ArticleJournal of Cancer2021
Six Novel Biomarkers for Diagnosis and Prognosis of Esophageal squamous cell carcinoma: validated by scRNA-seq and qPCR.
Article in Journal of Cancer, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers, 1 of them a synthesis that pooled it.
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Who cites it
35 citing papers in PubMed, 1 synthesis or guideline pooled it, 63 citations in OpenAlex.
- KIF2C/MCAK a prognostic biomarker and its oncogenic potential in malignant progression, and prognosis of cancer patients: a systematic review and meta-analysis as biomarker.Critical reviews in clinical laboratory sciences · 2024Pooled it
- TOPK Inhibition Promotes Anti-Tumor Immunity Via eIF4F Complex Mediated STAT1 Translation in Gastric Cancer.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Research Report on NUF2-Targeted Therapy for Digestive System Cancers: from Mechanism to Clinical Translation.Current oncology reports · 2026Review
- Immune checkpoint inhibitors in the first-line treatment of esophageal squamous cell carcinoma: Minireview for a big shift.World journal of gastrointestinal oncology · 2025Review
- Integrated analysis of single-cell and bulk RNA-sequencing to predict prognosis and therapeutic response for colorectal cancer.Scientific reports · 2025Article
- Role of cancer stem cell heterogeneity in intrahepatic cholangiocarcinoma.Translational cancer research · 2025Article
- CCR7 in esophageal squamous cell carcinoma: an identification from single-cell and bulk transcriptome sequencing.Discover oncology · 2025Article
- Single-cell transcriptomics analysis reveals dynamic changes and prognostic signature in tumor microenvironment of PDAC.Scientific reports · 2025Article
- Establishment and validation of the prognostic risk model based on the anoikis-related genes in esophageal squamous cell carcinoma.Annals of medicine · 2024Article
- Roles of DEPDC1 in various types of cancer (Review).Oncology letters · 2024Review
- Article
- Development of a prognostic model for NSCLC based on differential genes in tumour stem cells.Scientific reports · 2024Article
- Integrated analyses reveal the diagnostic and predictive values of COL5A2 and association with immune environment in Crohn's disease.Genes and immunity · 2024Article
- Cancer testis antigens: Emerging therapeutic targets leveraging genomic instability in cancer.Molecular therapy. Oncology · 2024Review
- Germline specific genes increase DNA double-strand break repair and radioresistance in lung adenocarcinoma cells.Cell death & disease · 2024Article
- Bioinformatics Analysis Reveals a Novel Prognostic Model for Esophageal Squamous Cell Carcinoma.International journal of medical sciences · 2024Article
- Article
- Systematic analysis of apoptosis-related genes in the prognosis of lung squamous cell carcinoma: a combined single-cell RNA sequencing study.Journal of thoracic disease · 2023Article
- [Research Advances of RAD51AP1 in Tumor Progression and Drug Resistance].Zhongguo fei ai za zhi = Chinese journal of lung cancer · 2023Review
- Exploring the hub genes and mechanisms of Daphne altaica treating esophageal squamous cell carcinoma based on network pharmacology and bioinformatics analysis.Journal of cancer research and clinical oncology · 2023Article
Corrections and comments
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Authors and funding
5 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Esophageal squamous cell carcinoma (ESCC) is one of the most common cancers worldwide. ESCC has a generally poor prognosis and there is a lack of available biomarkers for diagnosis and prognosis. The aim of the study was to identify novel biomarkers for ESCC. We screened the overlapping differentially expressed genes (DEGs) acquired from six Gene Expression Omnibus (GEO) ESCC datasets and The Cancer Genome Atlas (TCGA) ESCC datasets. Subsequently, protein-protein interaction network analysis was performed to identify the key hub genes. Then, Kaplan Meier survival and receiver operating curve (ROC) analysis were utilized to clarify the diagnostic and prognostic role of these hub genes. The UALCAN database, single cell RNA sequencing (scRNA-seq) and real-time quantitative PCR (qPCR) were performed to confirm the expression levels of identified hub genes. Finally, immune infiltration analysis was conducted to investigate the role of these genes in the pathogenesis of ESCC. The results showed that PBK, KIF2C, NUF2, KIF20A, RAD51AP1, and DEPDC1 effectively distinguish ESCC tissues from normal samples, and all of them were significantly correlated with overall survival. The results of scRNA-seq and qPCR indicated that the expression levels of hub genes in ESCC were significantly higher than in normal cells or tissues. Further immune infiltration analysis showed that infiltration of dendritic cells was significantly negatively correlated with PBK, KIF2C, NUF2, RAD51AP1, and DEPDC1 expression levels. In conclusion, our results suggest that PBK, KIF2C, NUF2, KIF20A, RAD51AP1 and DEPDC1 are all potential biomarkers for ESCC diagnosis and prognosis may also be potential therapeutic targets for ESCC.
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