Left censoring can lead to biased estimates of survival times and other related metrics. When the true onset time of cancer is unknown, the observed data may underestimate the actual survival time, leading to inaccurate conclusions. Researchers must account for left censoring to ensure that their analyses reflect the true nature of the disease.