← All .science files
pmid:32972413
HLA-DPA1 gene is a potential predictor with prognostic values in multiple myeloma.
Jie Yang · Fei Wang · Baoan Chen
BMC cancer · 2020 doi:10.1186/s12885-020-07393-0
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 · 3 items
claims array · 2 items
[0] 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 · 4 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 16 items
[2] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 3 items
[0] array · 2 items
[1] array · 2 items
[2] array · 2 items
[3] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 17 items
[0] array · 3 items
[1] array · 5 items
[2] array · 5 items
[3] array · 5 items
[4] array · 5 items
[5] array · 5 items
[6] array · 5 items
[7] array · 5 items
[8] array · 5 items
[9] array · 5 items
[10] array · 5 items
[11] array · 5 items
[12] array · 5 items
[13] array · 5 items
[14] array · 5 items
[15] array · 5 items
[16] array · 5 items
gaps array · 2 items
analysis object · 4 fields
methods array · 4 items
[0] object · 10 fields
dsl_operations array · 1 item
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
[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 · 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 · 1 item
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 · 1 item
assets array · 4 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 · 1 item
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:32972413", "kind": "science-record", "revision": 7, "content_hash": "sha256:5c0bbc0c1a3a8b49ce0986be2bf3b84b53a42374c3a3de9266a5bdd1ee832e90", "created_at": "2026-11-01T15:41:11Z", "updated_at": "2026-11-01T22:02:14Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "HLA-DPA1 gene is a potential predictor with prognostic values in multiple myeloma.", "doi": "10.1186/s12885-020-07393-0", "pmid": "32972413", "authors": ["Jie Yang", "Fei Wang", "Baoan Chen"], "journal": "BMC cancer", "year": 2020, "abstract": "BACKGROUND: Multiple myeloma (MM) is an incurable hematological tumor, which is closely related to hypoxic bone marrow microenvironment. However, the underlying mechanisms are still far from fully understood. We took integrated bioinformatics analysis with expression profile GSE110113 downloaded from National Center for Biotechnology Information-Gene Expression Omnibus (NCBI-GEO) database, and screened out major histocompatibility complex, class II, DP alpha 1 (HLA-DPA1) as a hub gene related to hypoxia in MM.\nMETHODS: Differentially expressed genes (DEGs) were filtrated with R package \"limma\". Gene Ontology (GO) enrichment and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway were performed using \"clusterProfiler\" package in R. Then, protein-protein interaction (PPI) network was established. Hub genes were screened out according to Maximal Clique Centrality (MCC). PrognoScan evaluated all the significant hub genes for survival analysis. ScanGEO was used for visualization of gene expression in different clinical studies. P and Cox p value < 0.05 was considered to be statistical significance.\nRESULTS: HLA-DPA1 was finally picked out as a hub gene in MM related to hypoxia. MM patients with down-regulated expression of HLA-DPA1 has statistically significantly shorter disease specific survival (DSS) (COX p = 0.005411). Based on the clinical data of GSE47552 dataset, HLA-DPA1 expression showed significantly lower in MM patients than that in healthy donors (HDs) (p = 0.017).\nCONCLUSION: We identified HLA-DPA1 as a hub gene in MM related to hypoxia. HLA-DPA1 down-regulated expression was associated with MM patients' poor outcome. Further functional and mechanistic studies are need to investigate HLA-DPA1 as potential therapeutic target.", "claims": [{"id": "claim-method", "statement": "The results are displayed with hazard ratio (HR) and Cox p value from a Log-rank test.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32972413", "locator": "sections[6] \"Survival analysis\" paragraph 2", "quote": "The results are displayed with hazard ratio (HR) and Cox p value from a Log-rank test."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The dataset analysed during the current study are available in the NCBI-GEO repository, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE110113.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32972413", "locator": "sections[20] \"Availability of data and materials\" paragraph 2", "quote": "The dataset analysed during the current study are available in the NCBI-GEO repository, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE110113."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "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:32972413"], "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:GSE110113"], "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:GSE110113"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32972413", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12885-020-07393-0", "sha256": "sha256:67d122b0a72452116f1fc775dc8048787bd52357d93b56587903f8570e3191ea", "bytes": 31030, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s12885-020-07393-0", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7513295", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE110113", "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=GSE110113", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE110113", "version": null, "note": "The dataset analysed during the current study are available in the NCBI-GEO repository, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE110113.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The dataset analysed during the current study are available in the NCBI-GEO repository, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE110113.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2977759", "GSM2977760", "GSM2977761", "GSM2977762", "GSM2977763", "GSM2977764", "GSM2977765", "GSM2977766", "GSM2977767", "GSM2977768", "GSM2977769", "GSM2977770", "GSM2977771", "GSM2977772", "GSM2977773", "GSM2977774"], "sample_count": 16, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "The gene expression profiles of hypoxia-resistant (HR) human multiple myeloma cell lines", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:32972413:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:f7ab466fdad57240f03e895ce648f6927495c54322f0a0e04fee0198becce4fb", "bytes": 1175, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[1]#Tab1", "version": null, "note": "DEGs identified from selected pathways of GO and KEGG", "structure": {"pmcid": "PMC7513295", "section_index": 9, "section_title": "GO and KEGG enrichment analysis", "row_count": 3, "column_count": 2}, "table": {"label": "Table 1", "caption": "DEGs identified from selected pathways of GO and KEGG", "rows": [["DEGs", "Gene names"], ["Adaptive immune response pathway", "ADA, ADCY7, CD8B, DENND1B, EMP2, FAM49B, IGKV1D-8, LAIR1, PYCARD, SMAD7, SYK, THEMIS, TLR4, TNFRSF1B, TNFRSF21, ULBP3, UNC93B1, ZP3, BATF, C2, CAMK4, CD274, CD48, CD70, CD79A, CD79B, CD80, CD86, CEACAM1, CTSH, ERAP2, GPR183, HAVCR2, HLA-DMA, HLA-DMB, HLA-DPA1, HLA-DPB1, HLA- DQA1, HLA-DQB1, ICAM1, IL23A, IL23R, INPP5D, JAK3, LAMP3, LILRB4, LTA, MEF2C, NFKBIZ, PAG1, POU2F2, PTPRC, RAB27A, RORA, SAMSN1, SASH3, SLAMF1, SLAMF6, SLAMF7, SPN, TEC, TFRC, TNFAIP3, TNFSF13B, TXK"], ["Herpes simplex virus 1 infection pathway", "CCL2, IKBKE, SYK, TNFRSF1A, ZNF26, ZNF382, ZNF605, ZNF717, BIRC3, CHUK, EIF2AK3, HLA-DMA, HLA-DMB, HLA-DPA1, HLA-DPB1, HLA-DQA1, HLA-DQB1, IFIH1, IRF9, LTA, OAS1, OAS2, OAS3, POU2F2, SP100, STAT1, ZFP30, ZFP82, ZNF100, ZNF155, ZNF175, ZNF208, ZNF221, ZNF222, ZNF223, ZNF234, ZNF254, ZNF256, ZNF283, ZNF30, ZNF404, ZNF415, ZNF429, ZNF43, ZNF431, ZNF439, ZNF45, ZNF486, ZNF510, ZNF543, ZNF546"]], "row_count": 3, "column_count": 2, "numeric_cells": 3, "header_rows": 1, "locator": "section[9]/table-wrap[1]#Tab1"}}, {"id": "asset:table:pmid:32972413:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:d141e26bd416952c2ffe39503bae05541d4a90fcc53e4f2e22b4f3c5af99e62f", "bytes": 966, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#Tab2", "version": null, "note": "The top 15 genes with the highest score of each pathway through the Cytoscape “cytoHubba” module analysis", "structure": {"pmcid": "PMC7513295", "section_index": 10, "section_title": "PPI network", "row_count": 17, "column_count": 5}, "table": {"label": "Table 2", "caption": "The top 15 genes with the highest score of each pathway through the Cytoscape “cytoHubba” module analysis", "rows": [["Top 15", "Adaptive immune response pathway", "Herpes simplex virus 1 infection pathway"], ["Rank", "Name", "Score", "Name", "Score"], ["1", "PTPRC", "11,394", "IRF9", "40,560"], ["2", "CD86", "9512", "OAS1", "40,560"], ["3", "ICAM1", "9390", "OAS2", "40,560"], ["4", "CD80", "9146", "OAS3", "40,560"], ["5", "TNFSF13B", "5760", "SP100", "40,440"], ["6", "TLR4", "5337", "HLA-DQB1", "40,440"], ["7", "CD274", "4108", "HLA-DQA1", "40,440"], ["8", "SPN", "3648", "HLA-DPB1", "40,440"], ["9", "HLA-DQA1", "3528", "HLA-DPA1", "40,440"], ["10", "CD70", "2880", "STAT1", "250"], ["11", "HLA-DQB1", "2808", "IFIH1", "126"], ["12", "SYK", "2410", "HLA-DMB", "120"], ["13", "HLA-DPA1", "1992", "HLA-DMA", "120"], ["14", "CD48", "1566", "TNFRSF1A", "12"], ["15", "TNFRSF1B", "1493", "CCL2", "10"]], "row_count": 17, "column_count": 5, "numeric_cells": 54, "header_rows": 2, "locator": "section[10]/table-wrap[1]#Tab2"}}], "gaps": ["asset:data:geo:GSE110113 not downloaded", "asset:data:geo:GSE110113 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The results are displayed with hazard ratio (HR) and Cox p value from a Log-rank test."}}, {"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": 0.7, "band": "medium", "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": 0.7, "band": "medium", "quote": "Centrality"}}], "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": ["logrank_test"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: log_rank_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": ["GSE110113"], "resolved_accessions": ["GSE110113"], "statements": ["The dataset analysed during the current study are available in the NCBI-GEO repository, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE110113."], "basis": "The paper names GSE110113 in National Center for Biotechnology Information-Gene Expression Omnibus (NCBI-GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["logrank_test"], "assets": ["source:pmid:32972413", "data:geo:GSE110113", "asset:table:pmid:32972413:1", "asset:table:pmid:32972413:2"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE110113"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:22:36Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 26455, "completion_tokens": 959, "cached_tokens": 784}}, "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:32972413", "type": "paper", "label": "pmid:32972413"}, {"id": "source:pmid:32972413", "type": "manuscript", "label": "PMID 32972413 full text"}, {"id": "data:geo:GSE110113", "type": "dataset", "label": "GEO GSE110113"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32972413", "type": "paper", "label": "pmid:32972413"}, {"id": "source:pmid:32972413", "type": "manuscript", "label": "PMID 32972413 full text"}, {"id": "data:geo:GSE110113", "type": "dataset", "label": "GEO GSE110113"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32972413", "type": "extraction", "used": ["source:pmid:32972413"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE110113", "type": "accession_resolution", "used": ["data:geo:GSE110113"], "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:32972413", "parent_hash": "sha256:2a9a958a72e560d51b2fa97db9db89b4e83f5ed4402a9156eefee701f201ef62", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE110113 licence not read", "asset:data:geo:GSE110113 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["logrank_test"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The results are displayed with hazard ratio (HR) and Cox p value from a Log-rank test."], "order_basis": "analysis_only", "id": "assay:1"}]}