For example, Zhong et al. integrated Gene Expression Omnibus (GEO) datasets with the Aging Atlas to uncover the candidate gene hypoxia-inducible factor 1 alpha (HIF1A), which links COPD to aging-related pathways [20]. This evidence concerns the gene HIF1A and chronic obstructive pulmonary disease.