← All .science files
pmid:35965538
Microarray and bioinformatic analysis reveal the parental genes of m6A modified circRNAs as novel prognostic signatures in colorectal cancer.
Wenken Liang · Liyuan Deng · Chune Mo · Wei Chen · Yu Sha · Jianling Shi · Xianliang Hou · Yuping Zhang · Min Yang · Minglin Ou
Frontiers in oncology · 2022 doi:10.3389/fonc.2022.939790
Paper
complete
Experiment
partial
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 · 10 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 · 1 item
data object · 3 fields
assets array · 2 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 194 items
gaps array · 2 items
analysis object · 4 fields
methods array · 2 items
[0] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 1 item
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
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 · 0 items
missing_operations array · 1 item
capability object · 4 fields
data object · 6 fields
accessions array · 1 item
resolved_accessions array · 1 item
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 2 items
steps array · 0 items
must_build object · 5 fields
dsl_operations array · 1 item
[0] object · 3 fields
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 · 3 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 3 items
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 3 items
[2] object · 11 fields
required_operations array · 0 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:35965538", "kind": "science-record", "revision": 4, "content_hash": "sha256:569eb5ade4aedaef7fce7769b321159e03c2440e0c66d36231b3238fbb1da4c9", "created_at": "2026-11-01T18:15:04Z", "updated_at": "2026-11-01T22:07:15Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Microarray and bioinformatic analysis reveal the parental genes of m6A modified circRNAs as novel prognostic signatures in colorectal cancer.", "doi": "10.3389/fonc.2022.939790", "pmid": "35965538", "authors": ["Wenken Liang", "Liyuan Deng", "Chune Mo", "Wei Chen", "Yu Sha", "Jianling Shi", "Xianliang Hou", "Yuping Zhang", "Min Yang", "Minglin Ou"], "journal": "Frontiers in oncology", "year": 2022, "abstract": "Background: Accumulating evidences have revealed that the abnormal N6-methyladenosine (m6A) modification is closely associated with the occurrence, development, progression and prognosis of cancer. It is noteworthy that m6A modification is widely existed in circRNAs and found its key biological functions in regulating circRNAs metabolism. However, the role of m6A modified circRNAs in colorectal cancer (CRC) remains unknown. To better understand the role of circRNAs in the pathogenesis of CRC, we focus on the relationship between m6A-modified circRNAs and their parental genes.\nMethods: Arraystar m6A-circRNA epitranscriptomic microarray was used to identify differentially m6A modified circRNAs between CRC and the control group. In addition, TCGA-COAD and GSE106582 cohort were used to identify differentially expressed mRNAs. In this study, we screened the parental genes for which both circRNAs and mRNAs were down-regulated further to analyze, including gene expression, survival prognosis, enrichment analysis. Additionally, Western Blotting was used to further validate the role of the parental gene in CRC.\nResults: We found that 1405 significantly downregulated circRNAs in CRC by our microarray data. Moreover, we obtained 113 parental genes for which both circRNAs and mRNAs were down-regulated to analyze the relationship with the prognosis of CRC based on TCGA-COAD cohort. And we identified nine potential prognostic genes, including ABCD3, ABHD6, GAB1, MIER1, MYOCD, PDE8A, RPS6KA5, TPM1 and WDR78. And low expression of these genes was associated with poor survival prognosis of the patients with CRC. In addition, we found that TPM1 is downregulated in CRC by western blotting experiment. And the calcium-signaling pathway may involve the process of the CRC progression.\nConclusions: We identified nine potential prognostic genes, after analyzed the relationship between the parental genes of m6A modified circRNAs and the progression of CRC. Above all, our study further validated TPM1 can serve as a potentail signature for CRC patients.", "claims": [{"id": "claim-method", "statement": "In the study, we paid more attention to TPM1 and analyzed the relationship between mRNA expression and the clinical factors of CRC (26), by adopting Wilcoxon test.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35965538", "locator": "sections[7] \"Public databases and analysis\" paragraph 3", "quote": "In the study, we paid more attention to TPM1 and analyzed the relationship between mRNA expression and the clinical factors of CRC (26), by adopting Wilcoxon test."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original contributions presented in the study are included in the article/Supplementary material. Further inquiries can be directed to the corresponding authors.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35965538", "locator": "sections[19] \"Data availability statement\" paragraph 2", "quote": "The original contributions presented in the study are included in the article/Supplementary material. Further inquiries can be directed to the corresponding authors."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Nine potential prognostic genes were identified: ABCD3, ABHD6, GAB1, MIER1, MYOCD, PDE8A, RPS6KA5, TPM1 and WDR78.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35965538", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "And we identified nine potential prognostic genes, including ABCD3, ABHD6, GAB1, MIER1, MYOCD, PDE8A, RPS6KA5, TPM1 and WDR78."}, {"asset": "source:pmid:35965538", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "And low expression of these genes was associated with poor survival prognosis of the patients with CRC."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "Nine potential prognostic genes were identified: ABCD3, ABHD6, GAB1, MIER1, MYOCD, PDE8A, RPS6KA5, TPM1 and WDR78.", "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:35965538"], "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:GSE106582"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "blocked", "blocked_on": "method:group_comparison_wilcoxon", "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:GSE106582"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:group_comparison_wilcoxon"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35965538", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fonc.2022.939790", "sha256": "sha256:948e111ad780a3b0988e7f4cb3e570f2c5ea0eac9c688322bbb486e4ff9b6232", "bytes": 26119, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fonc.2022.939790", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9373052", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE106582", "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=GSE106582", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE106582", "version": null, "note": "The original contributions presented in the study are included in the article/Supplementary material. Further inquiries can be directed to the corresponding authors.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/Supplementary material. Further inquiries can be directed to the corresponding authors.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2843099", "GSM2843100", "GSM2843101", "GSM2843102", "GSM2843103", "GSM2843104", "GSM2843105", "GSM2843106", "GSM2843107", "GSM2843108", "GSM2843109", "GSM2843110", "GSM2843111", "GSM2843112", "GSM2843113", "GSM2843114", "GSM2843115", "GSM2843116", "GSM2843117", "GSM2843118", "GSM2843119", "GSM2843120", "GSM2843121", "GSM2843122", "GSM2843123", "GSM2843124", "GSM2843125", "GSM2843126", "GSM2843127", "GSM2843128", "GSM2843129", "GSM2843130", "GSM2843131", "GSM2843132", "GSM2843133", "GSM2843134", "GSM2843135", "GSM2843136", "GSM2843137", "GSM2843138", "GSM2843139", "GSM2843140", "GSM2843141", "GSM2843142", "GSM2843143", "GSM2843144", "GSM2843145", "GSM2843146", "GSM2843147", "GSM2843148", "GSM2843149", "GSM2843150", "GSM2843151", "GSM2843152", "GSM2843153", "GSM2843154", "GSM2843155", "GSM2843156", "GSM2843157", "GSM2843158", "GSM2843159", "GSM2843160", "GSM2843161", "GSM2843162", "GSM2843163", "GSM2843164", "GSM2843165", "GSM2843166", "GSM2843167", "GSM2843168", "GSM2843169", "GSM2843170", "GSM2843171", "GSM2843172", "GSM2843173", "GSM2843174", "GSM2843175", "GSM2843176", "GSM2843177", "GSM2843178", "GSM2843179", "GSM2843180", "GSM2843181", "GSM2843182", "GSM2843183", "GSM2843184", "GSM2843185", "GSM2843186", "GSM2843187", "GSM2843188", "GSM2843189", "GSM2843190", "GSM2843191", "GSM2843192", "GSM2843193", "GSM2843194", "GSM2843195", "GSM2843196", "GSM2843197", "GSM2843198", "GSM2843199", "GSM2843200", "GSM2843201", "GSM2843202", "GSM2843203", "GSM2843204", "GSM2843205", "GSM2843206", "GSM2843207", "GSM2843208", "GSM2843209", "GSM2843210", "GSM2843211", "GSM2843212", "GSM2843213", "GSM2843214", "GSM2843215", "GSM2843216", "GSM2843217", "GSM2843218", "GSM2843219", "GSM2843220", "GSM2843221", "GSM2843222", "GSM2843223", "GSM2843224", "GSM2843225", "GSM2843226", "GSM2843227", "GSM2843228", "GSM2843229", "GSM2843230", "GSM2843231", "GSM2843232", "GSM2843233", "GSM2843234", "GSM2843235", "GSM2843236", "GSM2843237", "GSM2843238", "GSM2843239", "GSM2843240", "GSM2843241", "GSM2843242", "GSM2843243", "GSM2843244", "GSM2843245", "GSM2843246", "GSM2843247", "GSM2843248", "GSM2843249", "GSM2843250", "GSM2843251", "GSM2843252", "GSM2843253", "GSM2843254", "GSM2843255", "GSM2843256", "GSM2843257", "GSM2843258", "GSM2843259", "GSM2843260", "GSM2843261", "GSM2843262", "GSM2843263", "GSM2843264", "GSM2843265", "GSM2843266", "GSM2843267", "GSM2843268", "GSM2843269", "GSM2843270", "GSM2843271", "GSM2843272", "GSM2843273", "GSM2843274", "GSM2843275", "GSM2843276", "GSM2843277", "GSM2843278", "GSM2843279", "GSM2843280", "GSM2843281", "GSM2843282", "GSM2843283", "GSM2843284", "GSM2843285", "GSM2843286", "GSM2843287", "GSM2843288", "GSM2843289", "GSM2843290", "GSM2843291", "GSM2843292"], "sample_count": 194, "group_sizes": null, "group_sizes_basis": null, "platform": "10558", "taxon": "Homo sapiens", "title": "ColoCare Project: Gene expression analysis in colorectal cancer and adjacent mucosa tissues", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE106582 not downloaded", "asset:data:geo:GSE106582 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "In the study, we paid more attention to TPM1 and analyzed the relationship between mRNA expression and the clinical factors of CRC (26), by adopting Wilcoxon test."}}, {"id": "method-2", "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": 0.8, "band": "high", "quote": "Kaplan-Meier"}}], "targets": [], "gaps": ["method.group_comparison_wilcoxon"]}, "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": false, "required_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon."}, "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": ["GSE106582"], "resolved_accessions": ["GSE106582"], "statements": ["The original contributions presented in the study are included in the article/Supplementary material. Further inquiries can be directed to the corresponding authors."], "basis": "The paper names GSE106582 in Gene Expression Omnibus (GEO) database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:35965538", "data:geo:GSE106582"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "group_comparison_wilcoxon", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE106582"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:59:40Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 7795, "completion_tokens": 1043, "cached_tokens": 264}}, "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:35965538", "type": "paper", "label": "pmid:35965538"}, {"id": "source:pmid:35965538", "type": "manuscript", "label": "PMID 35965538 full text"}, {"id": "data:geo:GSE106582", "type": "dataset", "label": "GEO GSE106582"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35965538", "type": "paper", "label": "pmid:35965538"}, {"id": "source:pmid:35965538", "type": "manuscript", "label": "PMID 35965538 full text"}, {"id": "data:geo:GSE106582", "type": "dataset", "label": "GEO GSE106582"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35965538", "type": "extraction", "used": ["source:pmid:35965538"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE106582", "type": "accession_resolution", "used": ["data:geo:GSE106582"], "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:35965538", "parent_hash": "sha256:faac47ab562cac8db8d1d7d81b4aacc557b3c276186ab05606b1fa93ac5d8f60", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE106582 licence not read", "asset:data:geo:GSE106582 not downloaded", "execution.not_run", "method.group_comparison_wilcoxon", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:group_comparison_wilcoxon"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["Microarray and bioinformatic analysis reveal the parent", "ods: Arraystar m6A-circRNA epitranscriptomic microarray was used to identify differentially m6A modi", "icantly downregulated circRNAs in CRC by our microarray data. Moreover, we obtained 113 parental gen"], "order_basis": "paper_text_order:0", "id": "assay:1"}, {"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["rognosis, enrichment analysis. Additionally, Western Blotting was used to further validate the role of the", "e found that TPM1 is downregulated in CRC by western blotting experiment. And the calcium-signaling pathwa", "ation analysis of TPM1 for clinical factors. Western Blotting. (A) TPM1 protein expression in the tumor an"], "order_basis": "paper_text_order:1133", "id": "assay:2"}, {"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["In the study, we paid more attention to TPM1 and analyzed the relationship between mRNA expression and the clinical factors of CRC (26), by adopting Wilcoxon test."], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}