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: 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


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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
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
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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.

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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:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:00513468BreastPrecancernegative regulation of hydrolase activity50/1080379/187233.85e-082.34e-0650
GO:0045766BreastPrecancerpositive regulation of angiogenesis23/1080181/187233.09e-044.43e-0323
GO:1904018BreastPrecancerpositive regulation of vasculature development23/1080181/187233.09e-044.43e-0323
GO:19040193BreastPrecancerepithelial cell apoptotic process17/1080121/187235.76e-047.28e-0317
GO:0045765BreastPrecancerregulation of angiogenesis35/1080342/187237.35e-048.80e-0335
GO:1901342BreastPrecancerregulation of vasculature development35/1080348/187231.00e-031.12e-0235
GO:19040351BreastPrecancerregulation of epithelial cell apoptotic process14/108096/187231.18e-031.28e-0214
GO:005134613BreastIDCnegative regulation of hydrolase activity71/1434379/187231.33e-122.90e-1071
GO:007048214BreastIDCresponse to oxygen levels64/1434347/187233.45e-115.57e-0964
GO:003629314BreastIDCresponse to decreased oxygen levels60/1434322/187239.26e-111.25e-0860
GO:000166614BreastIDCresponse to hypoxia58/1434307/187231.09e-101.38e-0858
GO:00457651BreastIDCregulation of angiogenesis45/1434342/187232.57e-043.98e-0345
GO:19013421BreastIDCregulation of vasculature development45/1434348/187233.78e-045.38e-0345
GO:00457661BreastIDCpositive regulation of angiogenesis26/1434181/187231.39e-031.43e-0226
GO:19040181BreastIDCpositive regulation of vasculature development26/1434181/187231.39e-031.43e-0226
GO:003629323BreastDCISresponse to decreased oxygen levels60/1390322/187232.64e-114.56e-0960
GO:007048223BreastDCISresponse to oxygen levels63/1390347/187232.66e-114.56e-0963
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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
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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
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
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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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