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: ING1

Gene summary for ING1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ING1

Gene ID

3621

Gene nameinhibitor of growth family member 1
Gene Aliasp24ING1c
Cytomap13q34
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

Q9UK53


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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
3621ING1LZE4THumanEsophagusESCC1.39e-033.99e-010.0811
3621ING1LZE7THumanEsophagusESCC2.01e-044.41e-010.0667
3621ING1LZE8THumanEsophagusESCC1.56e-052.74e-010.067
3621ING1LZE24THumanEsophagusESCC3.81e-052.31e-010.0596
3621ING1LZE21THumanEsophagusESCC1.42e-034.79e-010.0655
3621ING1P1T-EHumanEsophagusESCC3.58e-113.62e-010.0875
3621ING1P2T-EHumanEsophagusESCC7.07e-243.67e-010.1177
3621ING1P4T-EHumanEsophagusESCC1.04e-185.45e-010.1323
3621ING1P5T-EHumanEsophagusESCC1.07e-051.92e-010.1327
3621ING1P8T-EHumanEsophagusESCC3.50e-245.32e-010.0889
3621ING1P9T-EHumanEsophagusESCC2.13e-112.35e-010.1131
3621ING1P10T-EHumanEsophagusESCC4.12e-194.23e-010.116
3621ING1P11T-EHumanEsophagusESCC7.76e-169.99e-010.1426
3621ING1P12T-EHumanEsophagusESCC3.76e-185.01e-010.1122
3621ING1P15T-EHumanEsophagusESCC1.66e-133.16e-010.1149
3621ING1P16T-EHumanEsophagusESCC1.55e-202.97e-010.1153
3621ING1P17T-EHumanEsophagusESCC4.06e-024.42e-020.1278
3621ING1P20T-EHumanEsophagusESCC3.46e-102.39e-010.1124
3621ING1P21T-EHumanEsophagusESCC1.97e-091.32e-010.1617
3621ING1P22T-EHumanEsophagusESCC8.48e-122.70e-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
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
∗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:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:005254710CervixCCregulation of peptidase activity112/2311461/187236.70e-133.08e-10112
GO:005254810CervixCCregulation of endopeptidase activity103/2311432/187231.89e-115.14e-09103
GO:00026837CervixCCnegative regulation of immune system process94/2311434/187232.63e-081.87e-0694
GO:004586110CervixCCnegative regulation of proteolysis80/2311351/187232.88e-081.98e-0680
GO:00075689CervixCCaging75/2311339/187232.75e-071.13e-0575
GO:00513469CervixCCnegative regulation of hydrolase activity81/2311379/187234.27e-071.67e-0581
GO:19030349CervixCCregulation of response to wounding44/2311167/187236.33e-072.31e-0544
GO:00104669CervixCCnegative regulation of peptidase activity60/2311262/187231.27e-064.34e-0560
GO:005087810CervixCCregulation of body fluid levels78/2311379/187233.20e-068.77e-0578
GO:001095110CervixCCnegative regulation of endopeptidase activity56/2311252/187237.43e-061.74e-0456
GO:00028315CervixCCregulation of response to biotic stimulus67/2311327/187231.79e-053.36e-0467
GO:00610418CervixCCregulation of wound healing34/2311134/187232.70e-054.52e-0434
GO:00022533CervixCCactivation of immune response72/2311375/187238.26e-051.11e-0372
GO:00028322CervixCCnegative regulation of response to biotic stimulus27/2311108/187232.27e-042.55e-0327
GO:00507773CervixCCnegative regulation of immune response41/2311194/187233.63e-043.76e-0341
GO:00508176CervixCCcoagulation45/2311222/187235.08e-044.94e-0345
GO:00075966CervixCCblood coagulation44/2311217/187235.78e-045.52e-0344
GO:00321022CervixCCnegative regulation of response to external stimulus75/2311420/187235.96e-045.61e-0375
GO:00450882CervixCCregulation of innate immune response44/2311218/187236.40e-045.97e-0344
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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
ING1SNVMissense_Mutationc.149N>Tp.Gly50Valp.G50Vprotein_codingtolerated_low_confidence(0.07)possibly_damaging(0.858)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ING1SNVMissense_Mutationc.943G>Tp.Ala315Serp.A315Sprotein_codingtolerated(0.71)benign(0.07)TCGA-AR-A1AH-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPD
ING1SNVMissense_Mutationnovelc.676G>Cp.Glu226Glnp.E226Qprotein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ING1SNVMissense_Mutationc.753N>Gp.Ser251Argp.S251Rprotein_codingdeleterious(0.03)benign(0.234)TCGA-BH-A18H-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ING1SNVMissense_Mutationnovelc.37G>Ap.Glu13Lysp.E13Kprotein_codingtolerated_low_confidence(0.17)benign(0.125)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ING1SNVMissense_Mutationc.898G>Ap.Glu300Lysp.E300Kprotein_codingtolerated(0.07)benign(0.248)TCGA-DG-A2KJ-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
ING1SNVMissense_Mutationnovelc.1102N>Ap.Gly368Serp.G368Sprotein_codingdeleterious(0.02)probably_damaging(0.953)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ING1SNVMissense_Mutationc.41G>Ap.Arg14Glnp.R14Qprotein_codingtolerated_low_confidence(0.12)benign(0.001)TCGA-MY-A5BE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ING1SNVMissense_Mutationnovelc.971C>Tp.Ala324Valp.A324Vprotein_codingtolerated(0.12)benign(0.108)TCGA-UC-A7PI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
ING1SNVMissense_Mutationc.1108N>Tp.Asp370Tyrp.D370Yprotein_codingdeleterious(0)probably_damaging(0.97)TCGA-AA-3502-01Colorectumcolon adenocarcinomaMale>=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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