← All .science files
pmid:32355738
Identification and integrated analysis of hepatocellular carcinoma-related circular RNA signature.
Feiran Wang · Xiaodong Xu · Nannan Zhang · Zhong Chen
Annals of translational medicine · 2020 doi:10.21037/atm.2020.03.06
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 · 2 items
[0] 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 · 5 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 10 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 14 items
[3] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 28 items
[0] array · 3 items
[1] array · 3 items
[2] array · 3 items
[3] array · 3 items
[4] array · 3 items
[5] array · 3 items
[6] array · 3 items
[7] array · 3 items
[8] array · 3 items
[9] array · 3 items
[10] array · 3 items
[11] array · 3 items
[12] array · 3 items
[13] array · 3 items
[14] array · 3 items
[15] array · 3 items
[16] array · 3 items
[17] array · 3 items
[18] array · 3 items
[19] array · 3 items
[20] array · 3 items
[21] array · 3 items
[22] array · 3 items
[23] array · 3 items
[24] array · 3 items
[25] array · 3 items
[26] array · 3 items
[27] array · 3 items
[4] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 7 items
[0] array · 6 items
[1] array · 6 items
[2] array · 6 items
[3] array · 6 items
[4] array · 6 items
[5] array · 6 items
[6] array · 6 items
gaps array · 4 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 · 1 item
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 · 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 · 1 item
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 · 1 item
assets array · 4 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 · 8 items
assays array · 4 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[2] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[3] 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:32355738", "kind": "science-record", "revision": 9, "content_hash": "sha256:ae278077d32a489622f937be827c09e16180f5a96566790c2f62a45851a51383", "created_at": "2026-11-01T15:41:00Z", "updated_at": "2026-11-01T22:44:48Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification and integrated analysis of hepatocellular carcinoma-related circular RNA signature.", "doi": "10.21037/atm.2020.03.06", "pmid": "32355738", "authors": ["Feiran Wang", "Xiaodong Xu", "Nannan Zhang", "Zhong Chen"], "journal": "Annals of translational medicine", "year": 2020, "abstract": "BACKGROUND: Circular RNAs (circRNAs), a novel type of non-coding RNA, play a vital role in the pathogenesis and development of cancer. CircRNAs signatures may be useful as prognostic and predictive factors as well as clinical tools for evaluating disease status and prognosis. This study was carried out to explore novel circRNA signatures in hepatocellular carcinoma (HCC).\nMETHODS: The expression profiles of circRNAs were retrieved from the Gene Expression Omnibus (GEO). The expression profiles of miRNAs and mRNAs were obtained from The Cancer Genome Atlas (TCGA) and the Genotype-Tissue Expression (GTEx) database. The results of the microarray were validated by quantitative real-time RCR (qPCR). Based on circRNA-miRNA pairs and miRNA-mRNA pairs, a competitive endogenous RNA (ceRNA) network was constructed. Functional analysis was performed via Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), gene set enrichment analysis (GSEA), and gene set variation analysis (GSVA). Furthermore, survival analysis was carried out using the Kaplan-Meier curve and the log-rank test.\nRESULTS: Differentially expressed circRNAs in HCC from GEO databases (GSE94508 and GSE97332) were screened and analyzed using the bioinformatics method. We detected a total of 26 differentially expressed circRNAs by qPCR and then selected 6 circRNAs to construct the circRNA-miRNA-mRNA networks. Through prognostic analysis, 3 target hub genes (AURKA, KIF5B, and RHOA) of circRNAs were discovered. Moreover, GSEA and GSVA were used to reveal the functions of AURKA, KIF5B, and RHOA in HCC.\nCONCLUSIONS: We identified three hub genes, and our results suggest that the circHMGCS1/miR-581/AURKA, circHMGCS1/miR-892a/KIF5B, and circTMCO3/miR-577/RHOA axes may play a vital role in HCC progression.", "claims": [{"id": "claim-method", "statement": "Furthermore, survival analysis was carried out using the Kaplan-Meier curve and the log-rank test.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32355738", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "Furthermore, survival analysis was carried out using the Kaplan-Meier curve and the log-rank test."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The microarray data of two circRNA expression profiles were collected from the GEO database (GSE94508 and GSE97332).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32355738", "locator": "sections[3] \"Microarray data and RNA sequencing data\" paragraph 2", "quote": "The microarray data of two circRNA expression profiles were collected from the GEO database (GSE94508 and GSE97332)."}], "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:32355738"], "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:GSE94508"], "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:GSE94508"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32355738", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/atm.2020.03.06", "sha256": "sha256:0fa407f60f41a71b5922ca7a69b8fa95cc82c5b2da3e0e8c9cc5c64d9e2fabe8", "bytes": 19995, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/atm.2020.03.06", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7186732", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"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 microarray data of two circRNA expression profiles were collected from the GEO database (GSE94508 and GSE97332).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The microarray data of two circRNA expression profiles were collected from the GEO database (GSE94508 and GSE97332).", "access_statement_kind": "repository_route_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 microarray data of two circRNA expression profiles were collected from the GEO database (GSE94508 and GSE97332).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The microarray data of two circRNA expression profiles were collected from the GEO database (GSE94508 and GSE97332).", "access_statement_kind": "repository_route_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}}, {"id": "asset:table:pmid:32355738:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:ba5accd32436ab2eba61062ba71e9a54eb04069170b7170abe3218032d78c768", "bytes": 2296, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[4]/table-wrap[1]#t1", "version": null, "note": "Primer sequences of circRNAs used for qPCR", "structure": {"pmcid": "PMC7186732", "section_index": 4, "section_title": "Cell culture and validation of overlapping circRNAs with real-time Quantitative PCR", "row_count": 28, "column_count": 3}, "table": {"label": "Table 1", "caption": "Primer sequences of circRNAs used for qPCR", "rows": [["Gene", "Forward primer (5’-3’)", "Reverse primer (5’-3’)"], ["circRNA(hsa_circ_0004913)", "TCACTCTGACGGAACTTGACA", "GCTCCTTCTGCTTTGGCTGT"], ["circRNA(hsa_circ_0006248)", "AAAGACCACATACGCCAACA", "TCAGCCCAAATACTCCAAGA"], ["circRNA(hsa_circ_0038929)", "CATGCCTTGGGACCTGTTAA", "AGCAAAGTTGAGTGCGGAGA"], ["circRNA(hsa_circ_0005428)", "AACAGCTCTGGCAAGAAACT", "TTTGATGGAGGAAAGTGGAA"], ["circRNA(hsa_circ_0006913)", "AACCCAAGAAACTGCTGTCG", "GAAATCCCTGATGTGCTCACT"], ["circRNA(hsa_circ_0007248)", "TTCTGCGGGCATTGGTGATA", "CTCCCTGAGCATTGCATTGGAC"], ["circRNA(hsa_circ_0059342)", "GGGACCTCAAATCAAAGAAA", "TCCTGAAGTTGTAATGTGGG"], ["circRNA(hsa_circ_0007762)", "GGGACCTCAAATCAAAGAAA", "GCCCACATAGAGCCACTTAC"], ["circRNA(hsa_circ_0059859)", "AGGTGCGGACTCTTGTTCTT", "GAGTGCAGATGATGTGGAGG"], ["circRNA(hsa_circ_0056548)", "AGGAGGAGAAGTTGGAGGCT", "GAGGCAATGGAGTTAAAGGACA"], ["circRNA(hsa_circ_0043302)", "TTGACGCCTTAGATAACAGC", "ATTCAATCCAGGATGCAAAA"], ["circRNA(hsa_circ_0055033)", "AAGAAGTCCTGCATCGAAAT", "CACATGATCCTTACTGTCCG"], ["circRNA(hsa_circ_0001359)", "CCTGGAATCACGAAGCACAG", "TGGGTAATACTGCCGCTGGT"], ["circRNA(hsa_circ_0067323)", "ATCCACAACTGATGCACCTA", "TGCTTCAACAGTGACTACGC"], ["circRNA(hsa_circ_0001360)", "GTTGTCTCGTCGTCATCGTC", "GCTTATTAACTGTGCAGGTGT"], ["circRNA(hsa_circ_0000204)", "CCTCCTAGAAGTAATGCCCACA", "CAGCACCTCACTGTCAAAGAAT"], ["circRNA(hsa_circ_0009581)", "CGACTGTGACCTCCTTATGT", "ACTGTTCAGCCTCCTTGTCT"], ["circRNA(hsa_circ_0072389)", "TGGCTGCCACTCTGTACTCT", "TTCCAGCATCTACACCATCA"], ["circRNA(hsa_circ_0007540)", "CAGCAGTGGAGGCAGAAGTT", "AAACCAAGGGATGGCATAGA"], ["circRNA(hsa_circ_0027774)", "TGTGCTGGAATTGATGTTCG", "CTGAGGGAGGGTCTGTTTGA"], ["circRNA(hsa_circ_0000517)", "TGAGCTTCGGGGAGGTGAGTT", "GGGAGAGCCCTGTTAGGGC"], ["circRNA(hsa_circ_0030130)", "CTGCCTGTAAGTGCCAAGT", "GAGGCCAGGGTAGTCCATT"], ["circRNA(hsa_circ_0084429)", "GGCAACTGTATGAGCCACT", "GGACTAACTCCCTCGAAAT"], ["circRNA(hsa_circ_0031027)", "GGACCCTATTATCGGAAGC", "CACCTATGGAGGCGAAGAA"], ["circRNA(hsa_circ_0008160)", "GTGCTCTTGTTTGGGATTA", "TTTGAGGCCAATAGGTTAA"], ["circRNA(hsa_circ_0011536)", "GACAATGCTCAAGTGGTGGTA", "TGCTGTCAAGGGTAGGAGTTA"], ["GAPDH", "TGACTTCAACAGCGACACCCA", "CACCCTGTTGCTGTAGCCAAA"]], "row_count": 28, "column_count": 3, "numeric_cells": 28, "header_rows": 1, "locator": "section[4]/table-wrap[1]#t1"}}, {"id": "asset:table:pmid:32355738:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:9f1a9b2545142703253e978108ef425271890a4392ee4533f809ba68d13ae4db", "bytes": 755, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#t2", "version": null, "note": "Basic characters of the six hub circRNAs", "structure": {"pmcid": "PMC7186732", "section_index": 10, "section_title": "Identification of differentially expressed circRNAs and miRNAs", "row_count": 7, "column_count": 6}, "table": {"label": "Table 2", "caption": "Basic characters of the six hub circRNAs", "rows": [["circRNA ID", "Position", "Genomic length", "Strand", "Best transcript", "Gene symbol"], ["hsa_circ_0004913", "chr17:62248459-62265775", "17,316", "−", "NM_018469", "TEX2"], ["hsa_circ_0072389", "chr5:43294157-43299077", "4,920", "−", "NM_001098272", "HMGCS1"], ["hsa_circ_0000517", "chr14:20811404-20811492", "88", "−", "NR_002312", "RPPH1"], ["hsa_circ_0031027", "chr13:114164552-114193822", "29,270", "+", "NM_017905", "TMCO3"], ["hsa_circ_0008160", "chr21:38439561-38441924", "2,363", "−", "NR_028352", "PIGP"], ["hsa_circ_0011536", "chr1:35824525-35827390", "2,865", "+", "NM_005095", "ZMYM4"]], "row_count": 7, "column_count": 6, "numeric_cells": 24, "header_rows": 1, "locator": "section[10]/table-wrap[1]#t2"}}], "gaps": ["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": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Furthermore, survival analysis was carried out using the Kaplan-Meier curve and the log-rank test."}}, {"id": "method-2", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "log-rank"}}, {"id": "method-3", "family": "differential_expression", "specific": "edger", "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": "EdgeR"}}], "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": ["survival_km"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: kaplan_meier."}, "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": ["GSE94508", "GSE97332"], "resolved_accessions": ["GSE94508", "GSE97332"], "statements": ["The microarray data of two circRNA expression profiles were collected from the GEO database (GSE94508 and GSE97332)."], "basis": "The paper names GSE94508, GSE97332 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": ["survival_km"], "assets": ["source:pmid:32355738", "data:geo:GSE94508", "asset:table:pmid:32355738:1", "asset:table:pmid:32355738:2"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE94508"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:19:38Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 16598, "completion_tokens": 1504, "cached_tokens": 776}}, "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:32355738", "type": "paper", "label": "pmid:32355738"}, {"id": "source:pmid:32355738", "type": "manuscript", "label": "PMID 32355738 full text"}, {"id": "data:geo:GSE94508", "type": "dataset", "label": "GEO GSE94508"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32355738", "type": "paper", "label": "pmid:32355738"}, {"id": "source:pmid:32355738", "type": "manuscript", "label": "PMID 32355738 full text"}, {"id": "data:geo:GSE94508", "type": "dataset", "label": "GEO GSE94508"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32355738", "type": "extraction", "used": ["source:pmid:32355738"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE94508", "type": "accession_resolution", "used": ["data:geo:GSE94508"], "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:32355738", "parent_hash": "sha256:62cf3c488d9988d62d7ba7d448c8025e32bdee54aa5b82d88e910ee874716f67", "fork_of": null, "generation": 8}, "gaps": ["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": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["pression (GTEx) database. The results of the microarray were validated by quantitative real-time RCR"], "order_basis": "paper_text_order:694", "id": "assay:1"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ere validated by quantitative real-time RCR (qPCR). Based on circRNA-miRNA pairs and miRNA-mRN", "l of 26 differentially expressed circRNAs by qPCR and then selected 6 circRNAs to construct th", "RNA using M-MLV RT (Promega). Then real-time qPCR was applied with SYBR Master Mixture (Takara", "ntrol. Primer sequences of circRNAs used for qPCR The construction of the CircRNA-miRNA-hub ge"], "order_basis": "paper_text_order:751", "id": "assay:2"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.77, "evidence": ["l-time Quantitative PCR SMMC-7721 cells were cultured in Dulbecco’s Modified Eagle Medium (DMEM, Gibc"], "order_basis": "paper_text_order:1960", "id": "assay:3"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Furthermore, survival analysis was carried out using the Kaplan-Meier curve and the log-rank test."], "order_basis": "consumes_earlier_output", "id": "assay:4"}]}