scholarly journals Identification of Hub Genes for Controlling Cancer Stem Cell Characteristics in Colorectal Cancer by Bioinformatics Analysis

2021 ◽  
Author(s):  
Xiang Li ◽  
Shuoyang Huang ◽  
Chao Yang ◽  
Yongbin Zheng
Keyword(s):  
Colorectal Cancer ◽  
Stem Cell ◽  
Survival Data ◽  
Prognostic Model ◽  
The Cancer Genome Atlas ◽  
Lasso Regression ◽  
Immune Microenvironment ◽  
Hub Genes ◽  
Normal Tissues ◽  
Cancer Genome Atlas

Abstract Background Cancer stem cells (CSCs), which are capable of infinite proliferation and self-renewal, play a crucial role in the occurrence and development of colorectal cancer (CRC). The study of the expression characteristics of CRC stem cell-related genes and their interaction with the immune microenvironment may contribute to CRC treatment. Results In order to explore the hub genes that regulate the stemness characteristics of CRC, we obtained gene expression values of the Cancer Genome Atlas (TCGA), stemness indices (mRNAsi), and corresponding survival data from UCSC Xena Browser. Differentially expressed genes (DEGs) were identified in cancer and normal tissues. Then we screened 2 modules and 210 mRNAsi-related genes from 4,941 DEGs by weighted gene co-expression network analysis. A prognostic model including ten genes (VCAN, SPARC, COL12A1, THBS2, COL1A2, COL5A1, TAGLN, DCN, MYH11, CDH11) was constructed using protein interaction networks and LASSO regression. We also evaluated the relationship between cancer stemness and immune response and found there was a strong correlation between each other. Conclusions Our study establishes a prognostic model associated with CSCs and reveals the association between mRNAsi and the tumor immune microenvironment, which is useful for the targeted therapy of CRC.

scholarly journals Downregulated SPINK4 is associated with poor survival in colorectal cancer

BMC Cancer ◽  
2019 ◽  
Vol 19 (1) ◽  
Author(s):  
Xiaojie Wang ◽  
Qian Yu ◽  
Waleed M. Ghareeb ◽  
Yiyi Zhang ◽  
Xingrong Lu ◽  
...  
Keyword(s):  
Colorectal Cancer ◽  
Gene Expression Omnibus ◽  
The Cancer Genome Atlas ◽  
Expression Data ◽  
Poor Survival ◽  
Protein Levels ◽  
Normal Tissues ◽  
Human Protein Atlas ◽  
Cancer Genome Atlas ◽  
Independent Indicator

Abstract Background SPINK4 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. Methods We 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. Results SPINK4 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. Conclusions We concluded that reduced expression of SPINK4 relates to poor survival in CRC, functioning as a novel indicator.

scholarly journals Identification of novel alternative splicing isoform biomarkers and their association with overall survival in colorectal cancer

2019 ◽  
Author(s):  
Hongtao Jia ◽  
Aili Wang ◽  
Haifeng Lian ◽  
Yuanyuan Shen ◽  
Qian Wang ◽  
...  
Keyword(s):  
Colorectal Cancer ◽  
Overall Survival ◽  
Alternative Splicing ◽  
Cancer Biology ◽  
The Cancer Genome Atlas ◽  
Normal Tissues ◽  
Eukaryotic Gene ◽  
Cancer Genome Atlas ◽  
Alternative Splicing Events ◽  
Therapeutic Tools

Abstract Alternative splicing is an important mechanism of regulating eukaryotic gene expression. Understanding the most common alternative splicing events in colorectal cancer (CRC) will help developing diagnostic, prognostic or therapeutic tools in CRC. Publicly available RNA-seq data of 31 pairs of CRC and normal tissues and 18 pairs of metastatic and normal tissues were used to identify alternative splicing events using PSI and DEXSeq methods. The highly significant splicing events were used to search a database of The Cancer Genome Atlas (TCGA). We identified alternative splicing events in 10 genes marking the signature of CRC (more inclusion of CLK1-E4, COL6A3-E6, CD44v8-10, alternative first exon regulation of ARHGEF9, CHEK1, HKDC1 and HNF4A) or metastasis (decrease of SERPINA1-E1a, CALD-E5b, E6 and FBLN2-E9). Except for CHEK1, all other 9 splicing events were confirmed by TCGA data with 382 CRC tumors and 52 normal controls. Two splicing events (COL6A3 and HKDC1) were found to be significantly associated with patient overall survival. The alternative splicing signatures of the 10 genes are highly consistent with previous reports and/or relevant to cancer biology. The significant association of higher expression of the COL6A3 E5-E6 junction and HKDC1 E1-E2 with better overall survival was firstly reported. This study might be of significant value in the future biomarker, prognosis marker and therapeutics development of CRC.

scholarly journals Expression Profiling of Calcium Channels and Calcium-Activated Potassium Channels in Colorectal Cancer

Cancers ◽  
2019 ◽  
Vol 11 (4) ◽  
pp. 561 ◽  
Author(s):  
Ibrahim ◽  
Dakik ◽  
Vandier ◽  
Chautard ◽  
Paintaud ◽  
...  
Keyword(s):  
Colorectal Cancer ◽  
Potassium Channels ◽  
Poor Prognosis ◽  
The Cancer Genome Atlas ◽  
Normal Tissues ◽  
Calcium Sensors ◽  
Kca Channels ◽  
Cancer Genome Atlas ◽  
Calcium Activated Potassium Channels ◽  
Ca2 Channels

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.

scholarly journals Regulation of Long Non-coding RNA KCNQ1OT1 Network in Colorectal Cancer Immunity

2021 ◽  
Vol 12 ◽  
Author(s):  
Junjie Liu ◽  
Wei Lv ◽  
Shuling Li ◽  
Jingwen Deng
Keyword(s):  
Colorectal Cancer ◽  
Immune Cell ◽  
Cytotoxic T Cells ◽  
The Cancer Genome Atlas ◽  
Normal Tissues ◽  
Cerna Network ◽  
Non Coding Rna ◽  
Immune Cell Subsets ◽  
Cancer Genome Atlas ◽  
Cancer Tissues

Over the past few decades, researchers have become aware of the importance of non-coding RNA, which makes up the vast majority of the transcriptome. Long non-coding RNAs (lncRNAs) in turn constitute the largest fraction of non-coding transcripts. Increasing evidence has been found for the crucial roles of lncRNAs in both tissue homeostasis and development, and for their functional contributions to and regulation of the development and progression of various human diseases such as cancers. However, so far, only few findings with regards to functional lncRNAs in cancers have been translated into clinical applications. Based on multiple factors such as binding affinity of miRNAs to their lncRNA sponges, we analyzed the competitive endogenous RNA (ceRNA) network for the colorectal cancer RNA-seq datasets from The Cancer Genome Atlas (TCGA). After performing the ceRNA network construction and survival analysis, the lncRNA KCNQ1OT1 was found to be significantly upregulated in colorectal cancer tissues and associated with the survival of patients. A KCNQ1OT1-related lncRNA-miRNA-mRNA ceRNA network was constructed. A gene set variation analysis (GSVA) indicated that the expression of the KCNQ1OT1 ceRNA network in colorectal cancer tissues and normal tissues were significantly different, not only in the TCGA-COAD dataset but also in three other GEO datasets used as validation. By predicting comprehensive immune cell subsets from gene expression data, in samples grouped by differential expression levels of the KCNQ1OT1 ceRNA network in a cohort of patients, we found that CD4+, CD8+, and cytotoxic T cells and 14 other immune cell subsets were at different levels in the high- and low-KCNQ1OT1 ceRNA network score groups. These results indicated that the KCNQ1OT1 ceRNA network could be involved in the regulation of the tumor microenvironment, which would provide the rationale to further exploit KCNQ1OT1 as a possible functional contributor to and therapeutic target for colorectal cancer.

scholarly journals A Ferroptosis-Related Gene Model Predicts Prognosis and Immune Microenvironment for Cutaneous Melanoma

2021 ◽  
Vol 12 ◽  
Author(s):  
Congcong Xu ◽  
Hao Chen
Keyword(s):  
Cutaneous Melanoma ◽  
Prognostic Model ◽  
Cox Regression ◽  
Tumor Biology ◽  
The Cancer Genome Atlas ◽  
Functional Enrichment ◽  
Related Gene ◽  
Immune Microenvironment ◽  
Cancer Genome Atlas ◽  
Prognostic Prediction

BackgroundCutaneous melanoma is a common but aggressive tumor. Ferroptosis is a recently discovered cell death with important roles in tumor biology. Nevertheless, the prognostic power of ferroptosis-linked genes remained unclear in cutaneous melanoma.MethodsCutaneous melanoma patients of TCGA (The Cancer Genome Atlas) were taken as the training cohort while GSE65904 and GSE22153 as the validation cohorts. Multifactor Cox regression model was used to build a prognostic model, and the performance of the model was assessed. Functional enrichment and immune infiltration analysis were used to clarify the mechanisms.ResultsA five ferroptosis-linked gene predictive model was developed. ALOX5 and GCH1 were illustrated as independent predictive factors. Functional assessment showed enriched immune-linked cascades. Immune infiltrating analysis exhibited the distinct immune microenvironment.ConclusionHerein, a novel ferroptosis-related gene prognostic model was built in cutaneous melanoma. This model could be used for prognostic prediction, and maybe helpful for the targeted and immunotherapies.

scholarly journals Constructing Tumor Immune Microenvironment and Identifying the Immune-Related Prognostic Signatures in Colorectal Cancer Using Multi-omics Data

2021 ◽  
Author(s):  
Shuai Zhang ◽  
Jiali Lv ◽  
Bingbing Fan ◽  
Zhe Fan ◽  
Chunxia Li ◽  
...  
Keyword(s):  
Colorectal Cancer ◽  
Cross Validation ◽  
Cox Regression ◽  
Risk Group ◽  
The Cancer Genome Atlas ◽  
Omics Data ◽  
Epigenetic Alterations ◽  
Lasso Regression ◽  
Immune Microenvironment ◽  
Tumor Immune Microenvironment

ABSTRACTBackgroundThe tumor immune microenvironment (TIME) plays a key role in occurrence, progression and prognosis of colorectal cancer (CRC). However, the genetic and epigenetic alterations and potential mechanisms in the TIME of CRC are still unclear.MethodsWe investigated the immune-related differences in three types of genetic or epigenetic alterations (gene expression, somatic mutation, and DNA methylation) and considered the potential roles that these alterations have in the immune response and the immune-related biological processes by analyzing the multi-omics data from The Cancer Genome Atlas (TCGA) portal. Additionally, a four-step method based on LASSO regression and Cox regression was used to construct the prognostic prediction model. Cross validation was performed to validate the model.ResultsA total of 1,745 differentially expressed genes, 178 differentially mutated genes and 1,961 differentially methylation probes were identified between the high-immunity group and the low-immunity group. We retained 15 genetic and epigenetic variables after using LASSO regression and Cox regression. For the prognostic predictions on the TCGA profiles, the performance of the model with 1-year, 3-year, and 5-year areas under the curve (AUCs) equal to 0.861, 0.797, and 0.875. Finally, the overall risk score model was constructed based on genetic, epigenetic, demographic and clinical characteristics, which comprised 18 variables and achieved a high degree of accuracy on the 1-year (AUC = 0.865), 3-year (AUC = 0.839), and 5-year (AUC = 0.914) survival predictions. Kaplan-Meier survival analysis demonstrated that the overall survival of the high-risk group was significantly poorer compared with the low-risk group. Prognostic nomogram, calibration plot and cross validation showed excellent predictive performance.ConclusionsOur study provides a new clue to explore the TIME of CRC patients in genetic and epigenetic aspects. Meanwhile, the prognostic model also has clinical prognostic value and may provide new indicators for the treatment of CRC patients.

Genome-wide methylation and expression profiling identify methylation-associated genes in colorectal cancer

Epigenomics ◽  
2020 ◽  
Vol 12 (1) ◽  
pp. 19-36 ◽  
Author(s):  
Xiaohui Sun ◽  
Diyu Chen ◽  
Ziqi Jin ◽  
Tianhui Chen ◽  
Aifen Lin ◽  
...  
Keyword(s):  
Gene Expression ◽  
Colorectal Cancer ◽  
Expression Profiling ◽  
The Cancer Genome Atlas ◽  
Gene Overexpression ◽  
Normal Tissues ◽  
Atlas Data ◽  
Genome Wide ◽  
Cancer Genome Atlas ◽  
Genome Atlas

Aim: To identify methylation-associated genes in the carcinogenesis of colorectal cancer (CRC). Materials & methods: Genome-wide patterns of DNA methylation and gene expression in CRC tissues and adjacent normal tissues were determined and further validated in The Cancer Genome Atlas data and Chinese CRC patients, respectively. Gene overexpression and knockdown cells were constructed to investigate their biological roles in CRC. Results: After validations, hypermethylation of eight genes were found to be correlated with their reduced transcription, and hypomethyaltion of three genes were associated with their upregulation. CADM3, CNRIP1, GRHL2, GRIA4, GSTM2 and NRXN1 were associated with the overall survival of CRC patients. CNRIP1 and GSTM2 were mainly responsible for the proliferation in CRC cells. Conclusion: A total of 11 genes may be promising biomarkers for CRC.

Expression of DUSP4 transcript variants as a potential biomarker for colorectal cancer

2020 ◽  
Vol 14 (8) ◽  
pp. 639-650
Author(s):  
Tatiana Varela ◽  
Vincent Laizé ◽  
Natércia Conceição ◽  
Paulo Caldeira ◽  
Ana Marreiros ◽  
...  
Keyword(s):  
Colorectal Cancer ◽  
Cancer Genome ◽  
The Cancer Genome Atlas ◽  
Kras Mutations ◽  
Normal Tissues ◽  
Potential Biomarker ◽  
Tumor Stages ◽  
Cancer Genome Atlas ◽  
Poorly Differentiated ◽  
Genome Atlas

Aim: To provide novel data on the expression of DUSP4 transcripts in colorectal cancer (CRC) tissues and to explore their potential as biomarkers. Materials & methods: DUSP4 transcripts expression was determined by quantitative real-time PCR in tissues from 28 CRC patients. Their association with clinicopathological factors and survival analysis was performed. Data from 380 CRC patients available at The Cancer Genome Atlas project were also analyzed. Results: All transcripts were overexpressed in CRC tissues. Variant X1 was the most upregulated and associated with KRAS mutations and poorly differentiated tumor. Overexpression of DUSP4 transcripts could distinguish all tumor stages from normal tissues. Similar results were found in The Cancer Genome Atlas cohort. Conclusion: DUSP4 transcripts have the potential to serve as diagnostic biomarkers for CRC, particularly variant X1.

scholarly journals Identification of novel alternative splicing isoform biomarkers and their association with overall survival in colorectal cancer

2019 ◽  
Author(s):  
Haifeng Lian ◽  
Aili Wang ◽  
Yuanyuan Shen ◽  
Qian Wang ◽  
Zhenru Zhou ◽  
...  
Keyword(s):  
Colorectal Cancer ◽  
Overall Survival ◽  
Alternative Splicing ◽  
Cancer Biology ◽  
The Cancer Genome Atlas ◽  
Normal Tissues ◽  
Eukaryotic Gene ◽  
Cancer Genome Atlas ◽  
Alternative Splicing Events ◽  
Therapeutic Tools

Abstract Alternative splicing is an important mechanism of regulating eukaryotic gene expression. Understanding the most common alternative splicing events in colorectal cancer (CRC) will help developing diagnostic, prognostic or therapeutic tools in CRC. Publicly available RNA-seq data of 31 pairs of CRC and normal tissues and 18 pairs of metastatic and normal tissues were used to identify alternative splicing events using PSI and DEXSeq methods. The highly significant splicing events were used to search a database of The Cancer Genome Atlas (TCGA). We identified alternative splicing events in 10 genes marking the signature of CRC (more inclusion of CLK1-E4, COL6A3-E6, CD44v8-10, alternative first exon regulation of ARHGEF9, CHEK1, HKDC1 and HNF4A) or metastasis (decrease of SERPINA1-E1a, CALD-E5b, E6 and FBLN2-E9). Except for CHEK1, all other 9 splicing events were confirmed by TCGA data with 382 CRC tumors and 52 normal controls. Two splicing events (COL6A3 and HKDC1) were found to be significantly associated with patient overall survival. The alternative splicing signatures of the 10 genes are highly consistent with previous reports and/or relevant to cancer biology. The significant association of higher expression of the COL6A3 E5-E6 junction and HKDC1 E1-E2 with better overall survival was firstly reported. This study might be of significant value in the future biomarker, prognosis marker and therapeutics development of CRC.

ARRB2 promotes colorectal cancer growth through triggering WTAP

2020 ◽  
Author(s):  
Hongguang Liang ◽  
Zelong Lin ◽  
Youqiong Ye ◽  
Rongcheng Luo ◽  
Lixian Zeng
Keyword(s):  
Colorectal Cancer ◽  
Cancer Progression ◽  
Wilms Tumor ◽  
The Cancer Genome Atlas ◽  
Cancer Pathways ◽  
Normal Tissues ◽  
Kaplan Meier ◽  
Cancer Genome Atlas ◽  
And Migration ◽  
Proliferation And Migration

Abstract Colorectal cancer (CRC) is one of the most lethal cancers worldwide. The expression of β-arrestin2 (β-Arr2, ARRB2) in CRC has been well investigated; however, its exact mechanism causing the cancer progression remains unclear. In this study, we discovered that the expression level of ARRB2 was significantly upregulated in CRC as compared to the normal tissues by employing the Cancer Genome Atlas (TCGA) data, western blot analysis, and immunohistochemistry. Furthermore, the level of ARRB2 was correlated with the patients’ overall survival by Kaplan–Meier analysis. The higher expression of ARRB2 promoted CRC cell growth, enhanced the cell motility, and blocked cell apoptosis, which is crucial for tumor growth. Lastly, the suppression of ARRB2 expression was enough to attenuate the progression of CRC induced by azoxymethane/dextran sodium sulfate. Interestingly, we also found that the knockdown of ARRB2 decreased several cancer pathways mediated by the expression of Wilms tumor 1 associated protein (WTAP), which led to the inhibition of cell proliferation and migration. Altogether, our results demonstrated that ARRB2 promoted the growth and migration of CRC cells by regulating the WTAP expression.

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