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
51147ING4LZE7THumanEsophagusESCC2.60e-021.12e-010.0667
51147ING4LZE8THumanEsophagusESCC1.38e-072.42e-010.067
51147ING4LZE20THumanEsophagusESCC9.45e-052.17e-010.0662
51147ING4LZE24THumanEsophagusESCC2.59e-144.75e-010.0596
51147ING4P1T-EHumanEsophagusESCC3.45e-053.83e-010.0875
51147ING4P2T-EHumanEsophagusESCC1.11e-326.00e-010.1177
51147ING4P4T-EHumanEsophagusESCC5.45e-184.43e-010.1323
51147ING4P5T-EHumanEsophagusESCC3.61e-131.69e-010.1327
51147ING4P8T-EHumanEsophagusESCC2.16e-243.71e-010.0889
51147ING4P9T-EHumanEsophagusESCC2.81e-081.37e-010.1131
51147ING4P10T-EHumanEsophagusESCC7.93e-295.22e-010.116
51147ING4P11T-EHumanEsophagusESCC1.22e-042.29e-010.1426
51147ING4P12T-EHumanEsophagusESCC2.88e-426.62e-010.1122
51147ING4P15T-EHumanEsophagusESCC1.30e-163.21e-010.1149
51147ING4P16T-EHumanEsophagusESCC1.95e-224.26e-010.1153
51147ING4P17T-EHumanEsophagusESCC1.25e-053.36e-010.1278
51147ING4P19T-EHumanEsophagusESCC2.96e-033.98e-010.1662
51147ING4P20T-EHumanEsophagusESCC7.44e-265.71e-010.1124
51147ING4P21T-EHumanEsophagusESCC7.87e-223.02e-010.1617
51147ING4P22T-EHumanEsophagusESCC2.98e-519.56e-010.1236
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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:00183941LiverCirrhoticpeptidyl-lysine acetylation73/4634169/187231.08e-073.07e-0673
GO:00435431LiverCirrhoticprotein acylation95/4634243/187234.73e-071.07e-0595
GO:007233112LiverCirrhoticsignal transduction by p53 class mediator69/4634163/187235.97e-071.30e-0569
GO:00182051LiverCirrhoticpeptidyl-lysine modification134/4634376/187231.29e-062.59e-05134
GO:00064751LiverCirrhoticinternal protein amino acid acetylation65/4634160/187236.66e-061.04e-0465
GO:00183931LiverCirrhoticinternal peptidyl-lysine acetylation64/4634158/187238.75e-061.29e-0464
GO:001657011LiverCirrhotichistone modification154/4634463/187231.92e-052.57e-04154
GO:00165731LiverCirrhotichistone acetylation61/4634152/187231.97e-052.62e-0461
GO:0043967LiverCirrhotichistone H4 acetylation31/463467/187231.03e-041.06e-0331
GO:003033012LiverCirrhoticDNA damage response, signal transduction by p53 class mediator31/463472/187235.03e-044.00e-0331
GO:00427701LiverCirrhoticsignal transduction in response to DNA damage58/4634172/187235.00e-032.59e-0258
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
GO:00064732LiverHCCprotein acetylation135/7958201/187231.20e-125.92e-11135
GO:00435432LiverHCCprotein acylation157/7958243/187232.40e-121.12e-10157
GO:00183942LiverHCCpeptidyl-lysine acetylation116/7958169/187235.11e-122.23e-10116
GO:00064752LiverHCCinternal protein amino acid acetylation107/7958160/187233.77e-101.23e-08107
GO:007233122LiverHCCsignal transduction by p53 class mediator108/7958163/187237.14e-102.23e-08108
GO:00183932LiverHCCinternal peptidyl-lysine acetylation105/7958158/187239.48e-102.90e-08105
GO:00165732LiverHCChistone acetylation101/7958152/187231.99e-095.63e-08101
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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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