# Bioinformatics-based analysis of nicotinamide adenine dinucleotide metabolism-related genes to predict immune status and prognosis for head and neck squamous cell carcinoma patients

**Authors:** Zhenjie Guan, Xinyu Gu, Lian Zheng

PMC · DOI: 10.3389/fimmu.2025.1609175 · 2025-06-30

## TL;DR

This study identifies genes related to NAD+ metabolism that predict immune status and survival outcomes in head and neck cancer patients.

## Contribution

A novel risk model based on NAD+ metabolism-related genes is developed to predict prognosis and immune infiltration in HNSCC.

## Key findings

- Six genes (ICOS, PSME1, SERPINA1, SH3KBP1, SP100, ZAP70) were identified as key prognostic markers in HNSCC.
- High-risk patients showed higher mutation rates in FAT1, TP53, and TTN genes and greater immune cell infiltration.
- Downregulated PSME1 reduced cancer cell migration and invasion in laboratory tests.

## Abstract

Patients suffering from head and neck squamous cell carcinoma (HNSCC) have a high recurrence rate and poor prognosis. Nicotinamide adenine dinucleotide (NAD+) is crucial in the progression of the tumor. Currently, the specific role of NAD+ in HNSCC remains elusive.

First, weighted gene co-expression network analysis (WGCNA) was utilized to screen gene modules linked to NAD+ metabolism-related genes (NMRGs), and the expression profiles obtained were taken as intersections with differentially expressed genes (DEGs) between HNSCC and control samples. The genes were further compressed and risk modeled using LASSO and stepwise regression analyses. Then the gene mutation landscapes of different risk subgroups of HNSCC were analyzed using MuTect 2 software. Differences in biological function and immune infiltration analyses between different subgroups were explored. In addition, scratch and transwell assays were carried out to explore the role of PSME1 in HNSCC cells.

Here, we screened two specific modules with the strongest relation to HNSCC by WGCNA and subsequently took the intersection of 6160 DEGs with the module genes, obtaining a total of 359 intersected genes. 6 (ICOS, PSME1, SERPINA1, SH3KBP1, SP100 and ZAP70) characterized genes linked to HNSCC prognosis were selected for risk modeling. We categorized patients by the risk scores into high- and low-risk groups. Overall survival (OS) of patients in the low-risk group was significantly better than those in the high-risk group. Compared to the low-risk group, the mutation rates of FAT1, TP53, TTN genes were higher in the high-risk group, with a coexistence between the mutated genes. The expression of the characterized genes showed a positive association with the level immune cell infiltration, for example, activated CD8 T cells. The enrichment analysis demonstrated that differential genes in the high-risk HNSCC group were significantly enriched in the ribosome and other pathways, while the differential genes in the low-risk group were mainly involved in arachidonic acid metabolism and other pathways. Further in vitro assay revealed that downregulated PSME1 attenuated the migratory and invasive abilities of FaDu cells.

The current work provided theoretical references for future study on potential biomarkers of prognosis and immune infiltration in patients suffering from HNSCC.

## Linked entities

- **Genes:** ICOS (inducible T cell costimulator) [NCBI Gene 29851], PSME1 (proteasome activator subunit 1) [NCBI Gene 5720], SERPINA1 (serpin family A member 1) [NCBI Gene 5265], SH3KBP1 (SH3 domain containing kinase binding protein 1) [NCBI Gene 30011], SP100 (SP100 nuclear body protein) [NCBI Gene 6672], ZAP70 (zeta chain of T cell receptor associated protein kinase 70) [NCBI Gene 7535], FAT1 (FAT atypical cadherin 1) [NCBI Gene 2195], TP53 (tumor protein p53) [NCBI Gene 7157], TTN (titin) [NCBI Gene 7273]
- **Chemicals:** NAD+ (PubChem CID 5892)
- **Diseases:** head and neck squamous cell carcinoma (MONDO:0010150), HNSCC (MONDO:0010150)

## Full-text entities

- **Genes:** TTN (titin) [NCBI Gene 7273] {aka CMD1G, CMH9, CMPD4, CMYO5, CMYP5, EOMFC}, FAT1 (FAT atypical cadherin 1) [NCBI Gene 2195] {aka CDHF7, CDHR8, FAT, ME5, hFat1}, SERPINA1 (serpin family A member 1) [NCBI Gene 5265] {aka A1A, A1AT, AAT, PI, PI1, PRO2275}, ICOS (inducible T cell costimulator) [NCBI Gene 29851] {aka AILIM, CD278, CVID1}, PSME1 (proteasome activator subunit 1) [NCBI Gene 5720] {aka HEL-S-129m, IFI5111, PA28A, PA28alpha, REGalpha}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, SP100 (SP100 nuclear body protein) [NCBI Gene 6672] {aka lysp100b}, ZAP70 (zeta chain of T cell receptor associated protein kinase 70) [NCBI Gene 7535] {aka ADMIO2, IMD48, SRK, STCD, STD, TZK}, SH3KBP1 (SH3 domain containing kinase binding protein 1) [NCBI Gene 30011] {aka AGMX2, CD2BP3, CIN85, GIG10, HSB-1, HSB1}
- **Diseases:** tumor (MESH:D009369), HNSCC (MESH:D000077195)
- **Chemicals:** NAD+ (MESH:D009243), arachidonic acid (MESH:D016718)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** FaDu — Homo sapiens (Human), Hypopharyngeal squamous cell carcinoma, Cancer cell line (CVCL_1218)

## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12256497/full.md

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Source: https://tomesphere.com/paper/PMC12256497