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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

complete

Experiment

complete

Data

partial

Analysis

complete

Execution

absent

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title
Identification of a new RNA-binding proteins-based signature for prognostic prediction in gastric cancer.
doi
10.1097/MD.0000000000028901
pmid
35212295
authors array · 4 items
[0]
Yuzhi Wang
[1]
Weixia Ye
[2]
Gang Tian
[3]
Yi Zhang
journal
Medicine
year
2022
abstract
ABSTRACT: Gastric cancer (GC) is one of the most common cancers with high incidence and mortality worldwide. Recently, RNA-binding proteins (RBPs) have drawn more and more attention for its role in cancer pathophysiology. 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.
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sections[22] "fn-group" paragraph 1
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The datasets generated during and/or analyzed during the current study are publicly available.
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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).
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sections[14] "Construction and validation of the prognostic signature" paragraph 2
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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).
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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).
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title
Molecular analysis of gastric cancer identifies discrete subtypes associated with distinct clinical characteristics and survival outcomes: the ACRG (Asian Cancer Research Group) study [gastric tumors]
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dsl_catalogue_fingerprint
343fb30756ba6ec3
capability_table_fingerprint
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lineage object · 4 fields
parent_id
pmid:35212295
parent_hash
sha256:c70469f46ddafbc83c03f207b50e783756709e1d01a12c8527560d9653e87f3b
fork_of
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gaps array · 6 items
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asset:data:geo:GSE62254 licence not read
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execution.not_run
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review.human_critique
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review.independent_reader
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review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
rna_seq
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
f RBPs in GC have not been fully elucidated. RNA sequencing data along with the corresponding clinical i
order_basis
paper_text_order:376
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
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cox_ph
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
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Cox regression
order_basis
consumes_earlier_output
id
assay:2
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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