← All .science files
pmid:38323233
CCNB1 may as a biomarker for the adipogenic differentiation of adipose-derived stem cells in the postoperative fat transplantation of breast cancer.
Zheng-Hui Wang · Jing-Hui Peng · Yin-Cheng Liu · Quan-Hua Zhu · Chang Sun · Hui Xie · Shui Wang
Gland surgery · 2024 doi:10.21037/gs-23-493
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 · 7 items
claims array · 3 items
[0] object · 6 fields
evidence array · 2 items
[0] object · 3 fields
[1] object · 6 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 · 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 · 15 items
gaps array · 2 items
analysis object · 4 fields
methods array · 4 items
[0] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 1 item
parameters object · 0 fields
data_shapes array · 1 item
evidence object · 3 fields
[1] object · 10 fields
dsl_operations array · 3 items
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
[3] 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 · 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 · 2 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 2 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:38323233", "kind": "science-record", "revision": 4, "content_hash": "sha256:b34d363de37ecf494e218174ea0e0bc408208374abcea4e5a7ab0031a2e79428", "created_at": "2026-11-01T19:20:16Z", "updated_at": "2026-11-01T22:53:38Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "CCNB1 may as a biomarker for the adipogenic differentiation of adipose-derived stem cells in the postoperative fat transplantation of breast cancer.", "doi": "10.21037/gs-23-493", "pmid": "38323233", "authors": ["Zheng-Hui Wang", "Jing-Hui Peng", "Yin-Cheng Liu", "Quan-Hua Zhu", "Chang Sun", "Hui Xie", "Shui Wang"], "journal": "Gland surgery", "year": 2024, "abstract": "Background: Adipose-derived stem cells (ADSCs) are closely associated with the survival rate of transplanted fat in breast reconstruction after breast cancer surgery. Nevertheless, the intrinsic mechanisms regulating ADSCs adipogenic differentiation remain ambiguous. The aim of our study was to explore the relevant genes and pathways to elucidate the potential mechanisms of adipogenic differentiation in ADSCs.\nMethods: The Gene Expression Omnibus (GEO) dataset GSE61302 was downloaded and analyzed to identify differentially expressed genes (DEGs). Key genes and signaling pathways were obtained through Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) functional and enrichment analysis. Protein-protein interaction (PPI) network and hub gene analyses were performed with the Search Tool for the Retrieval of Interacting Genes/Proteins (STRING) database and Cytoscape software. Finally, the transcription levels of hub genes in the adipogenic differentiated group and undifferentiated group of ADSCs were compared via real-time quantitative polymerase chain reaction (RT-qPCR).\nResults: In total, 1,091 DEGs were identified through bioinformatics analysis of the adipogenic differentiated group and undifferentiated group. If was then found that the 10 downregulated key genes, CCNB1, NUSAP1, DLGAP5, TTK, CCNB2, KIF23, BUB1B, CDC20, CDCA8, and KIF11 may play important roles in the adipogenic differentiation of ADSCs. Subsequent in vitro experimental verification also revealed that the messenger RNA (mRNA) expression levels of cyclin B1 in adipogenic differentiated cells and undifferentiated cells were significantly different at the early stage (P<0.05), but there was no significant difference at the late stage (P>0.05).\nConclusions: As a key gene, CCNB1 might be a potential biomarker in the adipogenic differentiation of ADSCs at the early stage.", "claims": [{"id": "claim-method", "statement": "The “limma” package in R was subsequently used for removing batch effects and identifying DEGs, with those with a log2fold change (log2FC) >1 or <−1 and a P value <0.05 being considered significant. Statistical analysis with the paired Student t-test was performed with GraphPad Prism 9.0 software (GraphPad Software, La Jolla, CA, USA).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38323233", "locator": "sections[6] \"Identification of DEGs\" paragraph 2", "quote": "The “limma” package in R was subsequently used for removing batch effects and identifying DEGs, with those with a log2fold change (log2FC) >1 or <−1 and a P value <0.05 being considered significant."}, {"asset": "source:pmid:38323233", "locator": "sections[13] \"Statistical analysis\" paragraph 2", "quote": "Statistical analysis with the paired Student t-test was performed with GraphPad Prism 9.0 software (GraphPad Software, La Jolla, CA, USA)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data Sharing Statement: Available at https://gs.amegroups.com/article/view/10.21037/gs-23-493/dss", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38323233", "locator": "sections[26] \"Footnotes\" paragraph 2", "quote": "Data Sharing Statement: Available at https://gs.amegroups.com/article/view/10.21037/gs-23-493/dss"}], "state": "complete"}, {"id": "claim-target-result", "statement": "A total of 1,091 differentially expressed genes were identified between adipogenic differentiated and undifferentiated ADSCs, comprising 382 upregulated and 709 downregulated genes.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:38323233", "locator": "sections[15] \"Identification of DEGs\" paragraph 2", "quote": "A total of 1,091 DEGs were screened according to the criteria of false discovery rate (FDR) <0.05 and log2FC >1 or < −1. Among these genes, 382 genes were upregulated and 709 downregulated, as shown in the volcano plot in Figure 1."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "A total of 1,091 differentially expressed genes were identified between adipogenic differentiated and undifferentiated ADSCs, comprising 382 upregulated and 709 downregulated 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:38323233"], "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:GSE61302"], "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:student_t", "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:GSE61302"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:student_t"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:38323233", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/gs-23-493", "sha256": "sha256:386985c01efe0a84466645f4ff4e944725175fcdb418872fe1ad5b82cdc840e1", "bytes": 42387, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/gs-23-493", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10839700", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE61302", "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=GSE61302", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE61302", "version": null, "note": "Data Sharing Statement: Available at https://gs.amegroups.com/article/view/10.21037/gs-23-493/dss", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data Sharing Statement: Available at https://gs.amegroups.com/article/view/10.21037/gs-23-493/dss", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1501795", "GSM1501796", "GSM1501797", "GSM1501798", "GSM1501799", "GSM1501800", "GSM1501801", "GSM1501802", "GSM1501803", "GSM1501804", "GSM1501805", "GSM1501806", "GSM1501807", "GSM1501808", "GSM1501809"], "sample_count": 15, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression Analysis of Human Adipose-Derived Stem Cells During In Vitro Differentiation to an Adipocyte Lineage", "resolution_checked_at": "2026-11-01T19:09:46Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE61302 not downloaded", "asset:data:geo:GSE61302 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "student_t_test", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["student_t"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 1.0, "band": "reordered", "quote": "The “limma” package in R was subsequently used for removing batch effects and identifying DEGs, with those with a log2fold change (log2FC) >1 or <−1 and a P value <0.05 being considered significant. Statistical analysis with the paired Student t-test was performed with GraphPad Prism 9.0 software (GraphPad Software, La Jolla, CA, USA)."}}, {"id": "method-2", "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": 0.8, "band": "high", "quote": "limma"}}, {"id": "method-3", "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"}}, {"id": "method-4", "family": "network_analysis", "specific": "centrality", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "centrality"}}], "targets": [], "gaps": ["method.student_t"]}, "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": ["student_t"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: student_t_test."}, "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": ["GSE61302"], "resolved_accessions": ["GSE61302"], "statements": ["Data Sharing Statement: Available at https://gs.amegroups.com/article/view/10.21037/gs-23-493/dss"], "basis": "The paper names GSE61302 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:38323233", "data:geo:GSE61302"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "student_t", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE61302"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:07:51Z", "independence": "single_reader"}, "evidence_check": {"method": "reordered", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 12252, "completion_tokens": 1218, "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:38323233", "type": "paper", "label": "pmid:38323233"}, {"id": "source:pmid:38323233", "type": "manuscript", "label": "PMID 38323233 full text"}, {"id": "data:geo:GSE61302", "type": "dataset", "label": "GEO GSE61302"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:38323233", "type": "paper", "label": "pmid:38323233"}, {"id": "source:pmid:38323233", "type": "manuscript", "label": "PMID 38323233 full text"}, {"id": "data:geo:GSE61302", "type": "dataset", "label": "GEO GSE61302"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-38323233", "type": "extraction", "used": ["source:pmid:38323233"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE61302", "type": "accession_resolution", "used": ["data:geo:GSE61302"], "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:38323233", "parent_hash": "sha256:64574511b94df39591d512e65190d7af3c23659dcbef4392537163a2b5886e63", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE61302 licence not read", "asset:data:geo:GSE61302 not downloaded", "execution.not_run", "method.student_t", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:student_t"], "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": ["time quantitative polymerase chain reaction (RT-qPCR). Results: In total, 1,091 DEGs were identif", "e quantitative polymerase chain reaction (RT-qPCR). Results: In total, 1,091 DEGs were identif"], "order_basis": "paper_text_order:1198", "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 “limma” package in R was subsequently used for removing batch effects and identifying DEGs, with those with a log2fold change (log2FC) >1 or <−1 and a P value <0.05 being considered significant. Statistical analysis with the paired Student t-test was performed with GraphPad Prism 9.0 software (GraphPad Software, La Jolla, CA, USA)."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}