These lncRNA–ATF4 interactions exhibit system-specific characteristics across digestive, respiratory, immune, and skeletal diseases, underscoring their relevance in conditions such as cancer, fibrosis, metabolic disorders, and immune dysfunction. This evidence concerns the gene ATF4 and immune system disorder.