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: AGXT

Gene summary for AGXT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AGXT

Gene ID

189

Gene namealanine--glyoxylate and serine--pyruvate aminotransferase
Gene AliasAGT
Cytomap2q37.3
Gene Typeprotein-coding
GO ID

GO:0000096

UniProtAcc

P21549


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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
189AGXTNAFLD1HumanLiverNAFLD3.15e-111.03e+00-0.04
189AGXTS41HumanLiverCirrhotic1.72e-023.45e-01-0.0343
189AGXTS43HumanLiverCirrhotic2.75e-06-1.20e-01-0.0187
189AGXTHCC1_MengHumanLiverHCC3.07e-67-1.75e-010.0246
189AGXTHCC2_MengHumanLiverHCC1.09e-11-3.75e-010.0107
189AGXTcirrhotic1HumanLiverCirrhotic3.53e-09-3.20e-010.0202
189AGXTcirrhotic2HumanLiverCirrhotic1.31e-07-2.82e-010.0201
189AGXTHCC2HumanLiverHCC2.58e-445.72e+000.5341
189AGXTPt13.aHumanLiverHCC7.05e-111.70e-010.021
189AGXTPt13.bHumanLiverHCC1.54e-432.44e-010.0251
189AGXTPt14.bHumanLiverHCC1.89e-123.23e-010.018
189AGXTPt14.dHumanLiverHCC3.16e-061.13e-020.0143
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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:00463953LiverNAFLDcarboxylic acid catabolic process73/1882236/187234.16e-191.22e-1573
GO:00160544LiverNAFLDorganic acid catabolic process73/1882240/187231.20e-182.34e-1573
GO:00442825LiverNAFLDsmall molecule catabolic process91/1882376/187238.96e-161.31e-1291
GO:00160535LiverNAFLDorganic acid biosynthetic process77/1882316/187231.03e-136.69e-1177
GO:00463945LiverNAFLDcarboxylic acid biosynthetic process75/1882314/187236.37e-133.39e-1075
GO:00723295LiverNAFLDmonocarboxylic acid catabolic process39/1882122/187232.40e-118.77e-0939
GO:00485457LiverNAFLDresponse to steroid hormone75/1882339/187233.44e-111.12e-0875
GO:0009063LiverNAFLDcellular amino acid catabolic process36/1882110/187236.56e-111.99e-0836
GO:00065203LiverNAFLDcellular amino acid metabolic process63/1882284/187231.14e-092.17e-0763
GO:00086523LiverNAFLDcellular amino acid biosynthetic process26/188276/187231.00e-081.33e-0626
GO:19016053LiverNAFLDalpha-amino acid metabolic process46/1882195/187232.74e-082.86e-0646
GO:00513846LiverNAFLDresponse to glucocorticoid36/1882148/187233.88e-072.52e-0536
GO:19016073LiverNAFLDalpha-amino acid biosynthetic process22/188268/187234.13e-072.62e-0522
GO:00723303LiverNAFLDmonocarboxylic acid biosynthetic process46/1882214/187235.06e-073.07e-0546
GO:1901606LiverNAFLDalpha-amino acid catabolic process25/188287/187238.67e-074.60e-0525
GO:00319606LiverNAFLDresponse to corticosteroid37/1882167/187233.03e-061.23e-0437
GO:00060907LiverNAFLDpyruvate metabolic process26/1882106/187231.31e-053.93e-0426
GO:00067904LiverNAFLDsulfur compound metabolic process58/1882339/187233.79e-059.38e-0458
GO:0000096LiverNAFLDsulfur amino acid metabolic process12/188234/187236.82e-051.45e-0312
GO:00466837LiverNAFLDresponse to organophosphorus28/1882131/187239.05e-051.82e-0328
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0120010LiverNAFLDCarbon metabolism26/1043115/84651.39e-031.71e-021.38e-0226
hsa04146LiverNAFLDPeroxisome19/104382/84654.37e-034.10e-023.30e-0219
hsa0120011LiverNAFLDCarbon metabolism26/1043115/84651.39e-031.71e-021.38e-0226
hsa041461LiverNAFLDPeroxisome19/104382/84654.37e-034.10e-023.30e-0219
hsa041462LiverCirrhoticPeroxisome36/253082/84654.79e-031.74e-021.07e-0236
hsa041463LiverCirrhoticPeroxisome36/253082/84654.79e-031.74e-021.07e-0236
hsa0120041LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa041464LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa0063021LiverHCCGlyoxylate and dicarboxylate metabolism24/402030/84652.66e-041.24e-036.88e-0424
hsa002602LiverHCCGlycine, serine and threonine metabolism28/402040/84653.28e-031.07e-025.93e-0328
hsa0120051LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa041465LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa0063031LiverHCCGlyoxylate and dicarboxylate metabolism24/402030/84652.66e-041.24e-036.88e-0424
hsa002603LiverHCCGlycine, serine and threonine metabolism28/402040/84653.28e-031.07e-025.93e-0328
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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
AGXTSNVMissense_Mutationrs375712696c.31N>Gp.Pro11Alap.P11AP21549protein_codingdeleterious(0)probably_damaging(0.956)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AGXTinsertionFrame_Shift_Insnovelc.217_218insGTTTCTGGTATTGCAGAAATCATAGTp.Pro73ArgfsTer56p.P73Rfs*56P21549protein_codingTCGA-A7-A0D9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
AGXTSNVMissense_Mutationrs758493460c.1078C>Tp.Arg360Trpp.R360WP21549protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AGXTSNVMissense_Mutationc.236C>Gp.Ser79Cysp.S79CP21549protein_codingdeleterious(0.01)possibly_damaging(0.517)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AGXTSNVMissense_Mutationrs761622783c.877N>Ap.Glu293Lysp.E293KP21549protein_codingtolerated(0.33)benign(0.056)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
AGXTdeletionFrame_Shift_Delrs768991178c.26delNp.Lys12ArgfsTer34p.K12Rfs*34P21549protein_codingTCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
AGXTSNVMissense_Mutationc.881N>Tp.Ala294Valp.A294VP21549protein_codingtolerated(1)benign(0.001)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
AGXTinsertionFrame_Shift_Insrs777193616c.33dupCp.Lys12GlnfsTer156p.K12Qfs*156P21549protein_codingTCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AGXTdeletionFrame_Shift_Delrs768991178c.26delNp.Lys12ArgfsTer34p.K12Rfs*34P21549protein_codingTCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AGXTinsertionFrame_Shift_Insrs777193616c.33dupCp.Lys12GlnfsTer156p.K12Qfs*156P21549protein_codingTCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<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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