The possibility of reversing kidney damage depends on the extent of the injury and the timing of intervention. Acute kidney injury caused by toxins might be reversible if the exposure is identified early and the harmful agent is removed. However, chronic exposure can lead to irreversible damage, necessitating long-term management such as dialysis or kidney transplantation.