← All .science files
pmid:36276281
Identification of a 5-Hydroxymethylation Signature in Circulating Cell-Free DNA for the Noninvasive Detection of Colorectal Cancer.
Hongwei Liu · Tao Tang · Huixian Zhang · Weiren Ting · Peng Zhou · Ying Luo · Huaxing Qi · Yanmei Liu · Yongxin Liu · Meifang Zhou · Weiguo Yin · Jinduan Lin
Journal of oncology · 2022 doi:10.1155/2022/3798741
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 · 12 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 · 2 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 126 items
gaps array · 2 items
analysis object · 4 fields
methods array · 2 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
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 · 1 item
resolved_accessions array · 1 item
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 · 6 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:36276281", "kind": "science-record", "revision": 5, "content_hash": "sha256:723fb00f4ba3b7f620c6decb9cf1d29d5476e42669a5dc64ab8b0a23c0726395", "created_at": "2026-11-01T18:15:41Z", "updated_at": "2026-11-01T22:50:26Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of a 5-Hydroxymethylation Signature in Circulating Cell-Free DNA for the Noninvasive Detection of Colorectal Cancer.", "doi": "10.1155/2022/3798741", "pmid": "36276281", "authors": ["Hongwei Liu", "Tao Tang", "Huixian Zhang", "Weiren Ting", "Peng Zhou", "Ying Luo", "Huaxing Qi", "Yanmei Liu", "Yongxin Liu", "Meifang Zhou", "Weiguo Yin", "Jinduan Lin"], "journal": "Journal of oncology", "year": 2022, "abstract": "Background: As a crucial epigenetic modification, DNA 5-hydroxymethylcytosine (5-hmC) plays a key role during colorectal cancer (CRC) carcinogenesis. Nevertheless, the levels of 5-hmC-related genes in the circulating DNA of CRC remain largely unknown.\nMethods and Results: The GSE81314 dataset from the Gene Expression Omnibus (GEO), which was generated by chemical marking-based low-input shotgun sequencing to detect 5-hmC in circulating cell-free DNA (cfDNA) was used in the present study. The GSE81314 dataset includes data for 8 plasma samples from healthy individuals and 4 plasma samples from CRC patients. The difference in the 5-hmC levels in cfDNA between the CRC group and healthy individuals was analyzed by the differentially expressed genes (DEG) package. Weighted gene coexpression network analysis (WGCNA) was conducted to analyze gene coexpression modules associated with sample characteristics. DEG analysis identified 19 upregulated and 9 downregulated 5-hmC-related genes. WGCNA showed that the pink, purple, and brown modules, which contain 531 genes in total, were significantly correlated with CRC (0.66, 0.61, and -0.59, respectively). We used gene set enrichment analysis (GSEA) software to compare 5-hmC-related genes and pathways between CRC patients and healthy controls. We further performed a protein-protein interaction (PPI) analysis and identified 4 nodes (LCN2, LRG1, S100P, and TACSTD2) that played key roles in the network, and we analyzed the expression of these nodes S100P in the GEPIA database. Consistent with the 5-hmC levels in CRC patient plasma, our external validation results from the GEPIA and UALCAN databases showed that LCN2, LRG1, S100P, and TACSTD2 were highly expressed in CRC tissue compared with controls. The DNA promoter methylation levels of LCN2, LRG1, and S100P were lower in CRC tissue than in normal control tissue.\nConclusion: The present findings suggest that abnormality in cell-free DNA hydroxylation in plasma may be associated with CRC. In addition, the 5-hmC levels of LCN2, LRG1, S100P, and TACSTD2 in circulating cfDNA may be used as potential noninvasive markers for CRC.", "claims": [{"id": "claim-method", "statement": "We analyzed the DEG to evaluate the different 5-hmC levels of cfDNA in plasma between healthy individuals and CRC patients by the limma package [14].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36276281", "locator": "sections[4] \"2.2. DEG Analysis\" paragraph 2", "quote": "We analyzed the DEG to evaluate the different 5-hmC levels of cfDNA in plasma between healthy individuals and CRC patients by the limma package [14]."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All data generated or analyzed during this study are included in this published article.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36276281", "locator": "sections[23] \"Data Availability\" paragraph 2", "quote": "All data generated or analyzed during this study are included in this published article."}], "state": "complete"}, {"id": "claim-target-result", "statement": "DEG analysis identified 19 upregulated and 9 downregulated 5-hmC-related genes.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:36276281", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "DEG analysis identified 19 upregulated and 9 downregulated 5-hmC-related genes."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "DEG analysis identified 19 upregulated and 9 downregulated 5-hmC-related genes.", "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:36276281"], "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:GSE81314"], "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:GSE81314"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:36276281", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/2022/3798741", "sha256": "sha256:3872abf59224d96e99d6be0485c744f5ecdbe80d985aa2852649c344b501df3e", "bytes": 37131, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1155/2022/3798741", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9581595", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE81314", "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=GSE81314", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE81314", "version": null, "note": "All data generated or analyzed during this study are included in this published article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data generated or analyzed during this study are included in this published article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2150136", "GSM2150137", "GSM2150138", "GSM2150139", "GSM2150140", "GSM2150141", "GSM2150142", "GSM2150143", "GSM2150144", "GSM2150145", "GSM2150146", "GSM2150147", "GSM2150148", "GSM2150149", "GSM2150150", "GSM2150151", "GSM2150152", "GSM2150153", "GSM2150154", "GSM2150155", "GSM2150156", "GSM2150157", "GSM2150158", "GSM2150159", "GSM2150160", "GSM2150161", "GSM2150162", "GSM2150163", "GSM2150164", "GSM2150165", "GSM2150166", "GSM2150167", "GSM2150168", "GSM2150169", "GSM2150170", "GSM2150171", "GSM2150172", "GSM2150173", "GSM2150174", "GSM2150175", "GSM2150176", "GSM2150177", "GSM2150178", "GSM2150179", "GSM2150180", "GSM2150181", "GSM2150182", "GSM2150183", "GSM2150184", "GSM2150185", "GSM2150186", "GSM2150187", "GSM2150188", "GSM2150189", "GSM2150190", "GSM2150191", "GSM2150192", "GSM2150193", "GSM2150194", "GSM2150195", "GSM2150196", "GSM2150197", "GSM2150198", "GSM2150199", "GSM2150200", "GSM2150201", "GSM2150202", "GSM2150203", "GSM2150204", "GSM2150205", "GSM2150206", "GSM2150207", "GSM2150208", "GSM2150209", "GSM2150210", "GSM2150211", "GSM2150212", "GSM2150213", "GSM2735688", "GSM2735689", "GSM2735690", "GSM2735691", "GSM2735692", "GSM2735693", "GSM2735694", "GSM2735695", "GSM2735696", "GSM2735697", "GSM2735698", "GSM2735699", "GSM2735700", "GSM2735701", "GSM2735702", "GSM2735703", "GSM2735704", "GSM2735705", "GSM2735706", "GSM2735707", "GSM2735708", "GSM2735709", "GSM2735710", "GSM2735711", "GSM2735712", "GSM2735713", "GSM2735714", "GSM2735715", "GSM2735716", "GSM2735717", "GSM2735718", "GSM2735719", "GSM2735720", "GSM2735721", "GSM2735722", "GSM2735723", "GSM2735724", "GSM2735725", "GSM2735726", "GSM2735727", "GSM2735728", "GSM2735729", "GSM2735730", "GSM2735731", "GSM2735732", "GSM2735733", "GSM2735734", "GSM2735735"], "sample_count": 126, "group_sizes": null, "group_sizes_basis": null, "platform": "18573", "taxon": "Homo sapiens", "title": "Shotgun sequencing of 5-hydroxymethylcysotine circulating cell-free DNA from the blood distinguishes solid tumor tissues of origin", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE81314 not downloaded", "asset:data:geo:GSE81314 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "We analyzed the DEG to evaluate the different 5-hmC levels of cfDNA in plasma between healthy individuals and CRC patients by the limma package [14]."}}, {"id": "method-2", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "protein-protein interaction"}}], "targets": [], "gaps": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE81314"], "resolved_accessions": ["GSE81314"], "statements": ["All data generated or analyzed during this study are included in this published article."], "basis": "The paper names GSE81314 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:36276281", "data:geo:GSE81314"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE81314"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:12:35Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 11650, "completion_tokens": 1026, "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:36276281", "type": "paper", "label": "pmid:36276281"}, {"id": "source:pmid:36276281", "type": "manuscript", "label": "PMID 36276281 full text"}, {"id": "data:geo:GSE81314", "type": "dataset", "label": "GEO GSE81314"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:36276281", "type": "paper", "label": "pmid:36276281"}, {"id": "source:pmid:36276281", "type": "manuscript", "label": "PMID 36276281 full text"}, {"id": "data:geo:GSE81314", "type": "dataset", "label": "GEO GSE81314"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-36276281", "type": "extraction", "used": ["source:pmid:36276281"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE81314", "type": "accession_resolution", "used": ["data:geo:GSE81314"], "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:36276281", "parent_hash": "sha256:e6df539af69e3b50d17cbcc9c3d87da56278efaded06a3d319fab96656b0f082", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE81314 licence not read", "asset:data:geo:GSE81314 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": ["We analyzed the DEG to evaluate the different 5-hmC levels of cfDNA in plasma between healthy individuals and CRC patients by the limma package [14]."], "order_basis": "analysis_only", "id": "assay:1"}]}