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: ID3

Gene summary for ID3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ID3

Gene ID

3399

Gene nameinhibitor of DNA binding 3, HLH protein
Gene AliasHEIR-1
Cytomap1p36.12
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q02535


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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
3399ID3P9HumanProstateTumor4.00e-108.66e-01-0.0285
3399ID3GSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor5.00e-02-3.06e-010.1545
3399ID3P3_S6_AKHumanSkinAK1.82e-13-6.28e-01-0.3256
3399ID3P4_S8_cSCCHumanSkincSCC2.47e-06-3.84e-01-0.3095
3399ID3P5_S10_cSCCHumanSkincSCC7.99e-15-9.20e-02-0.299
3399ID3cSCC_p1HumanSkincSCC5.01e-06-4.48e-01-0.1916
3399ID3cSCC_p11HumanSkincSCC4.53e-12-4.72e-01-0.2102
3399ID3cSCC_p3HumanSkincSCC4.66e-10-5.98e-01-0.2085
3399ID3cSCC_p4HumanSkincSCC2.97e-17-5.97e-01-0.2022
3399ID3cSCC_p6HumanSkincSCC4.54e-11-5.98e-01-0.1989
3399ID3cSCC_p7HumanSkincSCC5.46e-11-6.46e-01-0.2332
3399ID3cSCC_p8HumanSkincSCC4.77e-08-3.21e-01-0.1971
3399ID3cSCC_p9HumanSkincSCC3.56e-09-2.91e-01-0.1991
3399ID3Pat01-BHumanStomachGC4.46e-102.08e-010.5754
3399ID3Pat02-BHumanStomachGC7.07e-172.53e-010.0368
3399ID3Pat03-BHumanStomachGC1.63e-194.14e-010.3693
3399ID3Pat04-BHumanStomachGC3.34e-449.65e-01-0.1483
3399ID3Pat05-BHumanStomachGC1.18e-186.46e-01-0.0353
3399ID3Pat06-BHumanStomachGC3.56e-335.39e-01-0.1961
3399ID3Pat11-BHumanStomachGC3.06e-102.99e-01-0.182
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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:00485118CervixCCrhythmic process65/2311298/187232.79e-068.04e-0565
GO:00510904CervixCCregulation of DNA-binding transcription factor activity87/2311440/187234.85e-061.22e-0487
GO:00076238CervixCCcircadian rhythm46/2311210/187236.76e-059.60e-0446
GO:00016497CervixCCosteoblast differentiation47/2311229/187232.88e-043.11e-0347
GO:0045445CervixCCmyoblast differentiation21/231184/187231.08e-038.94e-0321
GO:00329226CervixCCcircadian regulation of gene expression18/231168/187231.18e-039.56e-0318
GO:0045667CervixCCregulation of osteoblast differentiation29/2311132/187231.32e-031.05e-0229
GO:00015037CervixCCossification71/2311408/187231.67e-031.28e-0271
GO:00062602CervixCCDNA replication48/2311260/187232.70e-031.85e-0248
GO:00075173CervixCCmuscle organ development58/2311327/187232.73e-031.85e-0258
GO:0007623ColorectumADcircadian rhythm72/3918210/187234.50e-061.21e-0472
GO:0048511ColorectumADrhythmic process94/3918298/187231.00e-052.34e-0494
GO:0001649ColorectumADosteoblast differentiation70/3918229/187233.59e-044.18e-0370
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0006869ColorectumADlipid transport108/3918398/187231.67e-031.39e-02108
GO:0048568ColorectumADembryonic organ development112/3918427/187234.60e-033.14e-02112
GO:0015748ColorectumADorganophosphate ester transport42/3918140/187237.04e-034.31e-0242
GO:0001503ColorectumADossification106/3918408/187237.68e-034.64e-02106
GO:00076231ColorectumSERcircadian rhythm54/2897210/187237.98e-051.77e-0354
GO:00016491ColorectumSERosteoblast differentiation56/2897229/187232.49e-044.21e-0356
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04350ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
hsa043501ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
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
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
∗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
ID3SNVMissense_Mutationnovelc.290N>Cp.Leu97Prop.L97PQ02535protein_codingdeleterious(0.03)benign(0.003)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ID3SNVMissense_Mutationrs201368186c.73N>Ap.Ala25Thrp.A25TQ02535protein_codingdeleterious(0.05)possibly_damaging(0.51)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ID3SNVMissense_Mutationnovelc.328N>Gp.Ile110Valp.I110VQ02535protein_codingtolerated(0.77)benign(0)TCGA-EY-A215-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ID3SNVMissense_Mutationrs777214087c.38C>Tp.Ala13Valp.A13VQ02535protein_codingtolerated(0.29)possibly_damaging(0.57)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
ID3SNVMissense_Mutationnovelc.97N>Tp.Ala33Serp.A33SQ02535protein_codingtolerated(0.56)benign(0.05)TCGA-55-8621-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ID3SNVMissense_Mutationc.316C>Tp.Pro106Serp.P106SQ02535protein_codingtolerated(1)benign(0)TCGA-55-A4DF-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
ID3SNVMissense_Mutationnovelc.211N>Ap.Gln71Lysp.Q71KQ02535protein_codingdeleterious(0)probably_damaging(0.999)TCGA-37-3792-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
ID3SNVMissense_Mutationnovelc.338A>Tp.Asp113Valp.D113VQ02535protein_codingdeleterious(0)benign(0.155)TCGA-98-A53A-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
ID3SNVMissense_Mutationc.284C>Ap.Pro95Hisp.P95HQ02535protein_codingtolerated(0.34)benign(0.068)TCGA-HJ-7597-01Stomachstomach adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilCR
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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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