Automated CT Measurement of Total Kidney Volume for Predicting Renal Function Decline after 177 Lu Prostate-specific Membrane Antigen-I&T Radioligand Therapy.
Lisa Steinhelfer, Friederike Jungmann, Manuel Nickel, Georgios Kaissis, Marie-Luise Hofer, Robert Tauber, Christoph Schmaderer, Isabel Rauscher, Bernhard Haller, Marcus R Makowski, Matthias Eiber, Rickmer F Braren
求助PDF
{"title":"Automated CT Measurement of Total Kidney Volume for Predicting Renal Function Decline after <sup>177</sup>Lu Prostate-specific Membrane Antigen-I&T Radioligand Therapy.","authors":"Lisa Steinhelfer, Friederike Jungmann, Manuel Nickel, Georgios Kaissis, Marie-Luise Hofer, Robert Tauber, Christoph Schmaderer, Isabel Rauscher, Bernhard Haller, Marcus R Makowski, Matthias Eiber, Rickmer F Braren","doi":"10.1148/radiol.240427","DOIUrl":null,"url":null,"abstract":"<p><p>Background Lutetium 177 (<sup>177</sup>Lu) prostate-specific membrane antigen (PSMA) radioligand therapy is a novel treatment option for metastatic castration-resistant prostate cancer. Evidence suggests nephrotoxicity is a delayed adverse effect in a considerable proportion of patients. Purpose To identify predictive markers for clinically significant deterioration of renal function in patients undergoing <sup>177</sup>Lu-PSMA-I&T radioligand therapy. Materials and Methods This retrospective study analyzed patients who underwent at least four cycles of <sup>177</sup>Lu-PSMA-I&T therapy between December 2015 and May 2022. Total kidney volume (TKV) at 3 and 6 months after treatment was extracted from CT images using TotalSegmentator, a deep learning segmentation model based on the nnU-Net framework. A decline in estimated glomerular filtration rate (eGFR) of 30% or greater was defined as clinically significant, indicating a higher risk of end-stage renal disease. Two-sided <i>t</i> tests and Mann-Whitney <i>U</i> tests were used to compare baseline nephrotoxic risk factors, changes in eGFR and TKV, prior treatments, and the number of <sup>177</sup>Lu-PSMA-I&T cycles between patients with and without clinically significant eGFR decline at 12 months. Threshold values to differentiate between these two patient groups were identified using receiver operating characteristic curve analysis and the Youden index. Results A total of 121 patients (mean age, 76 years ± 7 [SD]) who underwent four or more cycles of <sup>177</sup>Lu-PSMA-I&T therapy with 12 months of follow-up were included. A 10% or greater decrease in TKV at 6 months predicted 30% or greater eGFR decline at 12 months (area under the receiver operating characteristic curve, 0.90 [95% CI: 0.85, 0.96]; <i>P</i> < .001), surpassing other parameters. Baseline risk factors (ρ = 0.01; <i>P</i> = .88), prior treatments (ρ = -0.06; <i>P</i> = .50), and number of <sup>177</sup>Lu-PSMA-I&T cycles (ρ = 0.08; <i>P</i> = .36) did not correlate with relative eGFR percentage decrease at 12 months. Conclusion Automated TKV assessment on standard-of-care CT images predicted deterioration of renal function 12 months after <sup>177</sup>Lu-PSMA-I&T therapy initiation in metastatic castration-resistant prostate cancer. Its better performance than early relative eGFR change highlights its potential as a noninvasive marker when treatment decisions are pending. © RSNA, 2025 <i>Supplemental material is available for this article.</i></p>","PeriodicalId":20896,"journal":{"name":"Radiology","volume":"314 2","pages":"e240427"},"PeriodicalIF":15.2000,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Radiology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1148/radiol.240427","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING","Score":null,"Total":0}
引用次数: 0
引用
批量引用
Abstract
Background Lutetium 177 (177 Lu) prostate-specific membrane antigen (PSMA) radioligand therapy is a novel treatment option for metastatic castration-resistant prostate cancer. Evidence suggests nephrotoxicity is a delayed adverse effect in a considerable proportion of patients. Purpose To identify predictive markers for clinically significant deterioration of renal function in patients undergoing 177 Lu-PSMA-I&T radioligand therapy. Materials and Methods This retrospective study analyzed patients who underwent at least four cycles of 177 Lu-PSMA-I&T therapy between December 2015 and May 2022. Total kidney volume (TKV) at 3 and 6 months after treatment was extracted from CT images using TotalSegmentator, a deep learning segmentation model based on the nnU-Net framework. A decline in estimated glomerular filtration rate (eGFR) of 30% or greater was defined as clinically significant, indicating a higher risk of end-stage renal disease. Two-sided t tests and Mann-Whitney U tests were used to compare baseline nephrotoxic risk factors, changes in eGFR and TKV, prior treatments, and the number of 177 Lu-PSMA-I&T cycles between patients with and without clinically significant eGFR decline at 12 months. Threshold values to differentiate between these two patient groups were identified using receiver operating characteristic curve analysis and the Youden index. Results A total of 121 patients (mean age, 76 years ± 7 [SD]) who underwent four or more cycles of 177 Lu-PSMA-I&T therapy with 12 months of follow-up were included. A 10% or greater decrease in TKV at 6 months predicted 30% or greater eGFR decline at 12 months (area under the receiver operating characteristic curve, 0.90 [95% CI: 0.85, 0.96]; P < .001), surpassing other parameters. Baseline risk factors (ρ = 0.01; P = .88), prior treatments (ρ = -0.06; P = .50), and number of 177 Lu-PSMA-I&T cycles (ρ = 0.08; P = .36) did not correlate with relative eGFR percentage decrease at 12 months. Conclusion Automated TKV assessment on standard-of-care CT images predicted deterioration of renal function 12 months after 177 Lu-PSMA-I&T therapy initiation in metastatic castration-resistant prostate cancer. Its better performance than early relative eGFR change highlights its potential as a noninvasive marker when treatment decisions are pending. © RSNA, 2025 Supplemental material is available for this article.
自动CT测量肾总容积预测177Lu前列腺特异性膜抗原- i&t放射配位治疗后肾功能下降。
背景:Lutetium 177 (177Lu)前列腺特异性膜抗原(PSMA)放射配体治疗是转移性去势抵抗性前列腺癌的一种新的治疗选择。有证据表明,肾毒性在相当比例的患者中是一种延迟的不良反应。目的探讨177Lu-PSMA-I&T放射治疗患者临床显著性肾功能恶化的预测指标。材料与方法本回顾性研究分析了2015年12月至2022年5月期间接受至少四个周期177Lu-PSMA-I&T治疗的患者。使用基于nnU-Net框架的深度学习分割模型TotalSegmentator从CT图像中提取治疗后3个月和6个月的总肾体积(TKV)。估计肾小球滤过率(eGFR)下降30%或以上被定义为具有临床意义,表明终末期肾脏疾病的风险较高。采用双侧t检验和Mann-Whitney U检验来比较基线肾毒性危险因素、eGFR和TKV的变化、既往治疗以及12个月时有和没有临床显著eGFR下降的患者之间的177Lu-PSMA-I&T周期数。使用受试者工作特征曲线分析和约登指数确定区分这两组患者的阈值。结果121例患者(平均年龄76岁±7岁[SD])接受4个及以上周期的177Lu-PSMA-I&T治疗,随访12个月。6个月时TKV下降10%或更高,预计12个月时eGFR下降30%或更高(受试者工作特征曲线下面积,0.90 [95% CI: 0.85, 0.96];P < 0.001),优于其他参数。基线危险因素(ρ = 0.01;P = 0.88),既往治疗(ρ = -0.06;P = 0.50), 177Lu-PSMA-I&T循环数(P = 0.08;P = .36)与12个月时相对eGFR百分比下降无关。结论:标准CT图像自动TKV评估可预测转移性去势抵抗性前列腺癌患者在177Lu-PSMA-I&T治疗开始12个月后肾功能恶化。与早期相对eGFR变化相比,其更好的表现突出了其在治疗决策悬而未决时作为非侵入性标志物的潜力。©RSNA, 2025本文可获得补充材料。
本文章由计算机程序翻译,如有差异,请以英文原文为准。