Integration of histopathological images and immunological analysis to predict M2 macrophage infiltration and prognosis in patients with serous ovarian cancer

Integration of histopathological images and immunological analysis to predict M2 macrophage infiltration and prognosis in patients with serous ovarian cancer

ObjectiveInvestigating the effect of M2 macrophage infiltration on overall survival and to use histopathological imaging features (HIF) to predict M2 macrophage infiltration in patients with serous ovarian cancer (SOC) is important for improving prognostic accuracy, identifying new therapeutic targe...

Full description

Saved in:

Bibliographic Details
Main Authors:	Ling Zhao, Jiajia Tan, Qiuyuan Su, Yan Kuang
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2025-03-01
Series:	Frontiers in Immunology
Subjects:	serous ovarian cancer histopathological image features ResNet18 M2 macrophage infiltration deep learning artificial intelligence
Online Access:	https://www.frontiersin.org/articles/10.3389/fimmu.2025.1505509/full
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

IMMUNOHISTROCHEMISTRY AND FLOW CYTOMETRIC CHARACTERISTICS OF INTRATUMORAL LYMPHOCYTES IN OVARIAN SEROUS ADENOCARCINOMA
by: E. V. Zuyeva, et al.
Published: (2014-09-01)

Tumor-infiltrating lymphocytes are the key determinants of pathological features associated with pathogenic BRCA variants in high-grade serous ovarian carcinoma
by: Dang H. Nguyen-Phan, et al.
Published: (2025-06-01)

Risk Factors for Recurrence in Serous Borderline Ovarian Tumors and Early-Stage Low-Grade Serous Ovarian Carcinoma
by: Jingjing Zhang, et al.
Published: (2025-04-01)

Ovarian serous carcinoma: A retrospective study of clinicopathological findings and postchemotherapy changes
by: Navatha Vangala, et al.
Published: (2020-01-01)

Ovarian stimulation with letrozole in nulliparous young women with relapsing early-stage serous borderline ovarian tumors
by: Valeria Lombardi Fäh, et al.
Published: (2024-12-01)

Habitat-based radiomics for preoperative differentiation between early-stage serous borderline ovarian tumors and malignant ovarian tumors
by: Xinping Yu, et al.
Published: (2025-05-01)

Assessing the impact of deep‐learning assistance on the histopathological diagnosis of serous tubal intraepithelial carcinoma (STIC) in fallopian tubes
by: Joep MA Bogaerts, et al.
Published: (2024-11-01)

RB1 expression and HR proficiency define a poor prognosis subtype of high grade serous ovarian cancer
by: Kyle C. Strickland, et al.
Published: (2025-08-01)

C5aR1 blockade reshapes immunosuppressive tumor microenvironment and synergizes with immune checkpoint blockade therapy in high-grade serous ovarian cancer
by: Chen Zhang, et al.
Published: (2023-12-01)

Cross-Language Transfer-Learning Approach via a Pretrained Preact ResNet-18 Architecture for Improving Kanji Recognition Accuracy and Enhancing a Number of Recognizable Kanji
by: Vasyl Rusyn, et al.
Published: (2025-04-01)

Serous borderline ovarian tumors (clinical features, morphology, treatment)
by: I. Yu. Davydova, et al.
Published: (2014-07-01)

Ovarian serous borderline tumors: specific characteristics of ultrasound images
by: M. A. Chekalova, et al.
Published: (2020-11-01)

NMR-based serum metabolomics in patients with low-differentiated serous ovarian cancer
by: Mateusz M. Klimek, et al.
Published: (2025-06-01)

Cardiophrenic lymph node metastasis as the sole presentation of high grade serous ovarian carcinoma
by: Thomas Julius Henning, et al.
Published: (2024-09-01)

BCL6 promotes the progression of high-grade serous ovarian cancer cells by inhibiting PLAAT4
by: An Wan, et al.
Published: (2025-07-01)

Histopathological study of ovarian neoplasms in a tertiary healthcare center of Madesh Province
by: Fahad Alam, et al.
Published: (2023-12-01)

New prognostic index for neoadjuvant chemotherapy outcome in patients with advanced high-grade serous ovarian cancer
by: Chuying Huo, et al.
Published: (2024-12-01)

Radiologic and surgical peritoneal cancer index in patients with low grade serous ovarian carcinoma
by: Rachel R. Pacyna, et al.
Published: (2025-08-01)

Ovatodiolide triggers ferroptosis in high-grade serous ovarian cancer through HMOX1 upregulation
by: Yew-Min Tzeng, et al.
Published: (2025-09-01)

Case Report: Serous borderline ovarian tumor and extensive abdominopelvic endometriosis mimicking advanced epithelial ovarian cancer in a postmenopausal patient
by: Katherine Livatova, et al.
Published: (2025-06-01)

Serous ovarian carcinoma. Cytological and immunocytochemical and molecular genetic diagnostics
by: O. G. Grigoruk, et al.
Published: (2016-09-01)

MALIGNANT OVARIAN TUMORS AND PREGNANCY
by: Stoyan Stoyanov, et al.
Published: (2022-02-01)

Research on Microseismic Magnitude Prediction Method Based on Improved Residual Network and Transfer Learning
by: Huaixiu Wang, et al.
Published: (2025-07-01)

Bearing fault diagnosis based on cross image multi-attention mechanism
by: Yupeng Liu, et al.
Published: (2025-07-01)

WaveAttention-ResNet: a deep learning-based intelligent diagnostic model for the auxiliary diagnosis of multiple retinal diseases
by: Biao Guo, et al.
Published: (2025-07-01)

Facial expression recognition using visible and IR by early fusion of deep learning with attention mechanism
by: Muhammad Tahir Naseem, et al.
Published: (2025-03-01)

Research on Supraharmonic detection in renewable energy grid Inte-gration based on improved ResNet18
by: Yangyang Zhu, et al.
Published: (2025-03-01)

Deep automatic soil roughness estimation from digital images
by: M. Ivanovici, et al.
Published: (2024-12-01)

Transcriptional pattern enriched for synaptic signaling is associated with shorter survival of patients with high-grade serous ovarian cancer
by: Arkajyoti Bhattacharya, et al.
Published: (2025-05-01)

Aggressive serous ovarian cancer subtype defined by high centrality lncRNA profiles and master transcription factors
by: Seonhyang Jeong, et al.
Published: (2025-07-01)

Majority clustering for imbalanced image classification
by: Keshav Sharma, et al.
Published: (2025-06-01)

Enhancing Breast Cancer Diagnosis With Bidirectional Recurrent Neural Networks: A Novel Approach for Histopathological Image Multi-Classification
by: Rajendra Babu Chikkala, et al.
Published: (2025-01-01)

A Dual-Branch Deep Learning Framework Combining Xception and ResNet for Accurate Lung and Colon Cancer Detection
by: Chandrasekar Venkatachalam, et al.
Published: (2025-01-01)

Fertility-sparing surgery in primary peritoneal serous borderline tumor: a case report
by: Tingting Li, et al.
Published: (2025-05-01)

Unraveling the molecular mechanisms of paclitaxel in high-grade serous ovarian cancer through network pharmacology
by: Yihao Pei, et al.
Published: (2025-05-01)

A patient stratification signature mirrors the immunogenic potential of high grade serous ovarian cancers
by: Laurel K. Berry, et al.
Published: (2024-11-01)

Immunohistochemical parameters of serous ovarian carcinomas and possible mechanism of development of resistance to platinum-based drugs
by: G. V. Zhukova, et al.
Published: (2024-09-01)

Retracted: MYH10 Combines with MYH9 to Recruit USP45 by Deubiquitinating Snail and Promotes Serous Ovarian Cancer Carcinogenesis, Progression, and Cisplatin Resistance
by: Longyang Liu, et al.
Published: (2023-05-01)

Case report of stage IIIC low-grade serous ovarian cancer in a 13-year-old female treated with novel therapy
by: Ishara Handagala, et al.
Published: (2025-04-01)

Impact of sympathetic nervous system on immune evasion in high-grade serous ovarian cancer: a review
by: Ruiyuan Yu, et al.
Published: (2025-08-01)