← All .science files
pmid:35414751
Bioinformatics Analysis Identified Five Widely Expressed Genes Associated with Prognosis in Sarcoma.
Bizhi Tu · Yaya Jia · Jun Qian
International journal of general medicine · 2022 doi:10.2147/IJGM.S352048
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
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 · 4 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 158 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 51 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 6 items
gaps array · 6 items
analysis object · 4 fields
methods array · 3 items
[0] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
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
[2] 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 · 1 item
missing_operations array · 0 items
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 · 1 item
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 · 11 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 · 1 item
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:35414751", "kind": "science-record", "revision": 5, "content_hash": "sha256:c1f522a532b20aea977f5e91a24943c879c58e4d6e02334204ed231c9ded70a2", "created_at": "2026-11-01T18:14:14Z", "updated_at": "2026-11-01T22:48:49Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Bioinformatics Analysis Identified Five Widely Expressed Genes Associated with Prognosis in Sarcoma.", "doi": "10.2147/IJGM.S352048", "pmid": "35414751", "authors": ["Bizhi Tu", "Yaya Jia", "Jun Qian"], "journal": "International journal of general medicine", "year": 2022, "abstract": "Background: Human sarcomas (SARC) are a group of malignant tumors that originated from mesenchymal lineages with more than 60 subtypes. However, potential biomarkers for the diagnosis and prognosis of SARC remain to be investigated.\nMethods: We obtained three GSE raw matrix files (GSE39262, GSE21122, GSE48418) that related to various subtypes of sarcoma from the public GEO database and explored the widely differential expression genes in three obtained GSE files. Then common differential expression genes (CDGEs) were identified. We analyzed the correlation between the expression of the top five interacted genes of CDEGs and genome-wide differences, prognosis, genetic mutation, functional enrichment, immune infiltration, immune checkpoint, and marker genes' expression of N6-methyladenosine (m6A) modification in SARC patients. Besides, a prognostic nomogram was constructed to predict the survival of SARC patients.\nResults: Among the three GSE files, 42 CDGEs were identified, and the top five interacted genes were ASPM, CCNB2, PRC1, AURKA, and SCM2. The expression levels of the five genes were higher in the SARC group than that in the normal group. The transcriptional level of CCNB2, PRC, and SCM2 was correlated to the worse survival of SARC. The constructed nomogram that combined CNB2, PRC1, and SCM2 showed a fairly good incredibility in predicting the survival of SARC (C-index: 0.711). Furthermore, the five genes were widely involved in immune infiltration, immune checkpoint, and m6A modification. In addition, we found a minor survival-related mutation rate (9%) of the five identified genes in SARC patients (p < 0.05).\nConclusion: The results suggested the five identified genes widely participated in the prognosis, immune infiltration, immune checkpoint, and m6A modification of SARC patients. This study provided a theoretical basis for the research about the correlation between the level of five identified genes and sarcoma, but the further mechanism needs to be verified by experiments.", "claims": [{"id": "claim-method", "statement": "Utilizing the limma package in R software, the differential expression of various genes in each GSE profile were analyzed.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35414751", "locator": "sections[3] \"Identification of CDEGs from the GEO Database\" paragraph 2", "quote": "Utilizing the limma package in R software, the differential expression of various genes in each GSE profile were analyzed."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets used and/or analyzed during the current study are available from the corresponding authors upon reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35414751", "locator": "sections[22] \"Data Sharing Statement\" paragraph 2", "quote": "The datasets used and/or analyzed during the current study are available from the corresponding authors upon reasonable request."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Among the three GSE files, 42 CDGEs were identified, and the top five interacted genes were ASPM, CCNB2, PRC1, AURKA, and SCM2.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35414751", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Among the three GSE files, 42 CDGEs were identified, and the top five interacted genes were ASPM, CCNB2, PRC1, AURKA, and SCM2."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Among the three GSE files, 42 CDGEs were identified, and the top five interacted genes were ASPM, CCNB2, PRC1, AURKA, and SCM2.", "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:35414751"], "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:GSE21122"], "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:GSE21122"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35414751", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2147/IJGM.S352048", "sha256": "sha256:6ffa013687b6d007f6e44f8e2b799f5d0704e28bed3f3f0c20d0f6b6269bb6ef", "bytes": 29966, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.2147/IJGM.S352048", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8995039", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE21122", "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=GSE21122", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE21122", "version": null, "note": "The datasets used and/or analyzed during the current study are available from the corresponding authors upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed during the current study are available from the corresponding authors upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM528276", "GSM528277", "GSM528278", "GSM528279", "GSM528280", "GSM528281", "GSM528282", "GSM528283", "GSM528284", "GSM528285", "GSM528286", "GSM528287", "GSM528288", "GSM528289", "GSM528290", "GSM528291", "GSM528292", "GSM528293", "GSM528294", "GSM528295", "GSM528296", "GSM528297", "GSM528298", "GSM528299", "GSM528300", "GSM528301", "GSM528302", "GSM528303", "GSM528304", "GSM528305", "GSM528306", "GSM528307", "GSM528308", "GSM528309", "GSM528310", "GSM528311", "GSM528312", "GSM528313", "GSM528314", "GSM528315", "GSM528316", "GSM528317", "GSM528318", "GSM528319", "GSM528320", "GSM528321", "GSM528322", "GSM528323", "GSM528324", "GSM528325", "GSM528326", "GSM528327", "GSM528328", "GSM528329", "GSM528330", "GSM528331", "GSM528332", "GSM528333", "GSM528334", "GSM528335", "GSM528336", "GSM528337", "GSM528338", "GSM528339", "GSM528340", "GSM528341", "GSM528342", "GSM528343", "GSM528344", "GSM528345", "GSM528346", "GSM528347", "GSM528348", "GSM528349", "GSM528350", "GSM528351", "GSM528352", "GSM528353", "GSM528354", "GSM528355", "GSM528356", "GSM528357", "GSM528358", "GSM528359", "GSM528360", "GSM528361", "GSM528362", "GSM528363", "GSM528364", "GSM528365", "GSM528366", "GSM528367", "GSM528368", "GSM528369", "GSM528370", "GSM528371", "GSM528372", "GSM528373", "GSM528374", "GSM528375", "GSM528376", "GSM528377", "GSM528378", "GSM528379", "GSM528380", "GSM528381", "GSM528382", "GSM528383", "GSM528384", "GSM528385", "GSM528386", "GSM528387", "GSM528388", "GSM528389", "GSM528390", "GSM528391", "GSM528392", "GSM528393", "GSM528394", "GSM528395", "GSM528396", "GSM528397", "GSM528398", "GSM528399", "GSM528400", "GSM528401", "GSM528402", "GSM528403", "GSM528404", "GSM528405", "GSM528406", "GSM528407", "GSM528408", "GSM528409", "GSM528410", "GSM528411", "GSM528412", "GSM528413", "GSM528414", "GSM528415", "GSM528416", "GSM528417", "GSM528418", "GSM528419", "GSM528420", "GSM528421", "GSM528422", "GSM528423", "GSM528424", "GSM528425", "GSM528426", "GSM528427", "GSM528428", "GSM528429", "GSM528430", "GSM528431", "GSM528432", "GSM528433"], "sample_count": 158, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Whole-transcript expression data for soft-tissue sarcoma tumors and control normal fat specimens", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE39262", "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=GSE39262", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE39262", "version": null, "note": "The datasets used and/or analyzed during the current study are available from the corresponding authors upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed during the current study are available from the corresponding authors upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM958993", "GSM958994", "GSM958995", "GSM958996", "GSM958997", "GSM958998", "GSM958999", "GSM959000", "GSM959001", "GSM959002", "GSM959003", "GSM959004", "GSM959005", "GSM959006", "GSM959007", "GSM959008", "GSM959009", "GSM959010", "GSM959011", "GSM959012", "GSM959013", "GSM959014", "GSM959015", "GSM959016", "GSM959017", "GSM959018", "GSM959019", "GSM959020", "GSM959021", "GSM959022", "GSM959023", "GSM959024", "GSM959025", "GSM959026", "GSM959027", "GSM959028", "GSM959029", "GSM959030", "GSM959031", "GSM959032", "GSM959033", "GSM959034", "GSM959035", "GSM959036", "GSM959037", "GSM959038", "GSM959039", "GSM959040", "GSM959041", "GSM959042", "GSM959043"], "sample_count": 51, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Human sarcoma cell lines and untransformed cells", "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:GSE48418", "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=GSE48418", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE48418", "version": null, "note": "The datasets used and/or analyzed during the current study are available from the corresponding authors upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed during the current study are available from the corresponding authors upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1177733", "GSM1177734", "GSM1177735", "GSM1177736", "GSM1177737", "GSM1177738"], "sample_count": 6, "group_sizes": null, "group_sizes_basis": null, "platform": "10558", "taxon": "Homo sapiens", "title": "Lost miRNA surveillance of NOTCH, IGFR pathway-road to sarcomagenesis [Illumina]", "resolution_checked_at": "2026-11-01T18:06:44Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE21122 not downloaded", "asset:data:geo:GSE21122 licence not read", "asset:data:geo:GSE39262 not downloaded", "asset:data:geo:GSE39262 licence not read", "asset:data:geo:GSE48418 not downloaded", "asset:data:geo:GSE48418 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "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": 1.0, "band": "verbatim", "quote": "Utilizing the limma package in R software, the differential expression of various genes in each GSE profile were analyzed."}}, {"id": "method-2", "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": 0.8, "band": "high", "quote": "limma"}}, {"id": "method-3", "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"}}], "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": ["cox_ph"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards."}, "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": ["GSE39262", "GSE21122", "GSE48418"], "resolved_accessions": ["GSE39262", "GSE21122", "GSE48418"], "statements": ["The datasets used and/or analyzed during the current study are available from the corresponding authors upon reasonable request."], "basis": "The paper names GSE39262, GSE21122, GSE48418 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["cox_ph"], "assets": ["source:pmid:35414751", "data:geo:GSE21122"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE21122"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:41:47Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 8949, "completion_tokens": 3103, "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:35414751", "type": "paper", "label": "pmid:35414751"}, {"id": "source:pmid:35414751", "type": "manuscript", "label": "PMID 35414751 full text"}, {"id": "data:geo:GSE21122", "type": "dataset", "label": "GEO GSE21122"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35414751", "type": "paper", "label": "pmid:35414751"}, {"id": "source:pmid:35414751", "type": "manuscript", "label": "PMID 35414751 full text"}, {"id": "data:geo:GSE21122", "type": "dataset", "label": "GEO GSE21122"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35414751", "type": "extraction", "used": ["source:pmid:35414751"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE21122", "type": "accession_resolution", "used": ["data:geo:GSE21122"], "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:35414751", "parent_hash": "sha256:ab60dcf898c779cc431fd9534cc6265a5e9b49db71ebaa0b2ddf1976bc355241", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE21122 licence not read", "asset:data:geo:GSE21122 not downloaded", "asset:data:geo:GSE39262 licence not read", "asset:data:geo:GSE39262 not downloaded", "asset:data:geo:GSE48418 licence not read", "asset:data:geo:GSE48418 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": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["a new online analysis tool that provides the RNA-seq expression data of more than 9736 tumors and", "C. The z-score threshold of mRNA expression (RNASeq V2 RSEM) was set as ±1.8. Functional Enrichm"], "order_basis": "paper_text_order:3161", "id": "assay:1"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["cox_ph"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Utilizing the limma package in R software, the differential expression of various genes in each GSE profile were analyzed."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}