Imaging based artificial intelligence for predicting lymph node metastasis in cervical cancer patients: a systematic review and meta-analysis

Imaging based artificial intelligence for predicting lymph node metastasis in cervical cancer patients: a systematic review and meta-analysis

PurposeThis meta-analysis was conducted to assess the diagnostic performance of artificial intelligence (AI) based on imaging for detecting lymph node metastasis (LNM) among cervical cancer patients and to compare its performance with that of radiologists.MethodsA comprehensive literature search was...

Full description

Saved in:

Bibliographic Details
Main Authors:	Chu-Qian Jiang, Xiu-Juan Li, Zhi-Yi Zhou, Qing Xin, Lin Yu
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2025-02-01
Series:	Frontiers in Oncology
Subjects:	cervical cancer lymph node metastasis artificial intelligence radiomic meta-analysis
Online Access:	https://www.frontiersin.org/articles/10.3389/fonc.2025.1532698/full
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Contrast-enhanced ultrasound radiomics model for predicting axillary lymph node metastasis and prognosis in breast cancer: a multicenter study
by: Shi Yu Li, et al.
Published: (2025-08-01)

Application and validation of the machine learning-based multimodal radiomics model for preoperative prediction of lateral lymph node metastasis in papillary thyroid carcinoma
by: Jia-Wei Feng, et al.
Published: (2025-08-01)

Prediction of contralateral central lymph node metastasis in unilateral papillary thyroid carcinoma based on radiomics
by: Minghui Zhang, et al.
Published: (2025-07-01)

Deep learning radiomics nomogram predicts lymph node metastasis in laryngeal squamous cell carcinoma
by: Yun Liang, et al.
Published: (2025-08-01)

Clinicopathological characteristics and prognosis analysis of patients with isolated lateral lymph node metastasis in advanced mid-to-low rectal cancer
by: Mei Shiwen, et al.
Published: (2023-06-01)

Computed tomography-based radiomics model for predicting station 4 lymph node metastasis in non-small cell lung cancer
by: Yanru Kang, et al.
Published: (2025-06-01)

Prediction of cervical cancer lymph node metastasis based on multisequence magnetic resonance imaging radiomics and deep learning features: a dual-center study
by: Shigang Luo, et al.
Published: (2025-08-01)

Habitat radiomics predicts occult lymph node metastasis and uncovers immune microenvironment of head and neck cancer
by: Xinwei Chen, et al.
Published: (2025-05-01)

Development and validation of machine learning models for predicting no. 253 lymph node metastasis in left-sided colorectal cancer using clinical and CT-based radiomic features
by: Hongwei Zhang, et al.
Published: (2025-04-01)

A radiomics-based model for predicting lymph nodes metastasis of pancreatic ductal adenocarcinoma: a multicenter study
by: Liwen Zhu, et al.
Published: (2025-06-01)

Evaluation of LNR and modified N stage systems for prognostic stratification of metastatic lymph nodes in stage III colorectal Cancer
by: Zhao-Fu Qin, et al.
Published: (2025-04-01)

Characteristics and prognosis of skip lymph node metastasis in gastric cancer: a retrospective study
by: Kuang-Hua Lo, et al.
Published: (2025-07-01)

Establishment of an interpretable MRI radiomics-based machine learning model capable of predicting axillary lymph node metastasis in invasive breast cancer
by: Dingyi Zhang, et al.
Published: (2025-07-01)

Effect of depth of invasion of cT1N0M0 OSCC on predicting lymph node metastasis and assessing prognosis
by: CHU Chen, et al.
Published: (2024-02-01)

Habitat radiomics assists radiologists in accurately diagnosing lymph node metastasis of adenocarcinoma of the esophagogastric junction
by: Pingfan Jia, et al.
Published: (2025-04-01)

Biomarkers of lymph node metastasis in esophageal cancer
by: Ningzi Wu, et al.
Published: (2024-09-01)

CT-based machine learning model integrating intra- and peri-tumoral radiomics features for predicting occult lymph node metastasis in peripheral lung cancer
by: Xiaoyan Lu, et al.
Published: (2025-08-01)

An ensemble learning model to predict lymph node metastasis in early gastric cancer
by: Kaiqing Song, et al.
Published: (2025-04-01)

To accurately predict lymph node metastasis in patients with mass-forming intrahepatic cholangiocarcinoma by using CT radiomics features of tumor habitat subregions
by: Pengyu Chen, et al.
Published: (2025-02-01)

Machine learning prediction model for lateral lymph node metastasis in rectal cancer
by: Longchun Dong, et al.
Published: (2025-06-01)

Postoperative recurrence with right cervical lymph node metastasis in hepatocellular carcinoma: a case report
by: Kiyonori Tanoue, et al.
Published: (2021-12-01)

Computed Tomography Radiomics to Preoperatively Predict Regional Lymph Node Metastasis of Resectable Adenocarcinoma of the Esophagogastric Junction
by: Huilin QIN, et al.
Published: (2025-05-01)

The prognostic value of the number of positive lymph nodes and the lymph node ratio in early‐stage cervical cancer
by: Ester P. Olthof, et al.
Published: (2022-05-01)

Habitat-based radiomics from contrast-enhanced CT and clinical data to predict lymph node metastasis in clinical N0 peripheral lung adenocarcinoma ≤ 3 cm
by: Xiaoxin Huang, et al.
Published: (2025-05-01)

Clinicopathological Factors Predisposing to No. 12a Lymph Node Metastasis in Gastric Cancer: A Prospective Cohort Analysis
by: Amirmohsen Jalaeefar, et al.
Published: (2025-06-01)

A machine learning based radiomics approach for predicting No. 14v station lymph node metastasis in gastric cancer
by: Tingting Ma, et al.
Published: (2024-10-01)

Preoperative prediction of lymph node metastasis in patients with ovarian cancer using contrast-enhanced computed tomography-based intratumoral and peritumoral radiomics features
by: Jing Zhang, et al.
Published: (2025-05-01)

Development and validation of CT-based fusion model for preoperative prediction of invasion and lymph node metastasis in adenocarcinoma of esophagogastric junction
by: Mengxuan Cao, et al.
Published: (2025-07-01)

IMAGING TECHNIQUES FOR THE DETECTION OF LYMPH NODE METASTASIS IN PATIENTS WITH LARYNGEAL ANF HYPOPHARYNGEAL CANCER
by: I. G. Frolova, et al.
Published: (2018-07-01)

A novel peptide targeting CCR7 inhibits tumor cell lymph node metastasis
by: Yixuan Sun, et al.
Published: (2025-03-01)

Nomograms of risk prediction and prognosis for the T1-T2 stage gastric cancer with lymph node metastasis: a population-based study
by: Guo-Le Nie, et al.
Published: (2025-02-01)

Association of clinicopathological factor with lymph node metastasis in rectal cancer patients: a retrospective cohort study
by: Yangfeng Lin, et al.
Published: (2025-05-01)

Predicting lateral pelvic lymph node metastasis in rectal cancer patients using MRI radiomics: a multicenter retrospective study
by: Jeongin Yoo, et al.
Published: (2025-04-01)

Preoperative DBT-based radiomics for predicting axillary lymph node metastasis in breast cancer: a multi-center study
by: Shuyan He, et al.
Published: (2025-05-01)

Association of the tumor microenvironment collagen score and immunoscore with colon cancer lymph node metastasis
by: Chenyan Long, et al.
Published: (2025-03-01)

Body mass index is not associated with lymph node metastasis, infection, and seroma after sentinel lymph node biopsy in cutaneous melanoma
by: Nessr Abu Rached, MD, et al.
Published: (2025-08-01)

High-risk habitat radiomics model based on ultrasound images for predicting lateral neck lymph node metastasis in differentiated thyroid cancer
by: Han Liu, et al.
Published: (2025-01-01)

Radiomics models to predict axillary lymph node metastasis in breast cancer and analysis of the biological significance of radiomic features
by: Xinhua Li, et al.
Published: (2025-06-01)

SORBS3-β suppresses lymph node metastasis in cervical cancer by promoting the ubiquitination of β-catenin
by: Huating Sun, et al.
Published: (2025-04-01)

Improved diagnosis of small cervical lymph node metastasis using postvascular phase perfluorobutane CEUS in cancer patients
by: Naxiang Liu, et al.
Published: (2025-01-01)