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pmid:32596346

Integrated Analysis of a Gene Correlation Network Identifies Critical Regulation of Fibrosis by lncRNAs and TFs in Idiopathic Pulmonary Fibrosis.

Fan Wang · Pei Li · Feng-Sen Li

BioMed research international · 2020 doi:10.1155/2020/6537462

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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2026-11-01T15:41:04Z
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title
Integrated Analysis of a Gene Correlation Network Identifies Critical Regulation of Fibrosis by lncRNAs and TFs in Idiopathic Pulmonary Fibrosis.
doi
10.1155/2020/6537462
pmid
32596346
authors array · 3 items
[0]
Fan Wang
[1]
Pei Li
[2]
Feng-Sen Li
journal
BioMed research international
year
2020
abstract
Idiopathic pulmonary fibrosis (IPF), the most frequent form of irreversible interstitial pneumonia with unknown etiology, is characterized by massive remodeling of lung architecture and followed by progressive loss of lung function. However, the key regulatory genes and the specific signaling pathways involved in the onset and progression of IPF still remain unclear. The present study is aimed at investigating the key role of long noncoding RNAs (lncRNAs) and transcription factors (TFs) involved in the pathogenesis of IPF through the integrated analysis of three gene expression profiles from the GEO dataset (GSE2052, GSE44723, and GSE24206). A total of 8483 differentially expressed genes (DEGs) including 988 upregulated and 7495 downregulated genes were filtered. Subsequently, following the intersection of these DEGs, 29 overlapping genes were identified and further analyzed using a bioinformatics approach. Furthermore, the protein-protein interaction (PPI) network was used to obtain 18 modules of related genes. The hub genes were identified through hypergeometric testing, which were closely associated with ubiquitin-mediated proteolysis, the spliceosome, and the cell cycle. The significant difference was observed in the expression of these key genes, such as lncRNA MALAT1, E2F1, and YBX1, in the peripheral blood of IPF patients when compared with those normal control subjects by real-time polymerase chain reaction (RT-PCR) analysis. This study indicated that lncRNA MALAT1, E2F1, and YBX1 may be key regulators for the pathogenesis of IPF.
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After pretreatment of the genes that came from more than one probe set, the DEGs identified with cutoff criteria of |logFC| > 1 and P < 0.05 by the classic t-test were considered statistically significant.
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sections[4] "2.2. Identification of Differential Gene Expression in IPF" paragraph 2
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After pretreatment of the genes that came from more than one probe set, the DEGs identified with cutoff criteria of |logFC| > 1 and P < 0.05 by the classic t-test were considered statistically significant.
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The datasets used and/or analyzed during the present study are available from the corresponding author on reasonable request.
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IPF versus Control
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Validated Gene Expression Signatures of Idiopathic Pulmonary Fibrosis
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Bleomycin induces molecular changes directly relevant to idiopathic pulmonary fibrosis: A model for “active” disease
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DEGs were identified from three datasets, including 262 upregulated and 191 downregulated genes in IPF compared with normal lung tissues (upregulated genes were defined with fold change (FC) > 0 as the cutoff criterion. The opposite was defined as downregulated genes).
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3.1. Identification of Differentially Expressed Genes in IPF
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Table 1
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DEGs were identified from three datasets, including 262 upregulated and 191 downregulated genes in IPF compared with normal lung tissues (upregulated genes were defined with fold change (FC) > 0 as the cutoff criterion. The opposite was defined as downregulated genes).
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Gene names
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Upregulated
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SULF1, DEAF1, SCG5, DSG2, SLC1A4, CCND2, KCNN4, ST6GAL1, SLC38A1, SEC11C, XPOT, DPY30, PFKP, DDB1, HEPH, CXCL13, ATXN10, SEL1L3, CIAO1, CCL19, STARD5, SLFN12, ROR2, VAT1L, FPGT, GMPPA, COL18A1, COL7A1, PIGF, LMO4, FAM120A, SLC29A3, TCFL5, IGFBP2, UQCRQ, CCNA2, TWSG1, TCTN3, ASPN, PAM, BPIFB1, FAIM, FBLN2, SCARA3, COMP, ABCC5, DIO2, CHEK2, MCM4, TM9SF2, NAB1, DGKA, PTGFRN, FAT1, DOK5, CNIH1, ACTN1, PLA2G12A, MAGED1, ALG1, TWIST1, TRIM5, RCN2, CXCL14, ARMC1, STMN3, HMCN1, WDR5B, CROT, LEF1, TMEM14A, PLA2G4A, FKBP10, ABCC3, SPR, ROBO1, OXR1, CRLF1, TRIAP1, KDELR3, DIRAS3, BBS2, TGFB3, LGMN, CDK2AP1, CXCL12, RRM2, STRBP, TSPAN6, DAP, COL6A3, FZD6, TDO2, GMDS, PPP2R5E, SUPT7L, ZKSCAN7, CDKN3, CNTNAP1, IGF1, GSS, LRRC8D, TMEM98, TRIM2, LTBP1, BACE2, BRD8, COLEC11, FXN, PAFAH1B3, PGAM1, COL5A2, AOC1, ANTXR1, TMEM69, IMPACT, NET1, MXRA5, RCN1, MYO1E, DUSP23, CDH3, RHOD, CYP2S1, POSTN, ICMT, PDLIM4, C1QTNF6, ACVR1, SYTL2, PLA2G7, MFAP2, ZDHHC13, TMED10, ALDH1A3, SLN, CPOX, CDKN2C, PPIC, XRCC5, CLDN1, NSG1, ITGA7, R3HDM1, ERGIC2, TRIM36, EYA2, RPL39L, CCL13, RBP5, DONSON, SERPINB5, TXNDC15, HOMER3, ARL1, UBE2E3, CRYM, MEOX1, TMEM45A, COL15A1, ATP1B1, LDLRAD4, STEAP3, NABP2, BDKRB2, DCLK1, CFH, TRO, ECM1, PFN2, IL13RA2, MYOF, FHL2, CADPS, ITGAV, PCNA, PTK7, KIF2C, MEGF8, BMP4, PDCD2L, PRMT6, TP53BP1, OSBPL6, FMO1, PDE1A, PBX3, ELOVL4, ATF7IP, SYNDIG1, TMEM158, CFI, ALDH3A1, CKAP2, MRPL2, COL14A1, EGFL6, LHX6, THBS2, RRM1, YLPM1, TM7SF3, MLEC, CFB, BCL11A, GPR87, ZNF436, CLNS1A, ATIC, LGR4, CYP24A1, SEMA3C, PDGFC, TP63, ARMCX2, NUSAP1, ASB2, SLC39A6
[2] array · 1 item
[0]
[3] array · 2 items
[0]
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MKLN1, ECHDC3, RAB32, SLC25A51, HOPX, MATN3, MAP2, ARHGAP6, EPB41L5, NRGN, HEY1, PCTP, ACVRL1, TBX5, ERMP1, NAGA, MPP1, TXNIP, LRRN3, FLOT1AATK, RCL1, CSF3R, ANXA3, TEK, GRK5, HES1, HSPA1L, GATA6, EMP2, SLCO2A1, PMM1, STARD13, SEC14L1, SPTBN1, GHRL, TSPAN7, NEBL, ZNF655, TMEM11, UIMC1, NCOA3, ZFP36, CREBBP, LDLR, RAB20, SERTAD1, PPFIBP1, REPS2, ELF1, CALCOCO2, CSRNP1, GPM6A, DLL4, FPR1, CARHSP1, ADARB1, LMO7, RCOR1, LRRC32, CTNNBIP1, CA4, PADI4, OSGIN1, CXCL2, EGFR, CHI3L2, LPIN2, ANKHD1, ARHGEF4, ARHGAP29, VAMP5, RAI2, CYTIP, PRX, IER5, DNM2, IL17RA, BHLHE40, SLC39A8, RAPGEF5, PTPRM, CNOT8, DLC1, TLK2, EPAS1, PRELP, MAFF, ABTB1, HSD17B6, NDEL1, HYAL1, HECA, HSPB8, DNAJB1, CDH13, RGS16, PTPN12, CD55, TIPARP, CRYAB, CD36, NUP153, PTPRB, ITSN2, TNNC1, MAPT, THBD, CDKN2D, AOC3, P2RY1, ZBTB16, CSF3, EDNRB, FAM167A, SRGAP2, SLCO1A2, DAPK2, AGTR1, RIMKLB, ASRGL1, ANG, CCK, BCL2L13, OSGIN2, ACSM5, KIAA0040, KDR, FUT1, DOCK9, GADD45G, CLDN5, LIFR, STXBP6, GPR4, S1PR1, SLC1A1, PLAG1, EDA, DENND3, IDI1, KHDRBS3, CLEC1A, INMT, MPP3, PLLP, MTSS1, FSTL3, CRTAC1, GTF2IRD1, F3, KLF10, KLRD1, FBLN5IZUMO4, PIR, MAOA, C1QL1, THRB, RNF182, ALDH6A1, FAM49A, ST6GALNAC3, SSFA2, SLC25A24, AMPH, ADAMTS8, PLSCR1, BCKDHA, STXBP4, FLRT3, AOX1, SYAP1, RLF, SSH2, DERA, PIM1, STARD3NL, SUN2, SEPP1, IL1R2, EIF2A, FAH, METTL7A, EIF4E3, CHRM2, 1-Mar, PDK1, TJP2, RASL11A, NKX3-1
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The significantly enriched analysis of differentially expressed genes in idiopathic pulmonary fibrosis.
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3.2. GO and KEGG Enrichment Analyses of Differentially Expressed Genes
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The significantly enriched analysis of differentially expressed genes in idiopathic pulmonary fibrosis.
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[4]
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[4]
1.50199E − 09
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[4]
9.51714E − 07
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18
[4]
1.51015E − 05
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1.56397E − 05
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[4]
1.77224E − 05
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38
[4]
0.000949643
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10
[4]
0.001081524
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6
[4]
0.004374834
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[4]
0.00485805
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[4]
0.005747644
[12] array · 5 items
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7
[4]
0.00692901
[13] array · 5 items
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54
[4]
3.94172E − 10
[14] array · 5 items
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38
[4]
4.31806E − 07
[15] array · 5 items
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24
[4]
2.55104E − 06
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[4]
8.9433E − 06
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76
[4]
5.14236E − 05
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48
[4]
0.000103242
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0.00286045
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[4]
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[4]
0.014586106
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8
[4]
0.017081193
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The significant GO enrichment analysis of module gene function in idiopathic pulmonary fibrosis.
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PMC7290873
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13
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3.3. Construction and Enrichment Analysis of Modules
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table object · 8 fields
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Table 3
caption
The significant GO enrichment analysis of module gene function in idiopathic pulmonary fibrosis.
rows array · 31 items
[0] array · 5 items
[0]
Category
[1]
Pathway ID
[2]
Pathway description
[3]
Count
[4]
P value
[1] array · 5 items
[0]
GO_BP_m1
[1]
GO:0000209
[2]
Protein polyubiquitination
[3]
47
[4]
1.77E − 64
[2] array · 5 items
[0]
GO_BP_m10
[1]
GO:0097711
[2]
Ciliary basal body-plasma membrane docking
[3]
32
[4]
6.55E − 71
[3] array · 5 items
[0]
GO_BP_m11
[1]
GO:0048193
[2]
Golgi vesicle transport
[3]
30
[4]
9.70E − 41
[4] array · 5 items
[0]
GO_BP_m12
[1]
GO:0006898
[2]
Receptor-mediated endocytosis
[3]
19
[4]
6.36E − 21
[5] array · 5 items
[0]
GO_BP_m13
[1]
GO:0060337
[2]
Type I interferon signaling pathway
[3]
20
[4]
1.37E − 38
[6] array · 5 items
[0]
GO_BP_m14
[1]
GO:0007059
[2]
Chromosome segregation
[3]
29
[4]
2.58E − 38
[7] array · 5 items
[0]
GO_BP_m15
[1]
GO:0009165
[2]
Nucleotide biosynthetic process
[3]
20
[4]
2.61E − 27
[8] array · 5 items
[0]
GO_BP_m16
[1]
GO:0036297
[2]
Interstrand cross-link repair
[3]
16
[4]
1.73E − 32
[9] array · 5 items
[0]
GO_BP_m17
[1]
GO:0006289
[2]
Nucleotide-excision repair
[3]
26
[4]
7.46E − 53
[10] array · 5 items
[0]
GO_BP_m18
[1]
GO:0000280
[2]
Nuclear division
[3]
24
[4]
7.63E − 35
[11] array · 5 items
[0]
GO_CC_m1
[1]
GO:0000151
[2]
Ubiquitin ligase complex
[3]
42
[4]
1.34E − 54
[12] array · 5 items
[0]
GO_CC_m10
[1]
GO:0044450
[2]
Microtubule organizing center part
[3]
19
[4]
1.93E − 29
[13] array · 5 items
[0]
GO_CC_m11
[1]
GO:0005875
[2]
Microtubule-associated complex
[3]
27
[4]
1.16E − 46
[14] array · 5 items
[0]
GO_CC_m12
[1]
GO:0030136
[2]
Clathrin-coated vesicle
[3]
22
[4]
8.55E − 33
[15] array · 5 items
[0]
GO_CC_m13
[1]
GO:0042611
[2]
MHC protein complex
[3]
5
[4]
6.87E − 10
[16] array · 5 items
[0]
GO_CC_m14
[1]
GO:0000775
[2]
Chromosome, centromeric region
[3]
35
[4]
4.74E − 59
[17] array · 5 items
[0]
GO_CC_m15
[1]
GO:0008074
[2]
Guanylate cyclase complex, soluble
[3]
2
[4]
2.57E − 06
[18] array · 5 items
[0]
GO_CC_m16
[1]
GO:0043240
[2]
Fanconi anemia nuclear complex
[3]
7
[4]
9.55E − 17
[19] array · 5 items
[0]
GO_CC_m17
[1]
GO:1990391
[2]
DNA repair complex
[3]
9
[4]
3.70E − 17
[20] array · 5 items
[0]
GO_CC_m18
[1]
GO:0005819
[2]
Spindle
[3]
17
[4]
5.08E − 23
[21] array · 5 items
[0]
GO_MF_m1
[1]
GO:0004842
[2]
Ubiquitin-protein transferase activity
[3]
69
[4]
5.10E − 99
[22] array · 5 items
[0]
GO_MF_m10
[1]
GO:0005200
[2]
Structural constituent of cytoskeleton
[3]
6
[4]
4.58E − 08
[23] array · 5 items
[0]
GO_MF_m11
[1]
GO:0003777
[2]
Microtubule motor activity
[3]
21
[4]
3.95E − 38
[24] array · 5 items
[0]
GO_MF_m12
[1]
GO:0030276
[2]
Clathrin binding
[3]
9
[4]
2.00E − 14
[25] array · 5 items
[0]
GO_MF_m13
[1]
GO:0042605
[2]
Peptide antigen binding
[3]
5
[4]
2.31E − 09
[26] array · 5 items
[0]
GO_MF_m14
[1]
GO:0043515
[2]
Kinetochore binding
[3]
4
[4]
9.27E − 10
[27] array · 5 items
[0]
GO_MF_m15
[1]
GO:0016776
[2]
Phosphotransferase activity
[3]
10
[4]
4.97E − 20
[28] array · 5 items
[0]
GO_MF_m16
[1]
GO:0140097
[2]
Catalytic activity, acting on DNA
[3]
13
[4]
5.26E − 17
[29] array · 5 items
[0]
GO_MF_m17
[1]
GO:0003684
[2]
Damaged DNA binding
[3]
16
[4]
9.67E − 31
[30] array · 5 items
[0]
GO_MF_m18
[1]
GO:0004674
[2]
Protein serine/threonine kinase activity
[3]
8
[4]
6.57E − 07
locator
section[13]/table-wrap[1]#tab3
[7] object · 16 fields
id
asset:table:pmid:32596346:4
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table
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jats-table
media_type
application/vnd.jats.table+json
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null
sha256
sha256:2c8913d3a71f3fc3ec993c063b39b164196f7e079ec55e1b3e999923af9a0072
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3491
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verified
reader
read_table
reader_status
available
identifier
section[13]/table-wrap[2]#tab4
version
null
note
The significant KEGG enrichment analysis of module gene function in idiopathic pulmonary fibrosis.
structure object · 5 fields
pmcid
PMC7290873
section_index
13
section_title
3.3. Construction and Enrichment Analysis of Modules
row_count
19
column_count
5
table object · 8 fields
label
Table 4
caption
The significant KEGG enrichment analysis of module gene function in idiopathic pulmonary fibrosis.
rows array · 19 items
[0] array · 5 items
[0]
Pathway
[1]
Pathway description
[2]
Count
[3]
P value
[4]
Genes
[1] array · 5 items
[0]
KEGG_Pathway_m1
[1]
Ubiquitin mediated proteolysis
[2]
30
[3]
1.21E − 46
[4]
10273, 10477, 11065, 22954, 23327, 25898, 51433, 51434, 54926, 55070, 57154, 65264, 7318, 7320, 7321, 7323, 7326, 7328, 7332, 7428, 83737, 8454, 8697, 9021, 90293, 9246, 92912, 9820, 991, 6921
[2] array · 5 items
[0]
KEGG_Pathway_m2
[1]
Spliceosome
[2]
30
[3]
1.23E − 44
[4]
10084, 10262, 10285, 10594, 10907, 10946, 10992, 1665, 22827, 51340, 51690, 57187, 57819, 6428, 6429, 6430, 6432, 6434, 6625, 6626, 6628, 6635, 7307, 8175, 84321, 8449, 84991, 9775, 988, 9984
[3] array · 5 items
[0]
KEGG_Pathway_m15
[1]
Purine metabolism
[2]
26
[3]
8.05E − 39
[4]
10201, 11128, 124583, 171568, 205, 2987, 29922, 3704, 4831, 4832, 4833, 4881, 50484, 50808, 51251, 5138, 5315, 5422, 6240, 6241, 84284, 953, 955, 956, 2982, 2983
[4] array · 5 items
[0]
KEGG_Pathway_m16
[1]
Fanconi anemia pathway
[2]
20
[3]
2.23E − 37
[4]
2067, 2072, 2176, 2178, 2188, 2189, 22909, 29089, 51426, 5429, 55120, 5889, 6118, 6119, 672, 80010, 80198, 84464, 80233, 91442
[5] array · 5 items
[0]
KEGG_Pathway_m4
[1]
Protein digestion and absorption
[2]
21
[3]
1.16E − 36
[4]
1277, 1278, 1281, 1285, 1287, 1288, 1289, 1290, 1292, 1293, 1294, 1299, 1300, 1303, 1306, 1308, 255631, 7373, 80781, 81578, 85301
[6] array · 5 items
[0]
KEGG_Pathway_m5
[1]
Glutathione metabolism
[2]
20
[3]
1.44E − 36
[4]
124975, 2678, 2687, 27306, 2878, 2879, 2880, 2882, 2937, 2938, 2941, 2948, 2949, 2950, 2952, 373156, 4257, 4258, 493869, 51060
[7] array · 5 items
[0]
KEGG_Pathway_m6
[1]
Ribosome
[2]
20
[3]
4.77E − 35
[4]
11222, 29088, 51069, 51073, 51116, 51263, 51264, 51318, 54460, 54948, 6183, 63875, 63931, 64928, 64963, 64965, 64983, 65003, 65008, 79590
[8] array · 5 items
[0]
KEGG_Pathway_m17
[1]
Nucleotide excision repair
[2]
16
[3]
4.27E − 30
[4]
1022, 1069, 1642, 1643, 2067, 2072, 2968, 3978, 5111, 5425, 6118, 6119, 7507, 7508, 8451, 902
[9] array · 5 items
[0]
KEGG_Pathway_m9
[1]
Neuroactive ligand-receptor interaction
[2]
25
[3]
7.26E − 28
[4]
10161, 10800, 1131, 1241, 148, 154, 185, 1902, 1910, 2149, 2151, 2925, 3061, 3357, 3358, 4829, 4923, 5021, 5028, 5031, 624, 680, 6915, 7201, 9002
[10] array · 5 items
[0]
KEGG_Pathway_m3
[1]
Neuroactive ligand-receptor interaction
[2]
25
[3]
3.41E − 21
[4]
1129, 1268, 150, 152, 1813, 187, 1901, 1902, 1903, 2357, 2358, 2359, 2587, 2913, 2918, 4543, 4887, 59340, 624, 6752, 6755, 719, 728, 9294, 9568
[11] array · 5 items
[0]
KEGG_Pathway_m8
[1]
Ribosome biogenesis in eukaryotes
[2]
12
[3]
5.45E − 20
[4]
10171, 10799, 134430, 23560, 27341, 3692, 51096, 51119, 51602, 55341, 55651, 84916
[12] array · 5 items
[0]
KEGG_Pathway_m7
[1]
Ribosome
[2]
17
[3]
7.99E − 19
[4]
11224, 25873, 51065, 6128, 6141, 6156, 6157, 6160, 6168, 6169, 6181, 6201, 6205, 6229, 6231, 6232, 6234
[13] array · 5 items
[0]
KEGG_Pathway_m12
[1]
Endocytosis
[2]
16
[3]
3.91E − 16
[4]
10109, 1173, 1759, 1785, 1956, 22905, 26119, 27131, 273, 3949, 408, 5868, 6456, 6643, 867, 8976
[14] array · 5 items
[0]
KEGG_Pathway_m13
[1]
Herpes simplex infection
[2]
11
[3]
8.93E − 13
[4]
10379, 3105, 3113, 3115, 3122, 3134, 3434, 3661, 4938, 4940, 6041
[15] array · 5 items
[0]
KEGG_Pathway_m18
[1]
Cell cycle
[2]
7
[3]
9.18E − 11
[4]
4085, 701, 7272, 8379, 890, 891, 9133
[16] array · 5 items
[0]
KEGG_Pathway_m14
[1]
Oocyte meiosis
[2]
8
[3]
8.35E − 10
[4]
4085, 5516, 5525, 5528, 5529, 8379, 891, 9133
[17] array · 5 items
[0]
KEGG_Pathway_m11
[1]
Vasopressin-regulated water reabsorption
[2]
6
[3]
1.07E − 09
[4]
10540, 1639, 51164, 79659, 84516, 8655
[18] array · 5 items
[0]
KEGG_Pathway_m10
[1]
Pathogenic Escherichia coli infection
[2]
3
[3]
5.99E − 05
[4]
203068, 7277, 7846
locator
section[13]/table-wrap[2]#tab4
[8] object · 16 fields
id
asset:table:pmid:32596346:5
role
table
format
jats-table
media_type
application/vnd.jats.table+json
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null
sha256
sha256:66c2a3d19a6b05aafbef1700f48913f9842ff265a2a1ce4a1d6b63046a76f38d
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section[14]/table-wrap[1]#tab5
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null
note
Functional roles of the strongest correlations of lncRNAs and TFs in IPF.
structure object · 5 fields
pmcid
PMC7290873
section_index
14
section_title
3.4. Selection and Analysis of Key Genes
row_count
13
column_count
4
table object · 8 fields
label
Table 5
caption
Functional roles of the strongest correlations of lncRNAs and TFs in IPF.
rows array · 13 items
[0] array · 4 items
[0]
No.
[1]
Gene symbol
[2]
Full name
[3]
Function
[1] array · 4 items
[0]
1
[1]
MALAT1
[2]
Metastasis-associated lung adenocarcinoma transcript 1
[3]
Form molecular scaffolds for ribonucleoprotein complexes, acting as a transcriptional regulator for numerous genes, and involved in cell cycle regulation
[2] array · 4 items
[0]
2
[1]
RNU1-1
[2]
RNA, U1 small nuclear 1
[3]
Its related pathways are spliceosomal splicing cycle
[3] array · 4 items
[0]
3
[1]
FENDRR
[2]
FOXF1 adjacent noncoding developmental regulatory RNA
[3]
Bind to polycomb repressive complex 2 and/or TrxG/MLL complexes to promote the methylation of the promoters of target genes
[4] array · 4 items
[0]
4
[1]
TUG1
[2]
Taurine upregulated 1
[3]
Interacts with the polycomb repressor complex and functions in the epigenetic regulation of transcription, acting as a sponge for microRNAs
[5] array · 4 items
[0]
5
[1]
E2F1
[2]
E2F transcription factor 1
[3]
Bind preferentially to retinoblastoma protein pRB in a cell cycle-dependent manner and mediate both cell proliferation and p53-dependent/independent apoptosis
[6] array · 4 items
[0]
6
[1]
TP53
[2]
Tumor protein P53
[3]
Regulate expression of target genes, inducing cell cycle arrest, apoptosis, senescence, DNA repair, or changes in metabolism
[7] array · 4 items
[0]
7
[1]
SP1
[2]
Sp1 transcription factor
[3]
Be involved in many cellular processes, including cell differentiation, cell growth, apoptosis, immune responses, response to DNA damage, and chromatin remodeling
[8] array · 4 items
[0]
8
[1]
YBX1
[2]
Y-box binding protein 1
[3]
Be implicated in numerous cellular processes including regulation of transcription and translation, pre-mRNA splicing, DNA reparation, and mRNA packaging
[9] array · 4 items
[0]
9
[1]
BRCA1
[2]
Breast cancer type 1 susceptibility protein
[3]
Play a role in transcription, DNA repair of double-stranded breaks, and recombination which forms a large multisubunit protein complex known as the BRCA1-associated genome surveillance complex and interacts with histone deacetylase complexes
[10] array · 4 items
[0]
10
[1]
E2F4
[2]
E2F transcription factor 4
[3]
Act as proliferation-associated suppression genes and bind to all three of the tumor suppressor proteins pRB, p107, and p130
[11] array · 4 items
[0]
11
[1]
CREB1
[2]
CAMP responsive element binding protein 1
[3]
Its related pathways are development of HGF signaling pathway and circadian entrainment
[12] array · 4 items
[0]
12
[1]
CIITA
[2]
Class II major histocompatibility complex transactivator
[3]
Once it does not bind DNA but rather uses an intrinsic acetyltransferase activity to act in a coactivator-like fashion
locator
section[14]/table-wrap[1]#tab5
[9] object · 16 fields
id
asset:table:pmid:32596346:6
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table
format
jats-table
media_type
application/vnd.jats.table+json
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null
sha256
sha256:d2133cec8791b6d624d010e150c6b45f86778dfe404305a9c353701194a01a97
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886
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read_table
reader_status
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identifier
section[15]/table-wrap[1]#tab6
version
null
note
Demographic and clinical characteristics of the subjects.
structure object · 5 fields
pmcid
PMC7290873
section_index
15
section_title
3.5. Validation of the lncRNAs and TFs in IPF with qRT-PCR
row_count
15
column_count
4
table object · 8 fields
label
Table 6
caption
Demographic and clinical characteristics of the subjects.
rows array · 15 items
[0] array · 4 items
[0]
[1]
Healthy controls
[2]
IPF
[3]
P value
[1] array · 2 items
[0]
n = 20
[1]
n = 20
[2] array · 4 items
[0]
Age, mean (SD)
[1]
68.4 (4.7)
[2]
69.0 (6.6)
[3]
0.74
[3] array · 4 items
[0]
Gender, n (%)
[1]
[2]
[3]
0.07
[4] array · 4 items
[0]
Male
[1]
11 (55)
[2]
12 (60)
[3]
[5] array · 4 items
[0]
Female
[1]
9 (45)
[2]
8 (40)
[3]
[6] array · 4 items
[0]
Smoker, n (%)
[1]
[2]
[3]
0.001
[7] array · 4 items
[0]
Current
[1]
4 (20)
[2]
2 (10)
[3]
[8] array · 4 items
[0]
Former
[1]
7 (35)
[2]
10 (50)
[3]
[9] array · 4 items
[0]
Never
[1]
9 (45)
[2]
8 (40)
[3]
[10] array · 4 items
[0]
Smoking dose (pack-year)
[1]
37 (14.5-58)
[2]
35.7 (12-56)
[3]
0.14
[11] array · 4 items
[0]
FVC (% predicted), mean (SD)
[1]
96.2 (11.7)
[2]
63.88 (17.0)
[3]
<0.01
[12] array · 4 items
[0]
DLCO (% predicted), mean (SD)
[1]
80.8 (17.6)
[2]
42.04 (16.5)
[3]
<0.01
[13] array · 4 items
[0]
FEV1 (% predicted), mean (SD)
[1]
106.0 (18.6)
[2]
71.7 (11.0)
[3]
<0.001
[14] array · 4 items
[0]
FEV1/FVC (%), mean (SD)
[1]
79.9 (5.0)
[2]
57.8 (8.3)
[3]
<0.001
locator
section[15]/table-wrap[1]#tab6
gaps array · 6 items
[0]
asset:data:geo:GSE2052 not downloaded
[1]
asset:data:geo:GSE2052 licence not read
[2]
asset:data:geo:GSE24206 not downloaded
[3]
asset:data:geo:GSE24206 licence not read
[4]
asset:data:geo:GSE44723 not downloaded
[5]
asset:data:geo:GSE44723 licence not read
analysis object · 4 fields
state
partial
methods array · 4 items
[0] object · 10 fields
id
method-1
family
clustering
specific
hierarchical
label
Clustering
dsl_operations array · 1 item
[0]
hierarchical_cluster
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
feature_matrix
evidence object · 3 fields
score
0.8
band
high
quote
hierarchical clustering
[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 · 1 field
n_modules
work was used to obtain 18 modules of related genes
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
[3] object · 10 fields
id
method-4
family
null
specific
null
label
Classic t-test
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
After pretreatment of the genes that came from more than one probe set, the DEGs identified with cutoff criteria of |logFC| > 1 and P < 0.05 by the classic t-test were considered statistically significant.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
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 · 1 item
[0]
hierarchical_cluster
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: hierarchical.
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 · 3 items
[0]
GSE2052
[1]
GSE44723
[2]
GSE24206
resolved_accessions array · 3 items
[0]
GSE2052
[1]
GSE44723
[2]
GSE24206
statements array · 1 item
[0]
The datasets used and/or analyzed during the present study are available from the corresponding author on reasonable request.
basis
The paper names GSE2052, GSE44723, GSE24206 in NCBI-GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read.
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However, the key regulatory genes and the specific signaling pathways involved in the onset and progression of IPF still remain unclear. The present study is aimed at investigating the key role of long noncoding RNAs (lncRNAs) and transcription factors (TFs) involved in the pathogenesis of IPF through the integrated analysis of three gene expression profiles from the GEO dataset (GSE2052, GSE44723, and GSE24206). A total of 8483 differentially expressed genes (DEGs) including 988 upregulated and 7495 downregulated genes were filtered. Subsequently, following the intersection of these DEGs, 29 overlapping genes were identified and further analyzed using a bioinformatics approach. Furthermore, the protein-protein interaction (PPI) network was used to obtain 18 modules of related genes. The hub genes were identified through hypergeometric testing, which were closely associated with ubiquitin-mediated proteolysis, the spliceosome, and the cell cycle. The significant difference was observed in the expression of these key genes, such as lncRNA MALAT1, E2F1, and YBX1, in the peripheral blood of IPF patients when compared with those normal control subjects by real-time polymerase chain reaction (RT-PCR) analysis. This study indicated that lncRNA MALAT1, E2F1, and YBX1 may be key regulators for the pathogenesis of IPF.", "claims": [{"id": "claim-method", "statement": "After pretreatment of the genes that came from more than one probe set, the DEGs identified with cutoff criteria of |logFC| > 1 and P < 0.05 by the classic t-test were considered statistically significant.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32596346", "locator": "sections[4] \"2.2. 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The opposite was defined as downregulated genes).", "structure": {"pmcid": "PMC7290873", "section_index": 11, "section_title": "3.1. Identification of Differentially Expressed Genes in IPF", "row_count": 4, "column_count": 2}, "table": {"label": "Table 1", "caption": "DEGs were identified from three datasets, including 262 upregulated and 191 downregulated genes in IPF compared with normal lung tissues (upregulated genes were defined with fold change (FC) > 0 as the cutoff criterion. The opposite was defined as downregulated genes).", "rows": [["DEGs", "Gene names"], ["Upregulated", "SULF1, DEAF1, SCG5, DSG2, SLC1A4, CCND2, KCNN4, ST6GAL1, SLC38A1, SEC11C, XPOT, DPY30, PFKP, DDB1, HEPH, CXCL13, ATXN10, SEL1L3, CIAO1, CCL19, STARD5, SLFN12, ROR2, VAT1L, FPGT, GMPPA, COL18A1, COL7A1, PIGF, LMO4, FAM120A, SLC29A3, TCFL5, IGFBP2, UQCRQ, CCNA2, TWSG1, TCTN3, ASPN, PAM, BPIFB1, FAIM, FBLN2, SCARA3, COMP, ABCC5, DIO2, CHEK2, MCM4, TM9SF2, NAB1, DGKA, PTGFRN, FAT1, DOK5, CNIH1, ACTN1, PLA2G12A, MAGED1, ALG1, TWIST1, TRIM5, RCN2, CXCL14, ARMC1, STMN3, HMCN1, WDR5B, CROT, LEF1, TMEM14A, PLA2G4A, FKBP10, ABCC3, SPR, ROBO1, OXR1, CRLF1, TRIAP1, KDELR3, DIRAS3, BBS2, TGFB3, LGMN, CDK2AP1, CXCL12, RRM2, STRBP, TSPAN6, DAP, COL6A3, FZD6, TDO2, GMDS, PPP2R5E, SUPT7L, ZKSCAN7, CDKN3, CNTNAP1, IGF1, GSS, LRRC8D, TMEM98, TRIM2, LTBP1, BACE2, BRD8, COLEC11, FXN, PAFAH1B3, PGAM1, COL5A2, AOC1, ANTXR1, TMEM69, IMPACT, NET1, MXRA5, RCN1, MYO1E, DUSP23, CDH3, RHOD, CYP2S1, POSTN, ICMT, PDLIM4, C1QTNF6, ACVR1, SYTL2, PLA2G7, MFAP2, ZDHHC13, TMED10, ALDH1A3, SLN, CPOX, CDKN2C, PPIC, XRCC5, CLDN1, NSG1, ITGA7, R3HDM1, ERGIC2, TRIM36, EYA2, RPL39L, CCL13, RBP5, DONSON, SERPINB5, TXNDC15, HOMER3, ARL1, UBE2E3, CRYM, MEOX1, TMEM45A, COL15A1, ATP1B1, LDLRAD4, STEAP3, NABP2, BDKRB2, DCLK1, CFH, TRO, ECM1, PFN2, IL13RA2, MYOF, FHL2, CADPS, ITGAV, PCNA, PTK7, KIF2C, MEGF8, BMP4, PDCD2L, PRMT6, TP53BP1, OSBPL6, FMO1, PDE1A, PBX3, ELOVL4, ATF7IP, SYNDIG1, TMEM158, CFI, ALDH3A1, CKAP2, MRPL2, COL14A1, EGFL6, LHX6, THBS2, RRM1, YLPM1, TM7SF3, MLEC, CFB, BCL11A, GPR87, ZNF436, CLNS1A, ATIC, LGR4, CYP24A1, SEMA3C, PDGFC, TP63, ARMCX2, NUSAP1, ASB2, SLC39A6"], [""], ["Downregulated", "MKLN1, ECHDC3, RAB32, SLC25A51, HOPX, MATN3, MAP2, ARHGAP6, EPB41L5, NRGN, HEY1, PCTP, ACVRL1, TBX5, ERMP1, NAGA, MPP1, TXNIP, LRRN3, FLOT1AATK, RCL1, CSF3R, ANXA3, TEK, GRK5, HES1, HSPA1L, GATA6, EMP2, SLCO2A1, PMM1, STARD13, SEC14L1, SPTBN1, GHRL, TSPAN7, NEBL, ZNF655, TMEM11, UIMC1, NCOA3, ZFP36, CREBBP, LDLR, RAB20, SERTAD1, PPFIBP1, REPS2, ELF1, CALCOCO2, CSRNP1, GPM6A, DLL4, FPR1, CARHSP1, ADARB1, LMO7, RCOR1, LRRC32, CTNNBIP1, CA4, PADI4, OSGIN1, CXCL2, EGFR, CHI3L2, LPIN2, ANKHD1, ARHGEF4, ARHGAP29, VAMP5, RAI2, CYTIP, PRX, IER5, DNM2, IL17RA, BHLHE40, SLC39A8, RAPGEF5, PTPRM, CNOT8, DLC1, TLK2, EPAS1, PRELP, MAFF, ABTB1, HSD17B6, NDEL1, HYAL1, HECA, HSPB8, DNAJB1, CDH13, RGS16, PTPN12, CD55, TIPARP, CRYAB, CD36, NUP153, PTPRB, ITSN2, TNNC1, MAPT, THBD, CDKN2D, AOC3, P2RY1, ZBTB16, CSF3, EDNRB, FAM167A, SRGAP2, SLCO1A2, DAPK2, AGTR1, RIMKLB, ASRGL1, ANG, CCK, BCL2L13, OSGIN2, ACSM5, KIAA0040, KDR, FUT1, DOCK9, GADD45G, CLDN5, LIFR, STXBP6, GPR4, S1PR1, SLC1A1, PLAG1, EDA, DENND3, IDI1, KHDRBS3, CLEC1A, INMT, MPP3, PLLP, MTSS1, FSTL3, CRTAC1, GTF2IRD1, F3, KLF10, KLRD1, FBLN5IZUMO4, PIR, MAOA, C1QL1, THRB, RNF182, ALDH6A1, FAM49A, ST6GALNAC3, SSFA2, SLC25A24, AMPH, ADAMTS8, PLSCR1, BCKDHA, STXBP4, FLRT3, AOX1, SYAP1, RLF, SSH2, DERA, PIM1, STARD3NL, SUN2, SEPP1, IL1R2, EIF2A, FAH, METTL7A, EIF4E3, CHRM2, 1-Mar, PDK1, TJP2, RASL11A, NKX3-1"]], "row_count": 4, "column_count": 2, "numeric_cells": 2, "header_rows": 1, "locator": "section[11]/table-wrap[1]#tab1"}}, {"id": "asset:table:pmid:32596346:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:ae52efda3c297e90c40e8cedcb635b14d191a6e4d27e77d62c1e207fecd3f5f4", "bytes": 2111, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#tab2", "version": null, "note": "The significantly enriched analysis of differentially expressed genes in idiopathic pulmonary fibrosis.", "structure": {"pmcid": "PMC7290873", "section_index": 12, "section_title": "3.2. GO and KEGG Enrichment Analyses of Differentially Expressed Genes", "row_count": 25, "column_count": 5}, "table": {"label": "Table 2", "caption": "The significantly enriched analysis of differentially expressed genes in idiopathic pulmonary fibrosis.", "rows": [["Category", "Pathway ID", "Description", "Count", "P value"], ["GOTERM_BP", "GO:0007155", "Cell adhesion", "45", "1.46327E − 09"], ["GOTERM_BP", "GO:0022610", "Biological adhesion", "45", "1.50199E − 09"], ["GOTERM_BP", "GO:0042127", "Regulation of cell proliferation", "42", "9.51714E − 07"], ["GOTERM_BP", "GO:0035295", "Tube development", "18", "1.51015E − 05"], ["GOTERM_BP", "GO:0032103", "Positive regulation of response to external stimulus", "10", "1.56397E − 05"], ["GOTERM_BP", "GO:0001501", "Skeletal system development", "22", "1.77224E − 05"], ["GOTERM_MF", "GO:0005509", "Calcium ion binding", "38", "0.000949643"], ["GOTERM_MF", "GO:0019955", "Cytokine binding", "10", "0.001081524"], ["GOTERM_MF", "GO:0008009", "Chemokine activity", "6", "0.004374834"], ["GOTERM_MF", "GO:0042802", "Identical protein binding", "27", "0.00485805"], ["GOTERM_MF", "GO:0042379", "Chemokine receptor binding", "6", "0.005747644"], ["GOTERM_MF", "GO:0008017", "Microtubule binding", "7", "0.00692901"], ["GOTERM_CC", "GO:0044421", "Extracellular region part", "54", "3.94172E − 10"], ["GOTERM_CC", "GO:0005615", "Extracellular space", "38", "4.31806E − 07"], ["GOTERM_CC", "GO:0031012", "Extracellular matrix", "24", "2.55104E − 06"], ["GOTERM_CC", "GO:0005578", "Proteinaceous extracellular matrix", "22", "8.9433E − 06"], ["GOTERM_CC", "GO:0044459", "Plasma membrane part", "76", "5.14236E − 05"], ["GOTERM_CC", "GO:0031226", "Intrinsic to plasma membrane", "48", "0.000103242"], ["KEGG_PATHWAY", "hsa04512", "ECM-receptor interaction", "9", "0.00286045"], ["KEGG_PATHWAY", "hsa04060", "Cytokine-cytokine receptor interaction", "17", "0.003658523"], ["KEGG_PATHWAY", "hsa04510", "Focal adhesion", "13", "0.01357663"], ["KEGG_PATHWAY", "hsa04610", "Complement and coagulation cascades", "7", "0.014586106"], ["KEGG_PATHWAY", "hsa05414", "Dilated cardiomyopathy", "8", "0.017081193"], ["KEGG_PATHWAY", "hsa00360", "Phenylalanine metabolism", "4", "0.024804532"]], "row_count": 25, "column_count": 5, "numeric_cells": 72, "header_rows": 1, "locator": "section[12]/table-wrap[1]#tab2"}}, {"id": "asset:table:pmid:32596346:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:a29d5634e9b50968498f8e3dcb602e64be9976ba988f13d1be0117a3a214da74", "bytes": 2609, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[1]#tab3", "version": null, "note": "The significant GO enrichment analysis of module gene function in idiopathic pulmonary fibrosis.", "structure": {"pmcid": "PMC7290873", "section_index": 13, "section_title": "3.3. Construction and Enrichment Analysis of Modules", "row_count": 31, "column_count": 5}, "table": {"label": "Table 3", "caption": "The significant GO enrichment analysis of module gene function in idiopathic pulmonary fibrosis.", "rows": [["Category", "Pathway ID", "Pathway description", "Count", "P value"], ["GO_BP_m1", "GO:0000209", "Protein polyubiquitination", "47", "1.77E − 64"], ["GO_BP_m10", "GO:0097711", "Ciliary basal body-plasma membrane docking", "32", "6.55E − 71"], ["GO_BP_m11", "GO:0048193", "Golgi vesicle transport", "30", "9.70E − 41"], ["GO_BP_m12", "GO:0006898", "Receptor-mediated endocytosis", "19", "6.36E − 21"], ["GO_BP_m13", "GO:0060337", "Type I interferon signaling pathway", "20", "1.37E − 38"], ["GO_BP_m14", "GO:0007059", "Chromosome segregation", "29", "2.58E − 38"], ["GO_BP_m15", "GO:0009165", "Nucleotide biosynthetic process", "20", "2.61E − 27"], ["GO_BP_m16", "GO:0036297", "Interstrand cross-link repair", "16", "1.73E − 32"], ["GO_BP_m17", "GO:0006289", "Nucleotide-excision repair", "26", "7.46E − 53"], ["GO_BP_m18", "GO:0000280", "Nuclear division", "24", "7.63E − 35"], ["GO_CC_m1", "GO:0000151", "Ubiquitin ligase complex", "42", "1.34E − 54"], ["GO_CC_m10", "GO:0044450", "Microtubule organizing center part", "19", "1.93E − 29"], ["GO_CC_m11", "GO:0005875", "Microtubule-associated complex", "27", "1.16E − 46"], ["GO_CC_m12", "GO:0030136", "Clathrin-coated vesicle", "22", "8.55E − 33"], ["GO_CC_m13", "GO:0042611", "MHC protein complex", "5", "6.87E − 10"], ["GO_CC_m14", "GO:0000775", "Chromosome, centromeric region", "35", "4.74E − 59"], ["GO_CC_m15", "GO:0008074", "Guanylate cyclase complex, soluble", "2", "2.57E − 06"], ["GO_CC_m16", "GO:0043240", "Fanconi anemia nuclear complex", "7", "9.55E − 17"], ["GO_CC_m17", "GO:1990391", "DNA repair complex", "9", "3.70E − 17"], ["GO_CC_m18", "GO:0005819", "Spindle", "17", "5.08E − 23"], ["GO_MF_m1", "GO:0004842", "Ubiquitin-protein transferase activity", "69", "5.10E − 99"], ["GO_MF_m10", "GO:0005200", "Structural constituent of cytoskeleton", "6", "4.58E − 08"], ["GO_MF_m11", "GO:0003777", "Microtubule motor activity", "21", "3.95E − 38"], ["GO_MF_m12", "GO:0030276", "Clathrin binding", "9", "2.00E − 14"], ["GO_MF_m13", "GO:0042605", "Peptide antigen binding", "5", "2.31E − 09"], ["GO_MF_m14", "GO:0043515", "Kinetochore binding", "4", "9.27E − 10"], ["GO_MF_m15", "GO:0016776", "Phosphotransferase activity", "10", "4.97E − 20"], ["GO_MF_m16", "GO:0140097", "Catalytic activity, acting on DNA", "13", "5.26E − 17"], ["GO_MF_m17", "GO:0003684", "Damaged DNA binding", "16", "9.67E − 31"], ["GO_MF_m18", "GO:0004674", "Protein serine/threonine kinase activity", "8", "6.57E − 07"]], "row_count": 31, "column_count": 5, "numeric_cells": 117, "header_rows": 1, "locator": "section[13]/table-wrap[1]#tab3"}}, {"id": "asset:table:pmid:32596346:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:2c8913d3a71f3fc3ec993c063b39b164196f7e079ec55e1b3e999923af9a0072", "bytes": 3491, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[2]#tab4", "version": null, "note": "The significant KEGG enrichment analysis of module gene function in idiopathic pulmonary fibrosis.", "structure": {"pmcid": "PMC7290873", "section_index": 13, "section_title": "3.3. Construction and Enrichment Analysis of Modules", "row_count": 19, "column_count": 5}, "table": {"label": "Table 4", "caption": "The significant KEGG enrichment analysis of module gene function in idiopathic pulmonary fibrosis.", "rows": [["Pathway", "Pathway description", "Count", "P value", "Genes"], ["KEGG_Pathway_m1", "Ubiquitin mediated proteolysis", "30", "1.21E − 46", "10273, 10477, 11065, 22954, 23327, 25898, 51433, 51434, 54926, 55070, 57154, 65264, 7318, 7320, 7321, 7323, 7326, 7328, 7332, 7428, 83737, 8454, 8697, 9021, 90293, 9246, 92912, 9820, 991, 6921"], ["KEGG_Pathway_m2", "Spliceosome", "30", "1.23E − 44", "10084, 10262, 10285, 10594, 10907, 10946, 10992, 1665, 22827, 51340, 51690, 57187, 57819, 6428, 6429, 6430, 6432, 6434, 6625, 6626, 6628, 6635, 7307, 8175, 84321, 8449, 84991, 9775, 988, 9984"], ["KEGG_Pathway_m15", "Purine metabolism", "26", "8.05E − 39", "10201, 11128, 124583, 171568, 205, 2987, 29922, 3704, 4831, 4832, 4833, 4881, 50484, 50808, 51251, 5138, 5315, 5422, 6240, 6241, 84284, 953, 955, 956, 2982, 2983"], ["KEGG_Pathway_m16", "Fanconi anemia pathway", "20", "2.23E − 37", "2067, 2072, 2176, 2178, 2188, 2189, 22909, 29089, 51426, 5429, 55120, 5889, 6118, 6119, 672, 80010, 80198, 84464, 80233, 91442"], ["KEGG_Pathway_m4", "Protein digestion and absorption", "21", "1.16E − 36", "1277, 1278, 1281, 1285, 1287, 1288, 1289, 1290, 1292, 1293, 1294, 1299, 1300, 1303, 1306, 1308, 255631, 7373, 80781, 81578, 85301"], ["KEGG_Pathway_m5", "Glutathione metabolism", "20", "1.44E − 36", "124975, 2678, 2687, 27306, 2878, 2879, 2880, 2882, 2937, 2938, 2941, 2948, 2949, 2950, 2952, 373156, 4257, 4258, 493869, 51060"], ["KEGG_Pathway_m6", "Ribosome", "20", "4.77E − 35", "11222, 29088, 51069, 51073, 51116, 51263, 51264, 51318, 54460, 54948, 6183, 63875, 63931, 64928, 64963, 64965, 64983, 65003, 65008, 79590"], ["KEGG_Pathway_m17", "Nucleotide excision repair", "16", "4.27E − 30", "1022, 1069, 1642, 1643, 2067, 2072, 2968, 3978, 5111, 5425, 6118, 6119, 7507, 7508, 8451, 902"], ["KEGG_Pathway_m9", "Neuroactive ligand-receptor interaction", "25", "7.26E − 28", "10161, 10800, 1131, 1241, 148, 154, 185, 1902, 1910, 2149, 2151, 2925, 3061, 3357, 3358, 4829, 4923, 5021, 5028, 5031, 624, 680, 6915, 7201, 9002"], ["KEGG_Pathway_m3", "Neuroactive ligand-receptor interaction", "25", "3.41E − 21", "1129, 1268, 150, 152, 1813, 187, 1901, 1902, 1903, 2357, 2358, 2359, 2587, 2913, 2918, 4543, 4887, 59340, 624, 6752, 6755, 719, 728, 9294, 9568"], ["KEGG_Pathway_m8", "Ribosome biogenesis in eukaryotes", "12", "5.45E − 20", "10171, 10799, 134430, 23560, 27341, 3692, 51096, 51119, 51602, 55341, 55651, 84916"], ["KEGG_Pathway_m7", "Ribosome", "17", "7.99E − 19", "11224, 25873, 51065, 6128, 6141, 6156, 6157, 6160, 6168, 6169, 6181, 6201, 6205, 6229, 6231, 6232, 6234"], ["KEGG_Pathway_m12", "Endocytosis", "16", "3.91E − 16", "10109, 1173, 1759, 1785, 1956, 22905, 26119, 27131, 273, 3949, 408, 5868, 6456, 6643, 867, 8976"], ["KEGG_Pathway_m13", "Herpes simplex infection", "11", "8.93E − 13", "10379, 3105, 3113, 3115, 3122, 3134, 3434, 3661, 4938, 4940, 6041"], ["KEGG_Pathway_m18", "Cell cycle", "7", "9.18E − 11", "4085, 701, 7272, 8379, 890, 891, 9133"], ["KEGG_Pathway_m14", "Oocyte meiosis", "8", "8.35E − 10", "4085, 5516, 5525, 5528, 5529, 8379, 891, 9133"], ["KEGG_Pathway_m11", "Vasopressin-regulated water reabsorption", "6", "1.07E − 09", "10540, 1639, 51164, 79659, 84516, 8655"], ["KEGG_Pathway_m10", "Pathogenic Escherichia coli infection", "3", "5.99E − 05", "203068, 7277, 7846"]], "row_count": 19, "column_count": 5, "numeric_cells": 63, "header_rows": 1, "locator": "section[13]/table-wrap[2]#tab4"}}, {"id": "asset:table:pmid:32596346:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:66c2a3d19a6b05aafbef1700f48913f9842ff265a2a1ce4a1d6b63046a76f38d", "bytes": 2549, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[1]#tab5", "version": null, "note": "Functional roles of the strongest correlations of lncRNAs and TFs in IPF.", "structure": {"pmcid": "PMC7290873", "section_index": 14, "section_title": "3.4. Selection and Analysis of Key Genes", "row_count": 13, "column_count": 4}, "table": {"label": "Table 5", "caption": "Functional roles of the strongest correlations of lncRNAs and TFs in IPF.", "rows": [["No.", "Gene symbol", "Full name", "Function"], ["1", "MALAT1", "Metastasis-associated lung adenocarcinoma transcript 1", "Form molecular scaffolds for ribonucleoprotein complexes, acting as a transcriptional regulator for numerous genes, and involved in cell cycle regulation"], ["2", "RNU1-1", "RNA, U1 small nuclear 1", "Its related pathways are spliceosomal splicing cycle"], ["3", "FENDRR", "FOXF1 adjacent noncoding developmental regulatory RNA", "Bind to polycomb repressive complex 2 and/or TrxG/MLL complexes to promote the methylation of the promoters of target genes"], ["4", "TUG1", "Taurine upregulated 1", "Interacts with the polycomb repressor complex and functions in the epigenetic regulation of transcription, acting as a sponge for microRNAs"], ["5", "E2F1", "E2F transcription factor 1", "Bind preferentially to retinoblastoma protein pRB in a cell cycle-dependent manner and mediate both cell proliferation and p53-dependent/independent apoptosis"], ["6", "TP53", "Tumor protein P53", "Regulate expression of target genes, inducing cell cycle arrest, apoptosis, senescence, DNA repair, or changes in metabolism"], ["7", "SP1", "Sp1 transcription factor", "Be involved in many cellular processes, including cell differentiation, cell growth, apoptosis, immune responses, response to DNA damage, and chromatin remodeling"], ["8", "YBX1", "Y-box binding protein 1", "Be implicated in numerous cellular processes including regulation of transcription and translation, pre-mRNA splicing, DNA reparation, and mRNA packaging"], ["9", "BRCA1", "Breast cancer type 1 susceptibility protein", "Play a role in transcription, DNA repair of double-stranded breaks, and recombination which forms a large multisubunit protein complex known as the BRCA1-associated genome surveillance complex and interacts with histone deacetylase complexes"], ["10", "E2F4", "E2F transcription factor 4", "Act as proliferation-associated suppression genes and bind to all three of the tumor suppressor proteins pRB, p107, and p130"], ["11", "CREB1", "CAMP responsive element binding protein 1", "Its related pathways are development of HGF signaling pathway and circadian entrainment"], ["12", "CIITA", "Class II major histocompatibility complex transactivator", "Once it does not bind DNA but rather uses an intrinsic acetyltransferase activity to act in a coactivator-like fashion"]], "row_count": 13, "column_count": 4, "numeric_cells": 26, "header_rows": 1, "locator": "section[14]/table-wrap[1]#tab5"}}, {"id": "asset:table:pmid:32596346:6", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:d2133cec8791b6d624d010e150c6b45f86778dfe404305a9c353701194a01a97", "bytes": 886, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[15]/table-wrap[1]#tab6", "version": null, "note": "Demographic and clinical characteristics of the subjects.", "structure": {"pmcid": "PMC7290873", "section_index": 15, "section_title": "3.5. 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