Frontiers in Oncology | Cancer Imaging and Image-directed Interventions

Original Research

Published on 14 Jul 2025

Explainable multi-view transformer framework with mutual learning for precision breast cancer pathology image classification

in Cancer Imaging and Image-directed Interventions

Haewon Byeon
Mahmood Alsaadi
Richa Vijay
Purshottam J. Assudani
Ashit Kumar Dutta
Monika Bansal
Pavitar Parkash Singh
Mukesh Soni
Mohammed Wasim Bhatt

Frontiers in Oncology

doi 10.3389/fonc.2025.1626785

1,762 views
1 citation

Original Research

Published on 11 Jul 2025

Ultrasound-based radiomics combined with B3GALT4 level to predict sentinel lymph node metastasis in primary breast cancer

in Cancer Imaging and Image-directed Interventions

Yongliang Sha
Song Ge
Yiqiu Wang
Shilong Cai
Chengyi Wang
Huijie Zhuang
Jin Shi
Shiqing He
Xia Sun
Li Ma

Frontiers in Oncology

doi 10.3389/fonc.2025.1570493

1,578 views
1 citation

Original Research

Published on 11 Jul 2025

Baseline MRI habitat imaging for predicting treatment response to neoadjuvant chemoradiotherapy in locally advanced rectal cancer

in Cancer Imaging and Image-directed Interventions

Muzhen He
Huijian Chen
Chao Xu
Zhibo Wu
Zijie Lin
Yang Song
Guang Yang
Mingping Ma
Fangqin Xue

Frontiers in Oncology

doi 10.3389/fonc.2025.1551224

1,727 views

Original Research

Published on 10 Jul 2025

UnetTransCNN: integrating transformers with convolutional neural networks for enhanced medical image segmentation

in Cancer Imaging and Image-directed Interventions

Yi-Hang Xie
Bo-Song Huang
Fan Li

Frontiers in Oncology

doi 10.3389/fonc.2025.1467672

3,514 views
4 citations

Original Research

Published on 09 Jul 2025

Supervised contrastive loss helps uncover more robust features for photoacoustic prostate cancer identification

in Cancer Imaging and Image-directed Interventions

Yingna Chen
Feifan Li
Zhuoheng Dai
Ying Liu
Shengsong Huang
Qian Cheng

Frontiers in Oncology

doi 10.3389/fonc.2025.1592815

1,404 views

Original Research

Published on 04 Jul 2025

A nomogram model integrating radiomics and clinical variables to predict napsin a expression in lung adenocarcinoma patients

in Cancer Imaging and Image-directed Interventions

Bo Pang
LiNa Liu
Man Gao
ChongHai Xu
Zhaisong Gao
ZhiChao Wang
JianZhong Guan

Frontiers in Oncology

doi 10.3389/fonc.2025.1595406

1,195 views

Original Research

Published on 04 Jul 2025

PI-RADSv2.1 combined with PSA density for optimizing prostate biopsy decisions: a retrospective analysis

in Cancer Imaging and Image-directed Interventions

Yuchun Li
Siran Wang
Jianqiu Wang
Xin Qi
Tianran Liu
Xiaodong He
Yu Zhang
Yi Zhu
Yunfu Zeng

Frontiers in Oncology

doi 10.3389/fonc.2025.1602412

1,961 views
1 citation

Original Research

Published on 03 Jul 2025

Oral contrast-enhanced ultrasonographic features and radiomics analysis to predict NIH risk stratification for gastrointestinal stromal tumors

in Cancer Imaging and Image-directed Interventions

Fan Yang
Chun-wei Liu
Dai Zhang
Hai-Ling Wang
Xi Wei
Mo Yang

Frontiers in Oncology

doi 10.3389/fonc.2025.1590432

1,637 views

Original Research

Published on 30 Jun 2025

Assessment of prostate cancer aggressiveness through the combined analysis of prostate MRI and 2.5D deep learning models

in Cancer Imaging and Image-directed Interventions

Yalei Wang
Yuqing Xin
Baoqi Zhang
Fuqiang Pan
Xu Li
Manman Zhang
Yushan Yuan
Lei Zhang
Peiqi Ma
Bo Guan

Frontiers in Oncology

doi 10.3389/fonc.2025.1539537

2,120 views

Original Research

Published on 27 Jun 2025

Prostate cancer classification using 3D deep learning and ultrasound video clips: a multicenter study

in Cancer Imaging and Image-directed Interventions

Wenjie Lou
Peizhe Chen
Chengyi Wu
Qinghua Liu
Lingyan Zhou
Maoliang Zhang
Jing Tu
Zhengbiao Hu
Cheng Lv
Jie Yang

Frontiers in Oncology

doi 10.3389/fonc.2025.1582035

2,016 views

Original Research

Published on 25 Jun 2025

Diagnostic value of CT radiomics and clinical features in differentiating focal organizing pneumonia from peripheral lung cancer

in Cancer Imaging and Image-directed Interventions

Weihua Tang
Huadong Chen
Peijun Liu
Yunxuan Zhang

Frontiers in Oncology

doi 10.3389/fonc.2025.1620217

1,469 views

Original Research

Published on 19 Jun 2025

DynTransNet: Dynamic Transformer Network with multi-scale attention for liver cancer segmentation

in Cancer Imaging and Image-directed Interventions

Siming Zheng
A. S. M. Sharifuzzaman Sagar
Yu Chen
Zehao Yu
Shi Ying
Yongyi Zeng

Frontiers in Oncology

doi 10.3389/fonc.2025.1569083

1,709 views

Original Research

Published on 19 Jun 2025

Preliminary investigation on predicting postoperative glioma recurrences based on a multiparametric radiomics model

in Cancer Imaging and Image-directed Interventions

Fang-Xiong Fu
Guo Li
Lan Hong
Wang-Sheng Chen

Frontiers in Oncology

doi 10.3389/fonc.2025.1592881

1,222 views

Original Research

Published on 19 Jun 2025

Radiomics models to predict axillary lymph node metastasis in breast cancer and analysis of the biological significance of radiomic features

in Cancer Imaging and Image-directed Interventions

Xinhua Li
Minping Hong
Zhendong Lu
Zilin Liu
Lifu Lin
Hongfa Xu

Frontiers in Oncology

doi 10.3389/fonc.2025.1546229

1,979 views
1 citation

Case Report

Published on 18 Jun 2025

Ewing’s sarcoma of the mediastinal extraosseous site: a case report of a rare occurrence with literature review

in Cancer Imaging and Image-directed Interventions

Hong Zhou
Meng Su
Han-Fang Wang
Si-Qi Feng
Wen-Qian Jiang
Xiao-Rong Li

Frontiers in Oncology

doi 10.3389/fonc.2025.1578456

1,473 views

Original Research

Published on 18 Jun 2025

Leveraging a foundation model zoo for cell similarity search in oncological microscopy across devices

in Cancer Imaging and Image-directed Interventions

Gabriel Kalweit
Anusha Klett
Paula Silvestrini
Jens Rahnfeld
Mehdi Naouar
Yannick Vogt
Diana Infante
Rebecca Berger
Jesús Duque-Afonso
Tanja Nicole Hartmann

Frontiers in Oncology

doi 10.3389/fonc.2025.1480384

2,756 views
1 citation

Case Report

Published on 17 Jun 2025

Case Report: A case of femoral metastatic cancer misdiagnosed as isolated femoral lesser trochanter avulsion fracture

in Cancer Imaging and Image-directed Interventions

Meng-qi Pang
Feng-ze Wu
Jia-yan Chen
Rang-teng Zhu
Gang Jin
Wei-jie Gong
Han-tao Jiang

Frontiers in Oncology

doi 10.3389/fonc.2025.1565771

1,425 views

Correction

Published on 11 Jun 2025

Correction: MRI-based 2.5D deep learning radiomics nomogram for the differentiation of benign versus malignant vertebral compression fractures

in Cancer Imaging and Image-directed Interventions

Wenhua Liang
Hong Yu
Lisha Duan
Xiaona Li
Ming Wang
Bing Wang
Jianling Cui

Frontiers in Oncology

doi 10.3389/fonc.2025.1632503

913 views

Case Report

Published on 06 Jun 2025

Case Report: A case report of the diagnosis of renal inflammatory myofibroblastic tumor

in Cancer Imaging and Image-directed Interventions

Wenjie Wu
Tiantian Liang
Hui Zhang

Frontiers in Oncology

doi 10.3389/fonc.2025.1543858

1,502 views

Original Research

Published on 06 Jun 2025

Application of deep learning based on convolutional neural network model in multimodal ultrasound diagnosis of unexplained cervical lymph node enlargement

in Cancer Imaging and Image-directed Interventions

Shanshan Jiang
Naiqian Zhang
Chen Li
Lingxia Tong
Xiuhua Yang

Frontiers in Oncology

doi 10.3389/fonc.2025.1542265

1,601 views

Original Research

Published on 06 Jun 2025

Development and validation of a deep learning algorithm for discriminating glioma recurrence from radiation necrosis on MRI

in Cancer Imaging and Image-directed Interventions

Yu-Zhe Ying
Xiao-Hong Cai
Han Yang
Hua-Wei Huang
Dao Zheng
Hao-Yi Li
Ge-Hong Dong
Yong-Gang Wang
Zhong-Li Jiang
Zhu-Lin An

Frontiers in Oncology

doi 10.3389/fonc.2025.1573700

1,750 views

Original Research

Published on 05 Jun 2025

Imaging-based assessment of response to olaparib in platinum-sensitive relapsed ovarian cancer patients

in Cancer Imaging and Image-directed Interventions

Maria Delgado-Ortet
Vlad Bura
Ionut-Gabriel Funingana
David Hulse
Leonardo Rundo
James D. Brenton
Evis Sala
Lorena Escudero Sanchez

Frontiers in Oncology

doi 10.3389/fonc.2025.1546324

2,417 views

Case Report

Published on 05 Jun 2025

Ultrasonography diagnosis of dumbbell−shaped C5 cervical schwannoma: a case report and literature review

in Cancer Imaging and Image-directed Interventions

Kailin Yu
Jingsen Chen
Minqiang Pan
Kanlun Xu
Pintong Huang
Yucong Peng

Frontiers in Oncology

doi 10.3389/fonc.2025.1490713

1,469 views
1 citation

Original Research

Published on 04 Jun 2025

Prospective evaluation of mpMRI-derived nomograms for detecting prostate cancer in PI-RADS v2.1 upgraded and non-upgraded lesions

in Cancer Imaging and Image-directed Interventions

Ying Yi
Hang Wang
Dongliang Cheng
Zhifeng Xu
Xianhai Zhang
Chun Luo
Hai Zhao

Frontiers in Oncology

doi 10.3389/fonc.2025.1510049

1,568 views

2,159 articles

articles

Explainable multi-view transformer framework with mutual learning for precision breast cancer pathology image classification

Ultrasound-based radiomics combined with B3GALT4 level to predict sentinel lymph node metastasis in primary breast cancer

Baseline MRI habitat imaging for predicting treatment response to neoadjuvant chemoradiotherapy in locally advanced rectal cancer

UnetTransCNN: integrating transformers with convolutional neural networks for enhanced medical image segmentation

Supervised contrastive loss helps uncover more robust features for photoacoustic prostate cancer identification

A nomogram model integrating radiomics and clinical variables to predict napsin a expression in lung adenocarcinoma patients

PI-RADSv2.1 combined with PSA density for optimizing prostate biopsy decisions: a retrospective analysis

Oral contrast-enhanced ultrasonographic features and radiomics analysis to predict NIH risk stratification for gastrointestinal stromal tumors

Assessment of prostate cancer aggressiveness through the combined analysis of prostate MRI and 2.5D deep learning models

Prostate cancer classification using 3D deep learning and ultrasound video clips: a multicenter study

Diagnostic value of CT radiomics and clinical features in differentiating focal organizing pneumonia from peripheral lung cancer

DynTransNet: Dynamic Transformer Network with multi-scale attention for liver cancer segmentation

Preliminary investigation on predicting postoperative glioma recurrences based on a multiparametric radiomics model

Radiomics models to predict axillary lymph node metastasis in breast cancer and analysis of the biological significance of radiomic features

Ewing’s sarcoma of the mediastinal extraosseous site: a case report of a rare occurrence with literature review

Leveraging a foundation model zoo for cell similarity search in oncological microscopy across devices

Case Report: A case of femoral metastatic cancer misdiagnosed as isolated femoral lesser trochanter avulsion fracture

Correction: MRI-based 2.5D deep learning radiomics nomogram for the differentiation of benign versus malignant vertebral compression fractures

Case Report: A case report of the diagnosis of renal inflammatory myofibroblastic tumor

Application of deep learning based on convolutional neural network model in multimodal ultrasound diagnosis of unexplained cervical lymph node enlargement

Development and validation of a deep learning algorithm for discriminating glioma recurrence from radiation necrosis on MRI

Imaging-based assessment of response to olaparib in platinum-sensitive relapsed ovarian cancer patients

Ultrasonography diagnosis of dumbbell−shaped C5 cervical schwannoma: a case report and literature review

Prospective evaluation of mpMRI-derived nomograms for detecting prostate cancer in PI-RADS v2.1 upgraded and non-upgraded lesions