DEVELOPMENT AND VALIDATION OF A CLAIMS BASED INDEX FOR ADJUSTING FOR RISK OF MORTALITY - THE CASE OF ACUTE MYOCARDIAL-INFARCTION

被引:44
作者
NORMAND, SLT
MORRIS, CN
FUNG, KS
MCNEIL, BJ
EPSTEIN, AM
机构
[1] HARVARD UNIV,DEPT STAT,CAMBRIDGE,MA 02138
[2] BRIGHAM & WOMENS HOSP,DEPT RADIOL,BOSTON,MA 02115
[3] BRIGHAM & WOMENS HOSP,DEPT MED,DIV GEN MED,HLTH SERV & POLICY RES SECT,BOSTON,MA 02115
关键词
ACUTE MYOCARDIAL INFARCTION; COMORBIDITY VALIDATION; AGE-SCALED INDEX; MEDICARE; ROC;
D O I
10.1016/0895-4356(94)00126-B
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
We developed a comorbidity index on a cohort of 162,699 Medicare beneficiaries who had an acute myocardial infarction (AMI) in 1987 and validated it on two national cohorts: (1) a cohort of 164,427 Medicare beneficiaries who had an AMI in 1988 and (2) a cohort of 10,466 patients admitted to Veterans Administration Hospitals (VAH) for AMI in 1988-1991. The impact of each comorbidity was expressed as: (1) the risk of mortality for those with the comorbidity, (2) the adjustment to the log odds for 2 year mortality and (3) the age-based likelihood of 2 year mortality. Models were validated by calculating the area under an ROC curve obtained by fitting a logistic regression model to each validation population. The two year mortality rate for 30-day survivors was approximately 30% in each of the 3 cohorts. The 5 most prevalent comorbidities coded in the developmental cohort were heart failure (34%), chronic angina (27%), minor arrythmias (25%) and uncomplicated hypertension (18%). Cancer was the most powerful predictor of 2 year mortality, impacting mortality the same as a 18.3 year age increase. Saturation (having all secondary diagnoses in the discharge summary filled) resulted in a 9.2 year age increase. Validation in the 1988 Medicare and in the Veterans Administration Hospitals cohorts resulted in areas of 73% and 72% under the respective ROC curves. Our methods can serve as a prototype for others wishing to assess comorbidity in other targeted subgroups.
引用
收藏
页码:229 / 243
页数:15
相关论文
共 14 条
[1]  
BURDEN RL, 1981, NUMERICAL ANAL, P108
[2]   A NEW METHOD OF CLASSIFYING PROGNOSTIC CO-MORBIDITY IN LONGITUDINAL-STUDIES - DEVELOPMENT AND VALIDATION [J].
CHARLSON, ME ;
POMPEI, P ;
ALES, KL ;
MACKENZIE, CR .
JOURNAL OF CHRONIC DISEASES, 1987, 40 (05) :373-383
[3]   ADAPTING A CLINICAL COMORBIDITY INDEX FOR USE WITH ICD-9-CM ADMINISTRATIVE DATABASES [J].
DEYO, RA ;
CHERKIN, DC ;
CIOL, MA .
JOURNAL OF CLINICAL EPIDEMIOLOGY, 1992, 45 (06) :613-619
[4]  
HANLEY JA, 1992, RADIOLOGY, V143, P29
[5]  
HARTZ AJ, 1984, ARCH PATHOL LAB MED, V108, P65
[6]   COMORBIDITIES, COMPLICATIONS, AND CODING BIAS - DOES THE NUMBER OF DIAGNOSIS CODES MATTER IN PREDICTING IN-HOSPITAL MORTALITY [J].
IEZZONI, LI ;
FOLEY, SM ;
DALEY, J ;
HUGHES, J ;
FISHER, ES ;
HEEREN, T .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 1992, 267 (16) :2197-2203
[7]  
Iezzoni LI, 1989, PROVIDING QUALITY CA, P70
[8]   INTERPRETING HOSPITAL MORTALITY DATA - THE ROLE OF CLINICAL RISK ADJUSTMENT [J].
JENCKS, SF ;
DALEY, J ;
DRAPER, D ;
THOMAS, N ;
LENHART, G ;
WALKER, J .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 1988, 260 (24) :3611-3616
[9]  
KAPLAN MH, 1972, J CHRON DIS, V27, P387
[10]  
KEELER EB, 1992, EFFECTS DRG BASED PR, P30