ArticleBMC cancer2022
Construction of a novel model based on cell-in-cell-related genes and validation of KRT7 as a biomarker for predicting survival and immune microenvironment in pancreatic cancer.
Article in BMC cancer, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.
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Who cites it
24 citing papers in PubMed, 24 citations in OpenAlex.
- <p>Unveiling sex differences in pancreatic ductal adenocarcinoma: Current evidence and future directions (Review)</p>.International journal of oncology · 2026Review
- Construction of a human epidermal growth factor receptor 2-related gene risk model for predicting breast cancer prognosis.Oncology letters · 2026Article
- From Extracellular Vesicles-Related Genes to Angiogenesis: KRT7 as a Modulator of the VEGF/VEGFR signaling-dependent angiogenesis in Pancreatic Adenocarcinoma.International journal of medical sciences · 2026Article
- Shelter in place: live CLL cells inside the bone marrow fibroblasts and its implication in residual disease persistence.Blood neoplasia · 2025Article
- Shentong Zhuyu Decoction Alleviates Neuropathic Pain in Mice by Inhibiting the NMDAR-2B Receptor-Mediated CaMKII/CREB Signaling Pathway in GABAergic Neurons of the Interpeduncular Nucleus.Pharmaceuticals (Basel, Switzerland) · 2025Article
- STN1 facilitates metastasis by promoting transcription of EMT-activator ZEB1 in pancreatic cancer.Nature communications · 2025Article
- Single-cell transcriptome analysis identifies subclusters and signature with N-glycosylation in endometrial cancer.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2025Article
- Identification of prognostic and therapeutic biomarkers associated with macrophage and lipid metabolism in pancreatic cancer.Scientific reports · 2025Article
- Prognostic values of intracellular cell-related genes in esophageal cancer and their regulatory mechanisms.BMC cancer · 2025Article
- Article
- DKK3 and SERPINB5 as novel serum biomarkers for gastric cancer: facilitating the development of risk prediction models for gastric cancer.Frontiers in oncology · 2025Article
- The role of KRT7 in metastasis and prognosis of pancreatic cancer.Cancer cell international · 2024Article
- Unveiling novel double-negative prostate cancer subtypes through single-cell RNA sequencing analysis.NPJ precision oncology · 2024Article
- A prognostic binary classifier comprised of five critical mRNAs stratified pancreatic cancer patients following resection.Heliyon · 2024Article
- PANoptosis subtypes predict prognosis and immune efficacy in gastric cancer.Apoptosis : an international journal on programmed cell death · 2024Article
- Immune-related signature identifies IL1R2 as an immunological and prognostic biomarker in pancreatic cancer.Journal of pancreatology · 2024Article
- Unveiling Novel Double-Negative Prostate Cancer Subtypes Through Single-Cell RNA Sequencing Analysis.bioRxiv : the preprint server for biology · 2024Article
- Cancer-Associated Fibroblast Induces Acinar-to-Ductal Cell Transdifferentiation and Pancreatic Cancer Initiation Via LAMA5/ITGA4 Axis.Gastroenterology · 2024Article
- KRT80 Promotes Lung Adenocarcinoma Progression and Serves as a Substrate for VCP.Journal of Cancer · 2024Article
- Key Cell-in-Cell Related Genes are Identified by Bioinformatics and Experiments in Glioblastoma.Cancer management and research · 2024Article
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Authors and funding
8 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundPancreatic cancer (PC) is a highly malignant tumor featured with high intra-tumoral heterogeneity and poor prognosis. Cell-in-cell (CIC) structures have been reported in multiple cancers, and their presence is associated with disease progression. Nonetheless, the prognostic values and biological functions of CIC-related genes in PC remain poorly understood.
methodsThe sequencing data, as well as corresponding clinicopathological information of PC were collected from public databases. Random forest screening, least absolute shrinkage, and selection operator (LASSO) regression and multivariate Cox regression analysis were performed to construct a prognostic model. The effectiveness and robustness of the model were evaluated using receiver operating characteristic (ROC) curves, survival analysis and establishing the nomogram model. Functional enrichment analyses were conducted to annotate the biological functions. The immune infiltration levels were evaluated by ESTIMATE and CIBERSORT algorithms. The expression of KRT7 (Keratin 7) was validated by quantitative real-time PCR (qRT-PCR), western blotting and immunohistochemistry (IHC) staining. The CIC formation, cell clusters, cell proliferation, migration and invasion assays were applied to investigate the effects of silencing the expression of KRT7.
resultsA prognostic model based on four CIC-related genes was constructed to stratify the patients into the low- and high-risk subgroups. The high-risk group had a poorer prognosis, higher tumor mutation burden and lower immune cell infiltration than the low-risk group. Functional enrichment analyses showed that numerous terms and pathways associated with invasion and metastasis were enriched in the high-risk group. KRT7, as the most paramount risk gene in the prognostic model, was significantly associated with a worse prognosis of PC in TCGA dataset and our own cohort. High expression of KRT7 might be responsible for the immunosuppression in the PC microenvironment. KRT7 knockdown was significantly suppressed the abilities of CIC formation, cell cluster, cell proliferation, migration, and invasion in PC cell lines.
conclusionsOur prognostic model based on four CIC-related genes has a significant potential in predicting the prognosis and immune microenvironment of PC, which indicates that targeting CIC processes could be a therapeutic option with great interests. Further studies are needed to reveal the underlying molecular mechanisms and biological implications of CIC phenomenon and related genes in PC progression.
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