← All .science files
pmid:36798788
Identification of Hub Genes for Colorectal Cancer with Liver Metastasis Using miRNA-mRNA Network.
Si-Ming Zhang · Cheng Shen · Jing Li · Xing-Dan Wang · Si-Qiu Zhai · Ling-Ling Shi · Dan-Li Lu · Xiao-Hui Jiang · Junlan Qiu
Disease markers · 2023 doi:10.1155/2023/2295788
Paper
complete
Experiment
partial
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 · 9 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 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 · 1 item
data object · 3 fields
assets array · 4 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 104 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 8 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 51 items
gaps array · 6 items
analysis object · 4 fields
methods array · 2 items
[0] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 1 item
parameters object · 0 fields
data_shapes array · 1 item
[1] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
targets array · 0 items
gaps array · 2 items
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 · 0 items
missing_operations array · 1 item
capability object · 4 fields
data object · 6 fields
accessions array · 3 items
resolved_accessions array · 3 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 2 items
steps array · 0 items
must_build object · 5 fields
dsl_operations array · 1 item
[0] object · 3 fields
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 · 13 items
assays array · 1 item
[0] object · 11 fields
required_operations array · 0 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:36798788", "kind": "science-record", "revision": 3, "content_hash": "sha256:1d12bd26936c4b6a665f84a259e7906c47814540f33ac7b4bcdcbacf1a569630", "created_at": "2026-11-01T19:01:23Z", "updated_at": "2026-11-01T22:08:49Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of Hub Genes for Colorectal Cancer with Liver Metastasis Using miRNA-mRNA Network.", "doi": "10.1155/2023/2295788", "pmid": "36798788", "authors": ["Si-Ming Zhang", "Cheng Shen", "Jing Li", "Xing-Dan Wang", "Si-Qiu Zhai", "Ling-Ling Shi", "Dan-Li Lu", "Xiao-Hui Jiang", "Junlan Qiu"], "journal": "Disease markers", "year": 2023, "abstract": "Background: Liver metastasis is an important cause of death in patients with colorectal cancer (CRC). Increasing evidence indicates that microRNAs (miRNAs) are involved in the pathogenesis of colorectal cancer liver metastasis (CRLM). This study is aimed at exploring the potential miRNA-mRNA regulatory network.\nMethods: From the GEO database, we downloaded the microarray datasets GSE56350 and GSE73178. GEO2R was used to conduct differentially expressed miRNAs (DEMs) between CRC and CRLM using the GEO2R tool. Then, GO and KEGG pathway analysis for differentially expressed genes (DEGs) performed via DAVID. A protein-protein interaction (PPI) network was constructed by the STRING and identified by Cytoscape. Hub genes were identified by miRNA-mRNA network. Finally, the expression of the hub gene expression was assessed in the GSE81558.\nResults: The four DEMs (hsa-miR-204-5p, hsa-miR-122-5p, hsa-miR-95-3p, and hsa-miR-552-3p) were identified as common DEMs in GSE56350 and GSE73178 datasets. The SP1 was likely to adjust the upregulated DEMs; however, the YY1 could regulate both the upregulated and downregulated DEMs. A total of 3925 genes (3447 upregulated DEM genes and 478 downregulated DEM genes) were screened. These predicted genes were mainly linked to Platinum drug resistance, Cellular senescence, and ErbB signaling pathway. Through the gene network construction, most of the hub genes were found to be modulated by hsa-miR-204-5p, hsa-miR-122-5p, hsa-miR-95-3p, and hsa-miR-552-3p. Among the top 20 hub genes, the expression of CREB1, RHOA, and EGFR was significantly different in the GSE81558 dataset.\nConclusion: In this study, miRNA-mRNA networks in CRLM were screened between CRC patients and CRLM patients to provide a new method to predict for the pathogenesis and development of CRC.", "claims": [{"id": "claim-method", "statement": "DEMs between CRC and CRLM across different GEO datasets. |log2FC| > 1 and a P value of <0.05 are considered significantly by the GEO2R tool.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36798788", "locator": "sections[3] \"2.1. miRNA Microarray and DEG Identification\" paragraph 2", "quote": "DEMs between CRC and CRLM across different GEO datasets. |log2FC| > 1 and a P value of <0.05 are considered significantly by the GEO2R tool."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All data were obtained from the public database described in Materials and Methods and carried out in accordance with relevant guidelines and regulations.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36798788", "locator": "sections[19] \"Data Availability\" paragraph 2", "quote": "All data were obtained from the public database described in Materials and Methods and carried out in accordance with relevant guidelines and regulations."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The four DEMs (hsa-miR-204-5p, hsa-miR-122-5p, hsa-miR-95-3p, and hsa-miR-552-3p) were identified as common DEMs in GSE56350 and GSE73178 datasets.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:36798788", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "The four DEMs (hsa-miR-204-5p, hsa-miR-122-5p, hsa-miR-95-3p, and hsa-miR-552-3p) were identified as common DEMs in GSE56350 and GSE73178 datasets."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "The four DEMs (hsa-miR-204-5p, hsa-miR-122-5p, hsa-miR-95-3p, and hsa-miR-552-3p) were identified as common DEMs in GSE56350 and GSE73178 datasets.", "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:36798788"], "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:GSE56350"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "blocked", "blocked_on": "method:student_t", "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:GSE56350"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:student_t"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:36798788", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/2023/2295788", "sha256": "sha256:c3fdea3668da762649c129fe5300ce4a2af1092ab0e45399f1030d698fe6a1a9", "bytes": 32377, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1155/2023/2295788", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9928517", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE56350", "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=GSE56350", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE56350", "version": null, "note": "All data were obtained from the public database described in Materials and Methods and carried out in accordance with relevant guidelines and regulations.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data were obtained from the public database described in Materials and Methods and carried out in accordance with relevant guidelines and regulations.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1359614", "GSM1359615", "GSM1359616", "GSM1359617", "GSM1359618", "GSM1359619", "GSM1359620", "GSM1359621", "GSM1359622", "GSM1359623", "GSM1359624", "GSM1359625", "GSM1359626", "GSM1359627", "GSM1359628", "GSM1359629", "GSM1359630", "GSM1359631", "GSM1359632", "GSM1359633", "GSM1359634", "GSM1359635", "GSM1359636", "GSM1359637", "GSM1359638", "GSM1359639", "GSM1359640", "GSM1359641", "GSM1359642", "GSM1359643", "GSM1359644", "GSM1359645", "GSM1359646", "GSM1359647", "GSM1359648", "GSM1359649", "GSM1359650", "GSM1359651", "GSM1359652", "GSM1359653", "GSM1359654", "GSM1359655", "GSM1359656", "GSM1359657", "GSM1359658", "GSM1359659", "GSM1359660", "GSM1359661", "GSM1359662", "GSM1359663", "GSM1359664", "GSM1359665", "GSM1359666", "GSM1359667", "GSM1359668", "GSM1359669", "GSM1359670", "GSM1359671", "GSM1359672", "GSM1359673", "GSM1359674", "GSM1359675", "GSM1359676", "GSM1359677", "GSM1359678", "GSM1359679", "GSM1359680", "GSM1359681", "GSM1359682", "GSM1359683", "GSM1359684", "GSM1359685", "GSM1359686", "GSM1359687", "GSM1359688", "GSM1359689", "GSM1359690", "GSM1359691", "GSM1359692", "GSM1359693", "GSM1359694", "GSM1359695", "GSM1359696", "GSM1359697", "GSM1359698", "GSM1359699", "GSM1359700", "GSM1359701", "GSM1359702", "GSM1359703", "GSM1359704", "GSM1359705", "GSM1359706", "GSM1359707", "GSM1359708", "GSM1359709", "GSM1359710", "GSM1359711", "GSM1359712", "GSM1359713", "GSM1359714", "GSM1359715", "GSM1359716", "GSM1359717"], "sample_count": 104, "group_sizes": null, "group_sizes_basis": null, "platform": "16744", "taxon": "Homo sapiens", "title": "MicroRNA profiles discriminate among colon cancer metastasis", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE73178", "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=GSE73178", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE73178", "version": null, "note": "All data were obtained from the public database described in Materials and Methods and carried out in accordance with relevant guidelines and regulations.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data were obtained from the public database described in Materials and Methods and carried out in accordance with relevant guidelines and regulations.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1888179", "GSM1888180", "GSM1888181", "GSM1888182", "GSM1888183", "GSM1888184", "GSM1888185", "GSM1888186"], "sample_count": 8, "group_sizes": null, "group_sizes_basis": null, "platform": "20712", "taxon": "Homo sapiens", "title": "Detection of metastasis-specific miRNA for metastatic lesion of colorectal cancer", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE81558", "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=GSE81558", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE81558", "version": null, "note": "All data were obtained from the public database described in Materials and Methods and carried out in accordance with relevant guidelines and regulations.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data were obtained from the public database described in Materials and Methods and carried out in accordance with relevant guidelines and regulations.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2157164", "GSM2157165", "GSM2157166", "GSM2157167", "GSM2157168", "GSM2157169", "GSM2157170", "GSM2157171", "GSM2157172", "GSM2157173", "GSM2157174", "GSM2157175", "GSM2157176", "GSM2157177", "GSM2157178", "GSM2157179", "GSM2157180", "GSM2157181", "GSM2157182", "GSM2157183", "GSM2157184", "GSM2157185", "GSM2157186", "GSM2157187", "GSM2157188", "GSM2157189", "GSM2157190", "GSM2157191", "GSM2157192", "GSM2157193", "GSM2157194", "GSM2157195", "GSM2157196", "GSM2157197", "GSM2157198", "GSM2157199", "GSM2157200", "GSM2157201", "GSM2157202", "GSM2157203", "GSM2157204", "GSM2157205", "GSM2157206", "GSM2157207", "GSM2157208", "GSM2157209", "GSM2157210", "GSM2157211", "GSM2157212", "GSM2157213", "GSM2157214"], "sample_count": 51, "group_sizes": null, "group_sizes_basis": null, "platform": "15207", "taxon": "Homo sapiens", "title": "Genomic characterization of liver metastases from colorectal cancer patients [PrimeView]", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE56350 not downloaded", "asset:data:geo:GSE56350 licence not read", "asset:data:geo:GSE73178 not downloaded", "asset:data:geo:GSE73178 licence not read", "asset:data:geo:GSE81558 not downloaded", "asset:data:geo:GSE81558 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "student_t_test", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["student_t"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "DEMs between CRC and CRLM across different GEO datasets. |log2FC| > 1 and a P value of <0.05 are considered significantly by the GEO2R tool."}}, {"id": "method-2", "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": 0.7, "band": "medium", "quote": "protein-protein interaction"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor", "method.student_t"]}, "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": false, "required_operations": [], "missing_operations": ["student_t"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: student_t_test."}, "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": ["GSE56350", "GSE73178", "GSE81558"], "resolved_accessions": ["GSE56350", "GSE73178", "GSE81558"], "statements": ["All data were obtained from the public database described in Materials and Methods and carried out in accordance with relevant guidelines and regulations."], "basis": "The paper names GSE56350, GSE73178, GSE81558 in GEO database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:36798788", "data:geo:GSE56350"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "student_t", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE56350"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:27:43Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 11063, "completion_tokens": 1179, "cached_tokens": 256}}, "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:36798788", "type": "paper", "label": "pmid:36798788"}, {"id": "source:pmid:36798788", "type": "manuscript", "label": "PMID 36798788 full text"}, {"id": "data:geo:GSE56350", "type": "dataset", "label": "GEO GSE56350"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:36798788", "type": "paper", "label": "pmid:36798788"}, {"id": "source:pmid:36798788", "type": "manuscript", "label": "PMID 36798788 full text"}, {"id": "data:geo:GSE56350", "type": "dataset", "label": "GEO GSE56350"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-36798788", "type": "extraction", "used": ["source:pmid:36798788"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE56350", "type": "accession_resolution", "used": ["data:geo:GSE56350"], "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:36798788", "parent_hash": "sha256:ec6812b7db1d729e0c4f3f7f3ab73b1f826a1cdf0b621753854149c108f5af8b", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE56350 licence not read", "asset:data:geo:GSE56350 not downloaded", "asset:data:geo:GSE73178 licence not read", "asset:data:geo:GSE73178 not downloaded", "asset:data:geo:GSE81558 licence not read", "asset:data:geo:GSE81558 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "method.student_t", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:student_t"], "assays": [{"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["DEMs between CRC and CRLM across different GEO datasets. |log2FC| > 1 and a P value of <0.05 are considered significantly by the GEO2R tool."], "order_basis": "analysis_only", "id": "assay:1"}]}