← All .science files
pmid:32443297
Screening and identification of key biomarkers for retinoblastoma: Evidence from bioinformatics analysis.
Jing Huang · Lingrui Zhang · Zimeng Li · Xuejing Lu
Medicine · 2020 doi:10.1097/MD.0000000000019952
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 · 4 items
claims array · 2 items
[0] 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 · 7 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 9 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 9 items
[3] object · 16 fields
structure object · 5 fields
[4] object · 16 fields
structure object · 5 fields
[5] object · 16 fields
structure object · 5 fields
[6] object · 16 fields
structure object · 5 fields
gaps array · 4 items
analysis object · 4 fields
methods array · 3 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 · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
targets array · 0 items
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 · 3 items
resolved_accessions array · 2 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 3 items
assets array · 6 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 · 9 items
assays array · 2 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 2 items
[1] 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:32443297", "kind": "science-record", "revision": 7, "content_hash": "sha256:40ca171d5edc9fc0fd6a7b41982d5ecac785fc31d068fb121df0c88260a2bdad", "created_at": "2026-11-01T15:41:02Z", "updated_at": "2026-11-01T22:01:40Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Screening and identification of key biomarkers for retinoblastoma: Evidence from bioinformatics analysis.", "doi": "10.1097/MD.0000000000019952", "pmid": "32443297", "authors": ["Jing Huang", "Lingrui Zhang", "Zimeng Li", "Xuejing Lu"], "journal": "Medicine", "year": 2020, "abstract": "BACKGROUND: Retinoblastoma (RB) is one of the most common malignant tumors in pediatrics; to clarify the cause of RB, a lot of manpower and material resources have been invested but have not been well explained.\nMETHODS: To identify the candidate genes in the occurrence and development of the disease, we downloaded the microarray datasets GSE97508, GSE92987, and GSE24673 from the gene expression database (GEO). The differentially expressed gene (DEG) was identified and functional enrichment analysis was performed. The protein-protein interaction network was constructed and analyzed by String and Cytoscape.\nRESULTS: A total of 74 DEGs were identified, including 40 up-regulated genes and 34 down-regulated genes. The rich functions and pathways of DEG include regulating mitosis, cell cycle, DNA transcription process, promoting protein phosphorylation, regulating energy metabolism in vivo, promoting the binding of some macromolecular complexes, and regulating the cell cycle. Twenty-four HUB genes were identified. Biological process analysis showed that these genes were mainly enriched in regulating energy metabolism in vivo, promoting the binding of some small molecules and regulating the cell cycle. Survival analysis showed that DGPDC1, NDC80, SHCBP, TOP2A, and DLGAP5 may be involved in the occurrence, invasion, or recurrence of RB.\nCONCLUSION: In conclusion, screening DEGs and HUB genes in RB can help us to better understand the mechanism of the occurrence and development of RB at the molecular level, and provide candidate targets for the diagnosis and treatment of RB.", "claims": [{"id": "claim-method", "statement": "The identification of DEGs using GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r, GEO2R) is an interactive network tool in GEO, which can be used to identify the genetic differences between normal and cancerous cells in RB under experimental conditions.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32443297", "locator": "sections[4] \"Identification of DEGs\" paragraph 2", "quote": "The identification of DEGs using GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r, GEO2R) is an interactive network tool in GEO, which can be used to identify the genetic differences between normal and cancerous cells in RB under experimental conditions."}], "state": "complete"}, {"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:32443297", "locator": "sections[15] \"Footnotes\" paragraph 2", "quote": "The datasets generated during and/or analyzed during the current study are publicly available."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "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:32443297"], "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:GSE92987"], "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:GSE92987"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32443297", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1097/MD.0000000000019952", "sha256": "sha256:ebc65675cdcff935b59b8d1d97f24c6f59775b7f6d18edf6f12527763ab01bf2", "bytes": 28196, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1097/MD.0000000000019952", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7254187", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE92987", "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=GSE92987", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE92987", "version": null, "note": "The datasets generated during and/or analyzed during the current study are publicly available.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets generated during and/or analyzed during the current study are publicly available.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2441692", "GSM2441693", "GSM2441694", "GSM2441695", "GSM2441696", "GSM2441697", "GSM2441698", "GSM2441699", "GSM2441700"], "sample_count": 9, "group_sizes": null, "group_sizes_basis": null, "platform": "15207", "taxon": "Homo sapiens", "title": "Characterization and molecular mechanistic study of a therapeutic peptide functionalized nanobioconjugate inhibiting the p53-HDM2 interaction in Retinoblastoma", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE97508", "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=GSE97508", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE97508", "version": null, "note": "The datasets generated during and/or analyzed during the current study are publicly available.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets generated during and/or analyzed during the current study are publicly available.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2570466", "GSM2570467", "GSM2570468", "GSM2570469", "GSM2570470", "GSM2570471", "GSM2570472", "GSM2570473", "GSM2570474"], "sample_count": 9, "group_sizes": null, "group_sizes_basis": null, "platform": "15207", "taxon": "Homo sapiens", "title": "Expression data from retina and reinoblastoma tumour samples", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:32443297:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:d6353c767f6c7a9b8508e3a1a2cc225809fcbc750c25398e1be44af698064c93", "bytes": 210, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#T1", "version": null, "note": "GO and KEGG pathway enrichment analysis of DEGs in RB samples.", "structure": {"pmcid": "PMC7254187", "section_index": 5, "section_title": "KEGG and GO enrichment analysis of DEGs", "row_count": 0, "column_count": 0}, "table": {"label": "Table 1", "caption": "GO and KEGG pathway enrichment analysis of DEGs in RB samples.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[10]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:32443297:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:d6353c767f6c7a9b8508e3a1a2cc225809fcbc750c25398e1be44af698064c93", "bytes": 210, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#T1", "version": null, "note": "GO and KEGG pathway enrichment analysis of DEGs in RB samples.", "structure": {"pmcid": "PMC7254187", "section_index": 10, "section_title": "KEGG and GO enrichment analysis of DEGs", "row_count": 0, "column_count": 0}, "table": {"label": "Table 1", "caption": "GO and KEGG pathway enrichment analysis of DEGs in RB samples.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[10]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:32443297:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:f96d199c7050add412304729065947f9de7193a916b1386fa2dd03b54d18eae5", "bytes": 227, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[1]#T2", "version": null, "note": "GO and KEGG pathway enrichment analysis of DEGs in the most significant module.", "structure": {"pmcid": "PMC7254187", "section_index": 11, "section_title": "Construction and module analysis of PPI network", "row_count": 0, "column_count": 0}, "table": {"label": "Table 2", "caption": "GO and KEGG pathway enrichment analysis of DEGs in the most significant module.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[11]/table-wrap[1]#T2"}}, {"id": "asset:table:pmid:32443297:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:02da8c3cca7e42de6deacf2ee8c64ee487b7c48bf66a2f46d6bf908e28962a3c", "bytes": 199, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#T3", "version": null, "note": "Functional roles of 24 HUB genes with degree ≥10.", "structure": {"pmcid": "PMC7254187", "section_index": 12, "section_title": "Screening and analysis of HUB gene", "row_count": 0, "column_count": 0}, "table": {"label": "Table 3", "caption": "Functional roles of 24 HUB genes with degree ≥10.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[12]/table-wrap[1]#T3"}}], "gaps": ["asset:data:geo:GSE92987 not downloaded", "asset:data:geo:GSE92987 licence not read", "asset:data:geo:GSE97508 not downloaded", "asset:data:geo:GSE97508 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": 0.7, "band": "medium", "quote": "protein-protein interaction"}}, {"id": "method-2", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "GO enrichment"}}, {"id": "method-3", "family": null, "specific": null, "label": "GEO2R", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The identification of DEGs using GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r, GEO2R) is an interactive network tool in GEO, which can be used to identify the genetic differences between normal and cancerous cells in RB under experimental conditions."}}], "targets": [], "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": ["GSE97508", "GSE92987", "and GSE24673"], "resolved_accessions": ["GSE97508", "GSE92987"], "statements": ["The datasets generated during and/or analyzed during the current study are publicly available."], "basis": "The paper names GSE97508, GSE92987 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:32443297", "data:geo:GSE92987", "asset:table:pmid:32443297:1", "asset:table:pmid:32443297:2", "asset:table:pmid:32443297:3", "asset:table:pmid:32443297:4"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE92987"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:19:55Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 21995, "completion_tokens": 1206, "cached_tokens": 7432}}, "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:32443297", "type": "paper", "label": "pmid:32443297"}, {"id": "source:pmid:32443297", "type": "manuscript", "label": "PMID 32443297 full text"}, {"id": "data:geo:GSE92987", "type": "dataset", "label": "GEO GSE92987"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32443297", "type": "paper", "label": "pmid:32443297"}, {"id": "source:pmid:32443297", "type": "manuscript", "label": "PMID 32443297 full text"}, {"id": "data:geo:GSE92987", "type": "dataset", "label": "GEO GSE92987"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32443297", "type": "extraction", "used": ["source:pmid:32443297"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE92987", "type": "accession_resolution", "used": ["data:geo:GSE92987"], "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:32443297", "parent_hash": "sha256:2a32c91df36ad667d74780a6109224e467d259ced74c1b18c08016e5f8f61cd9", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE92987 licence not read", "asset:data:geo:GSE92987 not downloaded", "asset:data:geo:GSE97508 licence not read", "asset:data:geo:GSE97508 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "animal_model", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["hosphorylation, regulating energy metabolism in vivo, promoting the binding of some macromolecula", "nly enriched in regulating energy metabolism in vivo, promoting the binding of some small molecul"], "order_basis": "paper_text_order:951", "id": "assay:1"}, {"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": 0.7, "evidence": ["protein-protein interaction"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}