← All .science files
pmid:37037466
Prognostic biomarkers and molecular pathways mediating Helicobacter pylori-induced gastric cancer: a network-biology approach.
Farideh Kamarehei · Massoud Saidijam · Amir Taherkhani
Genomics & informatics · 2023 doi:10.5808/gi.22072
Paper
complete
Experiment
complete
Data
partial
Analysis
partial
Execution
absent
Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
paper object · 10 fields
authors array · 3 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
gaps array · 0 items
experiment object · 8 fields
steps array · 3 items
[0] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
assets array · 2 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 32 items
gaps array · 2 items
analysis object · 4 fields
methods array · 2 items
[0] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[1] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
targets array · 1 item
gaps array · 1 item
capability object · 3 fields
requirements array · 1 item
[0] object · 6 fields
assay_families array · 9 items
gaps array · 0 items
readiness object · 8 fields
axes object · 3 fields
method object · 5 fields
required_operations array · 3 items
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 1 item
resolved_accessions array · 1 item
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 3 items
assets array · 2 items
steps array · 1 item
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
gaps array · 0 items
review object · 5 fields
machine_critique object · 5 fields
reader object · 5 fields
evidence_check object · 2 fields
usage object · 3 fields
stages array · 1 item
[0] object · 4 fields
gaps array · 3 items
provenance object · 7 fields
entities array · 3 items
activities array · 3 items
[0] object · 4 fields
used array · 3 items
[0] object · 3 fields
[1] object · 3 fields
[2] object · 3 fields
[1] object · 4 fields
agents array · 2 items
lineage object · 4 fields
gaps array · 7 items
assays array · 1 item
[0] object · 11 fields
required_operations array · 3 items
source_hashes object · 1 field
evidence array · 1 item
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:37037466", "kind": "science-record", "revision": 3, "content_hash": "sha256:4adca6cfe85b61add967f28593160435f8d34228b80663223b0f8583c2d31b35", "created_at": "2026-11-01T19:01:41Z", "updated_at": "2026-11-01T22:09:14Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Prognostic biomarkers and molecular pathways mediating Helicobacter pylori-induced gastric cancer: a network-biology approach.", "doi": "10.5808/gi.22072", "pmid": "37037466", "authors": ["Farideh Kamarehei", "Massoud Saidijam", "Amir Taherkhani"], "journal": "Genomics & informatics", "year": 2023, "abstract": "Cancer of the stomach is the second most frequent cancer-related death worldwide. The survival rate of patients with gastric cancer (GC) remains fragile. There is a requirement to discover biomarkers for prognosis approaches. Helicobacter pylori in the stomach is closely associated with the progression of GC. We identified the genes associated with poor/favorable prognosis in H. pylori-induced GC. Multivariate statistical analysis was applied on the Gene Expression Omnibus (GEO) dataset GSE54397 to identify differentially expressed miRNAs (DEMs) in gastric tissues with H. pylori-induced cancer compared with the H. pylori-positive with non-cancerous tissue. A protein interaction map (PIM) was built and subjected to DEMs targets. The enriched pathways and biological processes within the PIM were identified based on substantial clusters. Thereafter, the most critical genes in the PIM were illustrated, and their prognostic impact in GC was investigated. Considering p-value less than 0.01 and |Log2 fold change| as >1, five microRNAs demonstrated significant changes among the two groups. Gene functional analysis revealed that the ubiquitination system, neddylation pathway, and ciliary process are primarily involved in H. pylori-induced GC. Survival analysis illustrated that the overexpression of DOCK4, GNAS, CTGF, TGF-b1, ESR1, SELE, TIMP3, SMARCE1, and TXNIP was associated with poor prognosis, while increased MRPS5 expression was related to a favorable prognosis in GC patients. DOCK4, GNAS, CTGF, TGF-b1, ESR1, SELE, TIMP3, SMARCE1, TXNIP, and MRPS5 may be considered prognostic biomarkers for H. pylori-induced GC. However, experimental validation is necessary in the future.", "claims": [{"id": "claim-method", "statement": "The OPLS-DA identified the DEMs between two groups using the R version 4.0.2 programming language [71].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37037466", "locator": "sections[3] \"Microarray expression data acquisition and analysis\" paragraph 2", "quote": "The OPLS-DA identified the DEMs between two groups using the R version 4.0.2 programming language [71]."}], "state": "complete"}, {"id": "claim-data-access", "statement": "GSE54397 contained 32 observations containing eight H. pylori–induced gastric cancerous tissues, eight non-tumor tissues collected from H. pylori–positive patients, eight gastric cancerous tissues obtained from H. pylori–negative patients, and eight non-tumor tissues collected from H. pylori–negative patients.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37037466", "locator": "sections[3] \"Microarray expression data acquisition and analysis\" paragraph 2", "quote": "GSE54397 contained 32 observations containing eight H. pylori–induced gastric cancerous tissues, eight non-tumor tissues collected from H. pylori–positive patients, eight gastric cancerous tissues obtained from H. pylori–negative patients, and eight non-tumor tissues collected from H. pylori–negative patients."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Considering p-value less than 0.01 and |Log2 fold change| as >1, five microRNAs demonstrated significant changes among the two groups.", "kind": "quantitative", "target": {"value": 2.0, "unit": "fold change", "tolerance": null, "source": "Considering p-value less than 0.01 and |Log2 fold change| as >1, five microRNAs demonstrated significant changes among the two groups."}, "evidence": [{"asset": "source:pmid:37037466", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Considering p-value less than 0.01 and |Log2 fold change| as >1, five microRNAs demonstrated significant changes among the two groups."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Considering p-value less than 0.01 and |Log2 fold change| as >1, five microRNAs demonstrated significant changes among the two groups.", "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:37037466"], "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. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE54397"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE54397"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37037466", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.5808/gi.22072", "sha256": "sha256:2088565303ced67d6cd10a0572397e42183b26972ff28fa7ad37f8225b75a0ab", "bytes": 70841, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.5808/gi.22072", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10085735", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE54397", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE54397", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE54397", "version": null, "note": "GSE54397 contained 32 observations containing eight H. pylori–induced gastric cancerous tissues, eight non-tumor tissues collected from H. pylori–positive patients, eight gastric cancerous tissues obtained from H. pylori–negative patients, and eight non-tumor tissues collected from H. pylori–negative patients.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "GSE54397 contained 32 observations containing eight H. pylori–induced gastric cancerous tissues, eight non-tumor tissues collected from H. pylori–positive patients, eight gastric cancerous tissues obtained from H. pylori–negative patients, and eight non-tumor tissues collected from H. pylori–negative patients.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1314316", "GSM1314317", "GSM1314318", "GSM1314319", "GSM1314320", "GSM1314321", "GSM1314322", "GSM1314323", "GSM1314324", "GSM1314325", "GSM1314326", "GSM1314327", "GSM1314328", "GSM1314329", "GSM1314330", "GSM1314331", "GSM1314332", "GSM1314333", "GSM1314334", "GSM1314335", "GSM1314336", "GSM1314337", "GSM1314338", "GSM1314339", "GSM1314340", "GSM1314341", "GSM1314342", "GSM1314343", "GSM1314344", "GSM1314345", "GSM1314346", "GSM1314347"], "sample_count": 32, "group_sizes": null, "group_sizes_basis": null, "platform": "15159", "taxon": "Homo sapiens", "title": "microRNA expressions in gastric cancer", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE54397 not downloaded", "asset:data:geo:GSE54397 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "protein-protein interaction"}}, {"id": "method-2", "family": null, "specific": null, "label": "Orthogonal-partial least squares–discriminant analysis (OPLS-DA)", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The OPLS-DA identified the DEMs between two groups using the R version 4.0.2 programming language [71]."}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "build_graph", "expected_value": 2.0, "unit": "fold change", "tolerance": null, "state": "complete", "note": "The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none."}], "gaps": ["method.reader_named_unmapped"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE54397"], "resolved_accessions": ["GSE54397"], "statements": ["GSE54397 contained 32 observations containing eight H. pylori–induced gastric cancerous tissues, eight non-tumor tissues collected from H. pylori–positive patients, eight gastric cancerous tissues obtained from H. pylori–negative patients, and eight non-tumor tissues collected from H. pylori–negative patients."], "basis": "The paper names GSE54397 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:37037466", "data:geo:GSE54397"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE54397"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:36:11Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 21340, "completion_tokens": 1823, "cached_tokens": 188}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:37037466", "type": "paper", "label": "pmid:37037466"}, {"id": "source:pmid:37037466", "type": "manuscript", "label": "PMID 37037466 full text"}, {"id": "data:geo:GSE54397", "type": "dataset", "label": "GEO GSE54397"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37037466", "type": "paper", "label": "pmid:37037466"}, {"id": "source:pmid:37037466", "type": "manuscript", "label": "PMID 37037466 full text"}, {"id": "data:geo:GSE54397", "type": "dataset", "label": "GEO GSE54397"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37037466", "type": "extraction", "used": ["source:pmid:37037466"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE54397", "type": "accession_resolution", "used": ["data:geo:GSE54397"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:37037466", "parent_hash": "sha256:9585c6ccfa2335137a583abbc590a571017f36027b3e71cdfeee1df8038adeae", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE54397 licence not read", "asset:data:geo:GSE54397 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["protein-protein interaction"], "order_basis": "analysis_only", "id": "assay:1"}]}