← All .science files
pmid:35322101
Identification of potentially functional circular RNAs hsa_circ_0070934 and hsa_circ_0004315 as prognostic factors of hepatocellular carcinoma by integrated bioinformatics analysis.
Pejman Morovat · Saman Morovat · Arash M Ashrafi · Shahram Teimourian
Scientific reports · 2022 doi:10.1038/s41598-022-08867-w
Paper
complete
Experiment
complete
Data
partial
Analysis
complete
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 · 3 items
[0] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[1] object · 6 fields
[2] object · 6 fields
evidence array · 3 items
[0] object · 3 fields
[1] 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 · 4 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 12 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 10 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 14 items
gaps array · 6 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
[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
[3] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
targets array · 0 items
gaps array · 0 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 · 3 items
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 · 3 items
assets array · 2 items
steps array · 1 item
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
gaps array · 0 items
review object · 5 fields
machine_critique object · 5 fields
reader object · 5 fields
evidence_check object · 2 fields
usage object · 3 fields
stages array · 1 item
[0] object · 4 fields
gaps array · 3 items
provenance object · 7 fields
entities array · 3 items
activities array · 3 items
[0] object · 4 fields
used array · 3 items
[0] object · 3 fields
[1] object · 3 fields
[2] object · 3 fields
[1] object · 4 fields
agents array · 2 items
lineage object · 4 fields
gaps array · 10 items
assays array · 1 item
[0] object · 11 fields
required_operations array · 3 items
source_hashes object · 1 field
evidence array · 1 item
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35322101", "kind": "science-record", "revision": 5, "content_hash": "sha256:41ff5b9a6a2b760d1874401a215f67d50fbf4e2bb2f5492fa2d40c534f71d11a", "created_at": "2026-11-01T18:14:07Z", "updated_at": "2026-11-01T22:48:43Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of potentially functional circular RNAs hsa_circ_0070934 and hsa_circ_0004315 as prognostic factors of hepatocellular carcinoma by integrated bioinformatics analysis.", "doi": "10.1038/s41598-022-08867-w", "pmid": "35322101", "authors": ["Pejman Morovat", "Saman Morovat", "Arash M Ashrafi", "Shahram Teimourian"], "journal": "Scientific reports", "year": 2022, "abstract": "Hepatocellular carcinoma (HCC) is one of the most prevalent cancers worldwide, which has a high mortality rate and poor treatment outcomes with yet unknown molecular basis. It seems that gene expression plays a pivotal role in the pathogenesis of the disease. Circular RNAs (circRNAs) can interact with microRNAs (miRNAs) to regulate gene expression in various malignancies by acting as competitive endogenous RNAs (ceRNAs). However, the potential pathogenesis roles of the ceRNA network among circRNA/miRNA/mRNA in HCC are unclear. In this study, first, the HCC circRNA expression data were obtained from three Gene Expression Omnibus microarray datasets (GSE164803, GSE94508, GSE97332), and the differentially expressed circRNAs (DECs) were identified using R limma package. Also, the liver hepatocellular carcinoma (LIHC) miRNA and mRNA sequence data were retrieved from TCGA and differentially expressed miRNAs (DEMIs) and mRNAs (DEGs) were determined using the R DESeq2 package. Second, CSCD website was used to uncover the binding sites of miRNAs on DECs. The DECs' potential target miRNAs were revealed by conducting an intersection between predicted miRNAs from CSCD and downregulated DEMIs. Third, candidate genes were uncovered by intersecting targeted genes predicted by miRWalk and targetscan online tools with upregulated DEGs. The ceRNA network was then built using the Cytoscape software. The functional enrichment and the overall survival time of these potential targeted genes were analyzed, and a PPI network was constructed in the STRING database. Network visualization was performed by Cytoscape, and ten hub genes were detected using the CytoHubba plugin tool. Four DECs (hsa_circ_0000520, hsa_circ_0008616, hsa_circ_0070934, hsa_circ_0004315) were obtained and six miRNAs (hsa-miR-542-5p, hsa-miR-326, hsa-miR-511-5p, hsa-miR-195-5p, hsa-miR-214-3p, and hsa-miR-424-5p) which are regulated by the above DECs were identified. Then 543 overlapped genes regulated by six miRNAs mentioned above were predicted. Functional enrichment analysis showed that these genes are mostly associated with regulatory pathways in cancer. Ten hub genes (TTK, AURKB, KIF20A, KIF23, CEP55, CDC6, DTL, NCAPG, CENPF, PLK4) have been screened from the PPI network of the 204 survival-related genes. KIF20A, NCAPG, TTK, PLK4, and CDC6 were selected for the highest significance p-values. At the end, a circRNA-miRNA-mRNA regulatory axis was established for five final selected hub genes. This study implies the potential pathogenesis of the obtained network and proposes that the two DECs (has_circ_0070934 and has_circ_0004315) may be important prognostic markers for HCC.", "claims": [{"id": "claim-method", "statement": "The R limma package (V 3.48.3)21 based on the Bioconductor package was applied to screen DECs microarray datasets with the cutoff criteria of |log2FoldChange|≥ 1.5 and adj. p-value < 0.05.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35322101", "locator": "sections[3] \"Microarray data collection and identification of differentially expressed circRNAs (DECs)\" paragraph 3", "quote": "The R limma package (V 3.48.3)21 based on the Bioconductor package was applied to screen DECs microarray datasets with the cutoff criteria of |log2FoldChange|≥ 1.5 and adj. p-value < 0.05."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The authors declare that the data supporting the findings of this study are addressed within the article.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35322101", "locator": "sections[23] \"Data availability\" paragraph 2", "quote": "The authors declare that the data supporting the findings of this study are addressed within the article."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Four differentially expressed circRNAs and six regulatory miRNAs were identified, leading to a circRNA–miRNA–mRNA regulatory network and five final hub genes in hepatocellular carcinoma.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35322101", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Four DECs (hsa_circ_0000520, hsa_circ_0008616, hsa_circ_0070934, hsa_circ_0004315) were obtained and six miRNAs (hsa-miR-542-5p, hsa-miR-326, hsa-miR-511-5p, hsa-miR-195-5p, hsa-miR-214-3p, and hsa-miR-424-5p) which are regulated by the above DECs were identified."}, {"asset": "source:pmid:35322101", "locator": "sections[14] \"Prediction and analysis of miRNA-mRNA pairs and construction of ceRNA network\" paragraph 4", "quote": "Finally, there were 300 interactions in the ceRNA network, including four DECs, six FImiRNAs, and 543 FImRNAs (Fig. 5)."}, {"asset": "source:pmid:35322101", "locator": "sections[17] \"Discussion\" paragraph 16", "quote": "The top five hub genes based on the most significant p-value among these ten hub genes that considerably affect overall survival are KIF20A, NCAPG, TTK, PLK4, and CDC6."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Four differentially expressed circRNAs and six regulatory miRNAs were identified, leading to a circRNA–miRNA–mRNA regulatory network and five final hub genes in hepatocellular carcinoma.", "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:35322101"], "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:GSE164803"], "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:GSE164803"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35322101", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1038/s41598-022-08867-w", "sha256": "sha256:cd6009f2b7c5b535c7fc76d9356a5685584373f49d698166413af881aba57af1", "bytes": 53419, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1038/s41598-022-08867-w", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8943026", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE164803", "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=GSE164803", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE164803", "version": null, "note": "The authors declare that the data supporting the findings of this study are addressed within the article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The authors declare that the data supporting the findings of this study are addressed within the article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM5019799", "GSM5019800", "GSM5019801", "GSM5019802", "GSM5019803", "GSM5019804", "GSM5019805", "GSM5019806", "GSM5019807", "GSM5019808", "GSM5019809", "GSM5019810"], "sample_count": 12, "group_sizes": null, "group_sizes_basis": null, "platform": "19978", "taxon": "Homo sapiens", "title": "circEPS15 overexpression in hepatocellular carcinoma modulates tumor invasion and migration", "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:GSE94508", "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=GSE94508", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE94508", "version": null, "note": "The authors declare that the data supporting the findings of this study are addressed within the article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The authors declare that the data supporting the findings of this study are addressed within the article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2477191", "GSM2477192", "GSM2477193", "GSM2477194", "GSM2477195", "GSM2477196", "GSM2477197", "GSM2477198", "GSM2477199", "GSM2477200"], "sample_count": 10, "group_sizes": null, "group_sizes_basis": null, "platform": "19978", "taxon": "Homo sapiens", "title": "circRNA expression profiles for 10 human samples derived from patients with hepatocellular carcinoma", "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:GSE97332", "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=GSE97332", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE97332", "version": null, "note": "The authors declare that the data supporting the findings of this study are addressed within the article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The authors declare that the data supporting the findings of this study are addressed within the article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2561829", "GSM2561830", "GSM2561831", "GSM2561832", "GSM2561833", "GSM2561834", "GSM2561835", "GSM2561836", "GSM2561837", "GSM2561838", "GSM2561839", "GSM2561840", "GSM2561841", "GSM2561842"], "sample_count": 14, "group_sizes": null, "group_sizes_basis": null, "platform": "19978", "taxon": "Homo sapiens", "title": "circRNA expression in HCC and matched non-tumor tissues", "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:GSE164803 not downloaded", "asset:data:geo:GSE164803 licence not read", "asset:data:geo:GSE94508 not downloaded", "asset:data:geo:GSE94508 licence not read", "asset:data:geo:GSE97332 not downloaded", "asset:data:geo:GSE97332 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "deseq2", "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": "The R limma package (V 3.48.3)21 based on the Bioconductor package was applied to screen DECs microarray datasets with the cutoff criteria of |log2FoldChange|≥ 1.5 and adj. p-value < 0.05."}}, {"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": 0.7, "band": "medium", "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": 0.7, "band": "medium", "quote": "PPI"}}, {"id": "method-4", "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": "pathway enrichment"}}], "targets": [], "gaps": []}, "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: deseq2."}, "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": ["GSE164803", "GSE94508", "GSE97332"], "resolved_accessions": ["GSE164803", "GSE94508", "GSE97332"], "statements": ["The authors declare that the data supporting the findings of this study are addressed within the article."], "basis": "The paper names GSE164803, GSE94508, GSE97332 in NCBI 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:35322101", "data:geo:GSE164803"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE164803"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:39:00Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 16099, "completion_tokens": 2127, "cached_tokens": 128}}, "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:35322101", "type": "paper", "label": "pmid:35322101"}, {"id": "source:pmid:35322101", "type": "manuscript", "label": "PMID 35322101 full text"}, {"id": "data:geo:GSE164803", "type": "dataset", "label": "GEO GSE164803"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35322101", "type": "paper", "label": "pmid:35322101"}, {"id": "source:pmid:35322101", "type": "manuscript", "label": "PMID 35322101 full text"}, {"id": "data:geo:GSE164803", "type": "dataset", "label": "GEO GSE164803"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35322101", "type": "extraction", "used": ["source:pmid:35322101"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE164803", "type": "accession_resolution", "used": ["data:geo:GSE164803"], "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:35322101", "parent_hash": "sha256:293163b937e41893f0eb0bca849e5ce94d0ac58c85af545b19658178f030bf5b", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE164803 licence not read", "asset:data:geo:GSE164803 not downloaded", "asset:data:geo:GSE94508 licence not read", "asset:data:geo:GSE94508 not downloaded", "asset:data:geo:GSE97332 licence not read", "asset:data:geo:GSE97332 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"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": ["The R limma package (V 3.48.3)21 based on the Bioconductor package was applied to screen DECs microarray datasets with the cutoff criteria of |log2FoldChange|≥ 1.5 and adj. p-value < 0.05."], "order_basis": "analysis_only", "id": "assay:1"}]}