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: ICE1

Gene summary for ICE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ICE1

Gene ID

23379

Gene nameinteractor of little elongation complex ELL subunit 1
Gene AliasKIAA0947
Cytomap5p15.32
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9Y2F5


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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
23379ICE1P57T-EHumanEsophagusESCC8.95e-122.35e-010.0926
23379ICE1P61T-EHumanEsophagusESCC7.17e-172.88e-010.099
23379ICE1P62T-EHumanEsophagusESCC3.59e-325.05e-010.1302
23379ICE1P65T-EHumanEsophagusESCC6.65e-224.85e-010.0978
23379ICE1P74T-EHumanEsophagusESCC1.95e-213.74e-010.1479
23379ICE1P75T-EHumanEsophagusESCC2.25e-122.31e-010.1125
23379ICE1P76T-EHumanEsophagusESCC7.78e-202.58e-010.1207
23379ICE1P79T-EHumanEsophagusESCC1.64e-264.63e-010.1154
23379ICE1P80T-EHumanEsophagusESCC1.59e-245.57e-010.155
23379ICE1P82T-EHumanEsophagusESCC1.30e-175.85e-010.1072
23379ICE1P83T-EHumanEsophagusESCC8.40e-357.98e-010.1738
23379ICE1P84T-EHumanEsophagusESCC1.52e-072.61e-010.0933
23379ICE1P91T-EHumanEsophagusESCC9.67e-118.00e-010.1828
23379ICE1P104T-EHumanEsophagusESCC1.72e-031.13e-010.0931
23379ICE1P107T-EHumanEsophagusESCC2.38e-235.36e-010.171
23379ICE1P126T-EHumanEsophagusESCC2.52e-094.92e-010.1125
23379ICE1P127T-EHumanEsophagusESCC5.36e-182.19e-010.0826
23379ICE1P128T-EHumanEsophagusESCC2.13e-451.34e+000.1241
23379ICE1P130T-EHumanEsophagusESCC1.91e-541.19e+000.1676
23379ICE1HCC1_MengHumanLiverHCC5.90e-601.55e-020.0246
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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
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:0051656ColorectumADestablishment of organelle localization131/3918390/187233.00e-092.06e-07131
GO:0007051ColorectumADspindle organization58/3918184/187234.71e-045.20e-0358
GO:1902850ColorectumADmicrotubule cytoskeleton organization involved in mitosis48/3918147/187235.87e-046.21e-0348
GO:0090307ColorectumADmitotic spindle assembly25/391865/187239.12e-048.71e-0325
GO:0007052ColorectumADmitotic spindle organization40/3918120/187231.03e-039.61e-0340
GO:0051225ColorectumADspindle assembly37/3918117/187234.32e-032.96e-0237
GO:0140014ColorectumADmitotic nuclear division78/3918287/187236.48e-034.05e-0278
GO:0046605ColorectumADregulation of centrosome cycle18/391849/187237.93e-034.73e-0218
GO:00516561ColorectumSERestablishment of organelle localization100/2897390/187231.11e-076.79e-06100
GO:00466051ColorectumSERregulation of centrosome cycle17/289749/187237.17e-049.44e-0317
GO:0010824ColorectumSERregulation of centrosome duplication15/289745/187232.29e-032.19e-0215
GO:00516562ColorectumMSSestablishment of organelle localization115/3467390/187237.30e-083.67e-06115
GO:00070511ColorectumMSSspindle organization53/3467184/187234.23e-045.19e-0353
GO:19028501ColorectumMSSmicrotubule cytoskeleton organization involved in mitosis44/3467147/187235.17e-045.98e-0344
GO:00070521ColorectumMSSmitotic spindle organization36/3467120/187231.52e-031.39e-0236
GO:00903071ColorectumMSSmitotic spindle assembly22/346765/187232.33e-031.90e-0222
GO:00512251ColorectumMSSspindle assembly33/3467117/187236.68e-034.38e-0233
GO:01400141ColorectumMSSmitotic nuclear division70/3467287/187237.48e-034.72e-0270
GO:00516563ColorectumFAPestablishment of organelle localization97/2622390/187235.91e-099.48e-0797
GO:00070512ColorectumFAPspindle organization41/2622184/187231.50e-031.34e-0241
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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
ICE1SNVMissense_Mutationnovelc.3328N>Cp.Glu1110Glnp.E1110QQ9Y2F5protein_codingdeleterious(0.01)benign(0.289)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ICE1SNVMissense_Mutationnovelc.1897T>Cp.Ser633Prop.S633PQ9Y2F5protein_codingtolerated(0.14)benign(0.043)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ICE1SNVMissense_Mutationnovelc.4735N>Tp.His1579Tyrp.H1579YQ9Y2F5protein_codingtolerated(0.12)benign(0.132)TCGA-A7-A56D-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ICE1SNVMissense_Mutationc.147N>Ap.Asn49Lysp.N49KQ9Y2F5protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-A8-A076-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
ICE1SNVMissense_Mutationnovelc.5107N>Ap.Ala1703Thrp.A1703TQ9Y2F5protein_codingtolerated(0.09)benign(0.338)TCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
ICE1SNVMissense_Mutationrs749575254c.4526G>Ap.Arg1509Hisp.R1509HQ9Y2F5protein_codingdeleterious(0.03)probably_damaging(0.973)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ICE1SNVMissense_Mutationc.3484N>Cp.Ser1162Argp.S1162RQ9Y2F5protein_codingdeleterious(0)possibly_damaging(0.714)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
ICE1SNVMissense_Mutationc.1560N>Cp.Glu520Aspp.E520DQ9Y2F5protein_codingtolerated(0.4)benign(0.001)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ICE1SNVMissense_Mutationc.2434N>Ap.Glu812Lysp.E812KQ9Y2F5protein_codingdeleterious(0.04)benign(0.342)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
ICE1SNVMissense_Mutationrs773709911c.4036C>Tp.Pro1346Serp.P1346SQ9Y2F5protein_codingtolerated(0.23)benign(0.125)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
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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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