Am. Wade et Ae. Ades, INCORPORATING CORRELATIONS BETWEEN MEASUREMENTS INTO THE ESTIMATION OF AGE-RELATED REFERENCE RANGES, Statistics in medicine, 17(17), 1998, pp. 1989-2002
An LMS-based maximum likelihood method of fitting age-related referenc
e ranges is extended to incorporate non-independent measurements by in
cluding the matrix of the correlations between standard normalized rep
eat measurements into the likelihood. The likelihood is maximized via
iterative re-estimation of the correlation structure and the reference
range parameters until convergence is achieved. The correlation struc
ture is explicitly modelled and the extent to which the estimated cent
iles depend on the adequacy with which the correlation structure is mo
delled is investigated, The method is illustrated using CD4 counts of
uninfected children born to HIV-1 infected women. This data set consis
ts of 5063 CD4 counts taken from 745 children at irregular ages betwee
n birth and 10 years of age. The data exhibited a strong correlation s
tructure with correlations decreasing with increasing time between mea
surements and being lower for younger measurement ages. However, incor
poration of the correlation had little effect on the choice of model f
or the median or on the fitted centiles or their precision. (C) 1998 J
ohn Wiley & Sons, Ltd.