Taken together, we find that even in individuals without evidence of lung cancer, there are aging-associated changes in the TF-targeting of genes that are further accelerated by tobacco smoking, which may be linked to an increased risk of developing LUAD at a younger age among individuals with a history of smoking. Here, TF is linked to lung carcinoma.