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: ING4

Gene summary for ING4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ING4

Gene ID

51147

Gene nameinhibitor of growth family member 4
Gene Aliasmy036
Cytomap12p13.31
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9UNL4


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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
51147ING4cirrhotic1HumanLiverCirrhotic9.27e-081.34e-010.0202
51147ING4cirrhotic2HumanLiverCirrhotic7.32e-051.41e-010.0201
51147ING4HCC1HumanLiverHCC3.26e-023.74e+000.5336
51147ING4Pt13.bHumanLiverHCC5.18e-035.09e-020.0251
51147ING4S014HumanLiverHCC5.25e-115.45e-010.2254
51147ING4S015HumanLiverHCC1.05e-076.70e-010.2375
51147ING4S016HumanLiverHCC3.54e-146.28e-010.2243
51147ING4S028HumanLiverHCC8.96e-064.00e-010.2503
51147ING4S029HumanLiverHCC3.88e-033.45e-010.2581
51147ING4C04HumanOral cavityOSCC3.65e-074.01e-010.2633
51147ING4C21HumanOral cavityOSCC1.95e-115.05e-010.2678
51147ING4C30HumanOral cavityOSCC5.17e-137.54e-010.3055
51147ING4C38HumanOral cavityOSCC6.29e-171.31e+000.172
51147ING4C43HumanOral cavityOSCC4.90e-092.60e-010.1704
51147ING4C46HumanOral cavityOSCC1.13e-266.63e-010.1673
51147ING4C51HumanOral cavityOSCC1.84e-053.83e-010.2674
51147ING4C57HumanOral cavityOSCC6.71e-063.41e-010.1679
51147ING4C06HumanOral cavityOSCC6.27e-048.22e-010.2699
51147ING4C07HumanOral cavityOSCC7.26e-049.58e-010.2491
51147ING4C08HumanOral cavityOSCC5.61e-215.16e-010.1919
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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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:004277014EsophagusESCCsignal transduction in response to DNA damage117/8552172/187232.38e-095.32e-08117
GO:004396712EsophagusESCChistone H4 acetylation53/855267/187232.11e-084.03e-0753
GO:0030330110EsophagusESCCDNA damage response, signal transduction by p53 class mediator53/855272/187231.34e-061.63e-0553
GO:00459267EsophagusESCCnegative regulation of growth148/8552249/187237.88e-067.73e-05148
GO:00439662EsophagusESCChistone H3 acetylation43/855261/187237.57e-055.67e-0443
GO:00427722EsophagusESCCDNA damage response, signal transduction resulting in transcription15/855217/187233.48e-042.03e-0315
GO:00069782EsophagusESCCDNA damage response, signal transduction by p53 class mediator resulting in transcription of p21 class mediator14/855216/187236.78e-043.56e-0314
GO:00439811EsophagusESCChistone H4-K5 acetylation13/855215/187231.31e-036.26e-0313
GO:00439821EsophagusESCChistone H4-K8 acetylation13/855215/187231.31e-036.26e-0313
GO:00064731LiverCirrhoticprotein acetylation84/4634201/187237.50e-082.25e-0684
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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
ING4ICAFBreastIDCTBP,CDKL5,AC025159.1, etc.6.19e-03The 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.
ING4PLALungHealthyLARP4,RPL36AL,CHCHD5, etc.7.85e-02The 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.
ING4SPIOral cavityEOLPZNF114,RP11-305K5.1,MME, etc.1.71e-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.
ING4NUERProstateADJAC007405.6,HCAR2,LSM11, etc.4.30e-02The 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.
ING4NUERProstateBPHAC007405.6,HCAR2,LSM11, etc.2.51e-02The 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.
ING4UROProstateBPHAC007405.6,HCAR2,LSM11, etc.5.33e-02The 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.
ING4UROProstateTumorAC007405.6,HCAR2,LSM11, etc.1.59e-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.
ING4A.XStomachHealthyVAMP2,ZCRB1,ATP4B, etc.1.19e-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
ING4SNVMissense_Mutationc.349N>Ap.Glu117Lysp.E117KQ9UNL4protein_codingtolerated(0.55)benign(0.284)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
ING4SNVMissense_Mutationnovelc.229N>Cp.Glu77Glnp.E77QQ9UNL4protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ING4SNVMissense_Mutationc.463N>Ap.Pro155Thrp.P155TQ9UNL4protein_codingtolerated(0.06)possibly_damaging(0.616)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ING4SNVMissense_Mutationnovelc.662N>Cp.Trp221Serp.W221SQ9UNL4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-A00O-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ING4SNVMissense_Mutationc.470N>Tp.Thr157Ilep.T157IQ9UNL4protein_codingtolerated(0.11)benign(0.01)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ING4SNVMissense_Mutationnovelc.119N>Ap.Ala40Aspp.A40DQ9UNL4protein_codingtolerated(0.38)benign(0.024)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ING4SNVMissense_Mutationc.307N>Tp.Asp103Tyrp.D103YQ9UNL4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ING4SNVMissense_Mutationnovelc.313N>Tp.Ala105Serp.A105SQ9UNL4protein_codingtolerated(0.12)possibly_damaging(0.759)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ING4SNVMissense_Mutationnovelc.602G>Ap.Cys201Tyrp.C201YQ9UNL4protein_codingdeleterious(0)probably_damaging(0.967)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
ING4SNVMissense_Mutationc.497N>Ap.Arg166Hisp.R166HQ9UNL4protein_codingtolerated(0.15)benign(0.153)TCGA-B5-A11E-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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