Tumor Growth Inhibition-Overall Survival Subgroup Analysis of Atezolizumab in the IMpower150 Study
Longitudinal changes of tumor size or tumor-associated biomarkers have been receiving growing attention as early markers of treatment benefits. Tumor growth inhibition-overall survival (TGI-OS) models represent mathematical frameworks used to establish a link from tumor size trajectory to survival o...
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Published in | The AAPS journal Vol. 24; no. 3 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
Published |
Springer
01.05.2022
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Subjects | |
Online Access | Get full text |
ISSN | 1550-7416 1550-7416 |
DOI | 10.1208/s12248-022-00710-4 |
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Summary: | Longitudinal changes of tumor size or tumor-associated biomarkers have been receiving growing attention as early markers of treatment benefits. Tumor growth inhibition-overall survival (TGI-OS) models represent mathematical frameworks used to establish a link from tumor size trajectory to survival outcome with the aim of predicting survival benefit with tumor data from a small number of subjects with a short follow-up time. In the present study, we applied the TGI-OS model to assess treatment benefit in the IMpower150 study for patients who exhibited development of anti-drug antibodies (ADA). Direct comparison between subgroups of the active arm [ADA positive (ADA +) and negative (ADA -) groups] to the entire control group is not appropriate, due to potential imbalances of baseline prognostic factors between ADA + and ADA - patients. Thus, the TGI-OS modeling framework was employed to adjust for differences in prognostic factors between the ADA subgroups to more accurately estimate the treatment benefits. After adjustment, the TGI-OS model predicted comparable hazard ratios (HRs) of OS between ADA + and ADA - subgroups, suggesting that the development of ADA does not have a clinically significant impact on the treatment benefit of atezolizumab. Graphical abstract |
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ISSN: | 1550-7416 1550-7416 |
DOI: | 10.1208/s12248-022-00710-4 |