← All .science files
pmid:32987825
Identification of Potential Biomarkers and Related Transcription Factors in Peripheral Blood of Tuberculosis Patients.
Longxiang Xie · Xiaoyu Chao · Tieshan Teng · Qiming Li · Jianping Xie
International journal of environmental research and public health · 2020 doi:10.3390/ijerph17196993
Paper
complete
Experiment
complete
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 · 5 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 · 6 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 7 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 39 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 14 items
[4] object · 15 fields
structure object · 15 fields
sample_accessions array · 42 items
[5] object · 15 fields
structure object · 15 fields
sample_accessions array · 13 items
gaps array · 10 items
analysis object · 4 fields
methods array · 3 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 · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
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 · 3 items
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 5 items
resolved_accessions array · 5 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 · 15 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 · 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:32987825", "kind": "science-record", "revision": 7, "content_hash": "sha256:81a7b506d5d7caeb6a03a2fcdcaa617f29c8680c58e5e68a1ee0459b5f44405e", "created_at": "2026-11-01T15:41:11Z", "updated_at": "2026-11-01T22:02:15Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of Potential Biomarkers and Related Transcription Factors in Peripheral Blood of Tuberculosis Patients.", "doi": "10.3390/ijerph17196993", "pmid": "32987825", "authors": ["Longxiang Xie", "Xiaoyu Chao", "Tieshan Teng", "Qiming Li", "Jianping Xie"], "journal": "International journal of environmental research and public health", "year": 2020, "abstract": "Tuberculosis (TB), one major threat to humans, can infect one third of the worldwide population, and cause more than one million deaths each year. This study aimed to identify the effective diagnosis and therapy biomarkers of TB. Hence, we analyzed two microarray datasets (GSE54992 and GSE62525) derived from the Gene Expression Omnibus (GEO) database to find the differentially expressed genes (DEGs) of peripheral blood mononuclear cell (PBMC) between TB patients and healthy specimens. Functional and pathway enrichment of the DEGs were analyzed by Metascape database. Protein-protein interaction (PPI) network among the DEGs were constructed by STRING databases and visualized in Cytoscape software. The related transcription factors regulatory network of the DEGs was also constructed. A total of 190 DEGs including 36 up-regulated genes and 154 down-regulated genes were obtained in TB samples. Gene functional enrichment analysis showed that these DEGs were enriched in T cell activation, chemotaxis, leukocyte activation involved in immune response, cytokine secretion, head development, etc. The top six hub genes (namely, LRRK2, FYN, GART, CCR7, CXCR5, and FASLG) and two significant modules were got from PPI network of DEGs. Vital transcriptional factors, such as FoxC1 and GATA2, were discovered with close interaction with these six hub DEGs. By systemic bioinformatic analysis, many DEGs associated with TB were screened, and these identified hub DEGs may be potential biomarkers for diagnosis and treatment of TB in the future.", "claims": [{"id": "claim-method", "statement": "The interactive web tool GEO2R was used to analyze the gene expression data of microarrays and find DEGs [17].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32987825", "locator": "sections[4] \"2.2. Data Processing\" paragraph 2", "quote": "The interactive web tool GEO2R was used to analyze the gene expression data of microarrays and find DEGs [17]."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data used to support the findings of this study are included within the article.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32987825", "locator": "sections[16] \"ack\" paragraph 1", "quote": "The data used to support the findings of this study are included within the article."}], "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:32987825"], "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:GSE20050"], "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:GSE20050"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32987825", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3390/ijerph17196993", "sha256": "sha256:54d5590fc5005f87e56dd1361d35d8e3ad8ca12025aeb542830576556e125bfa", "bytes": 22873, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3390/ijerph17196993", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7579196", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE20050", "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=GSE20050", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE20050", "version": null, "note": "The data used to support the findings of this study are included within the article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are included within the article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM501249", "GSM501250", "GSM501251", "GSM501252", "GSM501253", "GSM501254", "GSM501255"], "sample_count": 7, "group_sizes": null, "group_sizes_basis": null, "platform": "1352", "taxon": "Homo sapiens", "title": "Gene expression profiles of caseous human pulmonary TB granulomas derived from TB patients", "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:GSE54992", "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=GSE54992", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE54992", "version": null, "note": "The data used to support the findings of this study are included within the article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are included within the article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1327526", "GSM1327527", "GSM1327528", "GSM1327529", "GSM1327530", "GSM1327531", "GSM1327532", "GSM1327533", "GSM1327534", "GSM1327535", "GSM1327536", "GSM1327537", "GSM1327538", "GSM1327539", "GSM1327540", "GSM1327541", "GSM1327542", "GSM1327543", "GSM1327544", "GSM1327545", "GSM1327546", "GSM1327547", "GSM1327548", "GSM1327549", "GSM1327550", "GSM1327551", "GSM1327552", "GSM1327553", "GSM1327554", "GSM1327555", "GSM1327556", "GSM1327557", "GSM1327558", "GSM1327559", "GSM1327560", "GSM1327561", "GSM1327562", "GSM1327563", "GSM1327564"], "sample_count": 39, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression data from peripheral blood", "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:GSE57275", "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=GSE57275", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE57275", "version": null, "note": "The data used to support the findings of this study are included within the article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are included within the article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1378192", "GSM1378193", "GSM1378194", "GSM1378195", "GSM1378196", "GSM1378197", "GSM1378198", "GSM1378199", "GSM1378200", "GSM1378201", "GSM1378202", "GSM1378203", "GSM1378204", "GSM1378205"], "sample_count": 14, "group_sizes": null, "group_sizes_basis": null, "platform": "6887", "taxon": "Mus musculus", "title": "Genome-wide analysis of gene expression in lung cells from metformin treated Mycobacterium tuberculosis infected mice", "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:GSE62525", "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=GSE62525", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE62525", "version": null, "note": "The data used to support the findings of this study are included within the article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are included within the article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1528336", "GSM1528337", "GSM1528338", "GSM1528339", "GSM1528340", "GSM1528341", "GSM1528342", "GSM1528343", "GSM1528344", "GSM1528345", "GSM1528346", "GSM1528347", "GSM1528348", "GSM1528349", "GSM1528350", "GSM1528351", "GSM1528352", "GSM1528353", "GSM1528354", "GSM1528355", "GSM1528356", "GSM1528357", "GSM1528358", "GSM1528359", "GSM1528360", "GSM1528361", "GSM1528362", "GSM1528363", "GSM1528364", "GSM1528365", "GSM1528366", "GSM1528367", "GSM1528368", "GSM1528369", "GSM1528370", "GSM1528371", "GSM1528372", "GSM1528373", "GSM1528374", "GSM1528375", "GSM1528376", "GSM1528377"], "sample_count": 42, "group_sizes": null, "group_sizes_basis": null, "platform": "16951", "taxon": "Homo sapiens", "title": "Gene expression profiling identifies candidate biomarkers for active and latent tuberculosis", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE65517", "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=GSE65517", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE65517", "version": null, "note": "The data used to support the findings of this study are included within the article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are included within the article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1599177", "GSM1599178", "GSM1599179", "GSM1599180", "GSM1599181", "GSM1599182", "GSM1599183", "GSM1599184", "GSM1599185", "GSM1599186", "GSM1599187", "GSM1599188", "GSM1599189"], "sample_count": 13, "group_sizes": null, "group_sizes_basis": null, "platform": "10558", "taxon": "Homo sapiens", "title": "Comparative analysis of monocytes from healthy donors, patients with metastatic breast cancer, sepsis or tuberculosis.", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE20050 not downloaded", "asset:data:geo:GSE20050 licence not read", "asset:data:geo:GSE54992 not downloaded", "asset:data:geo:GSE54992 licence not read", "asset:data:geo:GSE57275 not downloaded", "asset:data:geo:GSE57275 licence not read", "asset:data:geo:GSE62525 not downloaded", "asset:data:geo:GSE62525 licence not read", "asset:data:geo:GSE65517 not downloaded", "asset:data:geo:GSE65517 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "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-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": 0.7, "band": "medium", "quote": "pathway enrichment"}}, {"id": "method-3", "family": null, "specific": null, "label": "GEO2R", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The interactive web tool GEO2R was used to analyze the gene expression data of microarrays and find DEGs [17]."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "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": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network."}, "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": ["GSE54992", "GSE62525", "GSE65517", "GSE57275", "GSE20050"], "resolved_accessions": ["GSE54992", "GSE62525", "GSE65517", "GSE57275", "GSE20050"], "statements": ["The data used to support the findings of this study are included within the article."], "basis": "The paper names GSE54992, GSE62525, GSE65517, GSE57275, GSE20050 in Gene Expression Omnibus (GEO) database of NCBI and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:32987825", "data:geo:GSE20050"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE20050"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:22:53Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 18022, "completion_tokens": 1943, "cached_tokens": 776}}, "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:32987825", "type": "paper", "label": "pmid:32987825"}, {"id": "source:pmid:32987825", "type": "manuscript", "label": "PMID 32987825 full text"}, {"id": "data:geo:GSE20050", "type": "dataset", "label": "GEO GSE20050"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32987825", "type": "paper", "label": "pmid:32987825"}, {"id": "source:pmid:32987825", "type": "manuscript", "label": "PMID 32987825 full text"}, {"id": "data:geo:GSE20050", "type": "dataset", "label": "GEO GSE20050"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32987825", "type": "extraction", "used": ["source:pmid:32987825"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE20050", "type": "accession_resolution", "used": ["data:geo:GSE20050"], "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:32987825", "parent_hash": "sha256:9a44ac18663e589de0789b35d3fd159cc3981ca2617a162f73d7b85db6c39797", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE20050 licence not read", "asset:data:geo:GSE20050 not downloaded", "asset:data:geo:GSE54992 licence not read", "asset:data:geo:GSE54992 not downloaded", "asset:data:geo:GSE57275 licence not read", "asset:data:geo:GSE57275 not downloaded", "asset:data:geo:GSE62525 licence not read", "asset:data:geo:GSE62525 not downloaded", "asset:data:geo:GSE65517 licence not read", "asset:data:geo:GSE65517 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["apy biomarkers of TB. Hence, we analyzed two microarray datasets (GSE54992 and GSE62525) derived fro", "ication of DEGs in PBMC from TB Patients Two microarray datasets including GSE54992 and GSE62525 wer"], "order_basis": "paper_text_order:327", "id": "assay:1"}, {"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["Protein-protein interaction"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}