9.4 | 41.2 |
| 65-74 | 14.7 | 22.6 | 22.0 | 24.0 | 25.2 | 21.7 | 16.0 |
| 75+ | 6.7 | 25.0 | 42.4 | 56.0 | 24.9 | 68.5 | 11.4 |
| Sex, % | |||||||
| Female | 55.1 | 52.8 | 52.4 | 47.5 | 40.0 | 60.9 | 54.6 |
| Male | 44.9 | 47.2 | 47.6 | 52.5 | 60.0 | 39.1 | 45.4 |
| Location of residence, % | |||||||
| Rural | 17.6 | 20.7 | 23 | 24.3 | 21.6 | 31.8 | 18.4 |
| Urban | 82.4 | 79.3 | 77 | 75.7 | 78.4 | 68.2 | 81.6 |
| Median neighborhood household income quintile, % | |||||||
| 1 (lowest) | 20.9 | 24.0 | 25.3 | 26.6 | 35.2 | 23.7 | 21.7 |
| 2 | 20.7 | 22.2 | 22.8 | 23.6 | 23.0 | 23.4 | 21.1 |
| 3 | 19.9 | 19.6 | 19.8 | 19.4 | 16.0 | 20.6 | 19.9 |
| 4 | 19.1 | 17.8 | 16.8 | 16.2 | 14.9 | 16.4 | 18.8 |
| 5 (highest) | 19.2 | 16.5 | 15.2 | 14.1 | 10.8 | 15.9 | 18.7 |
| General practitioner attachment, % | |||||||
| <50% | 24.1 | 22.4 | 22.4 | 22.3 | 35.7 | 20.0 | 23.8 |
| 50%-74% | 33.6 | 32.0 | 31.2 | 31.3 | 32.2 | 30.8 | 33.3 |
| 75%-100% | 42.2 | 45.7 | 46.4 | 46.4 | 32.1 | 49.2 | 42.9 |
| Comorbidities, % | |||||||
| Alcoholism | 3.0 | 4.0 | 4.2 | 4.5 | 8.6 | 3.4 | 3.1 |
| Asthma | 2.5 | 3.6 | 4.3 | 5.1 | 7.0 | 4.7 | 2.8 |
| Atrial fibrillation | 2.8 | 8.1 | 14.6 | 21.2 | 17.1 | 22.4 | 4.3 |
| Cancer (lymphoma) | 0.4 | 0.8 | 1.1 | 1.7 | 2.7 | 1.6 | 0.5 |
| Cancer (metastatic) | 0.7 | 1.1 | 1.7 | 2.1 | 1.8 | 2.5 | 0.8 |
| Cancer (non-metastatic) | 3.3 | 5.1 | 6.7 | 7.7 | 6.4 | 8.9 | 3.7 |
| Congestive heart failure (CHF) | 2.3 | 8.0 | 17.1 | 31.0 | 46.5 | 25.6 | 4.2 |
| Chronic pain | 14.5 | 16.8 | 18.4 | 19.2 | 19.8 | 16.7 | 15.0 |
| Chronic obstructive pulmonary disease (COPD) | 9.9 | 17.4 | 23.7 | 31.3 | 31.1 | 28.8 | 11.7 |
| Hepatitis B | 0.4 | 0.3 | 0.2 | 0.3 | 0.9 | 0.1 | 0.4 |
| Cirrhosis | 0.2 | 0.5 | 0.8 | 1.1 | 2.5 | 1.0 | 0.3 |
| Dementia | 1.5 | 4.4 | 8.6 | 11.7 | 7.2 | 15.8 | 2.3 |
| Depression | 12.0 | 12.9 | 12.6 | 11.4 | 13.8 | 10.8 | 12.1 |
| Diabetes | 14.6 | 37.4 | 41.9 | 58.0 | 63.8 | 24.2 | 18.9 |
| Epilepsy | 2.0 | 2.5 | 2.7 | 2.8 | 6.4 | 2.8 | 2.1 |
| Hypertension | 34.6 | 64.2 | 77.9 | 93.2 | 93.8 | 83.1 | 40.7 |
| Hypothyroidism | 12.9 | 16.2 | 19.8 | 22.3 | 16.8 | 25.6 | 13.8 |
| Inflammatory bowel disease | 1.5 | 1.8 | 1.9 | 2.2 | 2.4 | 2.0 | 1.5 |
| Irritable bowel syndrome | 2.7 | 2.7 | 3.1 | 2.8 | 1.9 | 2.7 | 2.7 |
| Multiple sclerosis | 1.0 | 1.0 | 1.1 | 0.9 | 1.6 | 0.8 | 1.0 |
| Myocardial infarction | 1.8 | 4.6 | 7.5 | 11.4 | 12.4 | 9.5 | 2.6 |
| Parkinson’s disease | 0.5 | 1.1 | 1.9 | 2.0 | 1.4 | 2.3 | 0.7 |
| Peptic ulcer disease | 0.1 | 0.2 | 0.3 | 0.6 | 1.4 | 0.4 | 0.1 |
| Peripheral vascular disease | 0.9 | 2.5 | 4.6 | 8.0 | 30.5 | 5.6 | 1.4 |
| Psoriasis | 0.9 | 1.1 | 1.3 | 1.6 | 1.9 | 1.4 | 0.9 |
| Rheumatoid arthritis | 2.6 | 4.1 | 5.6 | 6.1 | 6.2 | 6.6 | 3.0 |
| Schizophrenia | 1.2 | 1.5 | 1.7 | 1.5 | 2.4 | 1.7 | 1.3 |
| Stroke | 5.2 | 11.3 | 17.4 | 24.8 | 26.0 | 23.4 | 6.8 |
| Number of comorbidities, % | |||||||
| 0 | 34.7 | 15.0 | 8.8 | 2.1 | 2.6 | 5.1 | 30.8 |
| 1 | 28.5 | 20.7 | 14.6 | 8.3 | 6.8 | 13.9 | 26.7 |
| 2 | 18.3 | 23.9 | 21.5 | 18.1 | 12.3 | 19.6 | 19.0 |
| 3+ | 18.3 | 40.3 | 55.0 | 71.5 | 78.1 | 61.4 | 23.5 |
Hospital Encounter Characteristics for All-Cause Hospitalizations, Overall and by Kidney Disease Risk Category.
| Variable | Chronic kidney disease risk category | Overall | |||||
|---|---|---|---|---|---|---|---|
| Low | Moderate | High | Very high | Dialysis | High with unmeasured proteinuria | ||
| Total number of hospital encounters, n | 124 736 | 26 453 | 15 056 | 14 303 | 2402 | 3809 | 186 759 |
| Percent of all hospital encounters, % | 66.8 | 14.2 | 8.1 | 7.7 | 1.3 | 2.0 | 100.0 |
| Number of hospital admissions per patient, mean (95% CI) | 0.134 (0.133-0.135) | 0.250 (0.246-0.254) | 0.369 (0.360-0.377) | 0.624 (0.609-0.640) | 1.178 (1.105-1.252) | 0.387 (0.369-0.405) | 0.168 (0.167-0.169) |
| Person-time, years | 924,846 | 104,880 | 40,291 | 22,437 | 1948 | 9536 | 1,103,938 |
| Percent of all person-time, % | 83.8 | 9.5 | 3.6 | 2.0 | 0.2 | 0.9 | 100.0 |
| Unadjusted hospitalization rate, per 1000 person-years (95% CI) | 136.3 (135.4-137.2) | 257.8 (253.4-262.2) | 386.8 (377.1-396.5) | 664.7 (644.4-685.0) | 1290.2 (1167.3-1413.2) | 414.5 (393.5-435.6) | 172.5 (171.1-173.6) |
| Adjusted hospitalization rate
| 128.9 (127.9-129.9) | 170.2 (167.0-173.4) | 193.6 (188.4-198.8) | 266.4 (258.0-274.8) | 560.0 (509.5-610.4) | 157.0 (148.6-165.4) | 137.9 (136.9-138.9) |
| All-cause mortality, n (%) | 5667 (0.6) | 1793 (1.7) | 1284 (3.2) | 1357 (5.9) | 227 (11.2) | 538 (5.5) | 10,866 (1.0) |
| Individuals with at least one hospitalization, n (%) | 93,215 (10.0) | 17,911 (16.9) | 9165 (22.5) | 7554 (33.0) | 1079 (52.8) | 2266 (23.0) | 131,190 (11.8) |
| Total number of hospital days
| 1,025,565 | 278,949 | 193,050 | 206,075 | 37,797 | 53,826 | 1,795,262 |
| Percentage of total hospital days, % | 57.1 | 15.5 | 10.8 | 11.5 | 2.1 | 3.0 | 100.0 |
| Cumulative length of stay, median (IQR)
| 4 (2-8) | 5 (3-13) | 8 (4-22) | 12 (6-32) | 15 (6-40) | 10 (5-27) | 4 (3-11) |
| Discharge Disposition (for all admissions), %
(95% CI)
| |||||||
| Transfer to acute care | 1.9 (1.8-1.9) | 2.9 (2.7-3.1) | 3.9 (3.6-4.2) | 5.1 (4.8-5.5) | 6.0 (5.1-7.0) | 5.1 (4.4-5.7) | 2.4 (2.4-2.5) |
| Transfer to long-term care | 1.4 (1.3-1.5) | 2.7 (2.5-2.9) | 5.1 (4.7-5.5) | 6.1 (5.6-6.6) | 6.3 (5.1-7.6) | 8.4 (7.3-9.5) | 2.3 (2.2-2.3) |
| Transfer to other facility | 0.4 (0.4-0.5) | 0.6 (0.5-0.7) | 0.8 (0.7-1.0) | 1.1 (0.9-1.3) | 1.0 (0.6-1.4) | 1.6 (1.2-2.1) | 0.5 (0.5-0.6) |
| Home with support services | 7.6 (7.4-7.7) | 12.9 (12.5-13.4) | 19.3 (18.6-20.1) | 24.6 (23.8-25.5) | 16.1 (14.2-18.0) | 25.8 (24.1-27.5) | 10.5 (10.3-10.6) |
| Home | 86.2 (86.0-86.5) | 77.4 (76.8-77.9) | 65.7 (64.8-66.6) | 56.8 (55.8-57.9) | 59.4 (56.9-62.0) | 52.2 (50.2-54.1) | 81.2 (81.0-81.4) |
| Signed out against medical advice | 0.7 (0.7-0.8) | 0.7 (0.6-0.8) | 0.8 (0.7-1.0) | 0.6 (0.4-0.7) | 2.4 (1.6-3.1) | 0.4 (0.2-0.7) | 0.7 (0.7-0.8) |
| In-hospital mortality | 1.7 (1.7-1.8) | 2.8 (2.6-3.0) | 4.3 (3.9-4.7) | 5.6 (5.2-6.1) | 8.6 (7.2-10.1) | 6.4 (5.4-7.3) | 2.4 (2.3-2.5) |
| Number of patients with 1 or more 30-day all-cause readmissions
| 9230 (9.9) | 2308 (12.9) | 1593 (17.4) | 1608 (21.3) | 294 (27.3) | 398 (17.6) | 15431 (11.8) |
Note. CI = confidence interval; IQR = interquartile range.
Adjusted for age, sex, location of residence, median neighborhood household income quintile, general practitioner attachment, and comorbidities.
Among individuals with at least one hospitalization in the follow-up period.
Hospital Encounters, Person-Time, and Hospitalization Rates for CIHI-Defined ACSC and CKD-Related ACSC.
| Variable | Chronic kidney disease risk category | Overall | ||||||
|---|---|---|---|---|---|---|---|---|
| Low | Moderate | High | Very high | Dialysis | High with unmeasured proteinuria | |||
|
| Total number of hospital encounters, n | 4993 | 2057 | 1744 | 2341 | 202 | 563 | 11 900 |
| Percent of all hospital encounters, % | 42.0 | 17.3 | 14.7 | 19.7 | 1.7 | 4.7 | 100.0 | |
| Person-time, years | 924 846 | 104 880 | 40 291 | 22 437 | 1948 | 9536 | 1 103 938 | |
| Percent of all person-time, % | 83.8 | 9.5 | 3.6 | 2.0 | 0.2 | 0.9 | 100.0 | |
| Unadjusted hospitalization rate, per 1000 person-years (95% CI) | 4.1 (3.9-4.2) | 13.9 (12.8-14.9) | 28.9 (25.5-32.3) | 86.7 (73.4-100.1) | 112.0 (68.6-155.5) | 43.1 (29.8-56.4) | 6.6 (6.4-6.9) | |
| Adjusted hospitalization rate
| 2.4 (2.2-2.5) | 3.9 (3.5-4.3) | 5.3 (4.6-6.0) | 9.9 (8.4-11.3) | 14.4 (9.8-19.0) | 5.7 (3.9-7.5) | 2.6 (2.4-2.7) | |
|
| Total number of hospital encounters, n | 1537 | 994 | 1049 | 1734 | 175 | 371 | 5860 |
| Percent of all hospital encounters, % | 26.2 | 17.0 | 17.9 | 29.6 | 3.0 | 6.3 | 100.0 | |
| Person-time, years | 924 846 | 104 880 | 40 291 | 22 437 | 1948 | 9536 | 1 103 938 | |
| Percent of all person-time, % | 83.8 | 9.5 | 3.6 | 2.0 | 0.2 | 0.9 | 100.0 | |
| Unadjusted hospitalization rate, per 1000 person-years (95% CI) | 4.3 (4.1-4.4) | 17.3 (16.3-18.3) | 41.7 (38.7-44.6) | 106.2 (97.6-114.8) | 121.1 (88.6-153.6) | 63.9 (55.3-72.6) | 9.7 (9.4-0.0) | |
| Adjusted hospitalization rate
| 2.3 (2.2-2.5) | 3.6 (3.3-3.9) | 4.7 (4.3-5.2) | 8.1 (7.3-8.9) | 12.7 (9.5-15.9) | 4.9 (4.2-5.6) | 2.6 (2.5-2.8) | |
Note. CIHI = Canadian Institute for Health Information; ACSC = ambulatory care sensitive condition; CKD = chronic kidney disease; CI = confidence interval.
Adjusted for age, sex, location of residence, median neighborhood household income quintile, general practitioner attachment, and comorbidities.
Figure 3.Proportion of all-cause (Panel A) and CIHI-defined ACSC or CKD-related ACSC (Panel B) hospital costs attributable to each level of kidney disease risk category.
Note. CIHI = Canadian Institute for Health Information; ACSC = ambulatory care sensitive condition; CKD = chronic kidney disease.
Cost of All-Cause, CIHI ACSC, and CKD-Related ACSC Hospitalizations by Kidney Disease Risk Category.
| Variable | Chronic Kidney Disease Risk Category | Overall | ||||||
|---|---|---|---|---|---|---|---|---|
| Low | Moderate | High | Very high | Dialysis | High with unmeasured proteinuria | |||
|
| Total number of hospital encounters, n | 124 736 | 26 453 | 15 056 | 14 303 | 2402 | 3809 | 186 759 |
| Percent of total hospitalizations, % | 66.8 | 14.2 | 8.1 | 7.7 | 1.3 | 2.0 | 100.0 | |
| Total cost, $ | $1 398 326 016 | $354 497 824 | $231 722 624 | $241 157 280 | $56 527 540 | $62 098 184 | $2 344 329 472 | |
| Percent of total cost, % | 59.6 | 15.1 | 9.9 | 10.3 | 2.4 | 2.6 | 100.0 | |
| Cost, median (IQR) | $6,407.9 ($4180.1-$10 222.2) | $6,876.4 ($4235.2-$11 827.3) | $8,380.8 ($5054.7-$14 718.9) | $9,499.9 ($5781.7-$17 669.3) | $13,884.6 ($8826.4-$25 272.6) | $9,209.6 ($5591.4-$17 159.8) | $6,643.5 ($4207.8-$11 137.8) | |
| Cost, mean (95% CI) | $10 133.5 ($10 020.7-$10 246.4) | $12 267.8 ($11 962.7-$12 572.9) | $14,703.9 ($14 210.9-$15 196.9) | $16 629.1 ($16 036.3-$17 221.9) | $24 970.5 ($22 561.9-$27 379.1) | $15 597.2 ($14 548.5-$16 645.9) | $11 334.6 ($11 227.9-$11 441.3) | |
|
| Number of ACSC encounters, n | 4993 | 2057 | 1744 | 2341 | 202 | 563 | 11 900 |
| Percent of total ACSC encounters, % | 42.0 | 17.3 | 14.7 | 19.7 | 1.7 | 4.7 | 100.0 | |
| Total ACSC cost, $ (%) | $48 388 760 (3.5) | $21 583 450 (6.1) | $18 765 752 (8.1) | $29 241 144 (12.1) | $2 793 587 (4.9) | $7 095 311 (11.4) | $127 868 000 (5.5) | |
| Percent of total ACSC cost, % | 37.8 | 16.9 | 14.7 | 22.9 | 2.2 | 5.5 | 100.0 | |
| Cost, median (IQR) | $5985.9 ($4784.7-$8923.8) | $6876.4 ($5054.7-$10 121.6) | $6959.2 ($5779.3-$10 402.8) | $8313.7 ($5779.3-$12 249.2) | $10 012.5 ($7177.9-$16 270.3) | $7562.1 ($5779.3-$12 255.1) | $6876.4 ($5054.7-$10 335.1) | |
| Cost, mean (95% CI) | $9701.2 ($9216.9-$10 185.4) | $10 544.9 ($9786.4-$11 303.4) | $10,719.1 ($9,994.6-$11,443.5) | $12 466.6 ($11 694.9-$13 238.3) | $14 282.8 ($11 779.8-$16 785.8) | $12 784.6 ($11 172.8-$14 396.5) | $10 717.3 ($10 400.2-$11 034.4) | |
|
| Number of ACSC encounters, n | 1537 | 994 | 1049 | 1734 | 175 | 371 | 5860 |
| Percent of total ACSC encounters, % | 26.2 | 17.0 | 17.9 | 29.6 | 3.0 | 6.3 | 100.0 | |
| Total ACSC cost, $ (%) | $19 605 157 (1.4) | $12 744 452 (3.6) | $13 824 110 (6.0) | $24 893 287 (10.3) | $2 530 483 (4.5) | $5 855 185 (9.4) | $78 278 114 (3.3) | |
| Percent of total ACSC cost, % | 25.0 | 16.3 | 17.7 | 31.8 | 3.2 | 7.5 | 100.0 | |
| Cost, median (IQR) | $6876.4 ($5115.5-$11 027.5) | $7122.6 ($5779.3-$12 249.2) | $8055.9 ($5779.3-$12 249.2) | $8529.2 ($5848.8-$14 186.9) | $9569.5 ($6798.2-$16 270.3) | $8413.8 ($5779.3-$14 575.6) | $7593.6 ($5779.3-$12 249.2) | |
| Cost, mean (95% CI) | $12,755.5 ($11 380.3-$14 130.7) | $12 821.4 ($11 760.0-$13 882.7) | $13 178.4 ($11 488.1-$14 868.7) | $14 355.9 ($13 388.1-$15 323.8) | $14 459.9 ($12 109.8-$16 809.9) | $15 782.2 ($11 562.8-$20 001.5) | $13 358.0 ($12 662.9-$14 053.2) | |
Note. CIHI = Canadian Institute for Health Information; ACSC = ambulatory care sensitive condition; CKD = chronic kidney disease; CI = confidence interval; IQR = interquartile range.