Confounding bias occurs when the relationship between an exposure and an outcome is distorted by the presence of another variable. This third variable, known as a confounder, is associated with both the exposure and the outcome but is not part of the causal pathway. In the context of cancer research, confounding bias can significantly affect the validity of study results and lead to incorrect conclusions about the causes of cancer or the effectiveness of treatments.
