Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: ID4

Gene summary for ID4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ID4

Gene ID

3400

Gene nameinhibitor of DNA binding 4, HLH protein
Gene AliasIDB4
Cytomap6p22.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P47928


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
3400ID4CA_HPV_1HumanCervixCC8.11e-04-1.67e-010.0264
3400ID4CA_HPV_3HumanCervixCC3.20e-184.95e-010.0414
3400ID4H2HumanCervixHSIL_HPV2.34e-022.42e-010.0632
3400ID4T2HumanCervixCC3.81e-035.24e-010.0709
3400ID4AEH-subject1HumanEndometriumAEH2.59e-042.67e-01-0.3059
3400ID4AEH-subject3HumanEndometriumAEH2.59e-073.13e-01-0.2576
3400ID4AEH-subject4HumanEndometriumAEH7.72e-03-7.15e-02-0.2657
3400ID4AEH-subject5HumanEndometriumAEH3.51e-19-4.77e-01-0.2953
3400ID4EEC-subject1HumanEndometriumEEC1.78e-04-1.62e-01-0.2682
3400ID4EEC-subject2HumanEndometriumEEC1.85e-04-2.34e-01-0.2607
3400ID4EEC-subject3HumanEndometriumEEC2.90e-22-3.83e-01-0.2525
3400ID4GSM5276934HumanEndometriumEEC8.10e-22-4.82e-01-0.0913
3400ID4GSM5276937HumanEndometriumEEC2.42e-16-5.08e-01-0.0897
3400ID4GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.49e-17-2.73e-01-0.1869
3400ID4GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.53e-22-2.42e-01-0.1875
3400ID4GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.73e-19-1.16e-01-0.1883
3400ID4GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC6.56e-18-2.89e-01-0.1934
3400ID4GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC8.80e-32-2.53e-01-0.1917
3400ID4GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC8.85e-30-3.83e-01-0.1916
3400ID4LZE24THumanEsophagusESCC1.25e-029.50e-030.0596
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00180223LungIACpeptidyl-lysine methylation27/2061131/187239.41e-041.14e-0227
GO:00064794LungIACprotein methylation34/2061181/187231.28e-031.45e-0234
GO:00082134LungIACprotein alkylation34/2061181/187231.28e-031.45e-0234
GO:00165714LungIAChistone methylation28/2061141/187231.39e-031.53e-0228
GO:0061647LungIAChistone H3-K9 modification12/206148/187234.87e-033.77e-0212
GO:00515671LungIAChistone H3-K9 methylation10/206137/187235.45e-034.08e-0210
GO:000206413LungAISepithelial cell development48/1849220/187231.06e-071.18e-0548
GO:001657012LungAIShistone modification81/1849463/187232.30e-072.16e-0581
GO:003410113LungAISerythrocyte homeostasis30/1849129/187236.51e-062.92e-0430
GO:003021813LungAISerythrocyte differentiation28/1849120/187231.22e-054.71e-0428
GO:006145812LungAISreproductive system development70/1849427/187231.52e-055.50e-0470
GO:004860811LungAISreproductive structure development69/1849424/187232.23e-057.42e-0469
GO:003009913LungAISmyeloid cell differentiation63/1849381/187233.05e-059.70e-0463
GO:000226213LungAISmyeloid cell homeostasis32/1849157/187235.57e-051.57e-0332
GO:004887213LungAIShomeostasis of number of cells47/1849272/187231.03e-042.50e-0347
GO:000632512LungAISchromatin organization62/1849409/187234.24e-047.29e-0362
GO:003496811LungAIShistone lysine methylation22/1849115/187231.82e-032.05e-0222
GO:001657111LungAIShistone methylation25/1849141/187232.78e-032.77e-0225
GO:001802211LungAISpeptidyl-lysine methylation23/1849131/187234.54e-034.00e-0223
GO:000647911LungAISprotein methylation29/1849181/187236.16e-034.98e-0229
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043504EndometriumAEHTGF-beta signaling pathway26/1197108/84653.82e-032.18e-021.59e-0226
hsa0435011EndometriumAEHTGF-beta signaling pathway26/1197108/84653.82e-032.18e-021.59e-0226
hsa043502EndometriumEECTGF-beta signaling pathway26/1237108/84655.95e-033.12e-022.33e-0226
hsa043503EndometriumEECTGF-beta signaling pathway26/1237108/84655.95e-033.12e-022.33e-0226
hsa043507EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa0435014EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa043506Oral cavityOSCCTGF-beta signaling pathway60/3704108/84658.66e-031.97e-021.00e-0260
hsa0435013Oral cavityOSCCTGF-beta signaling pathway60/3704108/84658.66e-031.97e-021.00e-0260
hsa0435041Oral cavityNEOLPTGF-beta signaling pathway28/1112108/84652.46e-041.62e-031.02e-0328
hsa0435051Oral cavityNEOLPTGF-beta signaling pathway28/1112108/84652.46e-041.62e-031.02e-0328
hsa043505ProstateBPHTGF-beta signaling pathway35/1718108/84651.98e-037.92e-034.90e-0335
hsa0435012ProstateBPHTGF-beta signaling pathway35/1718108/84651.98e-037.92e-034.90e-0335
hsa0435021ProstateTumorTGF-beta signaling pathway39/1791108/84652.33e-041.35e-038.39e-0439
hsa0435031ProstateTumorTGF-beta signaling pathway39/1791108/84652.33e-041.35e-038.39e-0439
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
ID4SURFEndometriumHealthyGRN,LINC01541,MAOA, etc.4.53e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
ID4GDTOral cavityADJC11orf96,COL18A1,COL4A1, etc.1.45e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
ID4cDCOral cavityLPC11orf96,COL18A1,COL4A1, etc.1.20e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
ID4cDCOral cavityOSCCC11orf96,COL18A1,COL4A1, etc.5.64e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
ID4BNThyroidADJTFF3,TG,TPO, etc.1.09e-02The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
ID4pDCThyroidADJTFF3,TG,TPO, etc.1.68e-02The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
ID4pDCThyroidATCTFF3,TG,TPO, etc.5.72e-03The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
ID4BMEMThyroidATCTFF3,TG,TPO, etc.0.00e+00The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
ID4PLAThyroidATCTFF3,TG,TPO, etc.1.69e-02The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
ID4GCThyroidATCTFF3,TG,TPO, etc.0.00e+00The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
ID4SNVMissense_Mutationc.320N>Tp.Ala107Valp.A107VP47928protein_codingtolerated(0.16)benign(0.236)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ID4SNVMissense_Mutationnovelc.276G>Tp.Glu92Aspp.E92DP47928protein_codingdeleterious(0)benign(0.239)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
ID4SNVMissense_Mutationnovelc.374N>Gp.His125Argp.H125RP47928protein_codingtolerated(0.85)benign(0)TCGA-90-7964-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
ID4SNVMissense_Mutationnovelc.182N>Tp.Ala61Valp.A61VP47928protein_codingtolerated(1)benign(0.005)TCGA-BR-8591-01Stomachstomach adenocarcinomaMale>=65III/IVUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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