ATF4 and cardiovascular disorder: This review provides in-depth insights into the functional paradoxes and clinical translational potential of ATF4 in cardiovascular pathologies, which is conducive to promoting interdisciplinary cooperation to address the complexity of cardiovascular disease treatment.