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: INIP

Gene summary for INIP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

INIP

Gene ID

58493

Gene nameINTS3 and NABP interacting protein
Gene AliasC9orf80
Cytomap9q32
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

X6R8P6


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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
58493INIPP23T-EHumanEsophagusESCC3.09e-133.68e-010.108
58493INIPP24T-EHumanEsophagusESCC3.06e-183.06e-010.1287
58493INIPP26T-EHumanEsophagusESCC5.45e-183.02e-010.1276
58493INIPP27T-EHumanEsophagusESCC1.25e-132.60e-010.1055
58493INIPP28T-EHumanEsophagusESCC1.18e-254.39e-010.1149
58493INIPP30T-EHumanEsophagusESCC7.36e-277.90e-010.137
58493INIPP31T-EHumanEsophagusESCC3.35e-173.24e-010.1251
58493INIPP32T-EHumanEsophagusESCC1.47e-224.44e-010.1666
58493INIPP36T-EHumanEsophagusESCC4.25e-103.52e-010.1187
58493INIPP37T-EHumanEsophagusESCC9.25e-143.24e-010.1371
58493INIPP39T-EHumanEsophagusESCC6.03e-112.07e-010.0894
58493INIPP40T-EHumanEsophagusESCC1.41e-031.59e-010.109
58493INIPP42T-EHumanEsophagusESCC2.86e-102.87e-010.1175
58493INIPP47T-EHumanEsophagusESCC1.26e-162.40e-010.1067
58493INIPP48T-EHumanEsophagusESCC7.01e-171.70e-010.0959
58493INIPP49T-EHumanEsophagusESCC2.19e-096.58e-010.1768
58493INIPP52T-EHumanEsophagusESCC1.05e-174.10e-010.1555
58493INIPP54T-EHumanEsophagusESCC2.47e-051.67e-010.0975
58493INIPP56T-EHumanEsophagusESCC3.10e-034.67e-010.1613
58493INIPP57T-EHumanEsophagusESCC2.50e-167.85e-020.0926
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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
∗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:001021217EsophagusESCCresponse to ionizing radiation110/8552148/187231.11e-124.78e-11110
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:001021211LiverCirrhoticresponse to ionizing radiation53/4634148/187231.70e-031.08e-0253
GO:001021221LiverHCCresponse to ionizing radiation89/7958148/187231.10e-051.26e-0489
GO:00093146LiverHCCresponse to radiation223/7958456/187233.08e-031.43e-02223
GO:00102128Oral cavityOSCCresponse to ionizing radiation99/7305148/187235.49e-122.08e-1099
GO:000931416Oral cavityOSCCresponse to radiation241/7305456/187239.76e-102.40e-08241
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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
INIPdeletionFrame_Shift_Delnovelc.114delNp.His39IlefsTer78p.H39Ifs*78Q9NRY2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
INIPSNVMissense_Mutationc.61N>Ap.Glu21Lysp.E21KQ9NRY2protein_codingdeleterious(0.01)benign(0.201)TCGA-EX-A1H6-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
INIPSNVMissense_Mutationc.80N>Tp.Arg27Ilep.R27IQ9NRY2protein_codingdeleterious(0)possibly_damaging(0.555)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
INIPSNVMissense_Mutationc.200N>Gp.Gln67Argp.Q67RQ9NRY2protein_codingdeleterious(0.04)probably_damaging(0.954)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
INIPSNVMissense_Mutationc.284N>Gp.Leu95Argp.L95RQ9NRY2protein_codingdeleterious(0)possibly_damaging(0.553)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
INIPSNVMissense_Mutationnovelc.133N>Ap.Ala45Thrp.A45TQ9NRY2protein_codingtolerated(0.28)benign(0.007)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
INIPSNVMissense_Mutationnovelc.224N>Tp.Ala75Valp.A75VQ9NRY2protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
INIPSNVMissense_Mutationnovelc.287N>Tp.Pro96Leup.P96LQ9NRY2protein_codingdeleterious(0)possibly_damaging(0.451)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
INIPSNVMissense_Mutationc.134N>Tp.Ala45Valp.A45VQ9NRY2protein_codingtolerated(0.06)benign(0.007)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
INIPSNVMissense_Mutationrs376380195c.175N>Ap.Ala59Thrp.A59TQ9NRY2protein_codingtolerated(0.2)benign(0.302)TCGA-AP-A1DO-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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