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Vazquez MA, Oliver G, Amarasingham R, Sundaram V, Chan K, Ahn C, Zhang S, Bickel P, Parikh SM, Wells B, Miller RT, Hedayati S, Hastings J, Jaiyeola A, Nguyen TM, Moran B, Santini N, Barker B, Velasco F, Myers L, Meehan TP, Fox C, Toto RD. Pragmatic Trial of Hospitalization Rate in Chronic Kidney Disease. N Engl J Med 2024; 390:1196-1206. [PMID: 38598574 PMCID: PMC11646681 DOI: 10.1056/nejmoa2311708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/12/2024]
Abstract
BACKGROUND Despite the availability of effective therapies for patients with chronic kidney disease, type 2 diabetes, and hypertension (the kidney-dysfunction triad), the results of large-scale trials examining the implementation of guideline-directed therapy to reduce the risk of death and complications in this population are lacking. METHODS In this open-label, cluster-randomized trial, we assigned 11,182 patients with the kidney-dysfunction triad who were being treated at 141 primary care clinics either to receive an intervention that used a personalized algorithm (based on the patient's electronic health record [EHR]) to identify patients and practice facilitators to assist providers in delivering guideline-based interventions or to receive usual care. The primary outcome was hospitalization for any cause at 1 year. Secondary outcomes included emergency department visits, readmissions, cardiovascular events, dialysis, and death. RESULTS We assigned 71 practices (enrolling 5690 patients) to the intervention group and 70 practices (enrolling 5492 patients) to the usual-care group. The hospitalization rate at 1 year was 20.7% (95% confidence interval [CI], 19.7 to 21.8) in the intervention group and 21.1% (95% CI, 20.1 to 22.2) in the usual-care group (between-group difference, 0.4 percentage points; P = 0.58). The risks of emergency department visits, readmissions, cardiovascular events, dialysis, or death from any cause were similar in the two groups. The risk of adverse events was also similar in the trial groups, except for acute kidney injury, which was observed in more patients in the intervention group (12.7% vs. 11.3%). CONCLUSIONS In this pragmatic trial involving patients with the triad of chronic kidney disease, type 2 diabetes, and hypertension, the use of an EHR-based algorithm and practice facilitators embedded in primary care clinics did not translate into reduced hospitalization at 1 year. (Funded by the National Institutes of Health and others; ICD-Pieces ClinicalTrials.gov number, NCT02587936.).
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Affiliation(s)
- Miguel A Vazquez
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - George Oliver
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Ruben Amarasingham
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Venkatraghavan Sundaram
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Kevin Chan
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Chul Ahn
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Song Zhang
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Perry Bickel
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Samir M Parikh
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Barbara Wells
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - R Tyler Miller
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Susan Hedayati
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Jeffrey Hastings
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Adeola Jaiyeola
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Tuan-Minh Nguyen
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Brett Moran
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Noel Santini
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Blake Barker
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Ferdinand Velasco
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Lynn Myers
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Thomas P Meehan
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Chester Fox
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
| | - Robert D Toto
- From the Department of Internal Medicine (M.A.V., P.B., S.M.P., R.T.M., S.H., B.B., R.D.T.) and the Peter O'Donnell Jr. School of Public Health (C.A., S.Z.), University of Texas Southwestern Medical Center, the Parkland Center for Clinical Innovation (G.O., V.S., A.J., T.-M.N.), Pieces Technologies (R.A.), Veterans Affairs of North Texas Health Care System (R.T.M., S.H., J.H.), Parkland Health (B.M., N.S.), and Texas Health Resources (F.V., L.M.) - all in Dallas; the National Institute of Diabetes and Digestive and Kidney Diseases (K.C.) and the National Heart, Lung, and Blood Institute (B.W.) - both in Bethesda, MD; ProHealth Physicians, Farmington, CT (T.P.M.); and the State University of New York, Buffalo (C.F.)
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Ghimire A, Ye F, Hemmelgarn B, Zaidi D, Jindal KK, Tonelli MA, Cooper M, James MT, Khan M, Tinwala MM, Sultana N, Ronksley PE, Muneer S, Klarenbach S, Okpechi IG, Bello AK. Trends in nephrology referral patterns for patients with chronic kidney disease: Retrospective cohort study. PLoS One 2022; 17:e0272689. [PMID: 35951609 PMCID: PMC9371302 DOI: 10.1371/journal.pone.0272689] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2022] [Accepted: 07/25/2022] [Indexed: 11/26/2022] Open
Abstract
Introduction Information on early, guideline discordant referrals in nephrology is limited. Our objective was to investigate trends in referral patterns to nephrology for patients with chronic kidney disease (CKD). Methods Retrospective cohort study of adults with ≥1 visits to a nephrologist from primary care with ≥1 serum creatinine and/or urine protein measurement <180 days before index nephrology visit, from 2006 and 2019 in Alberta, Canada. Guideline discordant referrals were those that did not meet ≥1 of: Estimated glomerular filtration rate (eGFR) ˂ 30 mL/min/1.73m2, persistent albuminuria (ACR ≥ 300 mg/g, PCR ≥ 500 mg/g, or Udip ≥ 2+), or progressive and persistent decline in eGFR until index nephrology visit (≥ 5 mL/min/1.73m2). Results Of 69,372 patients with CKD, 28,518 (41%) were referred in a guideline concordant manner. The overall rate of first outpatient visits to nephrology increased from 2006 to 2019, although guideline discordant referrals showed a greater increase (trend 21.9 per million population/year, 95% confidence interval 4.3, 39.4) versus guideline concordant referrals (trend 12.4 per million population/year, 95% confidence interval 5.7, 19.0). The guideline concordant cohort were more likely to be on renin-angiotensin system blockers or beta blockers (hazard ratio 1.14, 95% confidence interval 1.12, 1.16), and had a higher risk of CKD progression (hazard ratio 1.09, 95% confidence interval 1.06, 1.13), kidney failure (hazard ratio 7.65, 95% confidence interval 6.83, 8.56), cardiovascular event (hazard ratio 1.40, 95% confidence interval 1.35,1.45) and mortality (hazard ratio 1.58, 95% confidence interval 1.52, 1.63). Conclusions A significant proportion nephrology referrals from primary care were not consistent with current guideline-recommended criteria for referral. Further work is needed to identify quality improvement initiatives aimed at enhancing referral patterns of patients with CKD.
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Affiliation(s)
- Anukul Ghimire
- Division of Nephrology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Feng Ye
- Division of Nephrology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Brenda Hemmelgarn
- Division of Nephrology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Deenaz Zaidi
- Division of Nephrology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Kailash K. Jindal
- Division of Nephrology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Marcello A. Tonelli
- Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Matthew Cooper
- Division of Nephrology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Matthew T. James
- Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Maryam Khan
- Division of Nephrology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Mohammed M. Tinwala
- Division of Nephrology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Naima Sultana
- Division of Nephrology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Paul E. Ronksley
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Shezel Muneer
- Division of Nephrology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Scott Klarenbach
- Division of Nephrology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Ikechi G. Okpechi
- Division of Nephrology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Aminu K. Bello
- Division of Nephrology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
- * E-mail:
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