A Novel Approach to Developing a Discordance Index for Older Adults With Chronic Kidney Disease

被引:8
作者
Hall, Rasheeda K. [1 ,2 ,3 ]
Zhou, Hui [5 ]
Reynolds, Kristi [5 ]
Harrison, Teresa N. [5 ]
Bowling, C. Barrett [2 ,4 ]
机构
[1] Durham Vet Affairs Med Ctr Healthcare Syst, Renal Sect, Durham, NC USA
[2] Durham VAMC, Geriatr Res Educ & Clin Ctr, Durham Vet Affairs Healthcare Syst, Durham, NC USA
[3] Duke Univ, Dept Med, Div Nephrol, Durham, NC USA
[4] Duke Univ, Dept Med, Div Geriatr Med, Durham, NC USA
[5] Kaiser Permanente Southern Calif, Dept Res & Evaluat, Pasadena, CA USA
来源
JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES | 2020年 / 75卷 / 03期
关键词
Multimorbidity; Electronic health record; Hospitalization; Mortality; Geriatric nephrology; PREDICTION MODEL; MULTIMORBIDITY; CARE; COMORBIDITY; GUIDELINES; MORTALITY; PEOPLE;
D O I
10.1093/gerona/glz248
中图分类号
R592 [老年病学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 100203 ;
摘要
Background Older adults with chronic kidney disease (CKD)-discordant conditions (comorbid conditions with treatment recommendations that potentially complicate CKD management) have higher risk of hospitalization and death. Our goal is to develop a CKD-Discordance Index using electronic health records to improve recognition of discordance. Methods This retrospective cohort study included Kaiser Permanente Southern California patients aged >= 65 years and older with incident CKD (N = 30,932). To guide inclusion of conditions in the Index and weight each condition, we first developed a prediction model for 1-year hospitalization risk using Cox regression. Points were assigned proportional to regression coefficients derived from the model. Next, the CKD-Discordance Index was calculated as an individual's total points divided by the maximum possible discordance points. The association between CKD-Discordance Index and hospitalizations, emergency department visits, and mortality was accessed using multivariable-adjusted Cox regression model. Results Overall, mean (SD) age was 77.9 (7.6) years, 55% of participants were female, 59.3% were white, and 32% (n = 9,869) had >= 1 hospitalization during 1 year of follow-up. The CKD-Discordance Index included the following variables: heart failure, gastroesophageal reflux disease/peptic ulcer disease, osteoarthritis, dementia, depression, cancer, chronic obstructive pulmonary disease/asthma, and having four or more prescribers. Compared to those with a CKD-Discordance Index of 0, adjusted hazard ratios (95% confidence interval) for hospitalization were 1.39 (1.27-1.51) and 1.81 (1.64-2.01) for those with a CKD-Discordance Index of 0.001-0.24 and >= 0.25, respectively (p(trend) < .001). A graded pattern of risk was seen for emergency department visits and all-cause mortality. Conclusion A data-driven approach identified CKD-discordant indicators for a CKD-Discordance Index. Higher CKD-Discordance Index was associated with health care utilization and mortality.
引用
收藏
页码:522 / 528
页数:7
相关论文
共 33 条
[1]  
[Anonymous], 2009, Clinical prediction models: A practical approach to development, validation, and updating, DOI DOI 10.1007/978-0-387-77244-8
[2]   Processes of care desired by elderly patients with multimorbidities [J].
Bayliss, Elizabeth A. ;
Edwards, Allison E. ;
Steiner, John F. ;
Main, Deborah S. .
FAMILY PRACTICE, 2008, 25 (04) :287-293
[3]   Association of Multimorbidity with Mortality and Healthcare Utilization in Chronic Kidney Disease [J].
Bowling, C. Barrett ;
Plantinga, Laura ;
Phillips, Lawrence S. ;
McClellan, William ;
Echt, Katharina ;
Chumbler, Neale ;
McGwin, Gerald ;
Vandenberg, Ann ;
Allman, Richard M. ;
Johnson, Theodore M., II .
JOURNAL OF THE AMERICAN GERIATRICS SOCIETY, 2017, 65 (04) :704-711
[4]   Older Patients' Perspectives on Managing Complexity in CKD Self-Management [J].
Bowling, C. Barrett ;
Vandenberg, Ann E. ;
Phillips, Lawrence S. ;
McClellan, William M. ;
Johnson, Theodore M., II ;
Echt, Katharina V. .
CLINICAL JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2017, 12 (04) :635-643
[5]   Epidemiology of Chronic Kidney Disease Among Older Adults: A Focus on the Oldest Old [J].
Bowling, C. Barrett ;
Muntner, Paul .
JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES, 2012, 67 (12) :1379-1386
[6]   Managing Older Adults With CKD: Individualized Versus Disease-Based Approaches [J].
Bowling, C. Barrett ;
O'Hare, Ann M. .
AMERICAN JOURNAL OF KIDNEY DISEASES, 2012, 59 (02) :293-302
[7]   Decision Making for Older Adults With Multiple Chronic Conditions: Executive Summary for the American Geriatrics Society Guiding Principles on the Care of Older Adults With Multimorbidity [J].
Boyd, Cynthia ;
Smith, Cynthia Daisy ;
Masoudi, Frederick A. ;
Blaum, Caroline S. ;
Dodson, John A. ;
Green, Ariel R. ;
Kelley, Amy ;
Matlock, Daniel ;
Ouellet, Jennifer ;
Rich, Michael W. ;
Schoenborn, Nancy L. ;
Tinetti, Mary E. .
JOURNAL OF THE AMERICAN GERIATRICS SOCIETY, 2019, 67 (04) :665-673
[8]   Assessing and Measuring Chronic Multimorbidity in the Older Population: A Proposal for Its Operationalization [J].
Calderon-Larranaga, Amaia ;
Vetrano, Davide L. ;
Onder, Graziano ;
Gimeno-Feliu, Luis A. ;
Coscollar-Santaliestra, Carlos ;
Carfi, Angelo ;
Pisciotta, Maria S. ;
Angleman, Sara ;
Melis, Rene J. F. ;
Santoni, Giola ;
Mangialasche, Francesca ;
Rizzuto, Debora ;
Welmer, Anna-Karin ;
Bernabei, Roberto ;
Prados-Torres, Alexandra ;
Marengoni, Alessandra ;
Fratiglioni, Laura .
JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES, 2017, 72 (10) :1417-1423
[9]   Use of Renally Inappropriate Medications in Older Veterans: A National Study [J].
Chang, Flora ;
O'Hare, Ann M. ;
Miao, Yinghui ;
Steinman, Michael A. .
JOURNAL OF THE AMERICAN GERIATRICS SOCIETY, 2015, 63 (11) :2290-2297
[10]  
Collins GS, 2015, ANN INTERN MED, V162, P55, DOI [10.1111/eci.12376, 10.7326/M14-0698, 10.1038/bjc.2014.639, 10.1186/s12916-014-0241-z, 10.7326/M14-0697, 10.1016/j.jclinepi.2014.11.010, 10.1016/j.eururo.2014.11.025, 10.1136/bmj.g7594, 10.1002/bjs.9736]