Title :
Time progression of a parametric impulse response function estimate from intra-partum cardiotocography for normal and hypoxic fetuses
Author :
Warrick, PA ; Kearney, RE ; Precup, D. ; Hamilton, EF
Author_Institution :
LMS Med. Syst., Montreal, QC
fDate :
Sept. 30 2007-Oct. 3 2007
Abstract :
We compared the time evolution of a parametric system identification model of cardiotocography (CTG) during the last three hours of labour and delivery. The models are the impulse response functions (IRFs) of the system relating the uterine pressure (UP) and fetal heart rate (FHR). We used surrogate data to assess the likelihood that the model successfully identified system dynamics. We then investigated the ability of the models to indicate fetal distress by comparing normal and hypoxic cases. For pathological and normal fetuses, model output standard deviation sigmaY circ, first IRF minimum time Tmin and variance accounted for (VAF) were discriminating in the first two hours. In the final hour however, only Tmin remained discriminating. For intermediate and normal cases, sigmaY circ was always discriminating while Tmin discriminated in the final hour only. These results suggest that detecting some pathological and intermediate cases before injury occurs may be possible; this would be very useful clinically.
Keywords :
biomechanics; biomedical measurement; cardiology; medical signal processing; obstetrics; parameter estimation; signal classification; transient response; CTG; fetal distress; fetal heart rate; hypoxic fetuses; injury; intra-partum cardiotocography; normal fetuses; parametric impulse response function estimation; parametric system identification model; pathological fetuses; signal classification; uterine pressure; Biomedical engineering; Cardiography; Computer science; Fetal heart rate; Linear regression; Nonlinear dynamical systems; Parametric statistics; Pathology; System identification; Testing;
Conference_Titel :
Computers in Cardiology, 2007
Conference_Location :
Durham, NC
Print_ISBN :
978-1-4244-2533-4
Electronic_ISBN :
0276-6547
DOI :
10.1109/CIC.2007.4745580