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: ANGPT2

Gene summary for ANGPT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ANGPT2

Gene ID

285

Gene nameangiopoietin 2
Gene AliasAGPT2
Cytomap8p23.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O15123


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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
285ANGPT2HCC1HumanLiverHCC8.34e-063.23e+000.5336
285ANGPT2HCC2HumanLiverHCC3.52e-065.92e-010.5341
285ANGPT2HCC5HumanLiverHCC2.73e-095.61e-010.4932
285ANGPT2Pt13.bHumanLiverHCC1.12e-102.85e-010.0251
285ANGPT2Pt14.bHumanLiverHCC3.15e-032.45e-010.018
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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:000974322LiverHCCresponse to carbohydrate149/7958253/187239.55e-081.89e-06149
GO:003110021LiverHCCanimal organ regeneration54/795876/187234.31e-077.22e-0654
GO:000166612LiverHCCresponse to hypoxia172/7958307/187231.06e-061.59e-05172
GO:003629312LiverHCCresponse to decreased oxygen levels179/7958322/187231.29e-061.87e-05179
GO:003428422LiverHCCresponse to monosaccharide131/7958225/187231.32e-061.91e-05131
GO:007048212LiverHCCresponse to oxygen levels191/7958347/187231.42e-062.03e-05191
GO:000974622LiverHCCresponse to hexose126/7958219/187234.81e-066.06e-05126
GO:000974912LiverHCCresponse to glucose121/7958212/187231.24e-051.39e-04121
GO:001081022LiverHCCregulation of cell-substrate adhesion123/7958221/187235.15e-054.90e-04123
GO:003158922LiverHCCcell-substrate adhesion188/7958363/187232.00e-041.55e-03188
GO:00310992LiverHCCregeneration107/7958198/187236.67e-044.12e-03107
GO:00016553LiverHCCurogenital system development170/7958338/187232.15e-031.08e-02170
GO:00096124LiverHCCresponse to mechanical stimulus113/7958216/187232.20e-031.10e-02113
GO:00148231LiverHCCresponse to activity45/795876/187232.42e-031.18e-0245
GO:00093146LiverHCCresponse to radiation223/7958456/187233.08e-031.43e-02223
GO:00018222LiverHCCkidney development148/7958293/187233.25e-031.49e-02148
GO:00720012LiverHCCrenal system development152/7958302/187233.45e-031.56e-02152
GO:00601351LiverHCCmaternal process involved in female pregnancy37/795862/187234.73e-032.02e-0237
GO:00075651LiverHCCfemale pregnancy99/7958193/187238.24e-033.23e-0299
GO:000166721LiverHCCameboidal-type cell migration226/7958475/187231.35e-024.81e-02226
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0406622LiverHCCHIF-1 signaling pathway70/4020109/84652.96e-041.36e-037.57e-0470
hsa0516721LiverHCCKaposi sarcoma-associated herpesvirus infection111/4020194/84653.78e-031.16e-026.45e-03111
hsa0406632LiverHCCHIF-1 signaling pathway70/4020109/84652.96e-041.36e-037.57e-0470
hsa0516731LiverHCCKaposi sarcoma-associated herpesvirus infection111/4020194/84653.78e-031.16e-026.45e-03111
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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
ANGPT2ITGA5_ITGB1ANGPT2_ITGA5_ITGB1ANGPTBreastADJ
ANGPT2ITGA5_ITGB1ANGPT2_ITGA5_ITGB1ANGPTBreastDCIS
ANGPT2ITGA5_ITGB1ANGPT2_ITGA5_ITGB1ANGPTBreastHealthy
ANGPT2ITGA5_ITGB1ANGPT2_ITGA5_ITGB1ANGPTBreastIDC
ANGPT2ITGA5_ITGB1ANGPT2_ITGA5_ITGB1ANGPTBreastPrecancer
ANGPT2TEKANGPT2_TEKANGPTCervixCC
ANGPT2ITGA5_ITGB1ANGPT2_ITGA5_ITGB1ANGPTCervixCC
ANGPT2TEKANGPT2_TEKANGPTCRCADJ
ANGPT2ITGA5_ITGB1ANGPT2_ITGA5_ITGB1ANGPTCRCADJ
ANGPT2ITGA5_ITGB1ANGPT2_ITGA5_ITGB1ANGPTCRCMSI-H
ANGPT2TEKANGPT2_TEKANGPTEndometriumADJ
ANGPT2ITGA5_ITGB1ANGPT2_ITGA5_ITGB1ANGPTEndometriumADJ
ANGPT2TEKANGPT2_TEKANGPTEndometriumAEH
ANGPT2ITGA5_ITGB1ANGPT2_ITGA5_ITGB1ANGPTEndometriumAEH
ANGPT2TEKANGPT2_TEKANGPTEndometriumEEC
ANGPT2ITGA5_ITGB1ANGPT2_ITGA5_ITGB1ANGPTEndometriumEEC
ANGPT2TEKANGPT2_TEKANGPTEndometriumHealthy
ANGPT2ITGA5_ITGB1ANGPT2_ITGA5_ITGB1ANGPTEndometriumHealthy
ANGPT2TEKANGPT2_TEKANGPTEsophagusESCC
ANGPT2ITGA5_ITGB1ANGPT2_ITGA5_ITGB1ANGPTEsophagusESCC
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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
ANGPT2SNVMissense_Mutationc.731N>Cp.Leu244Prop.L244PO15123protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ANGPT2insertionFrame_Shift_Insnovelc.807_808insATTCTAACCTCATCTAACGCAGTCTGGAAp.Asp270IlefsTer41p.D270Ifs*41O15123protein_codingTCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
ANGPT2SNVMissense_Mutationnovelc.116G>Tp.Gly39Valp.G39VO15123protein_codingdeleterious(0)probably_damaging(0.998)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ANGPT2SNVMissense_Mutationrs142616217c.67N>Tp.Arg23Trpp.R23WO15123protein_codingdeleterious(0.01)possibly_damaging(0.696)TCGA-A6-6654-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyoxaliplatinSD
ANGPT2SNVMissense_Mutationc.205N>Ap.Ala69Thrp.A69TO15123protein_codingtolerated(0.14)benign(0.044)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ANGPT2SNVMissense_Mutationc.490T>Cp.Ser164Prop.S164PO15123protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ANGPT2SNVMissense_Mutationnovelc.971T>Ap.Ile324Asnp.I324NO15123protein_codingdeleterious(0)possibly_damaging(0.513)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ANGPT2SNVMissense_Mutationrs760458544c.1102C>Tp.Arg368Cysp.R368CO15123protein_codingtolerated(0.05)benign(0.18)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
ANGPT2SNVMissense_Mutationc.94N>Gp.Lys32Glup.K32EO15123protein_codingdeleterious(0.02)benign(0.003)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ANGPT2SNVMissense_Mutationc.269N>Gp.Asn90Serp.N90SO15123protein_codingtolerated(0.22)benign(0.125)TCGA-AD-A5EJ-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
285ANGPT2KINASE, FIBRINOGEN, DRUGGABLE GENOMECVX-060
285ANGPT2KINASE, FIBRINOGEN, DRUGGABLE GENOMEREGN-910NESVACUMAB
285ANGPT2KINASE, FIBRINOGEN, DRUGGABLE GENOMEAMG 386
285ANGPT2KINASE, FIBRINOGEN, DRUGGABLE GENOMEinhibitorCHEMBL2108678NESVACUMAB
285ANGPT2KINASE, FIBRINOGEN, DRUGGABLE GENOMEREGN910NESVACUMAB
285ANGPT2KINASE, FIBRINOGEN, DRUGGABLE GENOMELY3127804
285ANGPT2KINASE, FIBRINOGEN, DRUGGABLE GENOMEMEDI-3617MEDI-3617
285ANGPT2KINASE, FIBRINOGEN, DRUGGABLE GENOMERG7221
285ANGPT2KINASE, FIBRINOGEN, DRUGGABLE GENOMERIBAVIRINRIBAVIRIN16104024
285ANGPT2KINASE, FIBRINOGEN, DRUGGABLE GENOMEinhibitorCHEMBL2108568TREBANANIB
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