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:00507775EsophagusESCCnegative regulation of immune response112/8552194/187234.67e-042.62e-03112
GO:00601479EsophagusESCCregulation of posttranscriptional gene silencing36/855252/187235.05e-042.79e-0336
GO:000920619EsophagusESCCpurine ribonucleoside triphosphate biosynthetic process45/855268/187235.13e-042.84e-0345
GO:001605216EsophagusESCCcarbohydrate catabolic process91/8552154/187235.39e-042.97e-0391
GO:20006377EsophagusESCCpositive regulation of gene silencing by miRNA23/855230/187235.47e-043.00e-0323
GO:005067817EsophagusESCCregulation of epithelial cell proliferation206/8552381/187235.51e-043.02e-03206
GO:004563918EsophagusESCCpositive regulation of myeloid cell differentiation64/8552103/187235.54e-043.03e-0364
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00487628EsophagusESCCmesenchymal cell differentiation133/8552236/187235.94e-043.22e-03133
GO:006096410EsophagusESCCregulation of gene silencing by miRNA34/855249/187236.74e-043.56e-0334
GO:200073614EsophagusESCCregulation of stem cell differentiation39/855258/187237.43e-043.86e-0339
GO:00506884EsophagusESCCregulation of defense response to virus45/855269/187238.26e-044.27e-0345
GO:000268316EsophagusESCCnegative regulation of immune system process231/8552434/187238.48e-044.36e-03231
GO:00085935EsophagusESCCregulation of Notch signaling pathway59/855295/187239.12e-044.65e-0359
GO:00328864EsophagusESCCregulation of microtubule-based process134/8552240/187239.44e-044.80e-03134
GO:000913520EsophagusESCCpurine nucleoside diphosphate metabolic process63/8552103/187231.10e-035.52e-0363
GO:000917920EsophagusESCCpurine ribonucleoside diphosphate metabolic process63/8552103/187231.10e-035.52e-0363
GO:00025622EsophagusESCCsomatic diversification of immune receptors via germline recombination within a single locus43/855266/187231.10e-035.53e-0343
GO:00164442EsophagusESCCsomatic cell DNA recombination43/855266/187231.10e-035.53e-0343
GO:00164472EsophagusESCCsomatic recombination of immunoglobulin gene segments38/855257/187231.11e-035.56e-0338
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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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