Schema of the adaptive parallel two-stage design. In the first stage of the design,

biomarker-negative (
NEG) subjects and

biomarker-positive (
POS) subjects are studied. If the number of responses to the drug in the biomarker-negative group in the first stage,

, meets or exceeds a cutoff of

, then
N un unselected subjects are accrued during the second stage. If

is less than

but the number of responses in the biomarker-positive group in the first stage,

, meets or exceeds a cutoff of

, then the design enrolls

additional biomarker-positive subjects during the second stage and no further biomarker-negative subjects are accrued. A total of
N + and
N − biomarker-positive and biomarker-negative subjects, respectively, will have been enrolled by the end of the second stage. A total of

(biomarker-positive group) and

(biomarker-negative group) responders will have been observed. To determine drug benefit, total responses

and

are compared against cutoffs
k + and
k − if unselected patients continued to be enrolled during the second stage or

is compared against the cutoff

if only biomarker-positive subjects were enrolled in the second stage. The trial stage- and group-specific samples sizes

,

,
N un,

and cutoffs

,

,
k −,
k +,

are determined so that they control the probability of correct conclusions in the biomarker-positive and unselected patient groups. Adapted from Jones CL and Holmgren E. An adaptive Simon two-stage design for phase 2 studies of targeted therapies. Contemp ClinTrials 2007:28;654–61, with permission from Elsevier.