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: ITIH4

Gene summary for ITIH4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ITIH4

Gene ID

3700

Gene nameinter-alpha-trypsin inhibitor heavy chain 4
Gene AliasGP120
Cytomap3p21.1
Gene Typeprotein-coding
GO ID

GO:0002526

UniProtAcc

B7ZKJ8


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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
3700ITIH4S41HumanLiverCirrhotic3.35e-151.04e+00-0.0343
3700ITIH4S43HumanLiverCirrhotic6.61e-042.18e-01-0.0187
3700ITIH4HCC1_MengHumanLiverHCC2.41e-264.31e-020.0246
3700ITIH4HCC1HumanLiverHCC6.47e-163.32e+000.5336
3700ITIH4HCC2HumanLiverHCC1.45e-083.83e+000.5341
3700ITIH4HCC5HumanLiverHCC2.61e-154.60e+000.4932
3700ITIH4S027HumanLiverHCC2.50e-091.15e+000.2446
3700ITIH4S028HumanLiverHCC2.08e-189.54e-010.2503
3700ITIH4S029HumanLiverHCC2.33e-251.33e+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: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:00069531LiverCirrhoticacute-phase response23/463449/187236.06e-044.67e-0323
GO:00025261LiverCirrhoticacute inflammatory response40/4634112/187236.16e-033.06e-0240
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:00025262LiverHCCacute inflammatory response62/7958112/187234.06e-031.77e-0262
GO:001046621LiverHCCnegative regulation of peptidase activity132/7958262/187235.82e-032.42e-02132
GO:00069532LiverHCCacute-phase response30/795849/187236.31e-032.57e-0230
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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
ITIH4SNVMissense_Mutationnovelc.2005N>Ap.Gln669Lysp.Q669KQ14624protein_codingtolerated(0.94)benign(0)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
ITIH4SNVMissense_Mutationc.444N>Tp.Glu148Aspp.E148DQ14624protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A1AR-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDocetaxelPD
ITIH4SNVMissense_Mutationnovelc.928T>Cp.Phe310Leup.F310LQ14624protein_codingtolerated(0.2)possibly_damaging(0.452)TCGA-LD-A66U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ITIH4insertionFrame_Shift_Insnovelc.67_68insGGAGCAGAGAGGAAGATTCCCAACTCTCAGAGp.His23ArgfsTer73p.H23Rfs*73Q14624protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITIH4deletionFrame_Shift_Delnovelc.2792delNp.Ter931CysfsTer39p.*931Cfs*39Q14624protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ITIH4SNVMissense_Mutationc.2725N>Ap.Glu909Lysp.E909KQ14624protein_codingtolerated(0.64)benign(0.015)TCGA-C5-A7CL-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
ITIH4SNVMissense_Mutationrs200028476c.2728C>Tp.Arg910Cysp.R910CQ14624protein_codingtolerated(0.12)possibly_damaging(0.756)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ITIH4SNVMissense_Mutationrs769039012c.2063N>Ap.Arg688Hisp.R688HQ14624protein_codingtolerated(0.2)benign(0.151)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ITIH4SNVMissense_Mutationnovelc.2062N>Ap.Arg688Serp.R688SQ14624protein_codingtolerated(0.54)benign(0.027)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ITIH4SNVMissense_Mutationc.971N>Ap.Pro324Glnp.P324QQ14624protein_codingtolerated(0.09)benign(0.281)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=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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