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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: ACE2

Gene summary for ACE2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACE2

Gene ID

59272

Gene nameangiotensin converting enzyme 2
Gene AliasACEH
CytomapXp22.2
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q9BYF1


Top

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
59272ACE2Pat01-BHumanStomachGC8.03e-448.31e-010.5754
59272ACE2Pat03-BHumanStomachGC8.66e-316.63e-010.3693
59272ACE2SIM_1HumanStomachSIM3.46e-032.45e-010.3573
59272ACE2SIM_4HumanStomachSIM8.17e-073.36e-010.2664
Page: 1 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00425938BreastPrecancerglucose homeostasis31/1080258/187238.89e-051.69e-0331
GO:00335008BreastPrecancercarbohydrate homeostasis31/1080259/187239.56e-051.79e-0331
GO:00420633BreastPrecancergliogenesis33/1080301/187233.06e-044.40e-0333
GO:00100013BreastPrecancerglial cell differentiation25/1080225/187231.29e-031.37e-0225
GO:00516047BreastPrecancerprotein maturation28/1080294/187236.45e-034.50e-0228
GO:0048708BreastPrecancerastrocyte differentiation11/108081/187236.65e-034.57e-0211
GO:0021782BreastPrecancerglial cell development14/1080116/187236.92e-034.67e-0214
GO:004206311BreastIDCgliogenesis39/1434301/187238.63e-041.00e-0239
GO:00100011BreastIDCglial cell differentiation31/1434225/187231.04e-031.15e-0231
GO:004259313BreastIDCglucose homeostasis34/1434258/187231.34e-031.39e-0234
GO:003350013BreastIDCcarbohydrate homeostasis34/1434259/187231.43e-031.46e-0234
GO:005160413BreastIDCprotein maturation35/1434294/187236.18e-034.40e-0235
GO:00420632BreastDCISgliogenesis39/1390301/187234.76e-046.25e-0339
GO:00100012BreastDCISglial cell differentiation31/1390225/187236.24e-047.87e-0331
GO:004259323BreastDCISglucose homeostasis34/1390258/187237.87e-049.11e-0334
GO:003350023BreastDCIScarbohydrate homeostasis34/1390259/187238.43e-049.58e-0334
GO:005160422BreastDCISprotein maturation34/1390294/187236.72e-034.66e-0234
GO:0033500ColorectumADcarbohydrate homeostasis84/3918259/187239.10e-062.15e-0484
GO:0042593ColorectumADglucose homeostasis83/3918258/187231.44e-053.11e-0483
GO:0051604ColorectumADprotein maturation85/3918294/187236.73e-046.91e-0385
Page: 1 2 3 4 5 6 7 8 9 10 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
ACE2SNVMissense_Mutationnovelc.1216G>Ap.Glu406Lysp.E406KQ9BYF1protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ACE2SNVMissense_Mutationc.484N>Tp.Leu162Phep.L162FQ9BYF1protein_codingdeleterious(0)probably_damaging(0.995)TCGA-D8-A1JG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ACE2insertionNonsense_Mutationnovelc.1544_1545insCTATTGATTGCTGATGACGGGGACAAGATCp.Tyr516_Thr517insTerp.Y516_T517ins*Q9BYF1protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ACE2SNVMissense_Mutationnovelc.1854C>Gp.Ile618Metp.I618MQ9BYF1protein_codingdeleterious(0)probably_damaging(0.985)TCGA-EK-A2RN-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ACE2SNVMissense_Mutationnovelc.1371N>Cp.Glu457Aspp.E457DQ9BYF1protein_codingtolerated(1)possibly_damaging(0.536)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
ACE2SNVMissense_Mutationnovelc.2408C>Tp.Thr803Ilep.T803IQ9BYF1protein_codingdeleterious_low_confidence(0)benign(0.388)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ACE2SNVMissense_Mutationnovelc.1486A>Gp.Thr496Alap.T496AQ9BYF1protein_codingtolerated(0.24)benign(0.005)TCGA-ZJ-AB0H-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
ACE2SNVMissense_Mutationnovelc.1091N>Cp.Val364Alap.V364AQ9BYF1protein_codingdeleterious(0)possibly_damaging(0.502)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ACE2SNVMissense_Mutationnovelc.2269A>Gp.Ile757Valp.I757VQ9BYF1protein_codingtolerated_low_confidence(0.58)benign(0.01)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ACE2SNVMissense_Mutationrs865959788c.1010N>Ap.Gly337Glup.G337EQ9BYF1protein_codingtolerated(0.43)benign(0.023)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 9 

Top

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
59272ACE2ENZYME, TRANSPORTER, DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, CELL SURFACE, PROTEASEinhibitor223366196ORE-1001
59272ACE2ENZYME, TRANSPORTER, DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, CELL SURFACE, PROTEASEGL1001ORE-1001
59272ACE2ENZYME, TRANSPORTER, DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, CELL SURFACE, PROTEASEGSK2586881GSK-258688125893478
59272ACE2ENZYME, TRANSPORTER, DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, CELL SURFACE, PROTEASEORE-1001ORE-1001
59272ACE2ENZYME, TRANSPORTER, DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, CELL SURFACE, PROTEASEinhibitor178103169
59272ACE2ENZYME, TRANSPORTER, DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, CELL SURFACE, PROTEASEactivator223366197
59272ACE2ENZYME, TRANSPORTER, DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, CELL SURFACE, PROTEASELISINOPRILLISINOPRIL
59272ACE2ENZYME, TRANSPORTER, DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, CELL SURFACE, PROTEASE178101824
59272ACE2ENZYME, TRANSPORTER, DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, CELL SURFACE, PROTEASEcaptoprilCAPTOPRIL17473847
Page: 1