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A peer-reviewed article of this preprint also exists.
This version is not peer-reviewed
Submitted:
25 September 2024
Posted:
25 September 2024
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Molecular Subtype | Characteristic Features | Clinical Implications | References |
---|---|---|---|
HPV-positive |
Presence of HPV DNA, overexpression of p16, and absence of TP53 mutations. | Better response to treatment and prognosis compared to HPV-negative tumours. | [20] |
Basal |
High expression of basal cell markers, EGFR amplification, and TP53 mutations. | Poor differentiation and worse prognosis. | [21] |
Mesenchymal |
Features of epithelial-to-mesenchymal transition, expression of mesenchymal markers. | Resistance to chemotherapy and radiation therapy. | [22] |
Atypical |
Mutations in NOTCH1, low HPV, and p16 expression. | Diverse prognosis, potential sensitivity to NOTCH inhibitors. | [23] |
Classical |
High expression of genes involved in cell cycle regulation, notably cyclin D1 and CDK6. | Aggressive behaviour, potential targets for cell cycle inhibitors. | [24] |
Immune-Related |
High infiltration of immune cells and expression of immune checkpoint molecules such as PD-L1. | Potential responsiveness to immunotherapy, particularly immune checkpoint inhibitors. | [25] |
Hypoxic |
Overexpression of hypoxia-inducible factors (HIFs), adaptation to low oxygen environments. | Poor prognosis, potential targets for therapies aimed at hypoxic conditions. | [26] |
Metabolic |
Alterations in metabolic pathways, increased glycolysis (Warburg effect), overexpression of GLUT1. | Potential for targeting metabolic pathways, implications for metabolic inhibitors. | [27] |
Key Protein/Gene | Role in Cancer | Clinical Relevance | Ref |
---|---|---|---|
HPV E6/E7 |
Oncogenic viral proteins that inactivate p53 and Rb, promoting cell cycle progression. | HPV status is a critical prognostic marker and determines treatment strategies. | [33] |
EGFR |
Overexpressed in many HNCs, leading to increased cell proliferation. | Targeted by EGFR inhibitors like cetuximab, it predicts responsiveness to therapy. | [34] |
TP53 |
Mutations lead to loss of tumour suppressor function, contributing to carcinogenesis. | Associated with poor prognosis and aggressive disease; potential target for therapy. | [35] |
CDKN2A (p16) |
Tumour suppressor gene, loss contributes to cell cycle deregulation. | Frequently mutated or deleted in HNC, indicative of poor prognosis. | [36] |
PIK3CA | Mutation activates the PI3K/AKT pathway, promoting tumorigenesis. | Target for PI3K inhibitors associated with therapeutic resistance. | [37] |
TIMPs (Tissue Inhibitors of Metalloproteinases) | Regulate ECM remodelling and metastasis by inhibiting MMPs, potentially suppressing tumour progression. | Targets for therapy and markers for disease progression and response to treatment. | [38] |
Gal-3 (Galectin-3) |
Involved in cell adhesion, migration, and tumour progression. | Potential marker for prognosis and therapeutic targeting. | [39] |
MMPs (Matrix Metalloproteinases) | Facilitate tumour invasion and metastasis through ECM degradation. | Biomarkers for invasive potential and therapeutic targets. | [40] |
Fibronectin |
Contributes to cell adhesion and migration, influencing tumour growth and metastasis. | Insights into tumour progression and potential therapeutic implications. | [41] |
Gene | Role in Cancer Identified in Previous Studies | Reference |
---|---|---|
AURKA |
High expression is associated with cancer progression, dysregulated proliferation, and inhibition of apoptosis. It is a good predictor of OS, with overexpression representing a poor prognosis. | [42,43,44] |
HMGA2 |
Overexpression increases tumour cell proliferation, migration, invasion, and metastasis. A good predictor of OS, with high levels indicating poor prognosis. | [45,46,47] |
MMP1 |
Upregulation is associated with ECM degradation and consequent cancer-promoting invasiveness. Its expression correlates with T stage (TNM classification) and cancer progression. | [48,49] |
PLAU |
Overexpression is associated with ECM degradation, an increased risk of developing HNC, and an upregulation of MMP1. Knockdown inhibits proliferation, invasion, and metastasis. | [49,50] |
SERPINE1 |
Overexpression is associated with N stage (TNM classification), poor DFS, and the promotion of radiotherapy resistance. Inhibition leads to decreased cell proliferation and invasion. | [4,51,52] |
Biomarker | Diagnostic Use | Prognostic Use | Potential Effectiveness |
Ref |
---|---|---|---|---|
HPV DNA |
Identifies HPV-associated HNC | Indicates better prognosis and response to treatment in HPV-positive cases | Highly effective for subclassification and prognosis | [72] |
EGFR |
Used for identifying tumours with EGFR overexpression | Associated with poor response to radiation and certain chemotherapies | Effective in selecting candidates for EGFR-targeted therapies | [73] |
p16 |
Surrogate marker for HPV oncogenic activity | Suggests improved outcomes in HPV-positive HNC | Widely used, offers good prognostic value | [74] |
miRNA name | P-value T-Test | FDR T-Test | Upregulated in | Tumor Log2 Mean Expression | Normal Log2Mean Expression |
---|---|---|---|---|---|
hsa-miR-21-5p | 8.64E-15 | 6.65E-13 | Tumour | 0 | 0 |
hsa-miR-31-5p | 1.12E-07 | 8.23E-07 | Tumour | 0 | 0 |
hsa-miR-221-3p | 1.14E-03 | 3.09E-03 | Tumour | 0 | 0 |
hsa-miR-222-3p | 2.07E-06 | 1.02E-05 | Tumour | 0 | 0 |
hsa-miR-196a-5p | 2.44E-17 | 8.45E-15 | Tumour | 0 | 0 |
hsa-miR-200c-3p | 1.44E-02 | 3.12E-02 | Tumour | 0 | 0 |
hsa-miR-375 | 1.77E-11 | 3.60E-10 | Normal | 0 | 0 |
hsa-miR-145-5p | 2.44E-04 | 7.54E-04 | Normal | 0 | 0 |
miRNA name | Log Rank P-value |
Log Rank FDR |
Z-score | Upregulated in | Deceased Log2 Mean Expression |
Living Log2 Mean Expression |
T-Test P-value |
T-Test FDR |
---|---|---|---|---|---|---|---|---|
hsa-miR-155-3p | 3.46E-02 | 3.77E-01 | 1.985 | Living | 0.52 | 0.65 | 3.33E-01 | 5.94E-01 |
Gene | Gene Description | Correlation | Correlation P-value | Correlation FDR | miRDB Score |
---|---|---|---|---|---|
RAI14 | Retinoic acid-induced 14 | -0.106 | 1.73E-02 | 5.67E-01 | 82 |
S1PR5 | Sphingosine-1-phosphate receptor 5 | -0.0983 | 2.73E-02 | 5.67E-01 | 76 |
OSBPL10 | Oxysterol binding protein-like 10 | -0.0961 | 3.09E-02 | 5.67E-01 | 90 |
METTL6 | Methyltransferase like 6 | -0.0876 | 4.93E-02 | 5.79E-01 | 63 |
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