Wei Wei, Haotian Shi, Haimin Chen, Xiaoling Chen, Rong Peng, Wenjun Yu, Lixia Wu, Nian Zhou, Wenhao Zhao, Weiwei Xu, Yan Zhou, Jingjing Yu, Daolin Wei, Fan Zhou
{"title":"Clinicopathologic predictors of renal response and survival in newly diagnosed multiple myeloma with renal injury: a retrospective study.","authors":"Wei Wei, Haotian Shi, Haimin Chen, Xiaoling Chen, Rong Peng, Wenjun Yu, Lixia Wu, Nian Zhou, Wenhao Zhao, Weiwei Xu, Yan Zhou, Jingjing Yu, Daolin Wei, Fan Zhou","doi":"10.1007/s10238-025-01571-9","DOIUrl":null,"url":null,"abstract":"<p><p>Renal impairment (RI) is a common complication of multiple myeloma (MM), which is associated with poor prognosis. Here, we revealed the association between regular examination data and RI incidence, RI response and survival in newly diagnosed multiple myeloma (NDMM) patients. A retrospective analysis was conducted on the initial clinical data of 647 NDMM patients, comprising 193 patients (29.83%, 193/647) with RI and 454 (70.17%, 454/647) without RI at diagnosis. Logistic regression analyses, both univariate and multivariate, were performed to identify the independent influencing factors of RI with bootstrap techniques and resampling. The model used to predict the RI response was established using the support vector machine-recursive feature elimination (SVM-RFE) machine learning algorithms. Six variables identified by multi-factorial logistic regression analysis were independently associated with the incidence of RI, including the secreted monoclonal immunoglobulin of IgG type (33.16% vs. 52.64%), deregulated serum free κ/λ light chain (58.12% vs. 33.93%), elevated serum calcium (> 2.65 mmol/L, 31.61% vs. 11.01%), elevated urea (≥ 8.3 mmol/L, 92.23% vs. 20.26%), elevated uric acid (≥ 340 μmol/L, 74.61% vs. 35.46%), and ISS (International Staging System) stage of III (90.16% vs. 31.50%). The lactate dehydrogenase (≥ 250 U/L; HR = 1.786, P = 0.005) and CKD (chronic kidney disease) stage (G4-G5; HR = 5.830, P = 0.016) were the independent adverse factors of the overall survival of NDMM patients with RI. In addition, this study provided a model to predict the response of RI using 5 clinical features, including calcium, Durie-Salmon (DS) stage, creatinine level before treatment, age and gender. The sensitivity, specificity, area under the curve (AUC) and accuracy were 86.75%, 51.15%, 78.30% and 72.99% in the training group, while 79.31%, 52.94%, 72.40% and 69.57% in the validation group. In conclusion, this study clarified the relationship between clinicopathologic characteristics and the incidence of renal injury, response and survival of NDMM patients, supporting clinical decision-making, and offering significant clinical application value.</p>","PeriodicalId":10337,"journal":{"name":"Clinical and Experimental Medicine","volume":"25 1","pages":"48"},"PeriodicalIF":3.2000,"publicationDate":"2025-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11794406/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Clinical and Experimental Medicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s10238-025-01571-9","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"MEDICINE, RESEARCH & EXPERIMENTAL","Score":null,"Total":0}
引用次数: 0
Abstract
Renal impairment (RI) is a common complication of multiple myeloma (MM), which is associated with poor prognosis. Here, we revealed the association between regular examination data and RI incidence, RI response and survival in newly diagnosed multiple myeloma (NDMM) patients. A retrospective analysis was conducted on the initial clinical data of 647 NDMM patients, comprising 193 patients (29.83%, 193/647) with RI and 454 (70.17%, 454/647) without RI at diagnosis. Logistic regression analyses, both univariate and multivariate, were performed to identify the independent influencing factors of RI with bootstrap techniques and resampling. The model used to predict the RI response was established using the support vector machine-recursive feature elimination (SVM-RFE) machine learning algorithms. Six variables identified by multi-factorial logistic regression analysis were independently associated with the incidence of RI, including the secreted monoclonal immunoglobulin of IgG type (33.16% vs. 52.64%), deregulated serum free κ/λ light chain (58.12% vs. 33.93%), elevated serum calcium (> 2.65 mmol/L, 31.61% vs. 11.01%), elevated urea (≥ 8.3 mmol/L, 92.23% vs. 20.26%), elevated uric acid (≥ 340 μmol/L, 74.61% vs. 35.46%), and ISS (International Staging System) stage of III (90.16% vs. 31.50%). The lactate dehydrogenase (≥ 250 U/L; HR = 1.786, P = 0.005) and CKD (chronic kidney disease) stage (G4-G5; HR = 5.830, P = 0.016) were the independent adverse factors of the overall survival of NDMM patients with RI. In addition, this study provided a model to predict the response of RI using 5 clinical features, including calcium, Durie-Salmon (DS) stage, creatinine level before treatment, age and gender. The sensitivity, specificity, area under the curve (AUC) and accuracy were 86.75%, 51.15%, 78.30% and 72.99% in the training group, while 79.31%, 52.94%, 72.40% and 69.57% in the validation group. In conclusion, this study clarified the relationship between clinicopathologic characteristics and the incidence of renal injury, response and survival of NDMM patients, supporting clinical decision-making, and offering significant clinical application value.
肾功能损害(RI)是多发性骨髓瘤(MM)的常见并发症,与不良预后有关。在此,我们揭示了新诊断的多发性骨髓瘤(NDMM)患者的定期检查数据与 RI 发生率、RI 反应和存活率之间的关联。我们对647名NDMM患者的初始临床数据进行了回顾性分析,其中193名患者(29.83%,193/647)在诊断时有RI,454名患者(70.17%,454/647)在诊断时无RI。采用自举技术和重采样技术进行了单变量和多变量逻辑回归分析,以确定 RI 的独立影响因素。采用支持向量机-递归特征消除(SVM-RFE)机器学习算法建立了用于预测 RI 反应的模型。通过多因素逻辑回归分析确定的六个变量与 RI 的发生率独立相关,包括 IgG 型分泌性单克隆免疫球蛋白(33.16% vs. 52.64%)、血清游离κ/λ轻链失调(58.12% vs. 33.93%)、血清钙升高(> 2.65 mmol/L,31.61% vs. 11.01%)、尿素升高(≥ 8.3 mmol/L,92.23% vs. 20.26%)、尿酸升高(≥ 340 μmol/L,74.61% vs. 35.46%)和 ISS(国际分期系统)Ⅲ期(90.16% vs. 31.50%)。乳酸脱氢酶(≥ 250 U/L;HR = 1.786,P = 0.005)和CKD(慢性肾脏病)分期(G4-G5;HR = 5.830,P = 0.016)是影响NDMM患者RI总生存期的独立不利因素。此外,该研究还提供了一个利用钙、Durie-Salmon(DS)分期、治疗前肌酐水平、年龄和性别等5个临床特征预测RI反应的模型。训练组的灵敏度、特异性、曲线下面积(AUC)和准确性分别为 86.75%、51.15%、78.30% 和 72.99%,而验证组的灵敏度、特异性、曲线下面积(AUC)和准确性分别为 79.31%、52.94%、72.40% 和 69.57%。总之,该研究阐明了临床病理特征与 NDMM 患者肾损伤发生率、反应和生存率之间的关系,为临床决策提供了支持,具有重要的临床应用价值。
期刊介绍:
Clinical and Experimental Medicine (CEM) is a multidisciplinary journal that aims to be a forum of scientific excellence and information exchange in relation to the basic and clinical features of the following fields: hematology, onco-hematology, oncology, virology, immunology, and rheumatology. The journal publishes reviews and editorials, experimental and preclinical studies, translational research, prospectively designed clinical trials, and epidemiological studies. Papers containing new clinical or experimental data that are likely to contribute to changes in clinical practice or the way in which a disease is thought about will be given priority due to their immediate importance. Case reports will be accepted on an exceptional basis only, and their submission is discouraged. The major criteria for publication are clarity, scientific soundness, and advances in knowledge. In compliance with the overwhelmingly prevailing request by the international scientific community, and with respect for eco-compatibility issues, CEM is now published exclusively online.