Handling missing covariates in observational studies: an illustration with the assessment of prognostic factors of survival outcomes in soft-tissue or visceral sarcomas in irradiated fields (SIF).
Noémie HuchetNicolas PenelSylvie BonvalotJuliette ThariatFrançoise DucimetièreAntoine GiraudMaud ToulmondeAxel Le CesneJean-Yves BlayJean-Yves BlayPublished in: Therapeutic advances in medical oncology (2024)
The CC population was not representative of the eligible population, introducing bias, in addition to worst precision. The 'missing-data modality method' results in biased estimates in non-randomized studies, as outcomes may be related to variables with missing values. Appropriate statistical methods for missing covariates, for example, MI, should therefore be considered.