Inoue Kuniaki, Hori Shunta, Tomizawa Mitsuru, Yoneda Tatsuo, Nakai Yasushi, Miyake Makito, Tanaka Nobumichi, Fujimoto Kiyohide
Department of Urology, Nara Medical University, 840 Shijo-Cho, Kashihara, Nara, 634-8522, Japan.
Department of Prostate Brachytherapy, Nara Medical University, 840 Shijo-Cho, Kashihara, Nara, 634-8522, Japan.
Clin Exp Nephrol. 2025 Sep 15. doi: 10.1007/s10157-025-02765-x.
Perioperative red blood cell transfusion (RBCT) and immunosuppressive therapy are critical factors influencing the risk of kidney transplantation (KT) rejection. In this study, we examined how RBCT volume, timing, and immunosuppressive therapy affect biopsy-proven rejection (BPR).
We analyzed 170 living donor KT recipients, assessing RBCT timing, volume, immunosuppressive therapy, and recipient characteristics. RBCT timing was classified as none, within 1 month, or over 1 month post-KT. Random forest and SHapley Additive explanation (SHAP) were used to identify risk factors for BPR. To mitigate overlearning, tenfold cross-validation was performed.
The calcineurin inhibitor type was the most significant risk factor for BPR, with tacrolimus use associated with a lower risk than cyclosporine use. An RBCT exceeding 6 units and an RBCT administered more than 1 month post-KT were identified as critical thresholds for BPR risk. SHAP analysis indicated a nonlinear relationship between pre-transplant hemoglobin levels and BPR risk. RBCT timing and volume significantly influenced BPR risk. Late RBCT and those exceeding 6 units were linked to increased BPR risk. Additionally, tacrolimus may offer superior immunosuppressive control compared with that of cyclosporine regarding BPR. Stratified analysis using SHAP value showed that the high-risk group had significantly lower death-censored graft survival than the low-risk group.
RBCT volume and timing impact the rejection risk, with an increased risk observed for more than 6 units and over 1 month post-KT. Proper immunosuppressive management is crucial and warrants further research.
围手术期红细胞输注(RBCT)和免疫抑制治疗是影响肾移植(KT)排斥风险的关键因素。在本研究中,我们研究了RBCT的量、时机以及免疫抑制治疗如何影响活检证实的排斥反应(BPR)。
我们分析了170例活体供肾KT受者,评估RBCT的时机、量、免疫抑制治疗和受者特征。RBCT时机分为无、KT后1个月内或KT后1个月以上。采用随机森林和SHapley加性解释(SHAP)来确定BPR的危险因素。为减轻过拟合,进行了十折交叉验证。
钙调神经磷酸酶抑制剂类型是BPR的最显著危险因素,使用他克莫司的风险低于使用环孢素。超过6单位的RBCT以及KT后1个月以上进行的RBCT被确定为BPR风险的关键阈值。SHAP分析表明移植前血红蛋白水平与BPR风险之间存在非线性关系。RBCT的时机和量显著影响BPR风险。延迟RBCT和超过6单位的RBCT与BPR风险增加有关。此外,在BPR方面,与环孢素相比,他克莫司可能提供更好的免疫抑制控制。使用SHAP值进行的分层分析表明,高风险组的死亡删失移植物存活率显著低于低风险组。
RBCT的量和时机影响排斥风险,KT后超过6单位和1个月以上时风险增加。适当的免疫抑制管理至关重要,值得进一步研究。