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: ANG

Gene summary for ANG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ANG

Gene ID

283

Gene nameangiogenin
Gene AliasALS9
Cytomap14q11.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P03950


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
283ANGHTA11_3410_2000001011HumanColorectumAD1.41e-071.84e-010.0155
283ANGHTA11_2487_2000001011HumanColorectumSER8.14e-154.33e-01-0.1808
283ANGHTA11_1938_2000001011HumanColorectumAD3.84e-103.71e-01-0.0811
283ANGHTA11_78_2000001011HumanColorectumAD2.54e-123.19e-01-0.1088
283ANGHTA11_347_2000001011HumanColorectumAD1.18e-224.53e-01-0.1954
283ANGHTA11_411_2000001011HumanColorectumSER3.33e-151.24e+00-0.2602
283ANGHTA11_2112_2000001011HumanColorectumSER8.76e-086.35e-01-0.2196
283ANGHTA11_3361_2000001011HumanColorectumAD7.49e-103.09e-01-0.1207
283ANGHTA11_83_2000001011HumanColorectumSER1.12e-083.22e-01-0.1526
283ANGHTA11_696_2000001011HumanColorectumAD5.54e-315.89e-01-0.1464
283ANGHTA11_866_2000001011HumanColorectumAD1.42e-143.27e-01-0.1001
283ANGHTA11_1391_2000001011HumanColorectumAD5.65e-194.31e-01-0.059
283ANGHTA11_2992_2000001011HumanColorectumSER1.72e-053.79e-01-0.1706
283ANGHTA11_5212_2000001011HumanColorectumAD2.47e-145.15e-01-0.2061
283ANGHTA11_5216_2000001011HumanColorectumSER3.40e-022.52e-01-0.1462
283ANGHTA11_546_2000001011HumanColorectumAD1.43e-093.74e-01-0.0842
283ANGHTA11_7862_2000001011HumanColorectumAD3.08e-041.98e-01-0.0179
283ANGHTA11_866_3004761011HumanColorectumAD3.29e-152.98e-010.096
283ANGHTA11_4255_2000001011HumanColorectumSER2.49e-084.15e-010.0446
283ANGHTA11_8622_2000001021HumanColorectumSER3.19e-022.05e-010.0528
Page: 1 2 3 4 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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.

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:00310992LiverHCCregeneration107/7958198/187236.67e-044.12e-03107
GO:001714821LiverHCCnegative regulation of translation129/7958245/187238.14e-044.87e-03129
GO:00323871LiverHCCnegative regulation of intracellular transport37/795858/187238.64e-045.13e-0337
GO:000716021LiverHCCcell-matrix adhesion123/7958233/187239.34e-045.47e-03123
GO:004586021LiverHCCpositive regulation of protein kinase activity194/7958386/187231.16e-036.54e-03194
GO:000663911LiverHCCacylglycerol metabolic process72/7958128/187231.16e-036.54e-0372
GO:007259511LiverHCCmaintenance of protein localization in organelle28/795842/187231.35e-037.26e-0328
GO:00454441LiverHCCfat cell differentiation120/7958229/187231.52e-038.05e-03120
GO:000663811LiverHCCneutral lipid metabolic process72/7958129/187231.54e-038.14e-0372
GO:190236921LiverHCCnegative regulation of RNA catabolic process45/795875/187231.67e-038.73e-0345
GO:003367411LiverHCCpositive regulation of kinase activity230/7958467/187231.72e-038.95e-03230
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:004578512LiverHCCpositive regulation of cell adhesion215/7958437/187232.53e-031.22e-02215
GO:19049501LiverHCCnegative regulation of establishment of protein localization72/7958131/187232.65e-031.27e-0272
GO:00093146LiverHCCresponse to radiation223/7958456/187233.08e-031.43e-02223
GO:00072292LiverHCCintegrin-mediated signaling pathway60/7958107/187233.15e-031.46e-0260
GO:00018222LiverHCCkidney development148/7958293/187233.25e-031.49e-02148
GO:004348921LiverHCCRNA stabilization39/795865/187233.31e-031.51e-0239
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa050141ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa050142ColorectumSERAmyotrophic lateral sclerosis138/1580364/84659.89e-192.99e-172.17e-17138
hsa050143ColorectumSERAmyotrophic lateral sclerosis138/1580364/84659.89e-192.99e-172.17e-17138
hsa050144ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa050145ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa050146ColorectumMSI-HAmyotrophic lateral sclerosis95/797364/84652.31e-211.50e-191.26e-1995
hsa050147ColorectumMSI-HAmyotrophic lateral sclerosis95/797364/84652.31e-211.50e-191.26e-1995
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0501414LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
hsa0501415LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
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
ANGSNVMissense_Mutationc.265C>Gp.His89Aspp.H89DP03950protein_codingdeleterious(0)benign(0.003)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ANGSNVMissense_Mutationrs141398857c.356N>Ap.Arg119Glnp.R119QP03950protein_codingdeleterious(0.01)possibly_damaging(0.463)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ANGSNVMissense_Mutationrs146485834c.224G>Ap.Arg75Hisp.R75HP03950protein_codingtolerated(0.1)benign(0.015)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ANGSNVMissense_Mutationnovelc.269N>Tp.Arg90Ilep.R90IP03950protein_codingtolerated(0.17)benign(0.078)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ANGSNVMissense_Mutationnovelc.133N>Tp.Arg45Trpp.R45WP03950protein_codingtolerated(0.08)benign(0.139)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
ANGSNVMissense_Mutationnovelc.103N>Gp.Thr35Alap.T35AP03950protein_codingtolerated(0.75)benign(0)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
ANGSNVMissense_Mutationc.19G>Ap.Val7Ilep.V7IP03950protein_codingtolerated(0.2)benign(0.011)TCGA-BS-A0UM-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapyadriamycinSD
ANGSNVMissense_Mutationnovelc.323N>Tp.His108Leup.H108LP03950protein_codingtolerated(0.55)benign(0.012)TCGA-DD-AAE9-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownSD
ANGSNVMissense_Mutationnovelc.302N>Tp.Gln101Leup.Q101LP03950protein_codingdeleterious(0.03)possibly_damaging(0.645)TCGA-77-8154-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
Page: 1 

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
Page: 1