This cross-sectional study found that gut microbial diversity and the abundance of key butyrate-producing bacteria remained significantly lower in long-term survivors of allogeneic hematopoietic stem cell transplantation compared to healthy controls, with no recovery observed up to over 10 years post-transplant.