Evaluation of the survival prediction index as a model of risk stratification for clinical research in dogs admitted to intensive care units at four locations
Lg. King et al., Evaluation of the survival prediction index as a model of risk stratification for clinical research in dogs admitted to intensive care units at four locations, AM J VET RE, 62(6), 2001, pp. 948-954
Objective-To prospectively evaluate a survival prediction index (SPI) in do
gs admitted to intensive care units (ICU) and to generate and test an impro
ved SPI tie, SPI2).
Sample Population-Medical records of 624 critically ill dogs admitted to an
ICU.
Procedure-Data were collected from dogs within 24 hours after admission to
an ICU. Variables recorded reflected function of vital organ systems, sever
ity of underlying physiologic derangement, and extent of physiologic reserv
e; outcome was defined as dogs that survived or did not survive until 30 da
ys after admission to the ICU. Probabilities of survival were calculated, u
sing an established model (SPI). We then performed another logistic regress
ion analysis, thereby reestimating the variables to create the new SPI2. Cr
oss-validation of the models obtained was performed by randomly assigning t
he total sample of 624 dogs into an estimation group of 499 dogs and valida
tion group of 125 dogs.
Results-Testing of SPI resulted in an area under the curve (AUC) of 0.723.
Testing of SPI2 revealed an AUC of 0.773. A backwards-elimination procedure
was used to create a model containing fewer variables, and variables were
sequentially eliminated. The AUC for the reduced model of SPI2 was 0.76, in
dicating little loss in predictive accuracy.
Conclusions and Clinical Relevance-The new SPI2 objectively stratified clin
ical patients into groups according to severity of disease. This index coul
d provide an important tool for clinical research.