MULTISTATE MODELS AND DIABETIC-RETINOPATHY

MARSHALL, G; JONES, RH

Abstract

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.

Más información

Título según WOS: ID WOS:A1995RW62300003 Not found in local WOS DB
Título de la Revista: STATISTICS IN MEDICINE
Volumen: 14
Número: 18
Editorial: Wiley
Fecha de publicación: 1995
Página de inicio: 1975
Página final: 1983
DOI:

10.1002/sim.4780141804

Notas: ISI