Introduction: The relationships between heart rate (HR) and HR variabi
lity (HRV) are not simple. Because both depend on the autonomic nervou
s system (ANS), they are not independent variables. Technically, the q
uantification of HRV is influenced by the duration of the cardiac cycl
es. The complexity of these relationships does not justify ignoring HR
when studying HRV, as frequently occurs. Methods and Results: Using s
pectral and nonspectral methods, the HR and various normalized and non
-normalized indices of HRV were studied in 24-hour recordings of a hom
ogeneous cohort of seventeen 20-year-old healthy males. The HR-HRV rel
ationships were appraised by analyzing the same data in two different
ways. The 24 mean hourly values provide consistent information on the
circadian behavior of the indices, while tbe average 24-hour individua
l data show a wide spectrum of normality. Combined approaches allow as
sessment of the direct impact of RR interval on HRV evaluation. The co
rrelations between HR and normalized indices of HRV are weaker in 24-h
our individual data than in pooled hourly data of the same individuals
. These correlations are close to 1 in the latter case, which does not
mean that measuring HRV is simply another method of evaluating HR, bu
t that normal physiology supposes a harmonious behavior of the various
indices. When considered individually without normalization, the spec
ific indices of vagal modulation (high-frequency band of the spectrum,
shortterm HR oscillations of the nonspectral analysis) consistently i
ncrease at night and diminish during the day. However, the low-frequen
cy power, which supposedly reflects sympathetic influences, also incre
ases at night, whereas more logically the longer HR oscillations would
predominate during the day. Moreover, the selective analysis of HR os
cillations during HR acceleration or decrease indicates that their beh
avior differs accordingly. Conclusion: We recommend that closer attent
ion be paid to the complex relationships between HR and HRV. The stron
g correlations found in healthy subjects may reflect either the physio
logical harmony of ANS functions or simple redundancy. Their tendency
to deteriorate in diseased hearts suggests that redundancy is not the
cause and that abnormalities of ANS functions are not demonstrated by
HRV analysis alone.