MULTISTATE MODELS AND DIABETIC-RETINOPATHY

被引:107
作者
MARSHALL, G
JONES, RH
机构
[1] Department of Preventive Medicine and Biometrics, School of Medicine, University of Colorado, Health Sciences Center, Denver, Colorado, 80262
关键词
D O I
10.1002/sim.4780141804
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper discusses the application of a multi-state model to diabetic retinopathy under the assumption that a continuous time Markov process determines the transition times between disease stages. The multi-state model consists of three transient states that represent the early stages of retinopathy, and one final absorbing state that represent the irreversible stage of retinopathy. By using a model with covariables, we explore the effects of factors that influence the onset, progression, and regression of diabetic retinopathy among subjects with insulin-dependent diabetes mellitus. We can also introduce time-dependent covariables in the model by assuming that the covariables remain constant between two observations. We can also obtain survival-type curves from each stage of the disease and for any combination of patient risk factors.
引用
收藏
页码:1975 / 1983
页数:9
相关论文
共 15 条
[1]  
Cox D.R., 2017, THEORY STOCHASTIC PR
[2]   THE USE OF THE MARKOV PROCESS IN DESCRIBING THE NATURAL COURSE OF DIABETIC-RETINOPATHY [J].
GARG, SK ;
MARSHALL, G ;
CHASE, HP ;
JACKSON, WE ;
ARCHER, P ;
CREWS, MJ .
ARCHIVES OF OPHTHALMOLOGY, 1990, 108 (09) :1245-1247
[3]   RISK-FACTORS FOR PROGRESSION OF BACKGROUND RETINOPATHY IN LONG-STANDING IDDM [J].
JANKA, HU ;
WARRAM, JH ;
RAND, LI ;
KROLEWSKI, AS .
DIABETES, 1989, 38 (04) :460-464
[4]  
JUN D, 1983, NUMERICAL METHODS UN
[5]  
JUN IML, 1989, STAT MED, V8, P831
[7]  
KLEIN BEK, 1984, OPHTHALMOLOGY, V91, P10
[8]   GLYCOSYLATED HEMOGLOBIN PREDICTS THE INCIDENCE AND PROGRESSION OF DIABETIC-RETINOPATHY [J].
KLEIN, R ;
KLEIN, BEK ;
MOSS, SE ;
DAVIS, MD ;
DEMETS, DL .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 1988, 260 (19) :2864-2871
[9]  
MARSHALL G, 1993, 931 U COL DEP PREV M
[10]  
MARSHALL G, 1990, THESIS U COLORADO DE