PERSPECTIVE
Published on 17 Sep 2025
Correlation does not equal causation: the imperative of causal inference in machine learning models for immunotherapy
doi 10.3389/fimmu.2025.1630781
- 1,616 views
- Frontiers in Immunology
- Cancer Immunity and Immunotherapy
- Research Topics
- Community Series in Novel Reliable Approaches for Prediction and Clinical Decision-making in Cancer: Volume II
Community Series in Novel Reliable Approaches for Prediction and Clinical Decision-making in Cancer: Volume II
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Articles
ORIGINAL RESEARCH
Published on 20 Aug 2025
Development and validation of a nomogram for predicting overall survival in patients with primary central nervous system germ cell tumors
doi 10.3389/fimmu.2025.1630061
- 1,184 views
- 1 citation
ORIGINAL RESEARCH
Published on 06 Aug 2025
Application of machine learning based on habitat imaging and vision transformer to predict treatment response of locally advanced esophageal squamous cell carcinoma following neoadjuvant chemoimmunotherapy: a multi-center study
doi 10.3389/fimmu.2025.1603249
- 1,904 views
ORIGINAL RESEARCH
Published on 01 Aug 2025
Analysis of epidemiology and nomogram construction for prediction and clinical decision-making in gliomas
doi 10.3389/fimmu.2025.1624142
- 1,840 views
- 1 citation
ORIGINAL RESEARCH
Published on 07 Jul 2025
The prognostic power of major pathological response in esophageal squamous cell carcinoma patients undergoing neoadjuvant chemoimmunotherapy: a multi-center cohort study
doi 10.3389/fimmu.2025.1599526
- 1,631 views
- 1 citation
ORIGINAL RESEARCH
Published on 21 May 2025
The efficacy and safety of adjuvant immunotherapy after neoadjuvant immunotherapy combined with chemotherapy in locally advanced resectable esophageal squamous cell carcinoma: a real−world study
doi 10.3389/fimmu.2025.1555756
- 1,738 views
- 1 citation
REVIEW
Published on 14 May 2025
Predictive biomarkers in the era of immunotherapy for gastric cancer: current achievements and future perspectives
doi 10.3389/fimmu.2025.1599908
- 3,472 views
- 1 citation
ORIGINAL RESEARCH
Published on 15 Apr 2025
Identification of disulfidptosis in esophageal squamous cell carcinoma based on single-cell and bulk RNA-seq data to predict prognosis and treatment response
doi 10.3389/fimmu.2025.1567793
- 2,380 views
ORIGINAL RESEARCH
Published on 07 Apr 2025
Abnormally high expression of CHI3L1 in peripheral blood mononuclear cells and serum and their potential diagnosis and prediction from lymphoma patients
doi 10.3389/fimmu.2025.1557802
- 1,442 views
ORIGINAL RESEARCH
Published on 28 Nov 2024
Multi-omics characterization and machine learning of lung adenocarcinoma molecular subtypes to guide precise chemotherapy and immunotherapy
doi 10.3389/fimmu.2024.1497300
- 3,782 views
- 3 citations
Published in
Frontiers in Immunology
Cancer Immunity and Immunotherapy
Participating Journals
Frontiers in Oncology
- 3.3 impact factor
- 6.9 citescore
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