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: ID1

Gene summary for ID1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ID1

Gene ID

3397

Gene nameinhibitor of DNA binding 1, HLH protein
Gene AliasID
Cytomap20q11.21
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P41134


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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
3397ID1SIM_1HumanStomachSIM5.51e-073.73e-010.3573
3397ID1SIM_2HumanStomachSIM2.14e-287.42e-010.3139
3397ID1SIM_4HumanStomachSIM8.17e-084.69e-010.2664
3397ID1EGCHumanStomachGC4.59e-113.79e-010.1683
3397ID1Adj_PTCwithHT_6HumanThyroidHT3.93e-18-7.76e-010.02
3397ID1PTCwithHT_1HumanThyroidHT1.09e-04-7.62e-010.0238
3397ID1PTCwithHT_6HumanThyroidHT3.19e-18-8.11e-010.02
3397ID1PTCwithHT_8HumanThyroidHT2.46e-13-7.07e-010.0351
3397ID1PTCwithoutHT_2HumanThyroidPTC2.24e-13-6.82e-010.0419
3397ID1male-WTAHumanThyroidPTC5.55e-422.31e-010.1037
3397ID1PTC06HumanThyroidPTC1.16e-031.33e+000.2057
3397ID1PTC07HumanThyroidPTC5.84e-081.20e+000.2044
3397ID1ATC08HumanThyroidATC2.53e-11-5.53e-010.0541
3397ID1ATC09HumanThyroidATC4.48e-12-7.46e-010.2871
3397ID1ATC12HumanThyroidATC4.84e-30-6.02e-010.34
3397ID1ATC13HumanThyroidATC5.52e-24-7.05e-010.34
3397ID1ATC1HumanThyroidATC6.24e-10-7.42e-010.2878
3397ID1ATC3HumanThyroidATC8.11e-03-8.65e-010.338
3397ID1ATC4HumanThyroidATC6.28e-24-5.44e-010.34
3397ID1ATC5HumanThyroidATC2.46e-20-6.62e-010.34
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00453338BreastPrecancercellular respiration59/1080230/187235.97e-235.32e-2059
GO:00159808BreastPrecancerenergy derivation by oxidation of organic compounds70/1080318/187238.33e-236.37e-2070
GO:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:00525479BreastPrecancerregulation of peptidase activity71/1080461/187232.72e-146.94e-1271
GO:00525489BreastPrecancerregulation of endopeptidase activity67/1080432/187231.06e-132.36e-1167
GO:20012349BreastPrecancernegative regulation of apoptotic signaling pathway39/1080224/187235.35e-104.77e-0839
GO:00458629BreastPrecancerpositive regulation of proteolysis51/1080372/187237.77e-095.70e-0751
GO:00109529BreastPrecancerpositive regulation of peptidase activity33/1080197/187233.01e-081.89e-0633
GO:00086378BreastPrecancerapoptotic mitochondrial changes23/1080107/187233.44e-082.12e-0623
GO:00518816BreastPrecancerregulation of mitochondrial membrane potential18/108074/187231.45e-077.82e-0618
GO:00109509BreastPrecancerpositive regulation of endopeptidase activity29/1080179/187234.23e-071.90e-0529
GO:00018367BreastPrecancerrelease of cytochrome c from mitochondria14/108059/187234.80e-061.47e-0414
GO:00434677BreastPrecancerregulation of generation of precursor metabolites and energy22/1080130/187234.95e-061.51e-0422
GO:00421107BreastPrecancerT cell activation52/1080487/187231.37e-053.42e-0452
GO:19037069BreastPrecancerregulation of hemopoiesis41/1080367/187233.95e-058.52e-0441
GO:0010917BreastPrecancernegative regulation of mitochondrial membrane potential6/108013/187234.39e-059.40e-046
GO:0045837BreastPrecancernegative regulation of membrane potential6/108014/187237.30e-051.44e-036
GO:00508637BreastPrecancerregulation of T cell activation37/1080329/187238.04e-051.56e-0337
GO:19021055BreastPrecancerregulation of leukocyte differentiation32/1080279/187231.66e-042.74e-0332
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0401512CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa043908CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa0401513CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa0439013CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa04015ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa040151ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa040152ColorectumSERRap1 signaling pathway54/1580210/84656.55e-033.68e-022.67e-0254
hsa04350ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
hsa040153ColorectumSERRap1 signaling pathway54/1580210/84656.55e-033.68e-022.67e-0254
hsa043501ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
hsa040154ColorectumMSSRap1 signaling pathway66/1875210/84651.03e-035.94e-033.64e-0366
hsa04390ColorectumMSSHippo signaling pathway48/1875157/84658.32e-033.10e-021.90e-0248
hsa040155ColorectumMSSRap1 signaling pathway66/1875210/84651.03e-035.94e-033.64e-0366
hsa043901ColorectumMSSHippo signaling pathway48/1875157/84658.32e-033.10e-021.90e-0248
hsa040156ColorectumFAPRap1 signaling pathway53/1404210/84657.93e-045.14e-033.13e-0353
hsa043902ColorectumFAPHippo signaling pathway41/1404157/84651.49e-037.91e-034.81e-0341
hsa040157ColorectumFAPRap1 signaling pathway53/1404210/84657.93e-045.14e-033.13e-0353
hsa043903ColorectumFAPHippo signaling pathway41/1404157/84651.49e-037.91e-034.81e-0341
hsa0401514EndometriumAEHRap1 signaling pathway49/1197210/84652.03e-041.78e-031.30e-0349
hsa043909EndometriumAEHHippo signaling pathway38/1197157/84654.79e-043.38e-032.47e-0338
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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
ID1KERSkinADJID2,ID3,JUNB, etc.1.65e-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.
∗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
ID1SNVMissense_Mutationnovelc.283N>Tp.Leu95Phep.L95FP41134protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ID1SNVMissense_Mutationnovelc.69N>Cp.Lys23Asnp.K23NP41134protein_codingdeleterious(0.01)benign(0.444)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ID1SNVMissense_Mutationrs756315343c.350C>Tp.Thr117Ilep.T117IP41134protein_codingtolerated(0.21)benign(0.03)TCGA-A5-A0GH-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ID1SNVMissense_Mutationc.391A>Gp.Thr131Alap.T131AP41134protein_codingtolerated(0.46)benign(0.094)TCGA-B5-A0K9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ID1SNVMissense_Mutationc.313N>Tp.Leu105Phep.L105FP41134protein_codingdeleterious(0)probably_damaging(1)TCGA-D1-A17H-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ID1SNVMissense_Mutationnovelc.346N>Ap.Gly116Argp.G116RP41134protein_codingtolerated(0.42)benign(0.007)TCGA-SL-A6J9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ID1SNVMissense_Mutationnovelc.463N>Ap.Arg155Serp.R155SP41134protein_codingdeleterious(0)benign(0.44)TCGA-DD-AADO-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownSD
ID1SNVMissense_Mutationc.64G>Tp.Gly22Cysp.G22CP41134protein_codingtolerated(0.17)probably_damaging(0.976)TCGA-69-7978-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
ID1SNVMissense_Mutationrs758048335c.103N>Gp.Leu35Valp.L35VP41134protein_codingtolerated(0.09)probably_damaging(0.991)TCGA-34-8454-01Lunglung squamous cell carcinomaFemale<65III/IVChemotherapycisplatinSD
ID1SNVMissense_Mutationc.338N>Tp.Ser113Phep.S113FP41134protein_codingdeleterious(0)benign(0.251)TCGA-BR-7959-01Stomachstomach adenocarcinomaMale<65III/IVChemotherapyetoposideCR
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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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