Integrating omics data and machine learning techniques for precision detection of oral squamous cell carcinoma: evaluating single biomarkers

Our findings demonstrate the utility of integrating omics data with advanced machine learning techniques to develop accurate, non-invasive diagnostic tools for OSCC. The study highlights actionable metabolic signatures that have potential applications in personalized therapeutics and early intervention strategies.

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Publication Details

Journal
Frontiers in Immunology
Published
2024-12-03
DOI
https://doi.org/10.3389/fimmu.2024.1493377
Citations
6
Primary Topic
Gene expression and cancer classification
Type
article
Field-Weighted Citation Impact
1.40

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article

Integrating omics data and machine learning techniques for precision detection of oral squamous cell carcinoma: evaluating single biomarkers

Guozhen Cheng, Yilan Sun, Jiacheng Luo, Dongliang Wei et al.
6 citations
Frontiers in Immunology
Gene expression and cancer classification
1.40
article

Integrating omics data and machine learning techniques for precision detection of oral squamous cell carcinoma: evaluating single biomarkers

Guozhen Cheng, Yilan Sun, Jiacheng Luo, Dongliang Wei, Jiannan Liu
article en
6 citations

Abstract

Our findings demonstrate the utility of integrating omics data with advanced machine learning techniques to develop accurate, non-invasive diagnostic tools for OSCC. The study highlights actionable metabolic signatures that have potential applications in personalized therapeutics and early intervention strategies.

Frontiers in ImmunologyVol. 15
Shanghai Jiao Tong University (CN), National Clinical Research Center for Digestive Diseases (CN), Shanghai Stomatological Hospital (CN), Shanghai Ninth People's Hospital (CN), Fujian Agriculture and Forestry University (CN)
National Natural Science Foundation of China, Shanghai Jiao Tong University
Good health and well-being
Openalex Percentile: Top 18%
Gene expression and cancer classification
1.40
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