Frontiers in Oncology | Cancer Imaging and Image-directed Interventions

Original Research

Published on 02 Oct 2025

CT-based radiomics and deep learning to predict EGFR mutation status in lung adenocarcinoma

in Cancer Imaging and Image-directed Interventions

Xingzhi Jiang
Qian Sun
Can Wang
Wei Li
Wang Chen
Juan Xu
Lei Yu

Frontiers in Oncology

doi 10.3389/fonc.2025.1597548

1,198 views

Original Research

Published on 02 Oct 2025

Integration of 2D/3D deep learning and radiomics for predicting lymphovascular invasion in T1-stage invasive lung adenocarcinoma: a multicenter study

in Cancer Imaging and Image-directed Interventions

Xiuhua Peng
Shan Pi
Hongxing Zhao
Hupo Bian
Wenhui Li
Dongping Deng
Wenjian Xing
Haihua Hu
Shiyu Zhang
Pengliang Xu

Frontiers in Oncology

doi 10.3389/fonc.2025.1631013

1,338 views

Systematic Review

Published on 30 Sep 2025

Artificial intelligence in breast ultrasound: a systematic review of research advances

in Cancer Imaging and Image-directed Interventions

Jiawei Liu
Linping Pian
Jie Chen
Jingjing Zhao
Yameng Liu
Fanbo Meng
Cheng Zeng

Frontiers in Oncology

doi 10.3389/fonc.2025.1619364

2,738 views

Original Research

Published on 26 Sep 2025

A meta-learning-based robust federated learning for diagnosing lung adenocarcinoma and tuberculosis granulomas

in Cancer Imaging and Image-directed Interventions

Yuyao Chen
Lei Liu
Bao Feng
Yehang Chen
Jun Xu
Huan Lin
Kunwei Li
Xiaodong Chen
Yuting Ke
Haoyang Zhou

Frontiers in Oncology

doi 10.3389/fonc.2025.1666937

2,731 views

Correction

Published on 26 Sep 2025

Correction: Amide proton transfer-weighted imaging combined with multiple models diffusion-weighted imaging of endometrial cancer: correlations between multi-modal MRI parameters and HIF-1α expression

in Cancer Imaging and Image-directed Interventions

Jun Li
Changjun Ma
Shifeng Tian
Ailian Liu
Qingling Song
Nan Wang
Qingwei Song
Liangjie Lin
Peng Sun
Jiazheng Wang

Frontiers in Oncology

doi 10.3389/fonc.2025.1675936

1,050 views

Original Research

Published on 23 Sep 2025

Development and validation of a deep learning model using MR imaging for predicting brain metastases: an accuracy-focused study

in Cancer Imaging and Image-directed Interventions

Dan Shi
Meng Yang
Min Dong
Ning Xuan
Yinsu Zhu
Xiaoqiong Lv
Chao Xie
Fei Xia
Lingchun Xu
Qinglei Zhang

Frontiers in Oncology

doi 10.3389/fonc.2025.1657604

1,444 views

Original Research

Published on 23 Sep 2025

Predicting the recurrence risk of liver metastasis from colorectal cancer: a study based on preoperative CT intratumoral and peritumoral radiomics features

in Cancer Imaging and Image-directed Interventions

Dongying Zhang
Peiheng Li
Yong Wei
Mingmei Xue
Fangfang Guo
Chenguang Li

Frontiers in Oncology

doi 10.3389/fonc.2025.1662354

1,359 views

Original Research

Published on 23 Sep 2025

Identifying clinically relevant findings in breast cancer using deep learning and feature attribution on local views from high-resolution mammography

in Cancer Imaging and Image-directed Interventions

Diego Mellado
Leondry Mayeta-Revilla
Julio Sotelo
Marvin Querales
Eduardo Godoy
Scarlett Lever
Fabian Pardo
Steren Chabert
Rodrigo Salas

Frontiers in Oncology

doi 10.3389/fonc.2025.1601929

1,743 views

Original Research

Published on 22 Sep 2025

Predictive value of radiomics modeling based on dynamic and static 18F-FDG PET/CT imaging for the differential diagnosis of lymph nodes in lung cancer

in Cancer Imaging and Image-directed Interventions

Xieraili Wumener
Zhiheng Hu
Jiuhui Zhao
Hongjian Wang
Yarong Zhang
Yaohong Deng
Jun Zhao
Ying Liang

Frontiers in Oncology

doi 10.3389/fonc.2025.1637366

1,304 views

Original Research

Published on 18 Sep 2025

Noninvasive prediction of EGFR 19Del and 21L858R subtypes in lung adenocarcinoma: a comparative study of logistic regression and decision tree models

in Cancer Imaging and Image-directed Interventions

Peng Han
Dai Zhang
Wenjun Yao
MengYu Lv
YunHong Qian
Hong Zhao

Frontiers in Oncology

doi 10.3389/fonc.2025.1642253

1,232 views

Case Report

Published on 17 Sep 2025

Pleomorphic adenocarcinoma of the breast: a case report

in Cancer Imaging and Image-directed Interventions

Yunkun Zhang
Pengchao Fan
Min Gao
Rui Cong
Qimin Wang
Dan Zhao
Jian Zhang
Yini Zhang
Lifen Wang

Frontiers in Oncology

doi 10.3389/fonc.2025.1644881

1,297 views

Original Research

Published on 17 Sep 2025

A deep learning approach for brain tumour classification and detection in MRI images using YOLOv7

in Cancer Imaging and Image-directed Interventions

Ramya Nimmagadda
P. Kalpana Devi

Frontiers in Oncology

doi 10.3389/fonc.2025.1508326

2,408 views
1 citation

Review

Published on 12 Sep 2025

Artificial intelligence integrates multi-omics data for precision stratification and drug resistance prediction in breast cancer

in Cancer Imaging and Image-directed Interventions

Deshui Ran
Jing Li
Mengmeng Zhao
Li Du
Yang Zhang
Jida Zhu

Frontiers in Oncology

doi 10.3389/fonc.2025.1612474

4,780 views

Methods

Published on 12 Sep 2025

Leveraging deep learning for early detection of cervical cancer and dysplasia in China using U-NET++ and RepVGG networks

in Cancer Imaging and Image-directed Interventions

Baoqing Li
Lulu Chen
Chudi Sun
Jian Wang
Sicong Ma
Hang Xu
Luyao Wang
Taotao Rong
Qun Hu
Jie Wei

Frontiers in Oncology

doi 10.3389/fonc.2025.1624111

2,208 views
1 citation

Case Report

Published on 10 Sep 2025

Hepatic involvement as an initial manifestation of multiple myeloma: a case report with atypical imaging features

in Cancer Imaging and Image-directed Interventions

Zongsheng Pu
Lujiang Zhan
Yimi Zha
Yilin Li
Shilin Qiu
Yinfu He
Yanhong Yang
Zaihui Feng
Xingxing Zhu

Frontiers in Oncology

doi 10.3389/fonc.2025.1640981

1,551 views

Editorial

Published on 10 Sep 2025

Editorial: Dynamic contrast-enhanced imaging: technology progress and clinical application in oncology

in Cancer Imaging and Image-directed Interventions

Zujun Hou
Baowei Fei
Jingliang Cheng

Frontiers in Oncology

doi 10.3389/fonc.2025.1681143

1,679 views

Case Report

Published on 10 Sep 2025

Case Report: NUTM1-rearranged lung sarcoma: a rare case imaged with dynamic and static 18F-FDG PET/CT

in Cancer Imaging and Image-directed Interventions

Xieraili Wumener
Xiaoxing Ye
Jiuhui Zhao
Yarong Zhang
Tuya E
Jun Zhao
Ying Liang

Frontiers in Oncology

doi 10.3389/fonc.2025.1663104

1,086 views

Original Research

Published on 09 Sep 2025

Construction of a prediction model for axillary lymph node metastasis in breast cancer patients based on a multimodal fusion strategy of ultrasound and pathological images

in Cancer Imaging and Image-directed Interventions

Lingli Peng
Lan Yu
Beibei Liu
Feixiang Xiang
Yu Wu

Frontiers in Oncology

doi 10.3389/fonc.2025.1591858

1,308 views

Original Research

Published on 09 Sep 2025

NAFLD accelerates arterial perfusion in rabbit VX2 liver tumors: a sonoVue-based contrast-enhanced ultrasound study

in Cancer Imaging and Image-directed Interventions

Zhi-long Liu
Qin Lu
Qian Zhang
Wen-wen Fan
Juan Chen
Li-ping Liu

Frontiers in Oncology

doi 10.3389/fonc.2025.1638869

1,089 views

Case Report

Published on 09 Sep 2025

Mediastinal lymphangioleiomyomatosis: a case report and literature review

in Cancer Imaging and Image-directed Interventions

Yike Wang
Quanyong Wang
Lin Shi
Lei Zhao
Yana Dou
Fene Hao

Frontiers in Oncology

doi 10.3389/fonc.2025.1588165

1,833 views

Case Report

Published on 09 Sep 2025

Case Report: Functional MR imaging of alveolar soft part sarcoma

in Cancer Imaging and Image-directed Interventions

Jie Li
Zhaoyang Yang
Jiuming Jiang
Lihua Gong
Meng Li

Frontiers in Oncology

doi 10.3389/fonc.2025.1602577

991 views

Original Research

Published on 09 Sep 2025

Impact of body composition metrics extracted from QCT and the corresponding nomogram on the evaluation of survival prognosis in AML patients

in Cancer Imaging and Image-directed Interventions

Tao Yuan
Yaxin Zhang
Yawu Liu
Guodong Gao
Guanmin Quan

Frontiers in Oncology

doi 10.3389/fonc.2025.1498024

1,294 views

Original Research

Published on 05 Sep 2025

Comparative analysis of diagnostic accuracy between transoral and submental contrast-enhanced ultrasound-guided biopsy for tonsillar tumors

in Cancer Imaging and Image-directed Interventions

Ting Wei
Man Lu
Tingting Li
Ziyue Hu
Lu Wang
Juan Li
Jiulong Dai
Xiaobo Wu
Bo Tan
Fawei He

Frontiers in Oncology

doi 10.3389/fonc.2025.1513756

1,917 views

Case Report

Published on 04 Sep 2025

Case Report: A rare case of primary hepatic paraganglioma: a mimicker of hepatocellular carcinoma

in Cancer Imaging and Image-directed Interventions

Aitong Li
Silu Ren
Xudan Yang
Chong Yang
Tao Lu

Frontiers in Oncology

doi 10.3389/fonc.2025.1570896

1,448 views

2,159 articles

articles

CT-based radiomics and deep learning to predict EGFR mutation status in lung adenocarcinoma

Integration of 2D/3D deep learning and radiomics for predicting lymphovascular invasion in T1-stage invasive lung adenocarcinoma: a multicenter study

Artificial intelligence in breast ultrasound: a systematic review of research advances

A meta-learning-based robust federated learning for diagnosing lung adenocarcinoma and tuberculosis granulomas

Correction: Amide proton transfer-weighted imaging combined with multiple models diffusion-weighted imaging of endometrial cancer: correlations between multi-modal MRI parameters and HIF-1α expression

Development and validation of a deep learning model using MR imaging for predicting brain metastases: an accuracy-focused study

Predicting the recurrence risk of liver metastasis from colorectal cancer: a study based on preoperative CT intratumoral and peritumoral radiomics features

Identifying clinically relevant findings in breast cancer using deep learning and feature attribution on local views from high-resolution mammography

Predictive value of radiomics modeling based on dynamic and static 18F-FDG PET/CT imaging for the differential diagnosis of lymph nodes in lung cancer

Noninvasive prediction of EGFR 19Del and 21L858R subtypes in lung adenocarcinoma: a comparative study of logistic regression and decision tree models

Pleomorphic adenocarcinoma of the breast: a case report

A deep learning approach for brain tumour classification and detection in MRI images using YOLOv7

Artificial intelligence integrates multi-omics data for precision stratification and drug resistance prediction in breast cancer

Leveraging deep learning for early detection of cervical cancer and dysplasia in China using U-NET++ and RepVGG networks

Hepatic involvement as an initial manifestation of multiple myeloma: a case report with atypical imaging features

Editorial: Dynamic contrast-enhanced imaging: technology progress and clinical application in oncology

Case Report: NUTM1-rearranged lung sarcoma: a rare case imaged with dynamic and static 18F-FDG PET/CT

Construction of a prediction model for axillary lymph node metastasis in breast cancer patients based on a multimodal fusion strategy of ultrasound and pathological images

NAFLD accelerates arterial perfusion in rabbit VX2 liver tumors: a sonoVue-based contrast-enhanced ultrasound study

Mediastinal lymphangioleiomyomatosis: a case report and literature review

Case Report: Functional MR imaging of alveolar soft part sarcoma

Impact of body composition metrics extracted from QCT and the corresponding nomogram on the evaluation of survival prognosis in AML patients

Comparative analysis of diagnostic accuracy between transoral and submental contrast-enhanced ultrasound-guided biopsy for tonsillar tumors

Case Report: A rare case of primary hepatic paraganglioma: a mimicker of hepatocellular carcinoma