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: TAT

Gene summary for TAT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TAT

Gene ID

6898

Gene nametyrosine aminotransferase
Gene AliasTAT
Cytomap16q22.2
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

A0A140VKB7


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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
6898TATNAFLD1HumanLiverNAFLD4.94e-171.55e+00-0.04
6898TATS41HumanLiverCirrhotic4.91e-089.39e-01-0.0343
6898TATS43HumanLiverCirrhotic9.02e-052.24e-01-0.0187
6898TATS44HumanLiverHCC1.65e-151.47e+00-0.0083
6898TATHCC1_MengHumanLiverHCC3.18e-12-2.89e-010.0246
6898TATHCC2_MengHumanLiverHCC5.02e-08-3.06e-010.0107
6898TATcirrhotic1HumanLiverCirrhotic2.73e-06-2.90e-010.0202
6898TATcirrhotic2HumanLiverCirrhotic1.92e-03-2.62e-010.0201
6898TATHCC2HumanLiverHCC3.75e-042.29e+000.5341
6898TATPt13.bHumanLiverHCC2.29e-06-1.10e-010.0251
6898TATPt14.bHumanLiverHCC1.34e-046.11e-020.018
6898TATPt14.dHumanLiverHCC2.29e-05-2.81e-010.0143
6898TATS016HumanLiverHCC5.80e-04-3.06e-010.2243
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:000697914BreastIDCresponse to oxidative stress83/1434446/187232.36e-147.06e-1283
GO:001603214BreastIDCviral process75/1434415/187231.98e-124.02e-1075
GO:000030214BreastIDCresponse to reactive oxygen species46/1434222/187234.12e-104.59e-0846
GO:005079214BreastIDCregulation of viral process36/1434164/187236.55e-095.03e-0736
GO:004254213BreastIDCresponse to hydrogen peroxide32/1434146/187234.65e-083.02e-0632
GO:003410114BreastIDCerythrocyte homeostasis27/1434129/187231.34e-065.75e-0527
GO:000226214BreastIDCmyeloid cell homeostasis30/1434157/187232.64e-061.01e-0430
GO:005067313BreastIDCepithelial cell proliferation60/1434437/187237.13e-062.15e-0460
GO:003009914BreastIDCmyeloid cell differentiation54/1434381/187238.07e-062.39e-0454
GO:005067812BreastIDCregulation of epithelial cell proliferation54/1434381/187238.07e-062.39e-0454
GO:000941013BreastIDCresponse to xenobiotic stimulus62/1434462/187231.05e-052.88e-0462
GO:005159114BreastIDCresponse to cAMP20/143493/187232.00e-054.91e-0420
GO:003166714BreastIDCresponse to nutrient levels62/1434474/187232.33e-055.57e-0462
GO:000181911BreastIDCpositive regulation of cytokine production61/1434467/187232.81e-056.58e-0461
GO:000961211BreastIDCresponse to mechanical stimulus34/1434216/187234.59e-051.03e-0334
GO:004668312BreastIDCresponse to organophosphorus24/1434131/187235.22e-051.12e-0324
GO:000758412BreastIDCresponse to nutrient29/1434174/187235.69e-051.20e-0329
GO:007135613BreastIDCcellular response to tumor necrosis factor35/1434229/187236.64e-051.35e-0335
GO:00434348BreastIDCresponse to peptide hormone54/1434414/187238.25e-051.61e-0354
GO:190370612BreastIDCregulation of hemopoiesis49/1434367/187239.74e-051.86e-0349
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00270LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
hsa002701LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
hsa002702LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
hsa002703LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
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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
TATSNVMissense_Mutationnovelc.533N>Gp.Ser178Cysp.S178CP17735protein_codingtolerated(0.08)probably_damaging(0.999)TCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TATSNVMissense_Mutationc.1137G>Tp.Glu379Aspp.E379DP17735protein_codingtolerated(1)benign(0.005)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TATSNVMissense_Mutationc.169N>Gp.Arg57Glyp.R57GP17735protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E9-A1RG-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
TATSNVMissense_Mutationc.58N>Ap.Val20Metp.V20MP17735protein_codingdeleterious_low_confidence(0.01)benign(0.022)TCGA-E9-A243-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
TATSNVMissense_Mutationc.868G>Cp.Gly290Argp.G290RP17735protein_codingdeleterious(0)probably_damaging(1)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
TATinsertionFrame_Shift_Insnovelc.35_36insTGAAACCAAATCCAAACAAAACp.Asn13GlufsTer87p.N13Efs*87P17735protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TATinsertionFrame_Shift_Insnovelc.1118_1121dupACCTp.Met375ProfsTer6p.M375Pfs*6P17735protein_codingTCGA-E9-A22H-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TATSNVMissense_Mutationnovelc.185A>Gp.Asn62Serp.N62SP17735protein_codingtolerated(1)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TATSNVMissense_Mutationc.581G>Tp.Trp194Leup.W194LP17735protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
TATSNVMissense_Mutationc.744N>Cp.Glu248Aspp.E248DP17735protein_codingdeleterious(0)probably_damaging(0.98)TCGA-DR-A0ZL-01Cervixcervical & endocervical cancerFemale<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
6898TATENZYMETETRACYCLINETETRACYCLINE2154
6898TATENZYMEPROGESTERONEPROGESTERONE9744518
6898TATENZYMEALBUMINALBUMIN HUMAN6127852
6898TATENZYMEANDROGENS2882620
6898TATENZYMEMITOMYCIN-C610
6898TATENZYMEPREDNISOLONEPREDNISOLONE6127207
6898TATENZYMEENZYME INHIBITOR85301
6898TATENZYMEPHENOBARBITALPHENOBARBITAL1688552
6898TATENZYMEVITAMIN A8100575
6898TATENZYMEGENISTEINGENISTEIN9128187
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