The association between high expression of NXPH4 and adverse clinicopathological features in colorectal cancer
Table 1 shows the characteristics of 647 colorectal adenocarcinoma patients with complete clinical and gene expression data collected from the TCGA dataset. Based on the relationship between NXPH4 expression and the mean expression value, CRC patients were divided into a high expression group (n = 322) and a low expression group (n = 322). The association between NXPH4 expression and different clinicopathological features of CRC patients was evaluated, and the results showed a significant correlation between high NXPH4 mRNA expression and higher T stage (p < 0.001), N stage (p = 0.004), pathological stage (p = 0.026), residual tumor (p = 0.005), and lymphatic invasion (p < 0.001). However, there was no statistically significant correlation between NXPH4 mRNA expression and M stage, gender, age, CEA level, or neural invasion (all p > 0.05). Additionally, a similar pattern was observed in Figs. 1F-M, indicating a significant association between high NXPH4 expression and T stage (p < 0.05, Fig. 1F), N stage (p < 0.05, Fig. 1G), pathological stage (p < 0.05, Fig. 1I), residual tumor (p < 0.05, Fig. 1L), and lymphatic invasion (p < 0.001, Fig. 1M). However, there was no significant correlation between NXPH4 mRNA expression and M stage (p > 0.05, Fig. 1H), age (p > 0.05, Fig. 1J), or CEA level (p > 0.05, Fig. 1K). Furthermore, univariate logistic regression analysis was performed (Table 2), which showed a close correlation between NXPH4 mRNA expression and T stage (OR = 1.669, 95% confidence interval (CI): 1.132–2.478, p = 0.010), N stage (OR = 1.486, 95% CI: 1.085–2.038, p = 0.014), pathological stage (OR = 1.511, 95% CI: 1.100-2.079, p = 0.011), residual tumor (OR = 2.289, 95% CI: 1.184–4.655, p = 0.017), and lymphatic invasion (OR = 1.781, 95% CI: 1.275–2.495, p < 0.001).
Table 2
Logistic regression analysis of NXPH4 expression in colorectal cancer and clinical pathological parameters.
Characteristics | Total(N) | Odds Ratio(OR) | P value |
T stage (T3&T4 vs. T1&T2) | 641 | 1.669 (1.132–2.478) | 0.010 |
N stage (N1&N2 vs. N0) | 640 | 1.486 (1.085–2.038) | 0.014 |
M stage (M1 vs. M0) | 564 | 1.555 (0.985–2.479) | 0.060 |
Pathologic stage (Stage III&Stage IV vs. Stage I&Stage II) | 623 | 1.511 (1.100-2.079) | 0.011 |
Gender (Male vs. Female) | 644 | 0.789 (0.578–1.075) | 0.134 |
Age (> 65 vs. <=65) | 644 | 0.951 (0.695–1.299) | 0.750 |
CEA level (> 5 vs. <=5) | 415 | 0.914 (0.613–1.361) | 0.657 |
Residual tumor (R1&R2 vs. R0) | 510 | 2.289 (1.184–4.655) | 0.017 |
Perineural invasion (Yes vs. No) | 235 | 1.191 (0.660–2.146) | 0.561 |
Lymphatic invasion (Yes vs. No) | 582 | 1.781 (1.275–2.495) | < 0.001 |
Colon polyps present (Yes vs. No) | 323 | 0.957 (0.593–1.538) | 0.856 |
Values shown in bold are statistically significant (P < 0.05); CRC, colorectal cancer; T: topography distribution; N: lymph node metastasis; M: distant metastasis; CEA: carcinoembryonic antigen.
NXPH4 expression is a potential diagnostic biomarker for CRC patients.
In the TCGA-CADREAD dataset, the AUC of NXPH4 for distinguishing CRC tissues from normal tissues was 0.927 (95% confidence interval: 0.9-0.954, Fig. 2A), indicating that NXPH4 can serve as a good diagnostic biomarker for CRC patients.
Elevated NXPH4 expression indicates poor prognosis in CRC patients.
Kaplan-Meier survival analysis based on the TCGA-COADEAD dataset was performed to validate the correlation between high NXPH4 expression and prognosis. As shown in Fig. 2B-D, high NXPH4 expression was negatively associated with overall survival (OS) (HR = 1.52, 95% CI = 1.08–2.16, p = 0.018, Fig. 2B). Similarly, upregulation of NXPH4 expression was significantly correlated with shorter progression-free interval (PFI) (HR = 1.50, 95% CI = 1.10–2.04, p = 0.01, Fig. 2C) and disease-specific survival (DSS) (HR = 1.87, 95% CI = 1.18–2.96, p = 0.08, Fig. 2D). Univariate analysis showed that T stage, N stage, M stage, pathological stage, age, and NXPH4 expression level influenced the prognosis of CRC patients (all p < 0.05). In addition, multivariate Cox regression analysis showed that M stage, pathological stage, age, and NXPH4 expression level were independent risk factors for poor overall survival (OS) in CRC patients (Table 3).
Table 3
Univariate and multivariate analysis of clinical pathological factors related to overall survival in CRC patients.
Characteristics | Total(N) | Univariate analysis | | Multivariate analysis |
Hazard ratio (95% CI) | P value | Hazard ratio (95% CI) | P value |
T stage | 640 | | | | | |
T1&T2 | 131 | Reference | | | | |
T3&T4 | 509 | 2.468 (1.327–4.589) | 0.004 | | 2.091 (0.946–4.624) | 0.068 |
N stage | 639 | | | | | |
N0 | 367 | Reference | | | | |
N1&N2 | 272 | 2.627 (1.831–3.769) | < 0.001 | | 0.425 (0.164–1.105) | 0.079 |
M stage | 563 | | | | | |
M0 | 474 | Reference | | | | |
M1 | 89 | 3.989 (2.684–5.929) | < 0.001 | | 2.370 (1.467–3.830) | < 0.001 |
Pathologic stage | 622 | | | | | |
Stage I&Stage II | 348 | Reference | | | | |
Stage III&Stage IV | 274 | 2.988 (2.042–4.372) | < 0.001 | | 5.101 (1.758–14.803) | 0.003 |
Gender | 643 | | | | | |
Female | 301 | Reference | | | | |
Male | 342 | 1.054 (0.744–1.491) | 0.769 | | | |
Age | 643 | | | | | |
<=65 | 276 | Reference | | | | |
> 65 | 367 | 1.939 (1.320–2.849) | < 0.001 | | 2.797 (1.800-4.347) | < 0.001 |
NXPH4 | 643 | | | | | |
Low | 321 | Reference | | | | |
High | 322 | 1.524 (1.075–2.160) | 0.018 | | 1.493 (1.015–2.196) | 0.042 |
Values shown in bold are statistically significant (P < 0.05); CRC, colorectal cancer; OS, overall survival; CI, confidence interval; T: topography distribution; N: lymph node metastasis; M: distant metastasis.
Construction and validation of a nomogram based on NXPH4 expression levels.
To assist clinicians in correctly predicting the prognosis of colorectal cancer patients using a useful quantitative model, we constructed a nomogram. This nomogram was based on NXPH4 expression levels and combined with clinical features (M stage, pathological stage, age, and NXPH4 expression level) that were independently associated with patient survival in the multivariate analysis. The C-index of the nomogram was 0.786. The calibration plot for validating the reliability of this prediction model is shown in Fig. 3B, and the calibration line in the plot is close to the ideal line (also known as the 45-degree line), indicating good consistency between the observed and predicted values. These results suggest that the nomogram is a better model than individual prognostic factors and can establish long-term survival rates (1, 3, and 5 years) for colorectal cancer patients.
Promoter methylation level of NXPH4 in CRC.
Promoter DNA methylation has been shown to affect transcriptional repression and participate in tumor development[21]. By comparing the promoter methylation levels of NXPH4 in colorectal cancer and adjacent normal tissues, the analysis results showed a significant increase in the promoter methylation levels of NXPH4 in colon cancer (Fig. 4A) and rectal cancer (Fig. 4B), with statistically significant differences. These results suggest that upregulation of NXPH4 expression may be due to changes in promoter methylation, which in turn affects the development of colorectal cancer.
Predicted biological functions and pathways of NXPH4 in colorectal cancer.
The potential biological functions were analyzed by selecting co-expressed genes with NXPH4 (|logFC|>1, P.adj < 0.05). Gene ontology (GO) analysis of biological processes (BP) showed significant enrichment in lipid metabolism and protein-lipid complex assembly (Fig. 5A). Analysis of cellular components (CC) showed significant enrichment in lipid metabolism (Fig. 5B). Molecular function (MF) analysis showed significant enrichment in steroid binding, lipase inhibitor activity, haptoglobin binding, intermembrane lipid transfer activity, hormone activity, and DNA-binding transcription activator activity, RNA polymerase II-specific (Fig. 5C). KEGG analysis showed that Neuroactive ligand-receptor interaction was the most significantly enriched pathway (Fig. 5D). Overall, the results suggest that NXPH4 and its co-expressed genes may be involved in cellular signaling functions and the 'Neuroactive ligand-receptor interaction' pathway, thereby regulating the proliferation and invasion.
In addition, we observed the biological pathways that NXPH4 may regulate in the high expression group of NXPH4 based on the standardized enrichment fraction (NES) and FDR (error detection rate) q values. As shown in Table 4, several signal pathways were significantly enriched in the NXPH4 overexpression group, including TUMORIGENESIS (Fig. 6A), CELL MIGRATION (Fig. 6B), INFLAM PATHWAY (Fig. 6C), HEAD AND NECK CANCER (Fig. 6D), INVASIVE BREAST CANCER (Fig. 6E), CYTOKINE CYTOKINE RECEPTOR INTERACTION (Fig. 6F), METABOLIC PATHWAY OF LDL HDL AND TG INCLUDING DISEASES (Fig. 6G), HELLER HDAC TARGETS (Fig. 6H), and VILIMAS NOTCH1 TARGETS (Fig. 6I).
Table 4
Results of Gene Set Enrichment Analysis (GSEA)
Description | setSize | enrichmentScore | NES | pvalue | p.adjust | qvalue | rank |
TUMORIGENESIS | 23 | 0.664763507 | 1.947492735 | 0.000392764 | 0.016743068 | 0.015041376 | 1961 |
CELL_MIGRATION | 75 | 0.487544529 | 1.71510398 | 0.000991556 | 0.029497011 | 0.026499065 | 2242 |
INFLAM_PATHWAY | 13 | 0.735215056 | 1.89105605 | 0.000806168 | 0.028250057 | 0.025378846 | 1556 |
HEAD_AND_NECK_CANCER | 37 | 0.569932222 | 1.821775408 | 0.001297684 | 0.03577981 | 0.032143308 | 1609 |
INVASIVE_BREAST_CANCER | 124 | 0.43420764 | 1.597042651 | 0.001297937 | 0.03577981 | 0.032143308 | 3151 |
CYTOKINE_CYTOKINE_RECEPTOR_INTERACTION | 104 | 0.471161679 | 1.710270294 | 0.000326884 | 0.01518819 | 0.01364453 | 1936 |
METABOLIC_PATHWAY_OF_LDL_HDL_AND_TG_INCLUDING_DISEASES | 13 | 0.734936604 | 1.890339841 | 0.000845177 | 0.02829205 | 0.025416571 | 513 |
HELLER_HDAC_TARGETS | 156 | 0.418872121 | 1.563297394 | 0.001007445 | 0.029755608 | 0.026731379 | 2441 |
VILIMAS_NOTCH1_TARGETS | 29 | 0.612661414 | 1.874769844 | 0.000877082 | 0.028556949 | 0.025654547 | 2734 |
Correlation of NXPH4 expression with immune infiltration levels in colorectal cancer.
Tumor-infiltrating lymphocytes can serve as reliable predictive biomarkers for treatment response and metastatic recurrence[22]. Therefore, we further investigated the relationship between NXPH4 expression and immune infiltration in colorectal cancer. Using Spearman correlation analysis and ssGSEA, we found positive correlations between NXPH4 and the levels of immune cell subtypes in CRC, including NK CD56bright cells (r = 0.202, p < 0.001), Cytotoxic cells (r = 0.196, p < 0.001), aDC (r = 0.192, p < 0.001), Th1 cells (r = 0.187, p < 0.001), Macrophages (r = 0.177, p < 0.001), NK cells (r = 0.171, p < 0.001), and iDC (r = 0.156, p < 0.001) infiltration levels (Fig. 7A). In addition, NXPH4 expression was negatively correlated with Tcm (r=-0.193, p < 0.001) and Th17 cells (r=-0.116, p = 0.003) infiltration levels (Fig. 7I-J), suggesting that NXPH4 may regulate the infiltration of lymphocytes in CRC tumors.
Relationship between NXPH4 and immune checkpoints in colorectal cancer.
Immune checkpoint inhibitors have revolutionized the treatment of malignant tumors[23]. We used TCGA data to determine the relationship between NXPH4 expression and the expression of immune checkpoint genes. We further investigated the relationship between NXPH4 expression and ICP to explore the potential of NXPH4 in immune therapy. The results showed a close correlation between NXPH4 expression and most of the 47 ICP genes (Fig. 8A). NXPH4 was highly correlated with TNFRSF9 (r = 0.338, p < 0.001), LAG3 (r = 0.252, p < 0.001), PDCD1 (r = 0.211, p < 0.001), CD276 (r = 0.277, p < 0.001), CD274 (r = 0.133, p < 0.001), IDO1 (r = 0.103, p = 0.009), and CTLA4 (r = 0.126, p = 0.001) (Fig. 8B-H). Moreover, NXPH4 was negatively correlated with HHLA2 (r=-0.091, p = 0.021) and CD40LG (r=-0.118, p = 0.003) (Fig. 8I-J). These findings suggest that NXPH4 regulates tumor immune responses through immune checkpoint activity.