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Table 3 Comparison of the blinded adaptive design procedure with McCray et al. [11]

From: Blinded sample size re-estimation in a comparative diagnostic accuracy study

  

McCray et al. (2017)

Our approach

General information

Endpoint

\(\frac{\mathrm{S}{\mathrm{e}}_{\mathrm{E}}}{\mathrm{S}{\mathrm{e}}_{\mathrm{C}}}\) and \(\frac{\mathrm{S}{\mathrm{p}}_{\mathrm{E}}}{\mathrm{S}{\mathrm{p}}_{\mathrm{C}}}\)

SeE − SeC and SpE − SpC

\({\mathbf{H}}_{{\mathbf{0}}_{\mathbf{global}}}\)

\({\mathrm{H}}_{0_{\mathrm{S}\mathrm{e}}}:\frac{\mathrm{S}{\mathrm{e}}_{\mathrm{E}}}{{\mathrm{S}\mathrm{e}}_{\mathrm{C}}}=1\cup\)

\({\mathrm{H}}_{0_{\mathrm{S}\mathrm{p}}}:\frac{\mathrm{S}{\mathrm{p}}_{\mathrm{E}}}{{\mathrm{S}\mathrm{p}}_{\mathrm{C}}}=1\)

\({\mathrm{H}}_{0_{\mathrm{Se}}}:\mathrm{S}{\mathrm{e}}_{\mathrm{E}}-{\mathrm{Se}}_{\mathrm{C}}=0\cup\)

\({\mathrm{H}}_{0_{\mathrm{Sp}}}:\mathrm{S}{\mathrm{p}}_{\mathrm{E}}-{\mathrm{Sp}}_{\mathrm{C}}=0\)

Sample size calculation

Conventional approach

α per endpoint: 0.05 (two-sided)

Power per endpoint: 0.8

Optimal approach

α per endpoint: 0.05 (two-sided)

Overall power: 0.8

Parameter of dependency between both tests

\(\mathrm{TPPR}=\frac{{n_{\mathrm{D}}}_{11}}{n_{\mathrm{D}}}\)

\(\mathrm{TNNR}=\frac{{n_{\mathrm{ND}}}_{00}}{n_{\mathrm{ND}}}\)

\({\psi}_{\mathrm{D}}=\frac{{n_{\mathrm{D}}}_{10}+{n_{\mathrm{D}}}_{01}}{n_{\mathrm{D}}}\)

\({\psi}_{\mathrm{ND}}=\frac{{n_{\mathrm{ND}}}_{10}+{n_{\mathrm{ND}}}_{01}}{n_{\mathrm{ND}}}\)

Initial

sample size calculation

Size of internal pilot study

TPPRmax and TNNRmax correspond to \({\psi}_{{\mathrm{D}}_{\mathrm{min}}}\) and \({\psi}_{{\mathrm{ND}}_{\mathrm{min}}}\)

Parameter of dependency between both tests for initial sample size calculation

TPPRmax = SeC = 0.81

TNNRmax = SpC = 0.66

\({\psi}_{{\mathrm{D}}_{\mathrm{min}}}=\left|\mathrm{S}{\mathrm{e}}_{\mathrm{C}}-\mathrm{S}{\mathrm{e}}_{\mathrm{E}}\right|=0.09\)  

\({\psi}_{{\mathrm{ND}}_{\mathrm{min}}}=\left|\mathrm{S}{\mathrm{p}}_{\mathrm{C}}-\mathrm{S}{\mathrm{p}}_{\mathrm{E}}\right|=0.14\)

Initial sample size, size of internal pilot study

186

133

Sample size

re-estimation

Estimation of nuisance parameters

\(\hat{\pi}=0.44\)

\(\hat{TPPR}=0.80\mid\)

\(\hat{TNNR}=0.66\)

\(\hat{\pi}=0.44\)

\({\hat{\psi}}_{\mathrm{D}}=0.11\mid\)

\({\hat{\psi}}_{\mathrm{ND}}=0.14\)

Re-estimated sample size

242

200