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Estimating Sensitivity from Tandem Colonoscopy Meta-analyses
Background:
Tandem colonoscopy meta-analyses estimate adenoma miss rates, which have been used as a proxy for colonoscopy sensitivity. Doing so overstates sensitivity because it ignores lesions missed by both exams.
Methods:
We introduce Bayesian and frequentist approaches to estimate white-light colonoscopy (WLC) sensitivity from tandem colonoscopy meta-analyses. Neither approach assumes that the second colonoscopy is perfect. We apply both approaches to reanalyze data from a recent tandem colonoscopy meta-analysis, overall and across ten subgroups. Sensitivity analyses assess how assumptions about the relative performance of enhanced colonoscopy versus WLC affect estimates.
Results:
Under our Baseline specification, overall WLC sensitivity estimated by the Bayesian model was 0.54 [0.41, 0.63] (posterior mean and 95% credible interval). Sensitivity rose with lesion size: 0.49 [0.35, 0.60] for 1-5 mm adenomas, 0.64 [0.43, 0.78] for 6-9 mm adenomas and 0.84 [0.70, 0.93] for lesions 10 mm or larger. The frequentist plausible range encompassed the Bayesian estimate. The model-implied miss rate (0.35 [0.30, 0.40]) matched the original meta-analysis estimate and was stable across prior specifications. Assuming enhanced colonoscopy was perfect overstated overall sensitivity by 0.12 [0.06, 0.20].
Limitations:
Tandem colonoscopy data identify the miss rate but not WLC sensitivity, so estimates depend on an external assumption about the relative performance of enhanced colonoscopy versus WLC. As a result, WLC sensitivity estimates varied with the prior specification, especially for small and flat adenomas.
Conclusions:
WLC sensitivity may be meaningfully lower than previously assumed in CRC screening cost-effectiveness analyses. Modelers should use colonoscopy sensitivity estimates that do not assume a second colonoscopy exam is perfect.