Habitat radiomics predicts occult lymph node metastasis and uncovers immune microenvironment of head and neck cancer

The RF-habitat radiomics model demonstrated excellent performance for predicting occult LNM in HNSCC across three cohorts, providing a non-invasive solution for occult LNM. Furthermore, radiogenomic analysis further revealed the biological associations of the model, primarily related to T cell dysfunction.

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Publication Details

Journal
Journal of Translational Medicine
Published
2025-05-01
DOI
https://doi.org/10.1186/s12967-025-06474-7
Citations
11
Primary Topic
Radiomics and Machine Learning in Medical Imaging
Type
article
Field-Weighted Citation Impact
14.96

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article

Habitat radiomics predicts occult lymph node metastasis and uncovers immune microenvironment of head and neck cancer

Juan Peng, Min Pan, Chengmin Feng, Yanshi Li et al.
11 citations
Journal of Translational Medicine
Radiomics and Machine Learning in Medical Imaging
14.96
article

Habitat radiomics predicts occult lymph node metastasis and uncovers immune microenvironment of head and neck cancer

Juan Peng, Min Pan, Chengmin Feng, Yanshi Li, Yuxi Luo, Huan Jiang, Lin Chen, Long Liu, Guohua Hu, Xinwei Chen
article en
11 citations

Abstract

The RF-habitat radiomics model demonstrated excellent performance for predicting occult LNM in HNSCC across three cohorts, providing a non-invasive solution for occult LNM. Furthermore, radiogenomic analysis further revealed the biological associations of the model, primarily related to T cell dysfunction.

Journal of Translational MedicineVol. 23(1)
The Affiliated Yongchuan Hospital of Chongqing Medical University (CN), Zigong First People's Hospital (CN), Chongqing Medical University (CN)
National Natural Science Foundation of China, Servier
Life in Land
Openalex Percentile: Top 1%
Radiomics and Machine Learning in Medical Imaging
14.96
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Habitat radiomics predicts occult lymph node metastasis and uncovers immune microenvironment of head and neck cancer — Juan Peng, Min Pan, et al. · Journal of Translational Medicine (2025) | TGRS Research Map | TGRS