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: ANGEL2

Gene summary for ANGEL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ANGEL2

Gene ID

90806

Gene nameangel homolog 2
Gene AliasCcr4d
Cytomap1q32.3
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

B7Z297


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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
90806ANGEL2LZE2THumanEsophagusESCC2.60e-077.31e-010.082
90806ANGEL2LZE4THumanEsophagusESCC3.17e-072.34e-010.0811
90806ANGEL2LZE7THumanEsophagusESCC6.64e-104.00e-010.0667
90806ANGEL2LZE24THumanEsophagusESCC1.54e-162.52e-010.0596
90806ANGEL2P1T-EHumanEsophagusESCC8.44e-082.67e-010.0875
90806ANGEL2P2T-EHumanEsophagusESCC1.22e-183.60e-010.1177
90806ANGEL2P4T-EHumanEsophagusESCC8.53e-142.01e-010.1323
90806ANGEL2P5T-EHumanEsophagusESCC8.57e-233.57e-010.1327
90806ANGEL2P8T-EHumanEsophagusESCC3.00e-172.98e-010.0889
90806ANGEL2P9T-EHumanEsophagusESCC7.76e-132.07e-010.1131
90806ANGEL2P10T-EHumanEsophagusESCC1.83e-233.93e-010.116
90806ANGEL2P11T-EHumanEsophagusESCC1.22e-102.89e-010.1426
90806ANGEL2P12T-EHumanEsophagusESCC7.87e-132.05e-010.1122
90806ANGEL2P15T-EHumanEsophagusESCC5.06e-162.48e-010.1149
90806ANGEL2P16T-EHumanEsophagusESCC1.58e-223.30e-010.1153
90806ANGEL2P17T-EHumanEsophagusESCC8.76e-061.76e-010.1278
90806ANGEL2P19T-EHumanEsophagusESCC1.43e-022.68e-010.1662
90806ANGEL2P20T-EHumanEsophagusESCC1.01e-172.56e-010.1124
90806ANGEL2P21T-EHumanEsophagusESCC4.04e-173.35e-010.1617
90806ANGEL2P22T-EHumanEsophagusESCC1.63e-183.04e-010.1236
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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
∗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:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:0006402110EsophagusESCCmRNA catabolic process170/8552232/187238.70e-188.00e-16170
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:00905013EsophagusESCCRNA phosphodiester bond hydrolysis110/8552152/187231.95e-116.81e-10110
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:0009895111EsophagusESCCnegative regulation of catabolic process201/8552320/187233.88e-101.05e-08201
GO:006101319EsophagusESCCregulation of mRNA catabolic process115/8552166/187235.90e-101.49e-08115
GO:004348719EsophagusESCCregulation of RNA stability117/8552170/187237.91e-101.94e-08117
GO:004348819EsophagusESCCregulation of mRNA stability109/8552158/187232.40e-095.35e-08109
GO:0031330111EsophagusESCCnegative regulation of cellular catabolic process166/8552262/187235.17e-091.08e-07166
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:00905033EsophagusESCCRNA phosphodiester bond hydrolysis, exonucleolytic35/855242/187235.35e-077.11e-0635
GO:004593013EsophagusESCCnegative regulation of mitotic cell cycle143/8552235/187231.84e-062.15e-05143
GO:1903312111EsophagusESCCnegative regulation of mRNA metabolic process62/855292/187232.08e-051.80e-0462
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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
ANGEL2SNVMissense_Mutationc.1618N>Gp.Phe540Valp.F540VQ5VTE6protein_codingdeleterious(0)probably_damaging(0.984)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
ANGEL2SNVMissense_Mutationrs765456910c.950G>Ap.Arg317Glnp.R317QQ5VTE6protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ANGEL2SNVMissense_Mutationnovelc.1252N>Ap.Glu418Lysp.E418KQ5VTE6protein_codingtolerated(0.37)benign(0.009)TCGA-AC-A3BB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
ANGEL2SNVMissense_Mutationc.947N>Tp.Arg316Metp.R316MQ5VTE6protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ANGEL2SNVMissense_Mutationc.848N>Tp.Arg283Ilep.R283IQ5VTE6protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A250-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ANGEL2insertionFrame_Shift_Insnovelc.744_745insTTACATGGCTATTTGAAAACCTTGGATGATCCAGTACCCTCp.Arg249LeufsTer34p.R249Lfs*34Q5VTE6protein_codingTCGA-A8-A08X-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinPD
ANGEL2SNVMissense_Mutationnovelc.1411N>Gp.His471Aspp.H471DQ5VTE6protein_codingdeleterious(0.05)possibly_damaging(0.906)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
ANGEL2SNVMissense_Mutationrs765456910c.950G>Ap.Arg317Glnp.R317QQ5VTE6protein_codingdeleterious(0)probably_damaging(1)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
ANGEL2SNVMissense_Mutationc.430N>Cp.Glu144Glnp.E144QQ5VTE6protein_codingtolerated(0.31)benign(0.043)TCGA-AG-3883-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
ANGEL2SNVMissense_Mutationc.885A>Cp.Lys295Asnp.K295NQ5VTE6protein_codingtolerated(0.47)benign(0.03)TCGA-AG-3892-01Colorectumrectum 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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