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
3399ID3CA_HPV_1HumanCervixCC1.06e-02-1.30e-010.0264
3399ID3CCI_3HumanCervixCC6.91e-04-2.96e-010.516
3399ID3CCII_1HumanCervixCC7.15e-04-2.84e-010.3249
3399ID3TumorHumanCervixCC2.67e-114.82e-010.1241
3399ID3sample1HumanCervixCC2.63e-148.70e-010.0959
3399ID3sample3HumanCervixCC5.91e-164.38e-010.1387
3399ID3T1HumanCervixCC1.58e-269.00e-010.0918
3399ID3T3HumanCervixCC2.57e-144.50e-010.1389
3399ID3HTA11_3410_2000001011HumanColorectumAD9.19e-155.21e-010.0155
3399ID3HTA11_2487_2000001011HumanColorectumSER1.33e-167.17e-01-0.1808
3399ID3HTA11_2951_2000001011HumanColorectumAD8.51e-181.09e+000.0216
3399ID3HTA11_1938_2000001011HumanColorectumAD7.38e-191.18e+00-0.0811
3399ID3HTA11_78_2000001011HumanColorectumAD9.20e-186.55e-01-0.1088
3399ID3HTA11_347_2000001011HumanColorectumAD5.59e-338.45e-01-0.1954
3399ID3HTA11_411_2000001011HumanColorectumSER3.31e-039.86e-01-0.2602
3399ID3HTA11_2112_2000001011HumanColorectumSER2.09e-037.80e-01-0.2196
3399ID3HTA11_3361_2000001011HumanColorectumAD7.27e-261.20e+00-0.1207
3399ID3HTA11_83_2000001011HumanColorectumSER4.48e-198.51e-01-0.1526
3399ID3HTA11_696_2000001011HumanColorectumAD8.65e-351.10e+00-0.1464
3399ID3HTA11_866_2000001011HumanColorectumAD3.62e-226.10e-01-0.1001
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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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