Citation
An. Phillips et al., CROSS-SECTIONAL STUDIES IN AIDS PATHOGENESIS - HOW FAR CAN THEY MISLEAD US, Journal of acquired immune deficiency syndromes and human retrovirology, 14(2), 1997, pp. 153-157
Abstract
When investigating variables thought to be of potential importance to
AIDS pathogenesis, it is common practice to initially carry out a cros
s-sectional study comparing those with symptomatic disease/low CD4 cou
nts with those with no symptoms/high CD4 counts. While it is widely ap
preciated that such studies have weaknesses compared with those involv
ing patient follow-up, the particular biases likely to arise in the co
ntext of HIV infection have not been formally evaluated. In an attempt
to do this, data on HIV progression for 50,000 notional patients who
became infected in the years between 1976 (assumed to be the start of
the epidemic) and 2010 were simulated under various scenarios. In Scen
ario 1, we considered a variable called X, which was specified to be a
ssociated with more rapid progression of HIV infection. In Scenario 2,
we considered a variable Y, which was specified not to be associated
with more rapid progression but which tended to change in value as a r
esult of HIV-induced immunosuppression. Variable Z, in Scenario 3, was
specified to be associated with more rapid progression and to change
in value when severe immunosuppression developed. Cross-sectional anal
yses evaluating the association between variables X, Y, and Z and the
CD4 count/presence of AIDS were performed for data as of 1980, 1985, 1
995, 2000, 2005, and 2010 to assess the extent to which the true role
of the three variables could be ascertained. For Scenario 1, cross-sec
tional analyses performed on these data later in the epidemic falsely
suggested that variable X was not related to HIV progression. Variable
Y in Scenario 2 falsely appeared to be related to HIV progression, du
e to the inability of the cross-sectional design to distinguish the fa
ct that changes in variable Y were as a result of immunosuppression an
d not a possible cause of it. In Scenario 3, variable Z showed a relat
ionship with the presence of AIDS for which the typical interpretation
would lead to the suggestion that its effect is in the reverse direct
ion to that which was, in fact, the case. In conclusion, as the HIV ep
idemic progresses, cross-sectional studies will increasingly tend to g
ive misleading results. Most importantly, it is incorrect to conclude
that variables found to have no association with HIV disease stage in
such studies are not of potential importance to pathogenesis.