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Impact of time-varying cumulative bevacizumab exposures on survival: re-analysis of data from randomized clinical trial in patients with metastatic colo-rectal cancer
- Source :
- BMC Medical Research Methodology, BMC Medical Research Methodology, BioMed Central, 2021, 21 (1), pp.14. ⟨10.1186/s12874-020-01202-9⟩, BMC Medical Research Methodology, Vol 21, Iss 1, Pp 1-10 (2021)
- Publication Year :
- 2021
- Publisher :
- HAL CCSD, 2021.
-
Abstract
- Background As cancer treatment, biotherapies can be as effective as chemotherapy while reducing the risk of secondary effects, so that they can be taken over longer periods than conventional chemotherapy. Thus, some trials aimed at assessing the benefit of maintaining biotherapies during chemotherapy-free intervals (CFI). For example, the recent PRODIGE9 trial assessed the effect of maintaining bevacizumab during CFI in metastatic colorectal cancer (mCRC) patients. However, its analysis was hindered by a small difference of exposure to the treatment between the randomized groups and by a large proportion of early drop outs, leading to a potentially unbalanced distribution of confounding factors among the trial completers. To address these limitations, we re-analyzed the PRODIGE9 data to assess the effects of different exposure metrics on all-cause mortality of patients with mCRC using methods originally developed for observational studies. Methods To account for the actual patterns of drug use by individual patients and for possible cumulative effects, we used five alternative time-varying exposure metrics: (i) cumulative dose, (ii) quantiles of the cumulative dose, (iii) standardized cumulative dose, (iv) Theoretical Blood Concentration (TBC), and (v) Weighted Cumulative Exposure (WCE). The last two metrics account for the timing of drug use. Treatment effects were estimated using adjusted Hazard Ratio from multivariable Cox proportional hazards models. Results After excluding 112 patients who died during the induction period, we analyzed data on 382 patients, among whom 320 (83.8%) died. All time-varying exposures improved substantially the model’s fit to data, relative to using only the time-invariant randomization group. All exposures indicated a protective effect for higher cumulative bevacizumab doses. The best-fitting WCE and TBC models accounted for both the cumulative effects and the different impact of doses taken at different times. Conclusions All time-varying analyses, regardless of the exposure metric used, consistently suggested protective effects of higher cumulative bevacizumab doses. However, the results may partly reflect the presence of a confusion bias. Complementing the main ITT analysis of maintenance trials with an analysis of potential cumulative effects of treatment actually taken can provide new insights, but the results must be interpreted with caution because they do not benefit from the randomization. Trial registration clinicaltrials.gov, NCT00952029. Registered 8 August 2009.
- Subjects :
- Oncology
medicine.medical_specialty
Randomization
Bevacizumab
Survival
Epidemiology
[SDV]Life Sciences [q-bio]
Cumulative Exposure
Health Informatics
01 natural sciences
law.invention
010104 statistics & probability
03 medical and health sciences
0302 clinical medicine
Randomized controlled trial
Time varying cumulative exposure to maintenance treatment
law
Internal medicine
Antineoplastic Combined Chemotherapy Protocols
medicine
Humans
0101 mathematics
lcsh:R5-920
Cumulative dose
Proportional hazards model
business.industry
Rectal Neoplasms
Hazard ratio
Confounding
Colorectal cancer
3. Good health
[SDV] Life Sciences [q-bio]
030220 oncology & carcinogenesis
Colonic Neoplasms
business
lcsh:Medicine (General)
Colorectal Neoplasms
medicine.drug
Research Article
Subjects
Details
- Language :
- English
- ISSN :
- 14712288
- Database :
- OpenAIRE
- Journal :
- BMC Medical Research Methodology, BMC Medical Research Methodology, BioMed Central, 2021, 21 (1), pp.14. ⟨10.1186/s12874-020-01202-9⟩, BMC Medical Research Methodology, Vol 21, Iss 1, Pp 1-10 (2021)
- Accession number :
- edsair.doi.dedup.....dff85ece06d3bd7d4774262fa4399f54
- Full Text :
- https://doi.org/10.1186/s12874-020-01202-9⟩