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: ING3

Gene summary for ING3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ING3

Gene ID

54556

Gene nameinhibitor of growth family member 3
Gene AliasEaf4
Cytomap7q31.31
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9NXR8


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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
54556ING3LZE4THumanEsophagusESCC1.29e-041.47e-010.0811
54556ING3LZE20THumanEsophagusESCC4.35e-059.75e-020.0662
54556ING3LZE24THumanEsophagusESCC2.96e-112.10e-010.0596
54556ING3P2T-EHumanEsophagusESCC1.89e-061.31e-010.1177
54556ING3P4T-EHumanEsophagusESCC5.29e-183.82e-010.1323
54556ING3P5T-EHumanEsophagusESCC4.08e-051.00e-010.1327
54556ING3P8T-EHumanEsophagusESCC5.80e-142.36e-010.0889
54556ING3P9T-EHumanEsophagusESCC2.83e-112.34e-010.1131
54556ING3P10T-EHumanEsophagusESCC4.42e-142.26e-010.116
54556ING3P11T-EHumanEsophagusESCC6.43e-072.38e-010.1426
54556ING3P12T-EHumanEsophagusESCC7.56e-123.02e-010.1122
54556ING3P15T-EHumanEsophagusESCC7.06e-122.60e-010.1149
54556ING3P16T-EHumanEsophagusESCC2.36e-074.06e-020.1153
54556ING3P20T-EHumanEsophagusESCC6.20e-195.48e-010.1124
54556ING3P21T-EHumanEsophagusESCC1.03e-111.75e-010.1617
54556ING3P22T-EHumanEsophagusESCC8.74e-063.36e-020.1236
54556ING3P23T-EHumanEsophagusESCC2.14e-071.00e-010.108
54556ING3P24T-EHumanEsophagusESCC4.64e-075.69e-020.1287
54556ING3P26T-EHumanEsophagusESCC8.61e-112.40e-010.1276
54556ING3P27T-EHumanEsophagusESCC2.90e-122.25e-010.1055
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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
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: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:004396712EsophagusESCChistone H4 acetylation53/855267/187232.11e-084.03e-0753
GO:00439682EsophagusESCChistone H2A acetylation15/855217/187233.48e-042.03e-0315
GO:001657010ThyroidPTChistone modification235/5968463/187231.17e-171.15e-15235
GO:00064737ThyroidPTCprotein acetylation116/5968201/187233.05e-141.92e-12116
GO:00435437ThyroidPTCprotein acylation134/5968243/187234.22e-142.58e-12134
GO:00182059ThyroidPTCpeptidyl-lysine modification188/5968376/187231.34e-137.09e-12188
GO:00183947ThyroidPTCpeptidyl-lysine acetylation99/5968169/187236.54e-133.08e-1199
GO:00064757ThyroidPTCinternal protein amino acid acetylation92/5968160/187231.80e-117.06e-1092
GO:00183937ThyroidPTCinternal peptidyl-lysine acetylation91/5968158/187232.04e-117.91e-1091
GO:00165737ThyroidPTChistone acetylation88/5968152/187232.97e-111.10e-0988
GO:00439677ThyroidPTChistone H4 acetylation45/596867/187233.16e-098.63e-0845
GO:00439684ThyroidPTChistone H2A acetylation14/596817/187232.62e-052.56e-0414
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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
ING3SNVMissense_Mutationnovelc.563G>Ap.Arg188Glnp.R188QQ9NXR8protein_codingtolerated(0.2)probably_damaging(0.921)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
ING3SNVMissense_Mutationrs761297921c.1149A>Gp.Ile383Metp.I383MQ9NXR8protein_codingtolerated(0.06)possibly_damaging(0.905)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ING3SNVMissense_Mutationrs769542101c.209N>Gp.Tyr70Cysp.Y70CQ9NXR8protein_codingdeleterious(0.01)possibly_damaging(0.811)TCGA-5M-AATE-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ING3SNVMissense_Mutationnovelc.563N>Ap.Arg188Glnp.R188QQ9NXR8protein_codingtolerated(0.2)probably_damaging(0.921)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ING3SNVMissense_Mutationc.706N>Gp.Thr236Alap.T236AQ9NXR8protein_codingdeleterious(0.03)probably_damaging(0.931)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
ING3SNVMissense_Mutationnovelc.563N>Ap.Arg188Glnp.R188QQ9NXR8protein_codingtolerated(0.2)probably_damaging(0.921)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ING3SNVMissense_Mutationc.542N>Cp.Lys181Thrp.K181TQ9NXR8protein_codingtolerated(0.24)probably_damaging(0.932)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
ING3SNVMissense_Mutationc.49G>Ap.Asp17Asnp.D17NQ9NXR8protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ING3SNVMissense_Mutationc.1154G>Tp.Trp385Leup.W385LQ9NXR8protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AJ-A23O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ING3SNVMissense_Mutationc.49N>Tp.Asp17Tyrp.D17YQ9NXR8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A059-01Endometriumuterine 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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