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基于 SEER 数据库的下肢结节性黑素瘤患者预后模型的建立

Development of a prognostic model for patients with nodular melanoma of the lower extremities: a study based on the SEER database.

机构信息

Department of Burns/Medical Cosmetology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China.

出版信息

Arch Dermatol Res. 2024 Aug 23;316(8):563. doi: 10.1007/s00403-024-03282-9.

DOI:10.1007/s00403-024-03282-9
PMID:39177825
Abstract

Lower extremity nodular melanoma (NM) is a common malignant tumor with a poor prognosis. We aims to identify the prognostic factors and develop a nomogram model to predict overall survival (OS) in patients with lower extremity NM. A total of 746 patients with lower extremity NM were selected and randomly divided into a training set (522 cases) and a validation set (224 cases) from the Surveillance, Epidemiology, and End Results(SEER) database. The training set underwent univariate and multivariate Cox regression analyses to identify independent prognostic factors associated with patient outcomes, and to develop a nomogram model. The effectiveness of the nomogram was subsequently validated using the validation set. Multivariable Cox regression analysis of the training set indicated that age, ulceration, radiotherapy, chemotherapy, primary site of first malignant tumor, and Breslow thickness were independent variables associated with OS. In the training set, the area under the curve (AUC) of the nomogram for predicting 3-year and 5-year OS was 0.796 and 0.811, respectively. In the validation set, the AUC for predicting 3-year and 5-year OS was 0.694 and 0.702, respectively. The Harrell's C-index for the training set and validation set were 0.754 (95% CI: 0.721-0.787) and 0.670 (95% CI: 0.607-0.733), respectively. Calibration curves for both training and validation sets showed good agreement. In this study, we develop and validate a nomogram to predict OS in patients with lower extremity NM. The nomogram demonstrated reasonable reliability and clinical applicability. Nomograms are important tools assessing prognosis and aiding clinical decision-making.

摘要

下肢结节性黑色素瘤(NM)是一种常见的恶性肿瘤,预后较差。我们旨在确定其预后因素,并开发一种列线图模型来预测下肢 NM 患者的总生存期(OS)。从监测、流行病学和最终结果(SEER)数据库中选择了 746 名下肢 NM 患者,并将其随机分为训练集(522 例)和验证集(224 例)。在训练集中,进行单因素和多因素 Cox 回归分析,以确定与患者预后相关的独立预后因素,并开发列线图模型。随后使用验证集验证了列线图的有效性。多变量 Cox 回归分析表明,年龄、溃疡、放疗、化疗、首发恶性肿瘤的原发部位和 Breslow 厚度是与 OS 相关的独立变量。在训练集中,预测 3 年和 5 年 OS 的列线图的曲线下面积(AUC)分别为 0.796 和 0.811。在验证集中,预测 3 年和 5 年 OS 的 AUC 分别为 0.694 和 0.702。训练集和验证集的 Harrell's C 指数分别为 0.754(95%CI:0.721-0.787)和 0.670(95%CI:0.607-0.733)。训练集和验证集的校准曲线均显示出良好的一致性。本研究开发并验证了一种预测下肢 NM 患者 OS 的列线图。该列线图具有合理的可靠性和临床适用性。列线图是评估预后和辅助临床决策的重要工具。

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本文引用的文献

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Development and validation of a nomogram for predicting overall survival in patients with sinonasal mucosal melanoma.构建并验证预测鼻腔鼻窦黏膜黑色素瘤患者总生存的列线图。
BMC Cancer. 2024 Feb 7;24(1):184. doi: 10.1186/s12885-024-11888-5.
2
Prognostic model for predicting overall and cancer-specific survival among patients with superficial spreading melanoma: A SEER based study.基于 SEER 的研究:预测浅表扩散性黑色素瘤患者总生存和癌症特异性生存的预后模型。
Medicine (Baltimore). 2022 Dec 30;101(52):e32521. doi: 10.1097/MD.0000000000032521.
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Development and external validation of a dynamic nomogram to predict the survival for adenosquamous carcinoma of the pancreas.
用于预测胰腺腺鳞癌生存率的动态列线图的开发与外部验证
Front Oncol. 2022 Aug 12;12:927107. doi: 10.3389/fonc.2022.927107. eCollection 2022.
4
Sinonasal Mucosal Melanoma: An Update and Review of the Literature.鼻腔鼻窦黏膜黑色素瘤:文献回顾与更新。
Am J Dermatopathol. 2022 Jun 1;44(6):424-432. doi: 10.1097/DAD.0000000000002157. Epub 2022 Mar 22.
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A review of the AJCC melanoma staging system in the TNM classification (eighth edition).AJCC 黑色素瘤分期系统在 TNM 分类(第八版)中的回顾。
Jpn J Clin Oncol. 2021 Apr 30;51(5):671-674. doi: 10.1093/jjco/hyab022.
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Association of Histologic Regression With a Favorable Outcome in Patients With Stage 1 and Stage 2 Cutaneous Melanoma.组织学缓解与 1 期和 2 期皮肤黑色素瘤患者有利结局的相关性。
JAMA Dermatol. 2021 Feb 1;157(2):166-173. doi: 10.1001/jamadermatol.2020.5032.
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Five-year survival in patients with nodular and superficial spreading melanomas in the US population.美国人群中结节性和浅表扩散性黑素瘤患者的 5 年生存率。
J Am Acad Dermatol. 2021 Apr;84(4):1015-1022. doi: 10.1016/j.jaad.2020.11.047. Epub 2020 Nov 27.
8
A nomogram for predicting survival in patients with nodular melanoma: A population-based study.预测结节性黑色素瘤患者生存率的列线图:一项基于人群的研究。
Medicine (Baltimore). 2019 Jun;98(24):e16059. doi: 10.1097/MD.0000000000016059.
9
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Expert Rev Anticancer Ther. 2018 Oct;18(10):1007-1012. doi: 10.1080/14737140.2018.1507822. Epub 2018 Aug 13.
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The eighth edition American Joint Committee on Cancer (AJCC) melanoma staging system: implications for melanoma treatment and care.第八版美国癌症联合委员会(AJCC)黑色素瘤分期系统:对黑色素瘤治疗和护理的影响。
Expert Rev Anticancer Ther. 2018 Aug;18(8):775-784. doi: 10.1080/14737140.2018.1489246.