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: ITIH2

Gene summary for ITIH2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ITIH2

Gene ID

3698

Gene nameinter-alpha-trypsin inhibitor heavy chain 2
Gene AliasH2P
Cytomap10p14
Gene Typeprotein-coding
GO ID

GO:0006022

UniProtAcc

P19823


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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
3698ITIH2NAFLD1HumanLiverNAFLD4.19e-032.68e-01-0.04
3698ITIH2S43HumanLiverCirrhotic2.15e-103.24e-01-0.0187
3698ITIH2HCC1_MengHumanLiverHCC1.62e-835.80e-010.0246
3698ITIH2HCC2_MengHumanLiverHCC8.02e-09-4.07e-010.0107
3698ITIH2cirrhotic1HumanLiverCirrhotic5.02e-194.61e-010.0202
3698ITIH2cirrhotic2HumanLiverCirrhotic5.42e-367.96e-010.0201
3698ITIH2HCC1HumanLiverHCC9.01e-305.58e+000.5336
3698ITIH2HCC2HumanLiverHCC6.70e-233.84e+000.5341
3698ITIH2HCC5HumanLiverHCC4.85e-022.82e+000.4932
3698ITIH2Pt13.bHumanLiverHCC1.22e-03-1.42e-010.0251
3698ITIH2Pt14.aHumanLiverHCC6.45e-065.44e-010.0169
3698ITIH2Pt14.dHumanLiverHCC1.20e-028.88e-020.0143
3698ITIH2S027HumanLiverHCC8.36e-162.59e+000.2446
3698ITIH2S028HumanLiverHCC4.62e-382.72e+000.2503
3698ITIH2S029HumanLiverHCC3.64e-363.46e+000.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00458617LiverNAFLDnegative regulation of proteolysis66/1882351/187234.02e-072.58e-0566
GO:00513467LiverNAFLDnegative regulation of hydrolase activity62/1882379/187238.11e-051.66e-0362
GO:00525477LiverNAFLDregulation of peptidase activity72/1882461/187231.03e-042.03e-0372
GO:00525487LiverNAFLDregulation of endopeptidase activity67/1882432/187232.17e-043.70e-0367
GO:00109517LiverNAFLDnegative regulation of endopeptidase activity42/1882252/187237.29e-049.29e-0342
GO:00104667LiverNAFLDnegative regulation of peptidase activity43/1882262/187238.76e-041.07e-0243
GO:005254712LiverCirrhoticregulation of peptidase activity185/4634461/187231.32e-131.09e-11185
GO:005254812LiverCirrhoticregulation of endopeptidase activity172/4634432/187232.12e-121.58e-10172
GO:004586112LiverCirrhoticnegative regulation of proteolysis136/4634351/187233.46e-091.42e-07136
GO:005134612LiverCirrhoticnegative regulation of hydrolase activity139/4634379/187231.24e-073.42e-06139
GO:001095111LiverCirrhoticnegative regulation of endopeptidase activity98/4634252/187234.19e-079.77e-0698
GO:001046612LiverCirrhoticnegative regulation of peptidase activity100/4634262/187238.90e-071.84e-05100
GO:005254722LiverHCCregulation of peptidase activity247/7958461/187238.28e-071.27e-05247
GO:005254822LiverHCCregulation of endopeptidase activity230/7958432/187233.58e-064.68e-05230
GO:004586122LiverHCCnegative regulation of proteolysis186/7958351/187234.19e-054.11e-04186
GO:005134622LiverHCCnegative regulation of hydrolase activity195/7958379/187232.44e-041.82e-03195
GO:001095121LiverHCCnegative regulation of endopeptidase activity129/7958252/187233.17e-031.47e-02129
GO:001046621LiverHCCnegative regulation of peptidase activity132/7958262/187235.82e-032.42e-02132
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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
ITIH2SNVMissense_Mutationc.1631N>Cp.Val544Alap.V544AP19823protein_codingtolerated(0.6)benign(0.031)TCGA-A2-A25E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
ITIH2SNVMissense_Mutationc.2198A>Gp.Asp733Glyp.D733GP19823protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITIH2insertionNonsense_Mutationnovelc.1307_1308insCTTTGAAAGGGCTAGTTCATCTCTAAGGGGATAGTTTATTTCp.Lys436delinsAsnPheGluArgAlaSerSerSerLeuArgGlyTerPheIleSerp.K436delinsNFERASSSLRG*FISP19823protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITIH2SNVMissense_Mutationnovelc.409G>Cp.Val137Leup.V137LP19823protein_codingtolerated(0.06)possibly_damaging(0.814)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ITIH2SNVMissense_Mutationc.481G>Cp.Asp161Hisp.D161HP19823protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ITIH2SNVMissense_Mutationc.2714N>Ap.Arg905Lysp.R905KP19823protein_codingdeleterious(0.01)possibly_damaging(0.844)TCGA-FU-A3HY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ITIH2SNVMissense_Mutationc.1164N>Gp.Ile388Metp.I388MP19823protein_codingdeleterious(0.04)probably_damaging(1)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
ITIH2SNVMissense_Mutationc.776N>Tp.Arg259Ilep.R259IP19823protein_codingdeleterious(0)probably_damaging(0.987)TCGA-JW-A5VH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
ITIH2SNVMissense_Mutationnovelc.2056N>Gp.Gln686Glup.Q686EP19823protein_codingtolerated(0.61)benign(0.005)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ITIH2SNVMissense_Mutationrs548587256c.1168N>Ap.Glu390Lysp.E390KP19823protein_codingtolerated(0.06)probably_damaging(0.983)TCGA-ZJ-AB0H-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
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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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