← All .science files
pmid:32099441
Identification of Candidate Genes and Therapeutic Agents for Light Chain Amyloidosis Based on Bioinformatics Approach.
Wenxiang Bai · Honghua Wang · Hua Bai
Pharmacogenomics and personalized medicine · 2019 doi:10.2147/PGPM.S228574
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 · 1 item
[0] 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 · 7 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 14 items
[2] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 6 items
[0] array · 4 items
[1] array · 4 items
[2] array · 4 items
[3] array · 4 items
[4] array · 4 items
[5] array · 4 items
[3] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 33 items
[0] array · 4 items
[1] array · 4 items
[2] array · 4 items
[3] array · 4 items
[4] array · 4 items
[5] array · 4 items
[6] array · 4 items
[7] array · 4 items
[8] array · 4 items
[9] array · 4 items
[10] array · 4 items
[11] array · 4 items
[12] array · 4 items
[13] array · 4 items
[14] array · 4 items
[15] array · 4 items
[16] array · 4 items
[17] array · 4 items
[18] array · 4 items
[19] array · 4 items
[20] array · 4 items
[21] array · 4 items
[22] array · 4 items
[23] array · 4 items
[24] array · 4 items
[25] array · 4 items
[26] array · 4 items
[27] array · 4 items
[28] array · 4 items
[29] array · 4 items
[30] array · 4 items
[31] array · 4 items
[32] array · 4 items
[4] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 13 items
[0] array · 4 items
[1] array · 4 items
[2] array · 4 items
[3] array · 4 items
[4] array · 4 items
[5] array · 4 items
[6] array · 4 items
[7] array · 4 items
[8] array · 4 items
[9] array · 4 items
[10] array · 4 items
[11] array · 4 items
[12] array · 4 items
[5] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 6 items
[0] array · 3 items
[1] array · 3 items
[2] array · 3 items
[3] array · 3 items
[4] array · 3 items
[5] array · 3 items
[6] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 6 items
[0] array · 4 items
[1] array · 4 items
[2] array · 4 items
[3] array · 4 items
[4] array · 4 items
[5] array · 4 items
gaps array · 2 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 · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 1 item
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 · 1 item
resolved_accessions array · 1 item
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 3 items
assets array · 7 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 · 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:32099441", "kind": "science-record", "revision": 8, "content_hash": "sha256:b0a4eb68378cc59e61d12ae61f23a2b7f9add4dbcf8c8a33d8d5e6bfa41a7001", "created_at": "2026-11-01T15:40:56Z", "updated_at": "2026-11-01T22:01:19Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of Candidate Genes and Therapeutic Agents for Light Chain Amyloidosis Based on Bioinformatics Approach.", "doi": "10.2147/PGPM.S228574", "pmid": "32099441", "authors": ["Wenxiang Bai", "Honghua Wang", "Hua Bai"], "journal": "Pharmacogenomics and personalized medicine", "year": 2019, "abstract": "OBJECTIVE: Systemic amyloid light chain (AL) amyloidosis is a rare plasma cell disease. However, the regulatory mechanisms of AL amyloidosis have not been thoroughly uncovered, identification of candidate genes and therapeutic agents for this disease is crucial to provide novel insights into exploring the regulatory mechanisms underlying AL amyloidosis.\nMETHODS: The gene expression profile of GSE73040, including 9 specimens from AL amyloidosis patients and 5 specimens from normal control, was downloaded from GEO datasets. Differentially expressed genes (DEGs) were sorted with regard to AL amyloidosis versus normal control group using Limma package. The gene enrichment analyses including GO and KEGG pathway were performed using DAVID website subsequently. Furthermore, the protein-protein interaction (PPI) network for DEGs was constructed by Cytoscape software and STRING database. DEGs were mapped to the connectivity map datasets to identify potential molecular agents of AL amyloidosis.\nRESULTS: A total of 1464 DEGs (727 up-regulated, 737 down-regulated) were identified in AL amyloidosis samples versus control samples, these dysregulated genes were associated with the dysfunction of ribosome biogenesis and immune response. PPI network and module analysis uncovered that several crucial genes were defined as candidate genes, including ITGAM, ITGB2, ITGAX, IMP3 and FBL. More importantly, we identified the small molecular agents (AT-9283, Ritonavir and PKC beta-inhibitor) as the potential drugs for AL amyloidosis.\nCONCLUSION: Using bioinformatics approach, we have identified candidate genes and pathways in AL amyloidosis, which can extend our understanding of the cause and molecular mechanisms, and these crucial genes and pathways could act as biomarkers and therapeutic targets for AL amyloidosis.", "claims": [{"id": "claim-data-access", "statement": "The microarray data of GSE73040 were downloaded from GEO datasets. GSE73040, which was based on Agilent GPL6244 platform, was submitted by Paiva et al11 GSE73040 dataset contained 14 samples, including 5 Control samples and 9 amyloidosis samples.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32099441", "locator": "sections[3] \"Affymetrix Microarray Data\" paragraph 2", "quote": "The microarray data of GSE73040 were downloaded from GEO datasets. GSE73040, which was based on Agilent GPL6244 platform, was submitted by Paiva et al11 GSE73040 dataset contained 14 samples, including 5 Control samples and 9 amyloidosis samples."}], "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:32099441"], "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:GSE73040"], "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:GSE73040"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32099441", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2147/PGPM.S228574", "sha256": "sha256:1666025fee8661fb7bf6cadc8510613634bde75798e63e3f6c3436577a29fade", "bytes": 28551, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.2147/PGPM.S228574", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6997413", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE73040", "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=GSE73040", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE73040", "version": null, "note": "The microarray data of GSE73040 were downloaded from GEO datasets. GSE73040, which was based on Agilent GPL6244 platform, was submitted by Paiva et al11 GSE73040 dataset contained 14 samples, including 5 Control samples and 9 amyloidosis samples.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The microarray data of GSE73040 were downloaded from GEO datasets. GSE73040, which was based on Agilent GPL6244 platform, was submitted by Paiva et al11 GSE73040 dataset contained 14 samples, including 5 Control samples and 9 amyloidosis samples.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1881298", "GSM1881299", "GSM1881300", "GSM1881301", "GSM1881302", "GSM1881303", "GSM1881304", "GSM1881305", "GSM1881306", "GSM1881307", "GSM1881308", "GSM1881309", "GSM1881310", "GSM1881311"], "sample_count": 14, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Phenotypic, transcriptomic and genomic characterization of clonal plasma cells in light chain amyloidosis [Gene expression profiling]", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:32099441:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:63ac0a08fbba6a01dd5cf980c2f7005a76c7729c53e29e2d4b4e3f4140035839", "bytes": 466, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[1]#T0004", "version": null, "note": "The Small Molecular Agents Identified of DEGs (Top 5)", "structure": {"pmcid": "PMC6997413", "section_index": 7, "section_title": "Identification of Small Molecular Agents", "row_count": 6, "column_count": 4}, "table": {"label": "Table 4", "caption": "The Small Molecular Agents Identified of DEGs (Top 5)", "rows": [["Rank", "Score", "Name", "Description"], ["1", "92.98", "AT-9283", "JAK inhibitor"], ["2", "91.39", "Ritonavir", "HIV protease inhibitor"], ["3", "91.27", "Indirubin", "CDK inhibitor"], ["4", "90.34", "PKC beta-inhibitor", "PKC inhibitor"], ["5", "88.12", "Cholic-acid", "Bile acid"]], "row_count": 6, "column_count": 4, "numeric_cells": 11, "header_rows": 1, "locator": "section[14]/table-wrap[1]#T0004"}}, {"id": "asset:table:pmid:32099441:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:3d3e87d41fc6c9c9d58e9d68edf2501698bf7307efb59d8f7deb06a72b4c70cc", "bytes": 2570, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#T0001", "version": null, "note": "Top Five Enriched GO of Downregulated DEGs and Upregulated DEGs", "structure": {"pmcid": "PMC6997413", "section_index": 12, "section_title": "Gene Enrichment and Pathways Analysis of DEGs", "row_count": 33, "column_count": 4}, "table": {"label": "Table 1", "caption": "Top Five Enriched GO of Downregulated DEGs and Upregulated DEGs", "rows": [["Category", "Term", "Court", "P-value"], ["Up-regulated", "", "", ""], ["GOTERM_BP_DIRECT", "GO:0006364~rRNA processing", "26", "1.15E-07"], ["GOTERM_BP_DIRECT", "GO:0070125~mitochondrial translational elongation", "14", "6.95E-06"], ["GOTERM_BP_DIRECT", "GO:0070126~mitochondrial translational termination", "14", "7.93E-06"], ["GOTERM_BP_DIRECT", "GO:0000462~maturation of SSU-rRNA from tricistronic rRNA transcript", "7", "7.16E-04"], ["GOTERM_BP_DIRECT", "GO:0031167~rRNA methylation", "5", "0.001446088"], ["GOTERM_MF_DIRECT", "GO:0044822~poly(A) RNA binding", "87", "3.22E-12"], ["GOTERM_MF_DIRECT", "GO:0003735~structural constituent of ribosome", "22", "3.23E-05"], ["GOTERM_MF_DIRECT", "GO:0051082~unfolded protein binding", "14", "1.13E-04"], ["GOTERM_MF_DIRECT", "GO:0008168~methyltransferase activity", "11", "0.001551709"], ["GOTERM_MF_DIRECT", "GO:0070182~DNA polymerase binding", "4", "0.005574465"], ["GOTERM_CC_DIRECT", "GO:0005730~nucleolus", "60", "1.34E-07"], ["GOTERM_CC_DIRECT", "GO:0005654~nucleoplasm", "141", "3.06E-07"], ["GOTERM_CC_DIRECT", "GO:0005739~mitochondrion", "80", "4.68E-07"], ["GOTERM_CC_DIRECT", "GO:0005737~cytoplasm", "225", "9.23E-06"], ["GOTERM_CC_DIRECT", "GO:0032040~small-subunit processome", "9", "1.63E-05"], ["Down-regulated", "", "", ""], ["GOTERM_BP_DIRECT", "GO:0006955~immune response", "47", "8.12E-11"], ["GOTERM_BP_DIRECT", "GO:0050776~regulation of immune response", "25", "5.77E-08"], ["GOTERM_BP_DIRECT", "GO:0006954~inflammatory response", "38", "1.17E-07"], ["GOTERM_BP_DIRECT", "GO:0050900~leukocyte migration", "20", "1.41E-07"], ["GOTERM_BP_DIRECT", "GO:0007165~signal transduction", "80", "1.77E-07"], ["GOTERM_MF_DIRECT", "GO:0050786~RAGE receptor binding", "6", "2.49E-05"], ["GOTERM_MF_DIRECT", "GO:0005515~protein binding", "366", "2.08E-04"], ["GOTERM_MF_DIRECT", "GO:0004872~receptor activity", "20", "4.07E-04"], ["GOTERM_MF_DIRECT", "GO:0032395~MHC class II receptor activity", "5", "0.001758722"], ["GOTERM_MF_DIRECT", "GO:0005089~Rho guanyl-nucleotide exchange factor activity", "10", "0.001954932"], ["GOTERM_CC_DIRECT", "GO:0009897~external side of plasma membrane", "36", "6.86E-14"], ["GOTERM_CC_DIRECT", "GO:0005886~plasma membrane", "232", "2.76E-13"], ["GOTERM_CC_DIRECT", "GO:0070062~extracellular exosome", "173", "9.96E-13"], ["GOTERM_CC_DIRECT", "GO:0005887~integral component of plasma membrane", "89", "5.06E-07"], ["GOTERM_CC_DIRECT", "GO:0042613~MHC class II protein complex", "8", "8.82E-06"]], "row_count": 33, "column_count": 4, "numeric_cells": 90, "header_rows": 1, "locator": "section[12]/table-wrap[1]#T0001"}}, {"id": "asset:table:pmid:32099441:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:97fc707fa25ee269ad6d7b1725451cd5cdf705c2711e037ce1bf020433b8ce80", "bytes": 2379, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[2]#T0002", "version": null, "note": "The Top Five Enriched KEGG Pathways of DEGs", "structure": {"pmcid": "PMC6997413", "section_index": 12, "section_title": "Gene Enrichment and Pathways Analysis of DEGs", "row_count": 13, "column_count": 4}, "table": {"label": "Table 2", "caption": "The Top Five Enriched KEGG Pathways of DEGs", "rows": [["KEGG Pathway", "Court", "P-value", "Genes"], ["Upregulated", "", "", ""], ["hsa03008:Ribosome biogenesis in eukaryotes", "11", "5.42E-04", "IMP3, FBL, RPP25, EMG1, UTP18, TCOF1, POP1, RPP25L, IMP4, RPP40, PWP2"], ["hsa01100:Metabolic pathways", "60", "9.93E-04", "GNPDA1, CNDP2, MAN1B1, PIP5K1C, PSPH, PMVK, CMBL, MTHFD1, ST3GAL6, SPR, NDUFS3, PCYT2, COX17, ATP5H, IDUA, PTDSS2, QDPR, POLR1A, NDUFA13, POLR1C, POLR1B, COQ5, COQ3, ADO, MGAT3, NME2, CHSY3, NME1, PLA2G6, MTAP, PYCRL, EXTL3, POLR2L, POLR2I, AASS, EXTL2, PPAT, TK2, THTPA, ISYNA1, CBR1, CYP27B1, ATIC, PAFAH1B3, ENO3, UCK1, GALNT12, GALNT13, PNLIPRP3, NDUFA8, CYP21A2, AMACR, AK9, AMDHD1, PLA2G4A, B3GAT3, NDUFV1, PHGDH, GAMT, CYP2R1"], ["hsa03010:Ribosome", "13", "0.001703152", "MRPL24, MRPL4, RPS19, MRPS18C, MRPL21, MRPL27, RPL22, MRPL17, MRPS12, RPLP1, MRPL36, RPS9, MRPL32"], ["hsa00240:Pyrimidine metabolism", "10", "0.005924413", "NME2, POLR2L, NME1, POLR2I, POLR1A, POLR1C, UCK1, POLR1B, TK2, AK9"], ["hsa03020:RNA polymerase", "5", "0.020116138", "POLR2L, POLR2I, POLR1A, POLR1C, POLR1B"], ["Down-regulated", "", "", ""], ["hsa04640:Hematopoietic cell lineage", "28", "6.43E-17", "ITGAM, IL1R1, CD8A, GYPA, MME, ANPEP, IL7R, CD9, CD44, DNTT, IL4R, CD22, HLA-DRB5, CSF3R, CD4, CD5, CR1, CD3G, CR2, CD3D, CD38, CD19, CD36, ITGA6, ITGA5, CD33, CD14, HLA-DRA"], ["hsa05152:Tuberculosis", "28", "5.33E-09", "ITGAM, ITGB2, BID, TLR1, HLA-DMB, TLR6, HLA-DMA, CD74, NOD2, IL23A, ITGAX, IL10RA, FCER1G, HLA-DRB5, HLA-DPB1, ATP6V0D1, FCGR3A, SYK, CR1, CAMP, CREBBP, HLA-DQA2, LAMP1, PLK3, HLA-DPA1, FCGR2A, CD14, HLA-DRA"], ["hsa05150:Staphylococcus aureus infection", "15", "3.31E-08", "ITGAL, C5AR1, FPR1, ITGB2, HLA-DMB, HLA-DMA, HLA-DQA2, ITGAM, HLA-DRB5, HLA-DPA1, FCGR2A, HLA-DPB1, CFD, FCGR3A, HLA-DRA"], ["hsa04514:Cell adhesion molecules (CAMs)", "23", "1.12E-07", "ITGAL, PTPRC, CD8A, SELL, ICAM2, CD99, CDH1, ITGB2, HLA-DMB, HLA-DMA, HLA-DQA2, ITGAM, ITGA6, ICOS, CD58, CD22, HLA-DRB5, CD4, VCAN, HLA-DPA1, HLA-DPB1, CD226, HLA-DRA"], ["hsa04145:Phagosome", "23", "3.02E-07", "OLR1, NCF2, TUBB2A, NCF4, ITGB2, HLA-DMB, TLR6, HLA-DMA, HLA-DQA2, ITGAM, LAMP1, CD36, ITGA5, HLA-DRB5, HLA-DPA1, FCGR2A, HLA-DPB1, FCGR3A, ATP6V0D1, TUBA1A, CD14, TUBB4A, HLA-DRA"]], "row_count": 13, "column_count": 4, "numeric_cells": 37, "header_rows": 1, "locator": "section[12]/table-wrap[2]#T0002"}}, {"id": "asset:table:pmid:32099441:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:4219a86d10f8e8f2614d51cf3e3f002cf5dc4c743937a80086e44ab67f5864a9", "bytes": 494, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[1]#T0003", "version": null, "note": "The Statistically Significant Sub-Pathways Identified by DEGs (Top 5)", "structure": {"pmcid": "PMC6997413", "section_index": 13, "section_title": "Construction of PPI Network and Sub-Network", "row_count": 6, "column_count": 3}, "table": {"label": "Table 3", "caption": "The Statistically Significant Sub-Pathways Identified by DEGs (Top 5)", "rows": [["KEGG Pathway", "Court", "P-value"], ["Hematopoietic cell lineage", "16", "7.0E-15"], ["Primary immunodeficiency", "8", "7.1E-8"], ["Cell adhesion molecules (CAMs)", "10", "1.1E-5"], ["Cytokine-cytokine receptor interaction", "12", "1.0E-4"], ["Chemokine signaling pathway", "9", "9.0E-4"]], "row_count": 6, "column_count": 3, "numeric_cells": 10, "header_rows": 1, "locator": "section[13]/table-wrap[1]#T0003"}}, {"id": "asset:table:pmid:32099441:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:63ac0a08fbba6a01dd5cf980c2f7005a76c7729c53e29e2d4b4e3f4140035839", "bytes": 466, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[1]#T0004", "version": null, "note": "The Small Molecular Agents Identified of DEGs (Top 5)", "structure": {"pmcid": "PMC6997413", "section_index": 14, "section_title": "Identification of Small Molecular Agents", "row_count": 6, "column_count": 4}, "table": {"label": "Table 4", "caption": "The Small Molecular Agents Identified of DEGs (Top 5)", "rows": [["Rank", "Score", "Name", "Description"], ["1", "92.98", "AT-9283", "JAK inhibitor"], ["2", "91.39", "Ritonavir", "HIV protease inhibitor"], ["3", "91.27", "Indirubin", "CDK inhibitor"], ["4", "90.34", "PKC beta-inhibitor", "PKC inhibitor"], ["5", "88.12", "Cholic-acid", "Bile acid"]], "row_count": 6, "column_count": 4, "numeric_cells": 11, "header_rows": 1, "locator": "section[14]/table-wrap[1]#T0004"}}], "gaps": ["asset:data:geo:GSE73040 not downloaded", "asset:data:geo:GSE73040 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "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-2", "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-3", "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": "Pathway Enrichment"}}], "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: limma_voom."}, "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": ["GSE73040"], "resolved_accessions": ["GSE73040"], "statements": ["The microarray data of GSE73040 were downloaded from GEO datasets. GSE73040, which was based on Agilent GPL6244 platform, was submitted by Paiva et al11 GSE73040 dataset contained 14 samples, including 5 Control samples and 9 amyloidosis samples."], "basis": "The paper names GSE73040 in NCBI 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:32099441", "data:geo:GSE73040", "asset:table:pmid:32099441:1", "asset:table:pmid:32099441:2", "asset:table:pmid:32099441:3", "asset:table:pmid:32099441:4", "asset:table:pmid:32099441:5"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE73040"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:57:28Z", "independence": "single_reader"}, "evidence_check": {"method": null, "availability": null}, "calls": 3, "usage": {"prompt_tokens": 23247, "completion_tokens": 1055, "cached_tokens": 7944}}, "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:32099441", "type": "paper", "label": "pmid:32099441"}, {"id": "source:pmid:32099441", "type": "manuscript", "label": "PMID 32099441 full text"}, {"id": "data:geo:GSE73040", "type": "dataset", "label": "GEO GSE73040"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32099441", "type": "paper", "label": "pmid:32099441"}, {"id": "source:pmid:32099441", "type": "manuscript", "label": "PMID 32099441 full text"}, {"id": "data:geo:GSE73040", "type": "dataset", "label": "GEO GSE73040"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32099441", "type": "extraction", "used": ["source:pmid:32099441"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE73040", "type": "accession_resolution", "used": ["data:geo:GSE73040"], "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:32099441", "parent_hash": "sha256:2f12d5770a05ce3a7b289e3d97eef907e161e4f7111cc344c6c3fa8d637e3367", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE73040 licence not read", "asset:data:geo:GSE73040 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": 0.7, "evidence": ["Limma"], "order_basis": "analysis_only", "id": "assay:1"}]}