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pmid:35212295
Identification of a new RNA-binding proteins-based signature for prognostic prediction in gastric cancer.
Yuzhi Wang · Weixia Ye · Gang Tian · Yi Zhang
Medicine · 2022 doi:10.1097/MD.0000000000028901
Paper
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Experiment
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Data
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Analysis
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Execution
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Complete file
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However, the function and clinical implication of RBPs in GC have not been fully elucidated. RNA sequencing data along with the corresponding clinical information of GC patients were downloaded from The Cancer Genome Atlas (TCGA) database. Differentially expressed RNA-binding proteins (DERBPs) between tumor and normal tissues were identified by \"limma\" package. Functional enrichment analysis and the protein-protein interaction (PPI) network were harnessed to explore the function and interaction of DERBPs. Next, univariate and multiple Cox regression were applied to screen prognosis-related hub RBPs and to construct a signature for GC. Meanwhile, a nomogram was built on the basis of the independent factors. A total of 296 DERBPs were found, and most of them mainly related to post-transcriptional regulation of RNA and ribonucleoprotein. A PPI network of DERBPs was constructed, consisting of 262 nodes and 2567 edges. A prognostic signature was built depending on 7 prognosis-related hub RBPs that could divide GC patients into high-risk and low-risk groups. Survival analysis showed that high-risk group had a worse prognosis compared with the low-risk group and the time-dependent receiver operating characteristic (ROC) curves suggested that signature existed moderate predictive capacities of survival for GC patients. Similar results were obtained from another independent set GSE62254, confirming the robustness of signature. Besides, the genetic variation and immune heterogeneity differences were identified between the high-risk and low-risk groups by bioinformatics methods. These findings would provide evidence of the effect of RBPs and offer a novel potential biomarker in prognostic prediction and clinical decision for GC.", "claims": [{"id": "claim-data-access", "statement": "The datasets generated during and/or analyzed during the current study are publicly available.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35212295", "locator": "sections[22] \"fn-group\" paragraph 1", "quote": "The datasets generated during and/or analyzed during the current study are publicly available."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Also, a time-dependent ROC curve demonstrated that area under curves (AUCs) of the 7-RBPs signature of OS for 5 years was 0.692 (Fig. 5E).", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35212295", "locator": "sections[14] \"Construction and validation of the prognostic signature\" paragraph 2", "quote": "Also, a time-dependent ROC curve demonstrated that area under curves (AUCs) of the 7-RBPs signature of OS for 5 years was 0.692 (Fig. 5E)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Also, a time-dependent ROC curve demonstrated that area under curves (AUCs) of the 7-RBPs signature of OS for 5 years was 0.692 (Fig. 5E).", "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:35212295"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. 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