Abstract PO-025: The effect of tissue of origin on oncogenesis in HPV-related malignancies: Comparative analysis of molecular and immune signatures in HPV-positive head and neck cancer and cervical cancer
Notice bibliographique
Résumé
Abstract Background: Despite sharing a common causal agent and viral oncogenes, HPV-positive head and neck cancer (HPV+ HNC) and cervical cancer (HPV+ CC) have markedly distinct natural histories and therapy responses. Here we sought to elucidate how the tissue of origin and oncogenic etiology drive molecular and microenvironmental differences between these two malignancies. Methods: Somatic mutation and RNA expression data for HPV+ HNC, HPV+ CC and HPV-negative head and neck cancer (HPV- HNC) were obtained from The Cancer Genome Atlas (TCGA). Mutation data were used to define repertoires of somatic mutations and mutational signatures. Single-sample gene set enrichment analysis (ssGSEA) was used to identify enriched immune signatures. Immune cell infiltration levels were estimated using xCell. Comparisons were primarily made between HPV+ HNC and HPV+ CC samples, with comparisons between HPV+ HNC vs. HPV- HNC tumors serving as a control to distinguish molecular/immune signatures driven by tissue of origin versus viral etiology. Results: Exome and RNA-sequencing data were available for 72 HPV+ HNC, 139 HPV+ CC, and 415 HPV- HNC tumors, and 70 HPV+ HNC, 139 HPV+ CC, and 413 HPV- HNC cases, respectively. Recurrently altered genes in head and neck and cervical cancer were not statistically significantly different between HPV+ HNC and HPV+ CC, although as previously reported HPV+ HNC and HPV- HNC differed by the higher frequency of TP53, CDKN2A, FAT1, and NOTCH1 mutations in the later. An evaluation of mutational signatures revealed that although both HPV+ HNC and CC had evidence of APOBEC mutagenesis (Signatures 2 and 13), Signature 2 and 13 exposures were both significantly higher in HPV+ CC relative to HPV+ HNC. APOBEC enrichment scores confirmed that HPV+ CC had higher APOBEC signal than HPV+ HNC despite both being virally driven. While both cancers were commonly affected by mutagenesis from aging and showed no differences in Signature 1, HPV+ HNC exhibited a higher correlation with Signature 5. Immune de-convolution evaluating 36 cell populations identified 13 cell types with different frequencies between two cancers (q < 0.1). The abundance of B-cell lineages, CD4+ naïve T-cells, and Tregs significantly differed in HPV+ HNC and HPV+ CC (p<0.001). These findings led us to investigate expression signatures of tertiary lymphoid structures, which we identified as markedly higher in HPV+ HNC versus HPV+ CC or HPV- HNC (p < 0.001, for both comparisons). Activated T-cells, however, did not appear to differ between HPV+ HNC or CC as determined by the previously defined cytolytic score. Conclusion: We find that while tissue of origin seems not to influence recurrently mutated oncogenes in HPV-related malignancies, it has significant effects on phenotypic consequences in these tumors including influencing both mutational signature exposure and the tumor microenvironment. These findings may inform further investigations into the unique molecular and microenvironmental characteristics of these virally driven tumors. Citation Format: Reith R. Sarkar, Xin Pei, Andrea Gazzo, Yingjie Zhu, Nancy Lee, Jorge Reis-Filho, Dmitriy Zamarin, Britta Weigelt, Nadeem Riaz. The effect of tissue of origin on oncogenesis in HPV-related malignancies: Comparative analysis of molecular and immune signatures in HPV-positive head and neck cancer and cervical cancer [abstract]. In: Proceedings of the AACR-AHNS Head and Neck Cancer Conference: Innovating through Basic, Clinical, and Translational Research; 2023 Jul 7-8; Montreal, QC, Canada. Philadelphia (PA): AACR; Clin Cancer Res 2023;29(18_Suppl):Abstract nr PO-025.
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction machine sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,000 | 0,000 |
| Méta-épidémiologie (sens strict) | 0,000 | 0,000 |
| Méta-épidémiologie (sens large) | 0,000 | 0,000 |
| Bibliométrie | 0,001 | 0,001 |
| Études des sciences et des technologies | 0,000 | 0,000 |
| Communication savante | 0,000 | 0,000 |
| Science ouverte | 0,000 | 0,000 |
| Intégrité de la recherche | 0,000 | 0,000 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,003 | 0,000 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».