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: ING2

Gene summary for ING2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ING2

Gene ID

3622

Gene nameinhibitor of growth family member 2
Gene AliasING1L
Cytomap4q35.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9H160


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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
3622ING2LZE4THumanEsophagusESCC2.75e-021.29e-010.0811
3622ING2LZE24THumanEsophagusESCC1.79e-082.38e-010.0596
3622ING2P1T-EHumanEsophagusESCC1.29e-033.22e-010.0875
3622ING2P2T-EHumanEsophagusESCC2.26e-204.31e-010.1177
3622ING2P4T-EHumanEsophagusESCC2.40e-102.51e-010.1323
3622ING2P5T-EHumanEsophagusESCC1.66e-113.51e-010.1327
3622ING2P8T-EHumanEsophagusESCC1.13e-162.24e-010.0889
3622ING2P9T-EHumanEsophagusESCC4.47e-039.25e-020.1131
3622ING2P10T-EHumanEsophagusESCC3.35e-131.81e-010.116
3622ING2P11T-EHumanEsophagusESCC2.87e-082.86e-010.1426
3622ING2P12T-EHumanEsophagusESCC4.26e-378.68e-010.1122
3622ING2P15T-EHumanEsophagusESCC2.28e-164.88e-010.1149
3622ING2P16T-EHumanEsophagusESCC7.71e-122.68e-010.1153
3622ING2P17T-EHumanEsophagusESCC3.59e-041.88e-010.1278
3622ING2P20T-EHumanEsophagusESCC1.26e-071.83e-010.1124
3622ING2P21T-EHumanEsophagusESCC4.71e-142.23e-010.1617
3622ING2P22T-EHumanEsophagusESCC1.05e-031.15e-010.1236
3622ING2P23T-EHumanEsophagusESCC2.45e-471.35e+000.108
3622ING2P24T-EHumanEsophagusESCC2.44e-101.13e-010.1287
3622ING2P26T-EHumanEsophagusESCC5.03e-235.31e-010.1276
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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
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
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:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:2001242111EsophagusESCCregulation of intrinsic apoptotic signaling pathway128/8552164/187231.75e-171.50e-15128
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:2001243111EsophagusESCCnegative regulation of intrinsic apoptotic signaling pathway78/855298/187235.50e-122.10e-1078
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:0008630110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage78/855299/187231.43e-115.08e-1078
GO:2001020110EsophagusESCCregulation of response to DNA damage stimulus145/8552219/187235.97e-101.50e-08145
GO:003105614EsophagusESCCregulation of histone modification106/8552152/187231.52e-093.55e-08106
GO:1901796111EsophagusESCCregulation of signal transduction by p53 class mediator70/855293/187235.69e-091.18e-0770
GO:0042771110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage by p53 class mediator38/855243/187235.75e-091.18e-0738
GO:0072332111EsophagusESCCintrinsic apoptotic signaling pathway by p53 class mediator59/855276/187231.22e-082.42e-0759
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00356015EsophagusESCCprotein deacylation79/8552112/187238.30e-081.42e-0679
GO:0061458110EsophagusESCCreproductive system development247/8552427/187232.24e-073.42e-06247
GO:000756820EsophagusESCCaging201/8552339/187232.64e-073.94e-06201
GO:004860818EsophagusESCCreproductive structure development245/8552424/187232.82e-074.14e-06245
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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
ING2SNVMissense_Mutationc.602C>Tp.Ser201Leup.S201LQ9H160protein_codingdeleterious(0.03)possibly_damaging(0.906)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ING2SNVMissense_Mutationnovelc.400N>Cp.Ala134Prop.A134PQ9H160protein_codingtolerated(0.41)benign(0)TCGA-ZJ-AAXF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ING2SNVMissense_Mutationc.445T>Cp.Ser149Prop.S149PQ9H160protein_codingtolerated(0.16)possibly_damaging(0.502)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ING2SNVMissense_Mutationnovelc.355N>Ap.Glu119Lysp.E119KQ9H160protein_codingdeleterious(0.01)possibly_damaging(0.5)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ING2SNVMissense_Mutationnovelc.679N>Ap.Gly227Argp.G227RQ9H160protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ING2SNVMissense_Mutationc.202N>Ap.Glu68Lysp.E68KQ9H160protein_codingdeleterious(0.03)probably_damaging(0.989)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ING2SNVMissense_Mutationrs770426903c.521N>Gp.Asp174Glyp.D174GQ9H160protein_codingtolerated(0.5)benign(0)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ING2SNVMissense_Mutationnovelc.477N>Cp.Glu159Aspp.E159DQ9H160protein_codingtolerated(0.19)probably_damaging(0.956)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ING2SNVMissense_Mutationc.202N>Ap.Glu68Lysp.E68KQ9H160protein_codingdeleterious(0.03)probably_damaging(0.989)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
ING2SNVMissense_Mutationc.605N>Tp.Pro202Leup.P202LQ9H160protein_codingdeleterious(0)probably_damaging(0.997)TCGA-B5-A0JR-01Endometriumuterine corpus endometrioid 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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