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: ANGPT1

Gene summary for ANGPT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ANGPT1

Gene ID

284

Gene nameangiopoietin 1
Gene AliasAGP1
Cytomap8q23.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q15389


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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
284ANGPT1HCC2HumanLiverHCC4.04e-027.08e-010.5341
284ANGPT1Pt13.bHumanLiverHCC2.27e-021.42e-010.0251
284ANGPT1S014HumanLiverHCC3.32e-175.15e-010.2254
284ANGPT1S015HumanLiverHCC1.65e-135.07e-010.2375
284ANGPT1S016HumanLiverHCC4.67e-236.71e-010.2243
284ANGPT1GSM5252137_BPH556PrGA2_FcolHumanProstateBPH3.14e-031.91e-01-0.23
284ANGPT1052095_1628-all-cellsHumanProstateBPH7.12e-072.41e-010.1032
284ANGPT1Dong_P3HumanProstateTumor3.49e-101.95e-010.0278
284ANGPT1GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor8.16e-065.29e-010.1633
284ANGPT1GSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor2.71e-064.39e-010.1608
284ANGPT1GSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor5.83e-054.67e-010.1604
284ANGPT1GSM5353236_PA_PR5251_T1_S7_L001HumanProstateTumor2.31e-025.19e-010.1608
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:00066066LiverHCCprotein import into nucleus99/7958155/187236.12e-081.28e-0699
GO:00442722LiverHCCsulfur compound biosynthetic process95/7958148/187237.89e-081.58e-0695
GO:00313981LiverHCCpositive regulation of protein ubiquitination79/7958119/187231.18e-072.26e-0679
GO:007099722LiverHCCneuron death202/7958361/187231.44e-072.70e-06202
GO:000170111LiverHCCin utero embryonic development204/7958367/187232.44e-074.30e-06204
GO:190121412LiverHCCregulation of neuron death179/7958319/187235.65e-079.01e-06179
GO:190458911LiverHCCregulation of protein import46/795863/187238.72e-071.33e-0546
GO:004230611LiverHCCregulation of protein import into nucleus43/795860/187234.48e-065.66e-0543
GO:000724912LiverHCCI-kappaB kinase/NF-kappaB signaling156/7958281/187236.66e-068.00e-05156
GO:004312212LiverHCCregulation of I-kappaB kinase/NF-kappaB signaling138/7958249/187232.47e-052.58e-04138
GO:001810511LiverHCCpeptidyl-serine phosphorylation169/7958315/187233.86e-053.81e-04169
GO:004311221LiverHCCreceptor metabolic process96/7958166/187234.69e-054.50e-0496
GO:190382811LiverHCCnegative regulation of cellular protein localization71/7958117/187235.44e-055.12e-0471
GO:005140212LiverHCCneuron apoptotic process135/7958246/187235.64e-055.26e-04135
GO:000689821LiverHCCreceptor-mediated endocytosis134/7958244/187235.73e-055.31e-04134
GO:003010021LiverHCCregulation of endocytosis117/7958211/187239.56e-058.32e-04117
GO:004352312LiverHCCregulation of neuron apoptotic process117/7958212/187231.25e-041.03e-03117
GO:001820911LiverHCCpeptidyl-serine modification177/7958338/187231.45e-041.17e-03177
GO:003158922LiverHCCcell-substrate adhesion188/7958363/187232.00e-041.55e-03188
GO:190121512LiverHCCnegative regulation of neuron death113/7958208/187233.68e-042.54e-03113
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041515ProstateBPHPI3K-Akt signaling pathway104/1718354/84652.07e-051.55e-049.61e-05104
hsa0406625ProstateBPHHIF-1 signaling pathway40/1718109/84654.97e-053.35e-042.07e-0440
hsa0401010ProstateBPHMAPK signaling pathway87/1718302/84652.05e-041.13e-036.98e-0487
hsa0401516ProstateBPHRap1 signaling pathway61/1718210/84651.40e-035.85e-033.62e-0361
hsa0415112ProstateBPHPI3K-Akt signaling pathway104/1718354/84652.07e-051.55e-049.61e-05104
hsa04066111ProstateBPHHIF-1 signaling pathway40/1718109/84654.97e-053.35e-042.07e-0440
hsa0401013ProstateBPHMAPK signaling pathway87/1718302/84652.05e-041.13e-036.98e-0487
hsa0401517ProstateBPHRap1 signaling pathway61/1718210/84651.40e-035.85e-033.62e-0361
hsa0415122ProstateTumorPI3K-Akt signaling pathway105/1791354/84657.42e-055.30e-043.28e-04105
hsa0401022ProstateTumorMAPK signaling pathway87/1791302/84658.46e-043.94e-032.45e-0387
hsa0401523ProstateTumorRap1 signaling pathway60/1791210/84656.16e-032.12e-021.32e-0260
hsa0415132ProstateTumorPI3K-Akt signaling pathway105/1791354/84657.42e-055.30e-043.28e-04105
hsa0401032ProstateTumorMAPK signaling pathway87/1791302/84658.46e-043.94e-032.45e-0387
hsa0401533ProstateTumorRap1 signaling pathway60/1791210/84656.16e-032.12e-021.32e-0260
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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
ANGPT1TEKANGPT1_TEKANGPTCervixADJ
ANGPT1TEKANGPT1_TEKANGPTCRCADJ
ANGPT1TEKANGPT1_TEKANGPTEndometriumADJ
ANGPT1TEKANGPT1_TEKANGPTEndometriumAEH
ANGPT1TEKANGPT1_TEKANGPTEsophagusESCC
ANGPT1TEKANGPT1_TEKANGPTGCADJ
ANGPT1TEKANGPT1_TEKANGPTGCGC
ANGPT1TEKANGPT1_TEKANGPTHNSCCOSCC
ANGPT1TEKANGPT1_TEKANGPTHNSCCPrecancer
ANGPT1TEKANGPT1_TEKANGPTLiverHCC
ANGPT1TEKANGPT1_TEKANGPTLiverHealthy
ANGPT1TEKANGPT1_TEKANGPTLiverPrecancer
ANGPT1TEKANGPT1_TEKANGPTLungAAH
ANGPT1TEKANGPT1_TEKANGPTLungADJ
ANGPT1TEKANGPT1_TEKANGPTLungAIS
ANGPT1TEKANGPT1_TEKANGPTLungIAC
ANGPT1TEKANGPT1_TEKANGPTLungMIAC
ANGPT1TEKANGPT1_TEKANGPTLungPrecancer
ANGPT1TEKANGPT1_TEKANGPTProstateADJ
ANGPT1TEKANGPT1_TEKANGPTSkincSCC
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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
ANGPT1SNVMissense_Mutationc.1040G>Tp.Gly347Valp.G347VQ15389protein_codingdeleterious(0.01)probably_damaging(0.964)TCGA-A2-A0YC-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexPD
ANGPT1SNVMissense_Mutationc.409N>Gp.Gln137Glup.Q137EQ15389protein_codingdeleterious(0.04)probably_damaging(0.935)TCGA-A8-A09N-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ANGPT1SNVMissense_Mutationc.64N>Gp.Gln22Glup.Q22EQ15389protein_codingtolerated(0.17)benign(0.059)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ANGPT1SNVMissense_Mutationc.797N>Gp.Thr266Serp.T266SQ15389protein_codingtolerated(1)benign(0)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ANGPT1SNVMissense_Mutationc.351N>Cp.Gln117Hisp.Q117HQ15389protein_codingtolerated(0.07)benign(0.087)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
ANGPT1SNVMissense_Mutationc.790N>Gp.Leu264Valp.L264VQ15389protein_codingtolerated(0.19)benign(0.015)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
ANGPT1SNVMissense_Mutationc.532N>Gp.Leu178Valp.L178VQ15389protein_codingdeleterious(0.01)benign(0.213)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
ANGPT1SNVMissense_Mutationnovelc.910A>Gp.Ile304Valp.I304VQ15389protein_codingtolerated(0.86)benign(0.05)TCGA-OL-A5S0-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxolCR
ANGPT1SNVMissense_Mutationc.234N>Gp.Phe78Leup.F78LQ15389protein_codingtolerated(1)benign(0.001)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ANGPT1SNVMissense_Mutationnovelc.1284N>Cp.Lys428Asnp.K428NQ15389protein_codingdeleterious(0)probably_damaging(0.996)TCGA-MA-AA3X-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
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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
284ANGPT1KINASE, DRUGGABLE GENOME, FIBRINOGENTREBANINIB
284ANGPT1KINASE, DRUGGABLE GENOME, FIBRINOGENinhibitorCHEMBL2108568TREBANANIB
284ANGPT1KINASE, DRUGGABLE GENOME, FIBRINOGENAMG 386
284ANGPT1KINASE, DRUGGABLE GENOME, FIBRINOGENAMG 780
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