Correlate: Assessing Dose Effect Using Targeted Maximum Likelihood Estimation (TMLE)
Author(s)
Grossman J1, Ghadessi M2, Contijoch A2, Ostojic H3, Cervantes A4, O'Connor JM5, Ducreux M6
1Bayer Pharmaceuticals, Westerville, OH, USA, 2Bayer Pharmaceuticals, Whippany, NJ, USA, 3Bayer Pharmaceuticals, Basel, Basel-Stadt, Switzerland, 4University of Valencia, Valencia, Spain, 5Instituto Alexander Fleming, Buenos Aires, Argentina, 6Universite Paris-Saclay, Paris, Ile-de-France, France
Presentation Documents
OBJECTIVES: CORRELATE is a prospective, observational cohort study of mCRC patients treated with regorafenib. Starting dose for almost half of patients was less than the approved 160-mg dose, but median overall survival (OS) was in the range of estimated OS in phase III clinical trials. Our objective is to investigate treatment patterns in practice, and statistically compare the efficacy of flexible dosing in an observational study with long follow-ups.
METHODS: Targeted Maximum Likelihood Estimation (TMLE) is a doubly robust approach in analyzing observational data, which allows for the application of a suite of models for estimating a parameter of interest. TMLE was used to estimate OS of patients who started on a lower dose vs.160-mg, considering baseline characteristics. Longitudinal TMLE was used accounting for the time-varying adverse events and treatment to estimate OS in a hypothetical case where all patients were treated with lower dose vs. 160-mg. Sequence analysis provided insight on the different patterns of treatments in the real world.
RESULTS: Patients who started on lower dose vs. 160-mg dose regardless of adjustment afterwards had similar incidence rates of death. Analyzing the data longitudinally also showed that the rate of survival among patients who were treated with 160-mg vs. lower doses were not significantly different. Sequence analysis revealed that most patients that started on 160-mg adjusted to lower doses for a longer time in comparison to 160-mg. Among patients started on or shortly adjusted to 160-mg, 293 patients stayed on 160-mg for ~113 days, and 92 of them lasted for ~410 days. While 652 patients started or adjusted to lower dose lasted on lower dose for ~230 days.
CONCLUSIONS: These results show that OS in CORRELATE when patients were on a flexible dose regime is in the range of OS in Clinical Trials.
Conference/Value in Health Info
Value in Health, Volume 26, Issue 11, S2 (December 2023)
Code
MSR75
Topic
Clinical Outcomes, Methodological & Statistical Research, Study Approaches
Topic Subcategory
Artificial Intelligence, Machine Learning, Predictive Analytics, Clinical Outcomes Assessment, Clinical Trials
Disease
Drugs, Gastrointestinal Disorders, Oncology