Cargando…

Machine learning models predict lymph node metastasis in patients with stage T1-T2 esophageal squamous cell carcinoma

BACKGROUND: For patients with stage T1-T2 esophageal squamous cell carcinoma (ESCC), accurately predicting lymph node metastasis (LNM) remains challenging. We aimed to investigate the performance of machine learning (ML) models for predicting LNM in patients with stage T1-T2 ESCC. METHODS: Patients...

Descripción completa

Detalles Bibliográficos
Autores principales:	Li, Dong-lin, Zhang, Lin, Yan, Hao-ji, Zheng, Yin-bin, Guo, Xiao-guang, Tang, Sheng-jie, Hu, Hai-yang, Yan, Hang, Qin, Chao, Zhang, Jun, Guo, Hai-yang, Zhou, Hai-ning, Tian, Dong
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2022
Materias:	Oncology
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9496653/ https://www.ncbi.nlm.nih.gov/pubmed/36158684 http://dx.doi.org/10.3389/fonc.2022.986358

Ejemplares similares

Staging for Breast Cancer With Internal Mammary Lymph Nodes Metastasis: Utility of Incorporating Biologic Factors
por: Lian, Chen-Lu, et al.
Publicado: (2021)

Preoperative Clinical Characteristics Predict Recurrent Laryngeal Nerve Lymph Node Metastasis and Overall Survival in Esophageal Squamous Cell Carcinoma: A Retrospective Study With External Validation
por: Yan, Hao-Ji, et al.
Publicado: (2022)

Pararespiratory and paradigestive lymph node metastases in esophageal squamous cell carcinoma: predicting survival and refining the N staging system
por: Tian, Dong, et al.
Publicado: (2023)

Clinical nomogram for lymph node metastasis in pathological T1 esophageal squamous cell carcinoma: a multicenter retrospective study
por: Tian, Dong, et al.
Publicado: (2020)

Lymph Node Ratio for Postoperative Staging of Laryngeal Squamous Cell Carcinoma with Lymph Node Metastasis
por: Wang, Yu-Long, et al.
Publicado: (2014)

Abdominal lymph node metastasis in non-surgical esophageal squamous cell carcinoma: prognostic significance and a novel staging strategy
por: Zhao, Zongxing, et al.
Publicado: (2023)

Machine Learning-Based Prediction of Lymph Node Metastasis Among Osteosarcoma Patients
por: Li, Wenle, et al.
Publicado: (2022)

Significance of PET-CT for Detecting Occult Lymph Node Metastasis and Affecting Prognosis in Early-Stage Tongue Squamous Cell Carcinoma
por: Zhao, Guo, et al.
Publicado: (2020)

Development and validation of a nomogram model for the prediction of 4L lymph node metastasis in thoracic esophageal squamous cell carcinoma
por: Xu, Lei, et al.
Publicado: (2022)

Lymph node metastasis is not associated with survival in patients with clinical stage T4 esophageal squamous cell carcinoma undergoing definitive radiotherapy or chemoradiotherapy
por: Zhu, Liqiong, et al.
Publicado: (2022)

Solitary Celiac Lymph Node Metastasis Has a Better Long-Term Survival Compared With Solitary Mediastinal Lymph Node Metastasis in Esophagectomy of Esophageal Squamous Cell Cancer: A Propensity Score Matching Analysis
por: Li, Kun-Kun, et al.
Publicado: (2022)

Radiomics models based on CT at different phases predicting lymph node metastasis of esophageal squamous cell carcinoma (GASTO-1089)
por: Peng, Guobo, et al.
Publicado: (2022)

MRI-based radiomics analysis for preoperative evaluation of lymph node metastasis in hypopharyngeal squamous cell carcinoma
por: Lu, Shanhong, et al.
Publicado: (2022)

Outcomes and Prognostic Factors of Salvage Radiation for Postoperative Lymph Node Recurrence of Esophageal Squamous Cell Carcinoma
por: Zhang, Chi, et al.
Publicado: (2021)

Prognostic values of the gross volume of metastatic lymph nodes in patients with esophageal squamous cell carcinoma treated with definitive concurrent chemoradiotherapy
por: Li, Yang, et al.
Publicado: (2022)

Impact of examined lymph node number on lymph node status and prognosis in FIGO stage IB-IIA cervical squamous cell carcinoma: A population-based study
por: Yong, Jiahui, et al.
Publicado: (2022)

Preoperative Prediction of Lymph Node Metastasis in Patients With Early-T-Stage Non-small Cell Lung Cancer by Machine Learning Algorithms
por: Wu, Yijun, et al.
Publicado: (2020)

Preoperative Nomogram for Predicting Sentinel Lymph Node Metastasis Risk in Breast Cancer: A Potential Application on Omitting Sentinel Lymph Node Biopsy
por: Hu, Xi’E, et al.
Publicado: (2021)

Subphrenic Lymph Node Metastasis Predicts Poorer Prognosis for Nasopharyngeal Carcinoma Patients With Metachronous Metastasis
por: Zhang, Xue-Fang, et al.
Publicado: (2021)

A retrospective analysis based on multiple machine learning models to predict lymph node metastasis in early gastric cancer
por: Yang, Tao, et al.
Publicado: (2022)

A Predictive Nomogram for Lymph Node Metastasis in Supraglottic Laryngeal Squamous Cell Carcinoma
por: Song, Lulu, et al.
Publicado: (2022)

Hypofractionated Radiotherapy in Combination With Chemotherapy Improves Outcome of Patients With Esophageal Carcinoma Tracheoesophageal Groove Lymph Node Metastasis
por: Wang, Jian, et al.
Publicado: (2020)

Clinicopathologic analysis of lymph node status in superficial esophageal squamous carcinoma
por: Zhou, Yue, et al.
Publicado: (2016)

Novel, alternative splicing signature to detect lymph node metastasis in prostate adenocarcinoma with machine learning
por: Xie, Ping, et al.
Publicado: (2023)

Development of a Novel Serum Exosomal MicroRNA Nomogram for the Preoperative Prediction of Lymph Node Metastasis in Esophageal Squamous Cell Carcinoma
por: Liu, Tong, et al.
Publicado: (2020)

CCL21-CCR7 promotes the lymph node metastasis of esophageal squamous cell carcinoma by up-regulating MUC1
por: Shi, Mo, et al.
Publicado: (2015)

An Externally Validated Nomogram for Predicting Lymph Node Metastasis of Presumed Stage I and II Endometrial Cancer
por: Dong, Yangyang, et al.
Publicado: (2019)

The staging performance of a modified tumor-node-metastasis staging system incorporated with lymphovascular invasion in patients with esophageal squamous cell carcinoma
por: Zhuang, Weitao, et al.
Publicado: (2022)

Deep Inguinal Lymph Node Metastases Can Predict Pelvic Lymph Node Metastases and Prognosis in Penile Squamous Cell Carcinoma
por: Yang, Zhenyu, et al.
Publicado: (2021)

Progress in gallbladder cancer with lymph node metastasis
por: Li, Yuhang, et al.
Publicado: (2022)

Optimal Size Criterion for Malignant Lymph Nodes and a Novel Lymph Node Clinical Staging System for Unresectable Esophageal Squamous Cell Carcinoma: Evaluation by Multislice Spiral Computed Tomography
por: Wang, Hang, et al.
Publicado: (2021)

Role of Lower Esophageal Squamous Cell Carcinoma Margin Location on Abdominal Lymph Node Metastasis Risk
por: Zhong, Xia, et al.
Publicado: (2023)

The Least Nodal Disease Burden Defines the Minimum Number of Nodes Retrieved for Esophageal Squamous Cell Carcinoma
por: Zhang, Hanlu, et al.
Publicado: (2022)

Risk factors of cervical lymph node metastasis in multifocal papillary thyroid cancer
por: Zhang, Ting, et al.
Publicado: (2022)

Radiomics Nomogram in Assisting Lymphadenectomy Decisions by Predicting Lymph Node Metastasis in Early-Stage Endometrial Cancer
por: Liu, Xue-Fei, et al.
Publicado: (2022)

Comparison of Different Lymph Node Staging Systems in Patients With Resectable Colorectal Cancer
por: Pei, Jun-Peng, et al.
Publicado: (2019)

Ultrasound radiomics based on axillary lymph nodes images for predicting lymph node metastasis in breast cancer
por: Tang, Yu-Long, et al.
Publicado: (2023)

A novel nomogram for decision-making assistance on exemption of axillary lymph node dissection in T1–2 breast cancer with only one sentinel lymph node metastasis
por: Liu, Lei, et al.
Publicado: (2022)

Radiomics Analysis of Dynamic Contrast-Enhanced Magnetic Resonance Imaging for the Prediction of Sentinel Lymph Node Metastasis in Breast Cancer
por: Liu, Jia, et al.
Publicado: (2019)

Adjuvant chemotherapy for lymph node positive esophageal squamous cell cancer: The prediction role of low mean platelet volume
por: Liu, Xiaoling, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_71id25nv1uk4cje6939obvhp6b