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: ANGPTL2

Gene summary for ANGPTL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ANGPTL2

Gene ID

23452

Gene nameangiopoietin like 2
Gene AliasARP2
Cytomap9q33.3
Gene Typeprotein-coding
GO ID

GO:0007275

UniProtAcc

A0A024R868


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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
23452ANGPTL2P2T-EHumanEsophagusESCC7.00e-101.13e-010.1177
23452ANGPTL2P8T-EHumanEsophagusESCC8.08e-258.48e-010.0889
23452ANGPTL2P10T-EHumanEsophagusESCC1.03e-062.30e-010.116
23452ANGPTL2P11T-EHumanEsophagusESCC1.40e-054.78e-010.1426
23452ANGPTL2P12T-EHumanEsophagusESCC1.61e-021.06e-010.1122
23452ANGPTL2P21T-EHumanEsophagusESCC8.18e-154.83e-010.1617
23452ANGPTL2P27T-EHumanEsophagusESCC1.32e-051.24e-010.1055
23452ANGPTL2P44T-EHumanEsophagusESCC2.54e-024.98e-010.1096
23452ANGPTL2P54T-EHumanEsophagusESCC7.11e-057.33e-020.0975
23452ANGPTL2P61T-EHumanEsophagusESCC2.92e-044.89e-020.099
23452ANGPTL2P79T-EHumanEsophagusESCC3.44e-021.32e-010.1154
23452ANGPTL2P128T-EHumanEsophagusESCC4.45e-055.52e-010.1241
23452ANGPTL2S014HumanLiverHCC1.78e-146.18e-010.2254
23452ANGPTL2S015HumanLiverHCC8.11e-106.13e-010.2375
23452ANGPTL2S016HumanLiverHCC1.96e-278.10e-010.2243
23452ANGPTL2male-WTAHumanThyroidPTC2.56e-045.79e-020.1037
23452ANGPTL2PTC06HumanThyroidPTC4.12e-031.34e-010.2057
23452ANGPTL2ATC09HumanThyroidATC3.24e-145.89e-010.2871
23452ANGPTL2ATC12HumanThyroidATC3.36e-256.12e-010.34
23452ANGPTL2ATC13HumanThyroidATC4.57e-722.10e+000.34
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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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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
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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
ANGPTL2ITGA5_ITGB1ANGPTL2_ITGA5_ITGB1ANGPTLBreastADJ
ANGPTL2ITGA5_ITGB1ANGPTL2_ITGA5_ITGB1ANGPTLBreastDCIS
ANGPTL2TLR4ANGPTL2_TLR4ANGPTLBreastDCIS
ANGPTL2LILRB3ANGPTL2_PIRBANGPTLBreastDCIS
ANGPTL2ITGA5_ITGB1ANGPTL2_ITGA5_ITGB1ANGPTLBreastHealthy
ANGPTL2ITGA5_ITGB1ANGPTL2_ITGA5_ITGB1ANGPTLBreastIDC
ANGPTL2TLR4ANGPTL2_TLR4ANGPTLBreastIDC
ANGPTL2LILRB3ANGPTL2_PIRBANGPTLBreastIDC
ANGPTL2ITGA5_ITGB1ANGPTL2_ITGA5_ITGB1ANGPTLBreastPrecancer
ANGPTL2ITGA5_ITGB1ANGPTL2_ITGA5_ITGB1ANGPTLCervixADJ
ANGPTL2TLR4ANGPTL2_TLR4ANGPTLCervixADJ
ANGPTL2ITGA5_ITGB1ANGPTL2_ITGA5_ITGB1ANGPTLCervixCC
ANGPTL2TLR4ANGPTL2_TLR4ANGPTLCervixCC
ANGPTL2LILRB3ANGPTL2_PIRBANGPTLCervixCC
ANGPTL2ITGA5_ITGB1ANGPTL2_ITGA5_ITGB1ANGPTLCervixPrecancer
ANGPTL2TLR4ANGPTL2_TLR4ANGPTLCervixPrecancer
ANGPTL2LILRB3ANGPTL2_PIRBANGPTLCervixPrecancer
ANGPTL2ITGA5_ITGB1ANGPTL2_ITGA5_ITGB1ANGPTLCRCMSI-H
ANGPTL2ITGA5_ITGB1ANGPTL2_ITGA5_ITGB1ANGPTLCRCMSS
ANGPTL2ITGA5_ITGB1ANGPTL2_ITGA5_ITGB1ANGPTLEndometriumAEH
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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
ANGPTL2SNVMissense_Mutationnovelc.866G>Tp.Ser289Ilep.S289IQ9UKU9protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ANGPTL2SNVMissense_Mutationrs768957923c.355N>Ap.Glu119Lysp.E119KQ9UKU9protein_codingdeleterious(0.02)probably_damaging(0.967)TCGA-D8-A1XG-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ANGPTL2insertionFrame_Shift_Insnovelc.1350_1351insAAAACAAGGCCCAACCTTACTGGTCACTp.Val451LysfsTer29p.V451Kfs*29Q9UKU9protein_codingTCGA-AN-A049-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ANGPTL2insertionFrame_Shift_Insnovelc.682_683insACATTGTAGGGGCTGGGCATGGGAAGGAGTCCTTp.Pro228HisfsTer29p.P228Hfs*29Q9UKU9protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ANGPTL2deletionFrame_Shift_Delnovelc.1260delNp.Asp420GlufsTer63p.D420Efs*63Q9UKU9protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ANGPTL2SNVMissense_Mutationrs140066485c.76N>Ap.Gly26Serp.G26SQ9UKU9protein_codingtolerated_low_confidence(0.54)benign(0.012)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ANGPTL2SNVMissense_Mutationrs752232897c.1073N>Tp.Thr358Metp.T358MQ9UKU9protein_codingdeleterious(0)probably_damaging(0.982)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ANGPTL2SNVMissense_Mutationrs191786568c.190C>Tp.Arg64Trpp.R64WQ9UKU9protein_codingdeleterious(0)possibly_damaging(0.822)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ANGPTL2SNVMissense_Mutationc.1264G>Tp.Asp422Tyrp.D422YQ9UKU9protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ANGPTL2SNVMissense_Mutationc.646N>Tp.Pro216Serp.P216SQ9UKU9protein_codingtolerated(0.55)benign(0.007)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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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