Human cytomegalovirus-induced immune regulation is correlated with poor prognosis in patients with colorectal cancer.
Evidence suggests that human cytomegalovirus (HCMV) infection may be implicated in the progression of colorectal cancer (CRC). However, the correlation between HCMV infection and survival outcomes in patients with CRC remains unclear. Here, we constructed a flow algorithm to identify HCMV sequences based on the RNA-seq data of patients with CRC derived from the Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO). The patients' clinical information matrix was used to calculate the Euclidean distance to filter out suitable patients not infected with HCMV, combined with patients' survival outcomes, to reveal how HCMV infection is involved in CRC progression. HCMV infection is widespread in patients with CRC, and the prevalence of HCMV infection ranges from 10 to 36% in four independent CRC datasets, with infection being concentrated in carcinoma tissue rather than in normal tissue. In addition, HCMV-positive patients had a poor survival prognosis, with three HCMV genes, UL82, UL42, and UL117, associated with poor patient survival outcomes. Most importantly, we suppose that the regulation of immune function by HCMV may be key to the poor prognosis of patients with CRC. We found that HCMV infection was associated with poor prognosis in CRC patients and identified three prognosis-associated HCMV genes. The regulation of immune function caused by HCMV infection was the key factor, while HCMV-positive patients with CRC mostly presented with a state of immunosuppression. This may provide new ideas for the personalized treatment of patients with CRC, especially with respect to immunotherapy.
- Research Article
- 10.5812/jjcmb-161041
- Jun 30, 2025
- Jentashapir Journal of Cellular and Molecular Biology
Background: Gut microbiota-derived metabolites, including phenylacetaldehyde (PAA), have demonstrated promising anti-cancer properties. Gene expression alterations play a critical role in colorectal cancer (CRC) progression, influencing tumor aggressiveness and patient survival outcomes. Objectives: This study aimed to investigate the potential of PAA in modulating the overexpression of genes associated with malignancy in CRC. Methods: A high-throughput transcriptomic dataset (GSE207618) was analyzed to identify PAA-responsive genes and their association with CRC progression. The protein-protein interaction (PPI) network was constructed to determine key hub genes with significant downregulation under PAA influence. Clinical data from the Cancer Genome Atlas (TCGA) were integrated to identify poor-prognosis genes, and co-expression network analysis was performed to explore molecular pathways linked to CRC progression. Results: Comparing the differential expression outcomes revealed that 54 genes have significant overexpression in CRC samples, whereas their expression levels decreased in the presence of PAA. Among these, nine key genes, including MCM2, MCM4, MCM6, MCM7, MCM10, PCNA, UHRF1, FEN1, and KIF11, were specified as hub genes based on the PPI network analysis, which play crucial roles in core pathways associated with CRC cell proliferation and progression. According to the Cox regression results, IFI30 and HSPA1B can be considered strong biomarkers related to the poor prognosis of CRC patients, as their expression showed a significant drop under PAA treatment. The co-expression networks predicted a potential connection between the expression levels of IFI30 and genes involved in cancer cell invasiveness and suppressing apoptosis. The pathways connected to the malignant processes have correlated with the expression levels of HSPA1B. Conclusions: The current study underscores the ability of PAA to downregulate oncogenes in CRC through transcriptomic modulation. Given its influence on cancer-related gene expression, PAA can represent a novel therapeutic candidate that needs further experimental validation for potential integration into CRC treatment strategies.
- Research Article
67
- 10.3389/fgene.2018.00650
- Dec 13, 2018
- Frontiers in Genetics
Apolipoprotein E (ApoE) plays a key role in tumorigenesis and progression, such as cell proliferation, angiogenesis and metastasis. ApoE overexpression was associated with aggressive biological behaviors and poor prognosis in a variety of tumor according to previous studies. This study aimed to assess the prognostic value and explore the potential relationship with tumor progression in colorectal cancer (CRC). We collected the expression profiling microarray data from the Gene Expression Omnibus (GEO), investigated the ApoE expression pattern between the primary CRC and liver metastasis of CRC, and then explored the gene with prognostic significance based on the TCGA database. ApoE high expression was associated with poor overall survival (OS, p = 0.015) and progression-free survival (PFS, p = 0.004) based on the public databases. Next, ApoE expression was evaluated in two CRC cohorts by immunohistochemistry, of whom 306 cases were stage II and 201 cases were metastatic liver CRC. In the cohort of the liver metastasis, the ApoE expression was increasing in normal mucosa tissue, primary colorectal cancer (PC), and colorectal liver metastases (CLM) in order. Meanwhile, the level of ApoE expression in stage II tumor sample which had no progression evidence in 5 years was lower than that in PC of synchronous liver metastases. The high ApoE expression in PC was an independent risk factor in both stage II (HR = 2.023, [95% CI 1.297–3.154], p = 0.002; HR = 1.883, [95% CI 1.295-2.737], p = 0.001; OS and PFS respectively) and simultaneous liver metastasis (HR = 1.559, [95% CI 1.096–2.216], p = 0.013; HR = 1.541, [95% CI 1.129–2.104], p = 0.006; OS and PFS respectively). However, the overexpression of ApoE could not predict the benefit from the chemotherapy in stage II. The study revealed that the relevance of the ApoE overexpression in CRC progression, conferring a poor prognosis in CRC patients especially for stage II and simultaneous liver metastasis. These finding may improve the prognostic stratification of patients for clinical strategy selection and promote CRC clinic outcomes.
- Research Article
23
- 10.1111/ans.13617
- May 25, 2016
- ANZ Journal of Surgery
NDUFA4L2 (NADH dehydrogenase (ubiquinone) 1 alpha subcomplex, 4-like 2, also called NADH-ubiquinone oxidoreductase MLRQ subunit homologue) was clearly enriched in the mitochondrial fraction under hypoxic conditions, and immunofluorescence showed a clear colocalization of NDUFA4L2 and cytochrome c in some tumour cells. However, little study has investigated its prognostic value in colorectal cancer (CRC). In our study, mRNA-NDUFA4L2 and protein expression were analysed in 150 cases of CRC and adjacent normal tissues using immunohistochemistry, semi-quantitative reverse transcriptase-polymerase chain reaction. The correlation between NDUFA4L2 expression and clinicopathological factors was evaluated by the Chi-square test. Overall survival of patients was analysed by the Kaplan-Meier method. NDUFA4L2 overexpression was observed in 84% (126/150) of CRC tissues, but only in 24.7% (37/150) of adjacent normal tissues (P < 0.05). Semi-quantitative reverse transcriptase-polymerase chain reaction showed average mRNA expression levels to be 23.34 ± 1.356 and 4.34 ± 1.132 for CRC tissue and adjacent normal tissue (P < 0.05). Statistical analysis showed a significant correlation of NDUFA4L2 expression with histological grade, Dukes' stages, lymph node metastasis and liver metastasis. More importantly, multivariate analysis indicated that overexpression of NDUFA4L2 was an independent prognostic factor for CRC patients (P = 0.002). NDUFA4L2-negative patients had a higher tumour-free/overall survival rate than patients with high NDUFA4L2 expression (P = 0.001 and 0.002, respectively). Our data suggest that NDUFA4L2 overexpression is associated with tumour progression and a poor prognosis in CRC patients.
- Abstract
- 10.1182/blood-2020-137115
- Nov 5, 2020
- Blood
Human Cytomegalovirus Selectively Suppresses the Megakaryo/Thrombopoiesis of PDGFR+ and αvβ3+ Megakaryocytes Via the TPO/c-Mpl Pathway after Allo-HSCT
- Research Article
4
- 10.21037/jgo-22-938
- Oct 1, 2022
- Journal of gastrointestinal oncology
The aim of this study was to investigate the inhibiting effect of transient receptor potential vanilloid 3 (TRPV3) on the proliferation and migration of colorectal cancer (CRC) cells and to explore the underlying mechanism. A microarray dataset from the publicly available Gene Expression Omnibus (GEO) database was used to investigate the prognostic value of TRPV3 in CRC. In addition, 100 CRC tissue samples were collected at our center to further validate its prognostic value at the protein level. Cell proliferation ability was detected by Cell Counting Kit-8 (CCK-8) assay, and cell migration ability was detected by transwell assay. Gene set variation analysis (GSVA) was performed to identify the potential pathways regulated by TRPV3. Based on the largest microarray dataset (GSE39582), low expression of TRPV3 was found to be significantly associated with poor prognosis in CRC patients, and this result was successfully validated at our cancer center. Functional experiments showed that knockdown of TRPV3 enhanced cell proliferation and migration, while enforced TRPV3 expression exhibited the opposite effect. GSEA based on public microarray data revealed that the mitogen-activated protein kinase (MAPK) signaling pathway was notably activated in patients with low expression of TRPV3. Further experiments in vivo confirmed that TRPV3 silencing promoted cell proliferation and migration by activating the MAPK signaling pathway. Low expression of TRPV3, which stimulates cell proliferation and migration by provoking the MAPK signaling pathway, indicated poor prognosis in CRC patients.
- Research Article
5
- 10.1002/mc.23882
- Jan 21, 2025
- Molecular carcinogenesis
Colorectal cancer (CRC) is one of the most common malignancies. Hypoxia can promote the occurrence and development of CRC. However, how hypoxia regulates the CRC immune microenvironment needs to be further explored. The bulk RNA sequencing data and clinicopathological information of CRC patients were enrolled from The Cancer Genome Atlas (TCGA) and the Gene Expression Omnibus (GEO) databases. The single-cell RNA sequencing (scRNA-seq) datasets of CRC were collected from and analyzed from the GEO database and the ArrayExpress database. The score of the hypoxia gene set was estimated using the "ssGSEA" algorithm in the "GSVA" R package. The functional characteristics of CAF subtypes were studied by bioinformatics analysis and in vitro experiments, and a prognostic model was constructed based on machine learning correlation. Hypoxia is associated with poor prognosis in CRC patients. Periostin (POSTN) + Fib is a cancer-associated fibroblast (CAF) closely associated with hypoxia, and high infiltration of POSTN + Fib is associated with adverse outcomes in overall survival (OS) and relapse-free survival (RFS) in CRC patients. Hypoxia can induce POSTN expression and secretion in CAFs. Hypoxia-induced increase of POSTN expression in CAFs can significantly promote the migration and proliferation of CRC cells. Hypoxia-induced increase of POSTN expression in CAFs can significantly promote the proliferation and migration of CRC cells. The POSTN+Fib Hypoxia-Related Risk Model (PFHRM) can predict the survival and immunotherapy response of CRC patients. Our study identified a POSTN+Fib cell subpopulation closely associated with hypoxia, which promotes the malignant progression of CRC. The development of PFHRM provides a theoretical basis for improving patient survival and prognosis.
- Research Article
4
- 10.22037/ghfbb.v12i0.1828
- Jan 1, 2019
- Gastroenterology and hepatology from bed to bench
This study aimed to determine the link between Snail1 expression and CRC patients' survival as well as its significant association with EMAST status. Snail1 is an evolutionary preserved zinc-finger transcription protein which contributes to Epithelial-to-mesenchymal transition (EMT). EMT initiates invasion and proliferation in many tumors. Elevated microsatellite alteration at selected tetranucleotide repeats (EMAST) is a marker of poor prognosis in patients with colorectal cancer (CRC). We hypothesized that Snail1 overexpression is an important mediator of metastasis and decreased survival in CRCs that characteristically have EMAST phenotype. Quantitative real-time polymerase chain reactions were carried out to analyze the expression levels of Snail1 in both normal and tumor specimens from a total of 122 paraffin-embedded tissues (FFPE) of CRC sample with known EMAST status. The correlation between Snail1 expression and clinicopathological characteristics, survival, and EMAST status were examined. Snail1 overexpression was detected in tumor tissues in 32% of all examined patients and its positive expression was related to metastasis (p=0.001) and EMAST+ phenotype (P=0.017). Further, positive Snail1 expression correlates with poor overall survival in CRC patients (P=0.01). Our findings suggest that Snail1 overexpression is not only associated with EMAST but also with clinicopathological variables of poor prognosis. These results indicate that Snail1 expression levels may be useful for establishing novel therapeutic strategies and could help survival improvement in CRC patients.
- Research Article
75
- 10.3892/ijo.2017.4135
- Sep 25, 2017
- International Journal of Oncology
Increasing evidence suggests a link between persistent human cytomegalovirus (HCMV) infection and cancer. Although the role of HCMV in cancer is still elusive, recent studies revealed the presence of HCMV nucleic acids and proteins in different cancer types such as glioblastoma, colorectal, breast, and prostate cancers, and neuroblastoma. Although HCMV may not be directly associated with the neoplastic transformation, the presence of HCMV DNA in the tumorous tissue has been associated with altered clinical outcomes in cancer patients. However, the mechanisms involved in the association between colorectal cancer (CRC) and HCMV are unclear. In this study, we investigated the influence of HCMV infection on CRC or their derived cells. Proliferation and migration assays revealed a high infection efficiency in CRC-derived HT29 and SW480 'stem-like' cells. After 24, 48 and 72 h of HCMV infection, both HT29 and SW480 parental and stem-like cells showed a significant increase in cell proliferation and viability (p<0.0001). Moreover, HCMV infection promoted cell migration. These results demonstrate a significant phenotypic alteration in the CRC cell line upon HCMV infection. Using epithelial to mesenchymal transition (EMT) assays, we demonstrated that the EMT markers and driver genes were upregulated during the virus infection. The WNT signaling pathway, which is associated with the proliferation and migration of CRC cells, was upregulated (6-fold) in HCMV-infected cells as compared to the non-infected cells at day 7 from infection.
- Research Article
3
- 10.2174/0115665240369037250319000043
- Feb 1, 2026
- Current molecular medicine
The prognosis of patients with stage III colorectal cancer (CRC) shows significant variations. The purpose of this study was to investigate the role of key regulatory proteins in glycolysis and lipid metabolism for the prognostic evaluation of stage III CRC patients. Utilizing the Cancer Genome Atlas (TCGA) database, we analyzed the expression of various key regulatory genes in glycolysis and lipid metabolism pathways in CRC, as well as the relationship between gene expression levels and overall survival.. We selected the top two key genes exhibiting differential expression patterns in glycolysis and lipid metabolism, namely, glucose transporter type 1 (GLUT1), pyruvate kinase M2 (PKM2), fatty acid synthase (FASN), and stearoyl-CoA desaturase 1 (SCD1), as targets for subsequent exploration. We analyzed the effects of GLUT1, PKM2, FASN, and SCD1 on the proliferation, migration, and drug sensitivity of CRC cells in vitro. These proteins were detected by immunohistochemistry (IHC) in the clinical tissues of stage III CRC patients. Based on the intensity of IHC staining for GLUT1, PKM2, FASN and SCD1, the cumulative score from these 4 target proteins for each sample was calculated (score range from 0 to 8). The relationships between high (scores of 6-8) or low (scores of 0-5) expression of glycolysis and lipid metabolism molecules and the clinicopathological characteristics, and survival of patients were analyzed. The expression disparities of the GLUT1, PKM2, FASN, and SCD1 genes were the most prominent between tumor and normal tissues. Overexpression of GLUT1, PKM2, FASN, or SCD1 significantly promoted CRC cell growth and migration, as evidenced by CCK-8, colony formation, and Transwell assays. Exogenous introduction of GLUT1, PKM2, FASN, or SCD1 increased oxaliplatin IC50 values, enhanced cell survival, and reduced early apoptosis in CRC cells exposed to oxaliplatin. High glycolysis and lipid metabolism status were associated with poor tumor differentiation, vascular or nerve invasion, and shorter overall survival. The status of glycolysis and lipid metabolism was an independent prognostic factor for stage III CRC patients. Based on IHC staining of GLUT1, PKM2, FASN, and SCD1, we established a protein-based scoring system to classify stage III CRC patients into high or low glycolipid metabolism groups. This scoring system provides a practical and objective method for prognostic assessment, offering potential guidance for treatment strategies in stage III CRC patients. High glycolysis and lipid metabolism status are correlated with a poor prognosis in patients with stage III colorectal cancer.
- Research Article
57
- 10.1016/j.exphem.2005.11.012
- Apr 27, 2006
- Experimental Hematology
Human cytomegalovirus infection of cells of hematopoietic origin: HCMV-induced immunosuppression, immune evasion, and latency
- Abstract
- 10.1182/blood.v124.21.3937.3937
- Dec 6, 2014
- Blood
PDGFR-Mediated Cytomegalovirus Infection of Megakaryocytes Induces Thrombocytopenia Via Demethylation of AML1 and IEX-1 in the TPO/c-Mpl Signaling Pathway Following Allo-HSCT
- Research Article
62
- 10.3390/cancers11040561
- Apr 19, 2019
- Cancers
Background: Colorectal cancer (CRC) is a highly devastating cancer. Ca2+-dependent channels are now considered key regulators of tumor progression. In this study, we aimed to investigate the association of non-voltage gated Ca2+ channels and Ca2+-dependent potassium channels (KCa) with CRC using the transcriptional profile of their genes. Methods: We selected a total of 35 genes covering KCa channels KCNN1–4, KCNMA1 and their subunits KCNMB1–4, endoplasmic reticulum (ER) calcium sensors STIM1 and STIM2, Ca2+ channels ORAI1–3 and the family of cation channels TRP (TRPC1–7, TRPA1, TRPV1/2,4–6 and TRPM1–8). We analyzed their expression in two public CRC datasets from The Cancer Genome Atlas (TCGA) and GSE39582. Results: KCNN4 and TRPM2 were induced while KCNMA1 and TRPM6 were downregulated in tumor tissues comparing to normal tissues. In proximal tumors, STIM2 and KCNN2 were upregulated while ORAI2 and TRPM6 were downregulated. ORAI1 decreased in lymph node metastatic tumors. TRPC1 and ORAI3 predicted poor prognosis in CRC patients. Moreover, we found that ORAI3/ORAI1 ratio is increased in CRC progression and predicted poor prognosis. Conclusions: KCa and Ca2+ channels could be important contributors to CRC initiation and progression. Our results provide new insights on KCa and Ca2+ channels remodeling in CRC.
- Abstract
- 10.1182/blood-2019-124121
- Nov 13, 2019
- Blood
Comparing Costs Associated to Letermovir Prophylaxis Vs Ganciclovir Pre-Emptive Therapy in HCMV-Seropositive Patients Who Undergone to Hemopoietic Stem Cells Transplantation
- Research Article
39
- 10.1007/s10620-010-1389-9
- Sep 8, 2010
- Digestive Diseases and Sciences
The role of peroxisome proliferator-activated receptor delta (PPAR δ) in the development and progression of colorectal cancer (CRC) remains controversial. We investigated the impact of PPAR δ expression in tissues on liver metastasis of CRC. We analyzed samples of primary CRC and matched normal adjacent tissues from 52 patients for the expression of PPAR δ, cyclooxygenase (COX)-2, vascular endothelial growth factor (VEGF)-A, and CXC chemokine receptor 4 (CXCR4). Correlations of the molecules expressions with clinical characteristics and prognosis of patients were studied. The number of patients positive for PPAR δ, COX-2, CXCR4, and VEGF-A was 25, 33, 18, and 19, respectively. Among the PPAR δ (+)/COX-2 (+), PPAR δ (-)/COX-2 (+), PPAR δ (+)/COX-2 (-), and PPAR δ (-)/COX-2 (-) patient groups, PPAR δ (+)/COX-2 (+) patients had the highest incidence of liver metastasis (p<0.01). PPAR δ (+)/COX-2 (+) expression was a significant independent prognostic factor (HR=7.108, 95% CI 1.231-41.029, p=0.0283) by Cox proportional analysis. PPAR δ (+)/COX-2 (+) patients had the highest positivity for CXCR4 or VEGF-A in tissues (p<0.01). Among the patients in the CXCR4 (+)/VEGF-A (+), CXCR4 (+)/VEGF-A (-), CXCR4 (-)/VEGF-A (+), and CXCR4 (-)/VEGF-A (-) groups, CXCR4 (+)/VEGF-A (+) patients had the highest incidence of liver metastasis (p<0.01). The expression of both PPAR δ and COX-2 in tissues may lead to liver metastasis and consequent poor prognosis in CRC patients.
- Research Article
39
- 10.1186/s12885-019-6484-5
- Dec 1, 2019
- BMC Cancer
BackgroundSPINK4 is known as a gastrointestinal peptide in the gastrointestinal tract and is abundantly expressed in human goblet cells. The clinical significance of SPINK4 in colorectal cancer (CRC) is largely unknown.MethodsWe retrieved the expression data of 1168 CRC patients from 3 Gene Expression Omnibus (GEO) datasets (GSE24551, GSE39582, GSE32323) and The Cancer Genome Atlas (TCGA) to compare the expression level of SPINK4 between CRC tissues and normal colorectal tissues and to evaluate its value in predicting the survival of CRC patients. At the protein level, these results were further confirmed by data mining in the Human Protein Atlas and by immunohistochemical staining of samples from 81 CRC cases in our own center.ResultsSPINK4 expression was downregulated in CRC compared with that in normal tissues, and decreased SPINK4 expression at both the mRNA and protein levels was associated with poor prognosis in CRC patients from all 3 GEO datasets, the TCGA database and our cohort. Additionally, lower SPINK4 expression was significantly related to higher TNM stage. Moreover, in multivariate regression, SPINK4 was confirmed as an independent indicator of poor survival in CRC patients in all databases and in our own cohort.ConclusionsWe concluded that reduced expression of SPINK4 relates to poor survival in CRC, functioning as a novel indicator.