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: ICE2

Gene summary for ICE2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ICE2

Gene ID

79664

Gene nameinteractor of little elongation complex ELL subunit 2
Gene AliasBRCC1
Cytomap15q22.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q659A1


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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
79664ICE2LZE2THumanEsophagusESCC3.82e-034.96e-010.082
79664ICE2LZE4THumanEsophagusESCC1.85e-154.24e-010.0811
79664ICE2LZE5THumanEsophagusESCC6.27e-042.42e-010.0514
79664ICE2LZE7THumanEsophagusESCC2.42e-156.45e-010.0667
79664ICE2LZE8THumanEsophagusESCC2.26e-021.34e-010.067
79664ICE2LZE20THumanEsophagusESCC3.23e-021.42e-010.0662
79664ICE2LZE24THumanEsophagusESCC1.78e-112.57e-010.0596
79664ICE2LZE6THumanEsophagusESCC3.59e-052.45e-010.0845
79664ICE2P1T-EHumanEsophagusESCC1.77e-094.59e-010.0875
79664ICE2P2T-EHumanEsophagusESCC7.58e-255.17e-010.1177
79664ICE2P4T-EHumanEsophagusESCC1.47e-224.73e-010.1323
79664ICE2P5T-EHumanEsophagusESCC4.91e-091.77e-010.1327
79664ICE2P8T-EHumanEsophagusESCC6.03e-304.50e-010.0889
79664ICE2P9T-EHumanEsophagusESCC3.43e-122.90e-010.1131
79664ICE2P10T-EHumanEsophagusESCC4.49e-285.35e-010.116
79664ICE2P11T-EHumanEsophagusESCC4.23e-072.14e-010.1426
79664ICE2P12T-EHumanEsophagusESCC2.65e-254.55e-010.1122
79664ICE2P15T-EHumanEsophagusESCC6.97e-427.57e-010.1149
79664ICE2P16T-EHumanEsophagusESCC1.29e-244.37e-010.1153
79664ICE2P17T-EHumanEsophagusESCC8.01e-031.72e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:00063833EsophagusESCCtranscription by RNA polymerase III41/855246/187237.69e-101.90e-0841
GO:00987812EsophagusESCCncRNA transcription45/855256/187231.05e-071.72e-0645
GO:0006359EsophagusESCCregulation of transcription by RNA polymerase III19/855222/187239.52e-056.78e-0419
GO:00093011EsophagusESCCsnRNA transcription16/855219/187236.45e-043.43e-0316
GO:0045945EsophagusESCCpositive regulation of transcription by RNA polymerase III10/855211/187232.54e-031.08e-0210
GO:00427951EsophagusESCCsnRNA transcription by RNA polymerase II13/855216/187234.05e-031.62e-0213
GO:0006383LiverHCCtranscription by RNA polymerase III31/795846/187235.67e-043.61e-0331
GO:0098781LiverHCCncRNA transcription33/795856/187239.64e-033.63e-0233
GO:00063832Oral cavityOSCCtranscription by RNA polymerase III34/730546/187231.61e-062.11e-0534
GO:00987811Oral cavityOSCCncRNA transcription38/730556/187231.15e-051.18e-0438
GO:0009301Oral cavityOSCCsnRNA transcription13/730519/187239.07e-033.26e-0213
GO:0042795Oral cavityOSCCsnRNA transcription by RNA polymerase II11/730516/187231.56e-024.99e-0211
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
ICE2SNVMissense_Mutationc.1805N>Tp.Arg602Ilep.R602IQ659A1protein_codingtolerated(0.22)benign(0)TCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ICE2SNVMissense_Mutationc.1597N>Cp.Asp533Hisp.D533HQ659A1protein_codingdeleterious(0.02)benign(0.003)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ICE2SNVMissense_Mutationnovelc.2606C>Ap.Ser869Tyrp.S869YQ659A1protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ICE2SNVMissense_Mutationnovelc.164T>Gp.Leu55Trpp.L55WQ659A1protein_codingdeleterious(0.01)probably_damaging(0.936)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ICE2SNVMissense_Mutationc.2588N>Gp.Ser863Cysp.S863CQ659A1protein_codingdeleterious(0)probably_damaging(0.989)TCGA-E2-A1LI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ICE2insertionFrame_Shift_Insnovelc.821_822insTAp.Arg275ThrfsTer7p.R275Tfs*7Q659A1protein_codingTCGA-A8-A08T-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ICE2insertionFrame_Shift_Insnovelc.820_821insTTAAAAAATATATCACAATTAGATAp.Ser274PhefsTer19p.S274Ffs*19Q659A1protein_codingTCGA-A8-A08T-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ICE2SNVMissense_Mutationnovelc.1769N>Ap.Gly590Glup.G590EQ659A1protein_codingtolerated(1)benign(0.001)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
ICE2SNVMissense_Mutationnovelc.1435N>Cp.Glu479Glnp.E479QQ659A1protein_codingtolerated(0.07)benign(0.055)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
ICE2SNVMissense_Mutationc.44A>Tp.Asp15Valp.D15VQ659A1protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
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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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