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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

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pmid:32099441
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title
Identification of Candidate Genes and Therapeutic Agents for Light Chain Amyloidosis Based on Bioinformatics Approach.
doi
10.2147/PGPM.S228574
pmid
32099441
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[0]
Wenxiang Bai
[1]
Honghua Wang
[2]
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. METHODS: 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. RESULTS: 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. CONCLUSION: 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.
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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.
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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.
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Gene Enrichment and Pathways Analysis of DEGs
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Top Five Enriched GO of Downregulated DEGs and Upregulated DEGs
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2.76E-13
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Gene Enrichment and Pathways Analysis of DEGs
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The Top Five Enriched KEGG Pathways of DEGs
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[3]
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[3]
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[2]
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[3]
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hsa04514:Cell adhesion molecules (CAMs)
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[2]
1.12E-07
[3]
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hsa04145:Phagosome
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Construction of PPI Network and Sub-Network
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The Statistically Significant Sub-Pathways Identified by DEGs (Top 5)
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Identification of Small Molecular Agents
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The Small Molecular Agents Identified of DEGs (Top 5)
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HIV protease inhibitor
[3] array · 4 items
[0]
3
[1]
91.27
[2]
Indirubin
[3]
CDK inhibitor
[4] array · 4 items
[0]
4
[1]
90.34
[2]
PKC beta-inhibitor
[3]
PKC inhibitor
[5] array · 4 items
[0]
5
[1]
88.12
[2]
Cholic-acid
[3]
Bile acid
locator
section[14]/table-wrap[1]#T0004
gaps array · 2 items
[0]
asset:data:geo:GSE73040 not downloaded
[1]
asset:data:geo:GSE73040 licence not read
analysis object · 4 fields
state
complete
methods array · 3 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
0.7
band
medium
quote
Limma
[1] object · 10 fields
id
method-2
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
protein-protein interaction
[2] object · 10 fields
id
method-3
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.8
band
high
quote
Pathway Enrichment
targets array · 0 items
gaps array · 0 items
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom.
capability object · 4 fields
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 object · 6 fields
tier
R1
reachable
true
accessions array · 1 item
[0]
GSE73040
resolved_accessions array · 1 item
[0]
GSE73040
statements array · 1 item
[0]
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 object · 3 fields
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 7 items
[0]
source:pmid:32099441
[1]
data:geo:GSE73040
[2]
asset:table:pmid:32099441:1
[3]
asset:table:pmid:32099441:2
[4]
asset:table:pmid:32099441:3
[5]
asset:table:pmid:32099441:4
[6]
asset:table:pmid:32099441:5
steps array · 1 item
[0]
run_analysis
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
[0]
data:geo:GSE73040
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-10-31T18:57:28Z
independence
single_reader
evidence_check object · 2 fields
method
null
availability
null
calls
3
usage object · 3 fields
prompt_tokens
23247
completion_tokens
1055
cached_tokens
7944
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:32099441
type
paper
label
pmid:32099441
[1] object · 3 fields
id
source:pmid:32099441
type
manuscript
label
PMID 32099441 full text
[2] object · 3 fields
id
data:geo:GSE73040
type
dataset
label
GEO GSE73040
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:32099441
type
paper
label
pmid:32099441
[1] object · 3 fields
id
source:pmid:32099441
type
manuscript
label
PMID 32099441 full text
[2] object · 3 fields
id
data:geo:GSE73040
type
dataset
label
GEO GSE73040
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-32099441
type
extraction
used array · 1 item
[0]
source:pmid:32099441
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE73040
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE73040
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
[1] object · 3 fields
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 object · 4 fields
parent_id
pmid:32099441
parent_hash
sha256:2f12d5770a05ce3a7b289e3d97eef907e161e4f7111cc344c6c3fa8d637e3367
fork_of
null
gaps array · 6 items
[0]
asset:data:geo:GSE73040 licence not read
[1]
asset:data:geo:GSE73040 not downloaded
[2]
execution.not_run
[3]
review.human_critique
[4]
review.independent_reader
[5]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Limma
order_basis
analysis_only
id
assay:1
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", 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