Dp. Liao et al., A COMPUTER ALGORITHM TO IMPUTE INTERRUPTED HEART-RATE DATA FOR THE SPECTRAL-ANALYSIS OF HEART-RATE-VARIABILITY - THE ARIC STUDY, Computers and biomedical research, 29(2), 1996, pp. 140-151
The shorter term beat-to-beat heart rate data collected from the gener
al population are often interrupted by artifacts, and an arbitrary exc
lusion of such individuals from analysis may significantly reduce the
sample size and/or introduce selection bias. A computer algorithm was
developed to label as artifacts any data points outside the upper and
lower limits generated by a 5-beat moving average +/- 25% (or set manu
ally by an operator using a mouse) and to impute beat-to-beat heart ra
te throughout an artifact period to preserve the timing relationships
of the adjacent, uncorrupted heart rate data. The algorithm applies Fa
st Fourier Transformation to the smoothed data to estimate low-frequen
cy (LF; 0.025-0.15 Hz) and high-frequency (HF; 0.16-0.35 Hz) spectral
powers and the HF/LF ratio as conventional indices of sympathetic, vag
al, and vagal-sympathetic balance components, respectively, We applied
this algorithm to resting, supine, 2-min beat-to-beat heart rate data
collected in the population-based Atherosclerosis Risk in Communities
study to assess the performance (success rate) of the algorithm (N =
526) and the inter- and intra-data-operator repeatability of using thi
s computer algorithm (N = 108). Eighty-eight percent (88%) of the reco
rds could be smoothed by the computer-generated limits, an additional
4.8% by manually set limits, and 7.4% of the data could not be process
ed due to a large number of artifacts in the beginning or the end of t
he records. For the repeatability study, 108 records were selected at
random, and two trained data operators applied this algorithm to the s
ame records twice within a 6-month interval of each process (blinded t
o each other's results and their own prior results). The inter-data-op
erator reliability coefficients were 0.86, 0.92, and 0.90 for the HF,
LF, and HF/LF components, respectively, The average intra-data-operato
r reliability coefficients were 0.99, 0.99, and 0.98 for the HF, LF, a
nd HF/LF components, respectively. These results indicate that this co
mputer algorithm is efficient and highly repeatable in processing shor
t-term beat-to-beat heart rate data collected from the general populat
ion, given that the data operators are trained according to standardiz
ed protocol. (C) 1996 Academic Press, Inc.