In clinical study reports (CSRs), adverse events (AEs) are commonly summarized using the incidence proportion (IP). IPs can be calculated for all types of AEs and are often interpreted as the probability that a treated patient experiences specific AEs. Exposure time can be taken into account with time-to-event methods. Using one minus Kaplan-Meier (1-KM) is known to overestimate the AE probability in the presence of competing events (CEs). The use of a nonparametric estimator of the cumulative incidence function (CIF) has therefore been advocated as more appropriate. In this paper, we compare different methods to estimate the probability of one selected AE. In particular, we investigate whether the proposed methods provide a reasonable estimate of the AE probability at an interim analysis (IA). The characteristics of the methods in the presence of a CE are illustrated using data from a breast cancer study and we quantify the potential bias in a simulation study. At the final analysis performed for the CSR, 1-KM systematically overestimates and in most cases IP slightly underestimates the given AE probability. CIF has the lowest bias in most simulation scenarios. All methods might lead to biased estimates at the IA except for AEs with early onset. The magnitude of the bias varies with the time-to-AE and/or CE occurrence, the selection of event-specific hazards and the amount of censoring. In general, reporting AE probabilities for prespecified fixed time points is recommended.
机构:
US FDA, Ctr Drug Evaluat & Res, Off Translat Sci, Off Biostat, Silver Spring, MD 20993 USAUS FDA, Ctr Drug Evaluat & Res, Off Translat Sci, Off Biostat, Silver Spring, MD 20993 USA
机构:
Sapporo Med Univ, Dept Neurosurg, Sch Med, Chuo Ku, Sapporo, Hokkaido 0608543, JapanSapporo Med Univ, Dept Neurosurg, Sch Med, Chuo Ku, Sapporo, Hokkaido 0608543, Japan
Houkin, Kiyohiro
Baba, Takeo
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Sapporo Med Univ, Dept Neurosurg, Sch Med, Chuo Ku, Sapporo, Hokkaido 0608543, JapanSapporo Med Univ, Dept Neurosurg, Sch Med, Chuo Ku, Sapporo, Hokkaido 0608543, Japan
Baba, Takeo
Minamida, Yoshihiro
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Sapporo Med Univ, Dept Neurosurg, Sch Med, Chuo Ku, Sapporo, Hokkaido 0608543, JapanSapporo Med Univ, Dept Neurosurg, Sch Med, Chuo Ku, Sapporo, Hokkaido 0608543, Japan
Minamida, Yoshihiro
Nonaka, Tadashi
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Sapporo Med Univ, Dept Neurosurg, Sch Med, Chuo Ku, Sapporo, Hokkaido 0608543, JapanSapporo Med Univ, Dept Neurosurg, Sch Med, Chuo Ku, Sapporo, Hokkaido 0608543, Japan
Nonaka, Tadashi
Koyanagi, Izumi
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Sapporo Med Univ, Dept Neurosurg, Sch Med, Chuo Ku, Sapporo, Hokkaido 0608543, JapanSapporo Med Univ, Dept Neurosurg, Sch Med, Chuo Ku, Sapporo, Hokkaido 0608543, Japan
Koyanagi, Izumi
Iiboshi, Satoshi
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Sapporo Med Univ, Dept Neurosurg, Sch Med, Chuo Ku, Sapporo, Hokkaido 0608543, JapanSapporo Med Univ, Dept Neurosurg, Sch Med, Chuo Ku, Sapporo, Hokkaido 0608543, Japan
机构:
Singapore Clin Res Inst, Dept Biostat, Singapore, Singapore
Duke NUS Grad Med Sch, Off Clin Sci, Ctr Quantitat Med, Singapore, SingaporeSingapore Clin Res Inst, Dept Biostat, Singapore, Singapore
Lu, Qing Shu
Chow, Shein-Chung
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Duke Univ, Sch Med, Dept Biostat & Bioinformat, Durham, NC USASingapore Clin Res Inst, Dept Biostat, Singapore, Singapore
Chow, Shein-Chung
Tse, Siu-Keung
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机构:
City Univ Hong Kong, Dept Management Sci, Kowloon, Hong Kong, Peoples R ChinaSingapore Clin Res Inst, Dept Biostat, Singapore, Singapore