← All .science files
pmid:33754909
Identification of Prognostic RBPs in Osteosarcoma.
Bei Li · Long Fang · Baolong Wang · Zengkun Yang · Tingbao Zhao
Technology in cancer research & treatment · 2021 doi:10.1177/15330338211004918
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 · 5 items
claims array · 2 items
[0] object · 6 fields
evidence array · 1 item
[0] object · 3 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 · 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 · 34 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 87 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 · 4 items
[0] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
evidence object · 3 fields
[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 · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[3] 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 · 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 · 2 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 · 4 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:33754909", "kind": "science-record", "revision": 9, "content_hash": "sha256:b2bcdfba321adaf81db406f3e48fd11a635b107d5648f8303d89a226d04ae41c", "created_at": "2026-11-01T15:41:29Z", "updated_at": "2026-11-01T22:46:21Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of Prognostic RBPs in Osteosarcoma.", "doi": "10.1177/15330338211004918", "pmid": "33754909", "authors": ["Bei Li", "Long Fang", "Baolong Wang", "Zengkun Yang", "Tingbao Zhao"], "journal": "Technology in cancer research & treatment", "year": 2021, "abstract": "Osteosarcoma often occurs in children and adolescents and causes poor prognosis. The role of RNA-binding proteins (RBPs) in malignant tumors has been elucidated in recent years. Our study aims to identify key RBPs in osteosarcoma that could be prognostic factors and treatment targets. GSE33382 dataset was downloaded from Gene Expression Omnibus (GEO) database. RBPs extraction and differential expression analysis was performed. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis were performed to explore the biological function of differential expression RBPs. Moreover, we constructed Protein-protein interaction (PPI) network and obtained key modules. Key RBPs were identified by univariate Cox regression analysis and multiple stepwise Cox regression analysis combined with the clinical information from Therapeutically Applicable Research to Generate Effective Treatments (TARGET) database. Risk score model was generated and validated by GSE16091 dataset. A total of 38 differential expression RBPs was identified. Go and KEGG results indicated these RBPs were significantly involved in ribosome biogenesis and mRNA surveillance pathway. COX regression analysis showed DDX24, DDX21, WARS and IGF2BP2 could be prognostic factors in osteosarcoma. Spearman's correlation analysis suggested that WARS might be important in osteosarcoma immune infiltration. In conclusion, DDX24, DDX21, WARS and IGF2BP2 might play key role in osteosarcoma, which could be therapuetic targets for osteosarcoma treatment.", "claims": [{"id": "claim-method", "statement": "Then we used the limma package (https://www.bioconductor.org/packages/release/bioc/html/limma.html) in R 4.0.2 to identify differentially expressed RBPs between normal samples and tumor samples according to |log2 fold change (FC)| > 1 and adj. P < 0.05.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33754909", "locator": "sections[4] \"Identification of Differentially Expressed RBPs\" paragraph 2", "quote": "Then we used the limma package (https://www.bioconductor.org/packages/release/bioc/html/limma.html) in R 4.0.2 to identify differentially expressed RBPs between normal samples and tumor samples according to |log2 fold change (FC)| > 1 and adj. P < 0.05."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The mRNA sequencing dataset GSE33382 which contained 3 normal samples and 84 tumor samples was downloaded from GEO database (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE33382).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33754909", "locator": "sections[3] \"Data Source\" paragraph 2", "quote": "The mRNA sequencing dataset GSE33382 which contained 3 normal samples and 84 tumor samples was downloaded from GEO database (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE33382)."}], "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:33754909"], "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:GSE16091"], "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:GSE16091"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33754909", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1177/15330338211004918", "sha256": "sha256:3954a667697dc2f9f8784e394a9dd17cda248bb1503dcc9708c0330683dcaa22", "bytes": 24936, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1177/15330338211004918", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8120427", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE16091", "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=GSE16091", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE16091", "version": null, "note": "The mRNA sequencing dataset GSE33382 which contained 3 normal samples and 84 tumor samples was downloaded from GEO database (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE33382).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The mRNA sequencing dataset GSE33382 which contained 3 normal samples and 84 tumor samples was downloaded from GEO database (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE33382).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM402718", "GSM402719", "GSM402720", "GSM402721", "GSM402722", "GSM402723", "GSM402724", "GSM402725", "GSM402726", "GSM402727", "GSM402728", "GSM402729", "GSM402730", "GSM402731", "GSM402732", "GSM402733", "GSM402734", "GSM402735", "GSM402736", "GSM402737", "GSM402738", "GSM402739", "GSM402740", "GSM402741", "GSM402742", "GSM402743", "GSM402744", "GSM402745", "GSM402746", "GSM402747", "GSM402748", "GSM402749", "GSM402750", "GSM402751"], "sample_count": 34, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Gene expression profiles of human osteosarcoma, set2", "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:GSE33382", "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=GSE33382", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE33382", "version": null, "note": "The mRNA sequencing dataset GSE33382 which contained 3 normal samples and 84 tumor samples was downloaded from GEO database (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE33382).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The mRNA sequencing dataset GSE33382 which contained 3 normal samples and 84 tumor samples was downloaded from GEO database (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE33382).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM825623", "GSM825624", "GSM825625", "GSM825626", "GSM825627", "GSM825628", "GSM825629", "GSM825630", "GSM825631", "GSM825632", "GSM825633", "GSM825634", "GSM825635", "GSM825636", "GSM825637", "GSM825638", "GSM825639", "GSM825640", "GSM825641", "GSM825642", "GSM825643", "GSM825644", "GSM825645", "GSM825646", "GSM825647", "GSM825648", "GSM825649", "GSM825650", "GSM825651", "GSM825652", "GSM825653", "GSM825654", "GSM825655", "GSM825656", "GSM825657", "GSM825658", "GSM825659", "GSM825660", "GSM825661", "GSM825662", "GSM825663", "GSM825664", "GSM825665", "GSM825666", "GSM825667", "GSM825668", "GSM825669", "GSM825670", "GSM825671", "GSM825672", "GSM825673", "GSM825674", "GSM825675", "GSM825676", "GSM825677", "GSM825678", "GSM825679", "GSM825680", "GSM825681", "GSM825682", "GSM825683", "GSM825684", "GSM825685", "GSM825686", "GSM825687", "GSM825688", "GSM825689", "GSM825690", "GSM825691", "GSM825692", "GSM825693", "GSM825694", "GSM825695", "GSM825696", "GSM825697", "GSM825698", "GSM825699", "GSM825700", "GSM825701", "GSM825702", "GSM825703", "GSM825704", "GSM825705", "GSM825706", "GSM825707", "GSM825708", "GSM825709"], "sample_count": 87, "group_sizes": null, "group_sizes_basis": null, "platform": "10295", "taxon": "Homo sapiens", "title": "Genome-wide gene expression analysis of high-grade osteosarcoma", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:33754909:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:867b9b08d26faf796967678485c508938311bb12c83fe55079e8bc0cead16c49", "bytes": 167, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[1]#table4-15330338211004918", "version": null, "note": null, "structure": {"pmcid": "PMC8120427", "section_index": 14, "section_title": "GO and KEGG Pathway Enrichment Analysis", "row_count": 0, "column_count": 0}, "table": {"label": null, "caption": null, "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[14]/table-wrap[1]#table4-15330338211004918"}}, {"id": "asset:table:pmid:33754909:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:22693c72e2d9036133d1c0822d7e4d31ea164b67656bf0f2d56cdd68a69ea166", "bytes": 236, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[2]#table1-15330338211004918", "version": null, "note": "KEGG Pathway Enrichment Analysis of Differential Expression RBPs.", "structure": {"pmcid": "PMC8120427", "section_index": 14, "section_title": "GO and KEGG Pathway Enrichment Analysis", "row_count": 0, "column_count": 0}, "table": {"label": "Table 1.", "caption": "KEGG Pathway Enrichment Analysis of Differential Expression RBPs.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[14]/table-wrap[2]#table1-15330338211004918"}}, {"id": "asset:table:pmid:33754909:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:d5368709491b969fbdbce0084d9081756445c82e0ba19949d273f2d6bf7810ce", "bytes": 219, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[15]/table-wrap[1]#table2-15330338211004918", "version": null, "note": "KEGG Pathway Enrichment Analysis of Key Modules.", "structure": {"pmcid": "PMC8120427", "section_index": 15, "section_title": "Construction of PPI Network", "row_count": 0, "column_count": 0}, "table": {"label": "Table 2.", "caption": "KEGG Pathway Enrichment Analysis of Key Modules.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[15]/table-wrap[1]#table2-15330338211004918"}}, {"id": "asset:table:pmid:33754909:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:71d3646c8ebf3ff99f8305848f4f75e66dff7ea92db929b5c5530bc6f50ca576", "bytes": 241, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[18]/table-wrap[1]#table3-15330338211004918", "version": null, "note": "Total Results of Correlation Between Hub RBPs and Immune Infiltration.", "structure": {"pmcid": "PMC8120427", "section_index": 18, "section_title": "Correlation of Prognostic RBPs and Immune Infiltration", "row_count": 0, "column_count": 0}, "table": {"label": "Table 3.", "caption": "Total Results of Correlation Between Hub RBPs and Immune Infiltration.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[18]/table-wrap[1]#table3-15330338211004918"}}], "gaps": ["asset:data:geo:GSE16091 not downloaded", "asset:data:geo:GSE16091 licence not read", "asset:data:geo:GSE33382 not downloaded", "asset:data:geo:GSE33382 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Then we used the limma package (https://www.bioconductor.org/packages/release/bioc/html/limma.html) in R 4.0.2 to identify differentially expressed RBPs between normal samples and tumor samples according to |log2 fold change (FC)| > 1 and adj. P < 0.05."}}, {"id": "method-2", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "Cox regression"}}, {"id": "method-3", "family": "correlation_analysis", "specific": "spearman", "label": "Correlation analysis", "dsl_operations": ["spearman_rho"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.7, "band": "medium", "quote": "Spearman's correlation"}}, {"id": "method-4", "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"]}, "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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "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": ["GSE33382", "GSE16091"], "resolved_accessions": ["GSE33382", "GSE16091"], "statements": ["The mRNA sequencing dataset GSE33382 which contained 3 normal samples and 84 tumor samples was downloaded from GEO database (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE33382)."], "basis": "The paper names GSE33382, GSE16091 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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:33754909", "data:geo:GSE16091", "asset:table:pmid:33754909:1", "asset:table:pmid:33754909:2", "asset:table:pmid:33754909:3", "asset:table:pmid:33754909:4"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE16091"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:28:12Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 19441, "completion_tokens": 1718, "cached_tokens": 784}}, "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:33754909", "type": "paper", "label": "pmid:33754909"}, {"id": "source:pmid:33754909", "type": "manuscript", "label": "PMID 33754909 full text"}, {"id": "data:geo:GSE16091", "type": "dataset", "label": "GEO GSE16091"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33754909", "type": "paper", "label": "pmid:33754909"}, {"id": "source:pmid:33754909", "type": "manuscript", "label": "PMID 33754909 full text"}, {"id": "data:geo:GSE16091", "type": "dataset", "label": "GEO GSE16091"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33754909", "type": "extraction", "used": ["source:pmid:33754909"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE16091", "type": "accession_resolution", "used": ["data:geo:GSE16091"], "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:33754909", "parent_hash": "sha256:d1fe3d26e2dacce01642db7013c00a5e1e5c401571acedb46580da67348efc80", "fork_of": null, "generation": 8}, "gaps": ["asset:data:geo:GSE16091 licence not read", "asset:data:geo:GSE16091 not downloaded", "asset:data:geo:GSE33382 licence not read", "asset:data:geo:GSE33382 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["1% streptomycin (100/mL). MG-63 and MNNG/HOS cell lines were cultured in Minimum Essential Medium (MEM) supplement", "penicillin and 1% streptomycin (100/mL). All cell lines were cultured at 37°C, 5% CO2. Experiment Data Statistical", "ture Collection (ATCC). hFOB 1.19 cells were cultured in complete growth medium consisting of a 1:1 m", "(100/mL). MG-63 and MNNG/HOS cell lines were cultured in Minimum Essential Medium (MEM) supplemented"], "order_basis": "paper_text_order:1747", "id": "assay:1"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Then we used the limma package (https://www.bioconductor.org/packages/release/bioc/html/limma.html) in R 4.0.2 to identify differentially expressed RBPs between normal samples and tumor samples according to |log2 fold change (FC)| > 1 and adj. P < 0.05."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}