Development of Nomograms to Predict the Probability of Recurrence at Specific Sites in Patients with Cutaneous Melanoma.

IF 4.4 2区 医学 Q1 ONCOLOGY
Cancers Pub Date : 2025-09-21 DOI:10.3390/cancers17183080
Eszter Anna Janka, Imre Lőrinc Szabó, Tünde Toka-Farkas, Lilla Soltész, Zita Szentkereszty-Kovács, Beatrix Ványai, Tünde Várvölgyi, Anikó Kapitány, Andrea Szegedi, Gabriella Emri
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引用次数: 0

Abstract

Background: Risk assessment models are increasingly being used in oncology to improve therapeutic and follow-up decisions for individual patients.

Methods: In our study, we used a university hospital registry database containing data on patients diagnosed with invasive cutaneous melanoma between 2000 and 2019 (training cohort: N = 1402; validation cohort: N = 601). Using multivariate Cox regression models, we identified clinicopathological variables that are independent risk factors for melanoma recurrence at specific sites. We then constructed nomograms to predict the probability of recurrence at 3, 5, and 10 years.

Results: Age, sex, primary tumor location, histological subtype, Clark invasion level and AJCC pT category were independent prognostic factors for melanoma recurrence in regional lymph nodes. Age, sex, primary tumor location, Clark level of invasion, AJCC pT stage and regional lymph node metastasis were risk factors for skin/soft tissue (including muscle)/non-regional lymph node metastases. We found that AJCC pT category and sex were also independent prognostic factors for melanoma recurrence in the lung, visceral sites, and brain. Furthermore, the nomogram predicting recurrence in the lung and visceral sites incorporated the presence of regional lymph node and skin/soft tissue/non-regional lymph node metastases. ROC curves showed good performance of the nomograms in both the training and validation cohorts. The calibration curve showed a good fit.

Conclusion: Our results support the high prognostic value of AJCC pT stage and patient sex, which remained consistent across all melanoma stages, and demonstrate the feasibility of creating nomogram models to predict recurrence risk in melanoma patients.

发展nomogram预测皮肤黑色素瘤患者特定部位复发概率的方法。
背景:风险评估模型越来越多地被用于肿瘤学,以改善个体患者的治疗和随访决策。方法:在我们的研究中,我们使用了一个大学医院注册数据库,其中包含2000年至2019年间诊断为侵袭性皮肤黑色素瘤的患者的数据(培训队列:N = 1402;验证队列:N = 601)。使用多变量Cox回归模型,我们确定了临床病理变量,这些变量是黑色素瘤在特定部位复发的独立危险因素。然后,我们构建了nomogram来预测3年、5年和10年的复发概率。结果:年龄、性别、原发肿瘤部位、组织学亚型、Clark侵袭水平、AJCC pT分型是区域淋巴结黑色素瘤复发的独立预后因素。年龄、性别、原发肿瘤部位、Clark侵袭水平、AJCC pT分期和区域淋巴结转移是皮肤/软组织(包括肌肉)/非区域淋巴结转移的危险因素。我们发现AJCC肿瘤类型和性别也是肺、内脏和脑黑色素瘤复发的独立预后因素。此外,预测肺和内脏部位复发的nomogram (x线图)包含了区域淋巴结和皮肤/软组织/非区域淋巴结转移的存在。ROC曲线在训练组和验证组中均表现良好。标定曲线拟合良好。结论:我们的研究结果支持AJCC pT分期和患者性别的高预后价值,在所有黑色素瘤分期中保持一致,并证明了创建nomogram模型来预测黑色素瘤患者复发风险的可行性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Cancers
Cancers Medicine-Oncology
CiteScore
8.00
自引率
9.60%
发文量
5371
审稿时长
18.07 days
期刊介绍: Cancers (ISSN 2072-6694) is an international, peer-reviewed open access journal on oncology. It publishes reviews, regular research papers and short communications. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced.
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