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多层感知器自注意力机制(MLPAS)和卷积多层感知器(CCMLP)对结直肠癌患者临床结局和风险分层的稳健预测性能

Robust Predictive Performance of MLPAS and CCMLP for Clinical Outcome and Risk Stratification in Patients with Colorectal Cancer.

作者信息

Ye Qiu-Ying, Wang Yuan-Yuan, Wang Zhi-Jie, Lu Min, Peng Hong-Xin, Wang Xin, Cheng Xue-Xin, Ying Hou-Qun

机构信息

Department of Clinical Laboratory, Immunity and Inflammation Key Laboratory of Jiangxi Province, The Second Affiliated Hospital of Nanchang University, Nanchang, 330006, People's Republic of China.

Department of Medical Technology, Jiangxi Medical College, Shangrao, 334000, People's Republic of China.

出版信息

J Inflamm Res. 2025 Mar 15;18:3889-3900. doi: 10.2147/JIR.S498028. eCollection 2025.

Abstract

BACKGROUND

There is no recognized biomarker is recommended to monitor or predict the prognosis of colorectal cancer (CRC) patients with negative detection of carcinoembryonic antigen (CEA) or carbohydrate antigen 19-9 (CA19-9) and to classify high recurrence-risk cases.

METHODS

Discovery and two-stage validation cohorts, which included 2111 radically resected patients with stage II-III CRC, were enrolled in this study. We detected preoperative peripheral monocyte, platelet, albumin (Alb), pre-albumin (pAlb), CEA, and CA19-9 and investigated the prognostic and risk-stratified roles of twelve new inflammatory biomarkers in the three cohorts.

RESULTS

In our study, monocyte-to-pAlb ratio (MPAR), monocyte-to-lymphocyte -to-Alb ratio (MLAR), monocyte-to-lymphocyte-to-pAlb ratio (MLPAR), monocyte- to-pAlb score (MPAS), lymphocyte-to-monocyte-Alb score (MLAS), lymphocyte-to monocyte-pAlb score (MLPAS), and platelet-to-lymphocyte-Alb score (PLAS) were significantly associated with both RFS and OS in three cohorts. MLPAS showed the best performance in predicting RFS and OS, and it was related to right-tumor location and significant cancer burden (≥5cm) in the overall population. Moreover, MLPAS is a robust prognostic biomarker in subgroups stratified by CEA or CA19-9. Patients with scores zero and two of the CEA-CA19-9-MLPAS score (CCMLP) showed the lowest and highest recurrence and death rates, respectively, and significant survival differences were observed between them.

CONCLUSION

MLPAS is an optimal, independent, and robust prognostic biomarker in the stage II-III CRC population, especially with negative CEA or CA19-9. The CCMLP could effectively classify high recurrence-risk patients who require more focus, monitoring, and treatment for the clinic.

摘要

背景

对于癌胚抗原(CEA)或糖类抗原19-9(CA19-9)检测呈阴性的结直肠癌(CRC)患者,尚无公认的生物标志物可用于监测或预测其预后以及对高复发风险病例进行分类。

方法

本研究纳入了发现队列和两阶段验证队列,共2111例接受根治性切除的II-III期CRC患者。我们检测了术前外周血单核细胞、血小板、白蛋白(Alb)、前白蛋白(pAlb)、CEA和CA19-9,并在三个队列中研究了12种新的炎症生物标志物的预后和风险分层作用。

结果

在我们的研究中,单核细胞与前白蛋白比值(MPAR)、单核细胞与淋巴细胞与白蛋白比值(MLAR)、单核细胞与淋巴细胞与前白蛋白比值(MLPAR)、单核细胞与前白蛋白评分(MPAS)、淋巴细胞与单核细胞白蛋白评分(MLAS)、淋巴细胞与单核细胞前白蛋白评分(MLPAS)以及血小板与淋巴细胞白蛋白评分(PLAS)在三个队列中均与无复发生存期(RFS)和总生存期(OS)显著相关。MLPAS在预测RFS和OS方面表现最佳,并且在总体人群中与肿瘤位于右侧以及显著的肿瘤负荷(≥5cm)相关。此外,MLPAS在按CEA或CA19-9分层的亚组中是一种可靠的预后生物标志物。CEA-CA19-9-MLPAS评分(CCMLP)为零分和两分的患者分别显示出最低和最高的复发率和死亡率,且二者之间存在显著的生存差异。

结论

MLPAS是II-III期CRC人群中一种最佳、独立且可靠的预后生物标志物,尤其是在CEA或CA19-9阴性的患者中。CCMLP能够有效地对高复发风险患者进行分类,这些患者在临床上需要更多的关注、监测和治疗。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2e47/11921802/a764397f0076/JIR-18-3889-g0001.jpg

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