← All .science files
pmid:37369992
Differential expression profiles and functional analysis of long non-coding RNAs in calcific aortic valve disease.
Guang-Yuan Song · Xu-Nan Guo · Jing Yao · Zhi-Nan Lu · Jia-Hong Xie · Fang Wu · Jing He · Zhao-Lin Fu · Jie Han
BMC cardiovascular disorders · 2023 doi:10.1186/s12872-023-03311-x
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 · 9 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[2] object · 6 fields
evidence array · 1 item
[0] 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 · 29 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 30 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 22 items
gaps array · 6 items
analysis object · 4 fields
methods array · 1 item
[0] 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 · 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:37369992", "kind": "science-record", "revision": 4, "content_hash": "sha256:4d8a601962df227bcbb492da63099e344601b6c9f3d63f63216cf56df3d420b9", "created_at": "2026-11-01T19:02:06Z", "updated_at": "2026-11-01T22:52:11Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Differential expression profiles and functional analysis of long non-coding RNAs in calcific aortic valve disease.", "doi": "10.1186/s12872-023-03311-x", "pmid": "37369992", "authors": ["Guang-Yuan Song", "Xu-Nan Guo", "Jing Yao", "Zhi-Nan Lu", "Jia-Hong Xie", "Fang Wu", "Jing He", "Zhao-Lin Fu", "Jie Han"], "journal": "BMC cardiovascular disorders", "year": 2023, "abstract": "AIM: To evaluate the expression profile of long non-coding RNAs (lncRNAs) in calcific aortic valve disease (CAVD) and explore their potential mechanism of action.\nMETHODS: The gene expression profiles (GSE153555, GSE148219, GSE199718) were downloaded from the Gene Expression Omnibus (GEO) database and FastQC was run for quality control checks. After filtering and classifying candidate lncRNAs by differentially expressed genes (DEGs) and weighted co-expression networks (WGCNA) in GSE153555, we predicted the potential cis- or trans-regulatory target genes of differentially expressed lncRNAs (DELs) by using FEELnc and established the competitive endogenous RNA (ceRNA) network by miRanda, more over functional enrichment was analyzed using the ClusterProfiler package in R Bioconductor. The hub cis- or trans-regulatory genes were verified in GSE148219 and GSE199718 respectively.\nRESULTS: There were 340 up-regulated lncRNAs identified in AS group compared with the control group (|log2Fold Change| ≥ 1.0 and Padj ≤ 0.05), and 460 down-regulated lncRNAs. Based on target gene prediction and co-expression network construction, twelve Long non-coding RNAs (CDKN2B-AS1, AC244453.2, APCDD1L-DT, SLC12A5-AS1, TGFB3, AC243829.4, MIR4435-2HG, FAM225A, BHLHE40-AS1, LINC01614, AL356417.2, LINC01150) were identified as the hub cis- or trans-regulatory genes in the pathogenesis of CAVD which were validated in GSE148219 and GSE19971. Additionally, we found that MIR4435-2HG was the top hub trans-acting lncRNA which also plays a crucial role by ceRNA pattern.\nCONCLUSION: LncRNAs may play an important role in CAVD and may provide a new perspective on the pathogenesis, diagnosis, and treatment of this disease. Further studies are required to illuminate the underlying mechanisms and provide potential therapeutic targets.", "claims": [{"id": "claim-method", "statement": "Gene differential expression analysis was performed by DESeq2 v1.34.0 [25] in R/Bioconductor (R version 4.1.0).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37369992", "locator": "sections[13] \"Differential expression analysis of mRNAs and lncRNAs\" paragraph 2", "quote": "Gene differential expression analysis was performed by DESeq2 v1.34.0 [25] in R/Bioconductor (R version 4.1.0)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets analysed during the current study are available in the NCBI-GEO database (https://www.ncbi.nlm.nih.gov/geo/). The data that support the findings of this study are available from the corresponding author, Guang-Yuan Song or Jie Han, upon reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37369992", "locator": "sections[25] \"Data Availability\" paragraph 2", "quote": "The datasets analysed during the current study are available in the NCBI-GEO database (https://www.ncbi.nlm.nih.gov/geo/). The data that support the findings of this study are available from the corresponding author, Guang-Yuan Song or Jie Han, upon reasonable request."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Based on target gene prediction and co-expression network construction, twelve Long non-coding RNAs (CDKN2B-AS1, AC244453.2, APCDD1L-DT, SLC12A5-AS1, TGFB3, AC243829.4, MIR4435-2HG, FAM225A, BHLHE40-AS1, LINC01614, AL356417.2, LINC01150) were identified as the hub cis- or trans-regulatory genes in the pathogenesis of CAVD which were validated in GSE148219 and GSE19971.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:37369992", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Based on target gene prediction and co-expression network construction, twelve Long non-coding RNAs (CDKN2B-AS1, AC244453.2, APCDD1L-DT, SLC12A5-AS1, TGFB3, AC243829.4, MIR4435-2HG, FAM225A, BHLHE40-AS1, LINC01614, AL356417.2, LINC01150) were identified as the hub cis- or trans-regulatory genes in the pathogenesis of CAVD which were validated in GSE148219 and GSE19971."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Based on target gene prediction and co-expression network construction, twelve Long non-coding RNAs (CDKN2B-AS1, AC244453.2, APCDD1L-DT, SLC12A5-AS1, TGFB3, AC243829.4, MIR4435-2HG, FAM225A, BHLHE40-AS1, LINC01614, AL356417.2, LINC01150) were identified as the hub cis- or trans-regulatory genes in the pathogenesis of CAVD which were validated in GSE148219 and GSE19971.", "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:37369992"], "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:GSE148219"], "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:GSE148219"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37369992", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12872-023-03311-x", "sha256": "sha256:f4e4bffe3b6bb12684de2aec6f6e359371fafc17023daf283a02905cc71ee5dc", "bytes": 42744, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s12872-023-03311-x", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10294343", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE148219", "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=GSE148219", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE148219", "version": null, "note": "The datasets analysed during the current study are available in the NCBI-GEO database (https://www.ncbi.nlm.nih.gov/geo/). The data that support the findings of this study are available from the corresponding author, Guang-Yuan Song or Jie Han, upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets analysed during the current study are available in the NCBI-GEO database (https://www.ncbi.nlm.nih.gov/geo/). The data that support the findings of this study are available from the corresponding author, Guang-Yuan Song or Jie Han, upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4456259", "GSM4456260", "GSM4456261", "GSM4456262", "GSM4456263", "GSM4456264", "GSM4456265", "GSM4456266", "GSM4456267", "GSM4456268", "GSM4456269", "GSM4456270", "GSM4456271", "GSM4456272", "GSM4456273", "GSM4456274", "GSM4456275", "GSM4456276", "GSM4456277", "GSM4456278", "GSM4456279", "GSM4456280", "GSM4456281", "GSM4456282", "GSM4456283", "GSM4456284", "GSM4456285", "GSM4456286", "GSM4456287"], "sample_count": 29, "group_sizes": null, "group_sizes_basis": null, "platform": "16791;10999", "taxon": "Homo sapiens", "title": "Expression profiling of human foetal and calcified adult aortic valves links inflammation to aging and identifies early disease gene markers", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE153555", "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=GSE153555", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE153555", "version": null, "note": "The datasets analysed during the current study are available in the NCBI-GEO database (https://www.ncbi.nlm.nih.gov/geo/). The data that support the findings of this study are available from the corresponding author, Guang-Yuan Song or Jie Han, upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets analysed during the current study are available in the NCBI-GEO database (https://www.ncbi.nlm.nih.gov/geo/). The data that support the findings of this study are available from the corresponding author, Guang-Yuan Song or Jie Han, upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4647026", "GSM4647027", "GSM4647028", "GSM4647029", "GSM4647030", "GSM4647031", "GSM4647032", "GSM4647033", "GSM4647034", "GSM4647035", "GSM4647036", "GSM4647037", "GSM4647038", "GSM4647039", "GSM4647040", "GSM4647041", "GSM4647042", "GSM4647043", "GSM4647044", "GSM4647045", "GSM4647046", "GSM4647047", "GSM4647048", "GSM4647049", "GSM4647050", "GSM4647051", "GSM4647052", "GSM4647053", "GSM4647054", "GSM4647055"], "sample_count": 30, "group_sizes": null, "group_sizes_basis": null, "platform": "16791", "taxon": "Homo sapiens", "title": "Transcriptional Profiling of Normal, Stenotic, and Regurgitant Human Aortic Valves", "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:GSE199718", "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=GSE199718", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE199718", "version": null, "note": "The datasets analysed during the current study are available in the NCBI-GEO database (https://www.ncbi.nlm.nih.gov/geo/). The data that support the findings of this study are available from the corresponding author, Guang-Yuan Song or Jie Han, upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets analysed during the current study are available in the NCBI-GEO database (https://www.ncbi.nlm.nih.gov/geo/). The data that support the findings of this study are available from the corresponding author, Guang-Yuan Song or Jie Han, upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM5982692", "GSM5982693", "GSM5982694", "GSM5982695", "GSM5982696", "GSM5982697", "GSM5982698", "GSM5982699", "GSM5982700", "GSM5982701", "GSM5982702", "GSM5982703", "GSM5982704", "GSM5982705", "GSM5982706", "GSM5982707", "GSM5982708", "GSM5982709", "GSM5982710", "GSM5982711", "GSM5982712", "GSM5982713"], "sample_count": 22, "group_sizes": null, "group_sizes_basis": null, "platform": "20301", "taxon": "Homo sapiens", "title": "A novel long noncoding RNA SNHG3 promotes osteoblast differentiation through BMP2 upregulation in calcific aortic valve disease", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE148219 not downloaded", "asset:data:geo:GSE148219 licence not read", "asset:data:geo:GSE153555 not downloaded", "asset:data:geo:GSE153555 licence not read", "asset:data:geo:GSE199718 not downloaded", "asset:data:geo:GSE199718 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": "Gene differential expression analysis was performed by DESeq2 v1.34.0 [25] in R/Bioconductor (R version 4.1.0)."}}], "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": ["GSE153555", "GSE148219", "GSE199718"], "resolved_accessions": ["GSE153555", "GSE148219", "GSE199718"], "statements": ["The datasets analysed during the current study are available in the NCBI-GEO database (https://www.ncbi.nlm.nih.gov/geo/). The data that support the findings of this study are available from the corresponding author, Guang-Yuan Song or Jie Han, upon reasonable request."], "basis": "The paper names GSE153555, GSE148219, GSE199718 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:37369992", "data:geo:GSE148219"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE148219"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:45:06Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 13347, "completion_tokens": 2669, "cached_tokens": 256}}, "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:37369992", "type": "paper", "label": "pmid:37369992"}, {"id": "source:pmid:37369992", "type": "manuscript", "label": "PMID 37369992 full text"}, {"id": "data:geo:GSE148219", "type": "dataset", "label": "GEO GSE148219"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37369992", "type": "paper", "label": "pmid:37369992"}, {"id": "source:pmid:37369992", "type": "manuscript", "label": "PMID 37369992 full text"}, {"id": "data:geo:GSE148219", "type": "dataset", "label": "GEO GSE148219"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37369992", "type": "extraction", "used": ["source:pmid:37369992"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE148219", "type": "accession_resolution", "used": ["data:geo:GSE148219"], "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:37369992", "parent_hash": "sha256:cae1eb5c0f78326c5081b334389c8b70e6e0917de3aa5a273b84067287dd69f4", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE148219 licence not read", "asset:data:geo:GSE148219 not downloaded", "asset:data:geo:GSE153555 licence not read", "asset:data:geo:GSE153555 not downloaded", "asset:data:geo:GSE199718 licence not read", "asset:data:geo:GSE199718 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": ["Gene differential expression analysis was performed by DESeq2 v1.34.0 [25] in R/Bioconductor (R version 4.1.0)."], "order_basis": "analysis_only", "id": "assay:1"}]}