Pre-eclampsia screening studies - overcoming intervention bias
HS Cuckle
Faculty of Medicine, Tel Aviv University, Ramat Aviv, Israel
The ASPRE trial established beyond doubt the efficacy of aspirin
prophylaxis in women with positive multi-marker first trimester
preeclampsia (PE) screening test results (Rolnik et al. N Eng J Med
2017;50:613-22). Screening combined maternal characteristics, blood
pressure, uterine artery Doppler, maternal serum pregnancy associated
plasma protein (PAPP)-A and placental growth factor (PlGF).
Screen-positive women were randomised to aspirin or placebo and there
was a 62% reduction of pre-term PE in the aspirin arm.
Subsequently, a practical question has arisen regarding the maternal
serum markers: which is superior, PlGF or PAPP-A? This is best answered
by non-intervention studies of PE screening when all markers are
measured prospectively. There are four such studies and all show that
the detection rate for a fixed 10% false-positive rate was higher when
PlGF was included compared with PAPP-A; the increase ranged from 5% to
7% (Cuckle. Ultrasound Obstet Gynecol 2022;??:??-??).
However, a non-intervention study, despite not revealing the PE
screening test report to clinicians and patients, does not preclude the
use of aspirin in some women; for example, those with high risk
characteristics are likely to be recommended treatment. Moreover, these
occasional interventions might bias the PlGF versus PAPP-A comparison.
This would occur as a consequence of simultaneous Down syndrome
screening using the Combined Test, since that test report includes the
PAPP-A level. If this marker was low, treatment might be recommended,
leading to the prevention of some pre-term PE cases, a proportion of
which are screen-positive. In the absence of intervention these
screen-positive cases would be true-positive but actually become
false-positive, hence reducing the detection-rate and slightly
increasing the false-positive rate. These effects will be stronger for
PAPP-A combinations. The standard Combined Test does not include PlGF
yielding a bias towards superior PE screening performance for PlGF
combinations.
In the current analysis, data from two of the four non-intervention
studies are reanalysed to adjust for this potential bias (Wright et al.
BJOG 2022;??:??-??). In both combined 4.2% (1066/25,226) had taken
aspirin, although for nearly all the treatment was sub-optimal compared
with the ASPRE regimen of 150mg/night at <16-36 weeks. The
reanalysis was by statistical modeling using the original ‘competing
risks’ method. But additionally superimposed were simulations from an
‘imputation’ model, which re-assigned false-positives among the 1066
treated women to true- or false-positive according to the probability of
reduction in pre-term PE found in ASPRE.
The model predicted that the increase in detection rate for a 10%
false-positive rate when PlGF was included compared with PAPP-A was
7.0% and this reduced to 6.4% following imputation. Hence, even
adopting the extreme assumption that intervention was at an optimal
level, the bias in favour of PlGF was small. The authors also modeled
combinations without blood pressure or uterine artery Doppler and the
bias was proportionally similar or smaller.
Clinical studies are often marred by subtle bias, and once discovered it
is vital to assess whether the results were materially affected. The
current publication is exemplary in using imputation modeling to confirm
the superiority of PlGF over PAPP-A.
(500 words)