← All .science files
pmid:40034105
Identification and Experimental Verification of Potential Immune Cell-Associated Gene Biomarkers in Human Intervertebral Disc Degeneration.
Wei-Han Shi · Hui-Shuang Zou · Xiang-Yu Wang · Jie Lu · Hua-Qi Yu · Ping-Ping Zhang · Li-Li Huang · Peng-Cheng Chu · Da-Chuan Liang · Ya-Ning Zhang · Bin Li
Journal of pain research · 2025 doi:10.2147/JPR.S505859
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 · 11 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 · 3 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 16 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 59 items
gaps array · 4 items
analysis object · 4 fields
methods array · 3 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
[2] object · 10 fields
dsl_operations array · 6 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 · 0 items
missing_operations array · 1 item
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 · 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 · 10 items
assays array · 2 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[1] 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:40034105", "kind": "science-record", "revision": 3, "content_hash": "sha256:ca1310155ec946b1d17841dbf56bacd2f1e200a695e5fb989d03245735c35ca5", "created_at": "2026-11-01T20:30:15Z", "updated_at": "2026-11-01T22:13:42Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification and Experimental Verification of Potential Immune Cell-Associated Gene Biomarkers in Human Intervertebral Disc Degeneration.", "doi": "10.2147/JPR.S505859", "pmid": "40034105", "authors": ["Wei-Han Shi", "Hui-Shuang Zou", "Xiang-Yu Wang", "Jie Lu", "Hua-Qi Yu", "Ping-Ping Zhang", "Li-Li Huang", "Peng-Cheng Chu", "Da-Chuan Liang", "Ya-Ning Zhang", "Bin Li"], "journal": "Journal of pain research", "year": 2025, "abstract": "Objective: Intervertebral disc degeneration (IDD) is one of the most common diseases in the elderly population. Recently, immune disorders have been considered to play an important role in IDD. This study aimed to conduct a bioinformatic analysis to identify biomarkers associated with IDD immune cells.\nMethods: We obtained the gene expression profiles of IDD by downloading the Gene Expression Omnibus Series (GSE)150408 and GSE124272 from the Gene Expression Omnibus (GEO) database. IDD and immune cell-related hub genes were identified via multiple bioinformatics analyses, and their diagnostic performance was evaluated using receiver operating characteristic (ROC) analysis. In addition, a long non-coding RNA (lncRNA)-signature gene co-expression network was constructed. Finally, the diagnostic accuracy of the biomarkers was verified using Real-time quantitative PCR (RT-qPCR).\nResults: ASAP1-IT1, IKZF2, KLHL14, lnc-C10orf131-1, and LOC101927805 were identified as signature genes of IDD. Further, ROC analysis revealed that the five signature gene models had a strong ability to discriminate between the IDD and healthy control samples. We also found that the five signature genes were significantly associated with immune-inflammatory feedback, cell cycle, and skeletal system. Furthermore, an lncRNA signature gene network was constructed to reveal the regulatory mechanisms of the biomarkers. Finally, RT-qPCR results verified that IKZF2 and KLHL14 were significantly downregulated in patients with IDD, and ASAP1-IT1 was significantly upregulated.\nConclusion: This study identified ASAP1-IT1, IKZF2, and KLHL14 as the key signature genes of IDD. These key hub genes may serve as potential therapeutic targets for IDD.", "claims": [{"id": "claim-method", "statement": "The expression levels of the signature genes were compared between patients with IDD and healthy controls using Wilcoxon’s test.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40034105", "locator": "sections[13] \"Statistical Analysis\" paragraph 2", "quote": "The expression levels of the signature genes were compared between patients with IDD and healthy controls using Wilcoxon’s test."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original contributions presented in this study are included in the article/supplementary materials, and further inquiries can be directed to the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40034105", "locator": "sections[25] \"Data Sharing Statement\" paragraph 2", "quote": "The original contributions presented in this study are included in the article/supplementary materials, and further inquiries can be directed to the corresponding author."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The five-gene model had an AUC of 1 in the GSE150408 dataset and an AUC of 0.953 in the GSE124272 dataset.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:40034105", "locator": "sections[18] \"Identification and Evaluation of Signature Genes\" paragraph 4", "quote": "the ROC curves showed that the 5-gene model had an AUC of 1 in the GSE150408 dataset (Figure 6C) and an AUC of 0.953 in the GSE124272 dataset (Figure 6D)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "The five-gene model had an AUC of 1 in the GSE150408 dataset and an AUC of 0.953 in the GSE124272 dataset.", "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:40034105"], "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:GSE124272"], "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:GSE124272"], "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:40034105", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2147/JPR.S505859", "sha256": "sha256:319186296f3dfad4732470687920fb6106eaff9ebe2aedec488f03424fce9765", "bytes": 50421, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.2147/JPR.S505859", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11873021", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE124272", "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=GSE124272", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE124272", "version": null, "note": "The original contributions presented in this study are included in the article/supplementary materials, and further inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in this study are included in the article/supplementary materials, and further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM3526782", "GSM3526783", "GSM3526784", "GSM3526785", "GSM3526786", "GSM3526787", "GSM3526788", "GSM3526789", "GSM3526790", "GSM3526791", "GSM3526792", "GSM3526793", "GSM3526794", "GSM3526795", "GSM3526796", "GSM3526797"], "sample_count": 16, "group_sizes": null, "group_sizes_basis": null, "platform": "21185", "taxon": "Homo sapiens", "title": "Transcriptome signatures reveal candidate key genes in the whole blood of patients with lumbar disc prolapse", "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:GSE150408", "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=GSE150408", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE150408", "version": null, "note": "The original contributions presented in this study are included in the article/supplementary materials, and further inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in this study are included in the article/supplementary materials, and further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4548691", "GSM4548692", "GSM4548693", "GSM4548694", "GSM4548695", "GSM4548696", "GSM4548697", "GSM4548698", "GSM4548699", "GSM4548700", "GSM4548701", "GSM4548702", "GSM4548703", "GSM4548704", "GSM4548705", "GSM4548706", "GSM4548707", "GSM4548708", "GSM4548709", "GSM4548710", "GSM4548711", "GSM4548712", "GSM4548713", "GSM4548714", "GSM4548715", "GSM4548716", "GSM4548717", "GSM4548718", "GSM4548719", "GSM4548720", "GSM4548721", "GSM4548722", "GSM4548723", "GSM4548724", "GSM4548725", "GSM4548726", "GSM4548727", "GSM4548728", "GSM4548729", "GSM4548730", "GSM4548731", "GSM4548732", "GSM4548733", "GSM4548734", "GSM4548735", "GSM4548736", "GSM4548737", "GSM4548738", "GSM4548739", "GSM4548740", "GSM4548741", "GSM4548742", "GSM4548743", "GSM4548744", "GSM4548745", "GSM4548746", "GSM4548747", "GSM4548748", "GSM4548749"], "sample_count": 59, "group_sizes": null, "group_sizes_basis": null, "platform": "21185", "taxon": "Homo sapiens", "title": "Identification of key genes potentially related to intervertebral disc degeneration by microarray analysis", "resolution_checked_at": "2026-11-01T17:30:42Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE124272 not downloaded", "asset:data:geo:GSE124272 licence not read", "asset:data:geo:GSE150408 not downloaded", "asset:data:geo:GSE150408 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": "The expression levels of the signature genes were compared between patients with IDD and healthy controls using Wilcoxon’s test."}}, {"id": "method-2", "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": "GO enrichment"}}, {"id": "method-3", "family": "diagnostic_evaluation", "specific": "roc", "label": "Diagnostic test evaluation", "dsl_operations": ["confusion_counts", "roc_curve", "sensitivity_specificity", "solve_confusion_matrix", "classification_metrics", "published_precision_envelope"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["reference_standard_and_test"], "evidence": {"score": 0.7, "band": "medium", "quote": "ROC analysis"}}], "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": ["GSE150408", "GSE124272"], "resolved_accessions": ["GSE150408", "GSE124272"], "statements": ["The original contributions presented in this study are included in the article/supplementary materials, and further inquiries can be directed to the corresponding author."], "basis": "The paper names GSE150408, GSE124272 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": [], "assets": ["source:pmid:40034105", "data:geo:GSE124272"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "group_comparison_wilcoxon", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE124272"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:47:37Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 14721, "completion_tokens": 1076, "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:40034105", "type": "paper", "label": "pmid:40034105"}, {"id": "source:pmid:40034105", "type": "manuscript", "label": "PMID 40034105 full text"}, {"id": "data:geo:GSE124272", "type": "dataset", "label": "GEO GSE124272"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:40034105", "type": "paper", "label": "pmid:40034105"}, {"id": "source:pmid:40034105", "type": "manuscript", "label": "PMID 40034105 full text"}, {"id": "data:geo:GSE124272", "type": "dataset", "label": "GEO GSE124272"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-40034105", "type": "extraction", "used": ["source:pmid:40034105"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE124272", "type": "accession_resolution", "used": ["data:geo:GSE124272"], "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:40034105", "parent_hash": "sha256:50ff96eb93b2a0b421ca5241c30cae85d83088d3af932e3389808c80ebb71016", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE124272 licence not read", "asset:data:geo:GSE124272 not downloaded", "asset:data:geo:GSE150408 licence not read", "asset:data:geo:GSE150408 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": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["s verified using Real-time quantitative PCR (RT-qPCR). Results: ASAP1-IT1, IKZF2, KLHL14, lnc-C10", "atory mechanisms of the biomarkers. Finally, RT-qPCR results verified that IKZF2 and KLHL14 were", "erified using Real-time quantitative PCR (RT-qPCR). Results: ASAP1-IT1, IKZF2, KLHL14, lnc-C10", "ry mechanisms of the biomarkers. Finally, RT-qPCR results verified that IKZF2 and KLHL14 were"], "order_basis": "paper_text_order:944", "id": "assay:1"}, {"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": ["The expression levels of the signature genes were compared between patients with IDD and healthy controls using Wilcoxon’s test."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}