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: ABAT

Gene summary for ABAT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ABAT

Gene ID

18

Gene name4-aminobutyrate aminotransferase
Gene AliasGABA-AT
Cytomap16p13.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P80404


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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
18ABATNAFLD1HumanLiverNAFLD3.08e-149.41e-01-0.04
18ABATHCC1_MengHumanLiverHCC1.36e-10-1.21e-010.0246
18ABATHCC1HumanLiverHCC5.00e-022.38e+000.5336
18ABATPt13.aHumanLiverHCC9.68e-04-1.41e-010.021
18ABATS028HumanLiverHCC4.68e-053.49e-010.2503
18ABATS029HumanLiverHCC2.06e-023.29e-010.2581
18ABATHTA12-26-1HumanPancreasPDAC3.09e-138.68e-010.3728
18ABATHTA12-29-1HumanPancreasPDAC8.17e-267.68e-010.3722
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:0009063LiverNAFLDcellular amino acid catabolic process36/1882110/187236.56e-111.99e-0836
GO:00610417LiverNAFLDregulation of wound healing39/1882134/187235.52e-101.28e-0739
GO:00420607LiverNAFLDwound healing84/1882422/187236.56e-101.37e-0784
GO:00065203LiverNAFLDcellular amino acid metabolic process63/1882284/187231.14e-092.17e-0763
GO:0030195LiverNAFLDnegative regulation of blood coagulation21/188249/187232.42e-094.05e-0721
GO:00094107LiverNAFLDresponse to xenobiotic stimulus88/1882462/187232.53e-094.11e-0788
GO:1900047LiverNAFLDnegative regulation of hemostasis21/188250/187233.78e-095.40e-0721
GO:0030193LiverNAFLDregulation of blood coagulation24/188266/187239.30e-091.26e-0624
GO:00086523LiverNAFLDcellular amino acid biosynthetic process26/188276/187231.00e-081.33e-0626
GO:0050819LiverNAFLDnegative regulation of coagulation21/188253/187231.33e-081.69e-0621
GO:1900046LiverNAFLDregulation of hemostasis24/188268/187231.84e-082.09e-0624
GO:0061045LiverNAFLDnegative regulation of wound healing26/188278/187231.86e-082.09e-0626
GO:19030347LiverNAFLDregulation of response to wounding41/1882167/187234.70e-084.58e-0641
GO:0050818LiverNAFLDregulation of coagulation24/188271/187234.80e-084.60e-0624
GO:00075994LiverNAFLDhemostasis49/1882222/187239.23e-087.59e-0649
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0028041LiverHCCValine, leucine and isoleucine degradation41/402048/84654.84e-087.05e-073.92e-0741
hsa0064041LiverHCCPropanoate metabolism24/402032/84651.42e-035.07e-032.82e-0324
hsa006504LiverHCCButanoate metabolism19/402027/84651.37e-023.33e-021.85e-0219
hsa0028051LiverHCCValine, leucine and isoleucine degradation41/402048/84654.84e-087.05e-073.92e-0741
hsa0064051LiverHCCPropanoate metabolism24/402032/84651.42e-035.07e-032.82e-0324
hsa006505LiverHCCButanoate metabolism19/402027/84651.37e-023.33e-021.85e-0219
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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
ABATSNVMissense_Mutationc.74N>Gp.Ser25Cysp.S25CP80404protein_codingtolerated(0.18)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ABATSNVMissense_Mutationc.583N>Ap.Glu195Lysp.E195KP80404protein_codingtolerated(0.18)benign(0.103)TCGA-AN-A0FW-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ABATSNVMissense_Mutationc.1080N>Ap.Met360Ilep.M360IP80404protein_codingtolerated(0.32)benign(0.006)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ABATSNVMissense_Mutationc.10N>Gp.Met4Valp.M4VP80404protein_codingtolerated_low_confidence(1)benign(0)TCGA-BH-A0GY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyotxanSD
ABATSNVMissense_Mutationrs762137050c.1424N>Ap.Arg475Hisp.R475HP80404protein_codingdeleterious(0)probably_damaging(1)TCGA-HN-A2NL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ABATinsertionIn_Frame_Insnovelc.426_427insCAGGCAp.Lys142_Leu143insGlnAlap.K142_L143insQAP80404protein_codingTCGA-AO-A03P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozolePD
ABATinsertionFrame_Shift_Insnovelc.428_429insGCACTCTGCCTGTTTTTTAGp.Arg144HisfsTer36p.R144Hfs*36P80404protein_codingTCGA-AO-A03P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozolePD
ABATSNVMissense_Mutationnovelc.892G>Ap.Glu298Lysp.E298KP80404protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A1MP-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ABATSNVMissense_Mutationrs752701740c.205N>Cp.Glu69Glnp.E69QP80404protein_codingtolerated(0.29)benign(0.104)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ABATSNVMissense_Mutationc.766N>Ap.Glu256Lysp.E256KP80404protein_codingdeleterious(0.01)possibly_damaging(0.798)TCGA-AA-3688-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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
18ABATDRUGGABLE GENOME, ENZYMEvalproic acid23407051
18ABATDRUGGABLE GENOME, ENZYMEDivalproex sodium
18ABATDRUGGABLE GENOME, ENZYMEPyridoxal Phosphate
18ABATDRUGGABLE GENOME, ENZYMEDIVALPROEX SODIUM
18ABATDRUGGABLE GENOME, ENZYMEinhibitor178101523VIGABATRIN
18ABATDRUGGABLE GENOME, ENZYMECPP -15
18ABATDRUGGABLE GENOME, ENZYME4-hydroxybenzaldehyde4-HYDROXYBENZALDEHYDE
18ABATDRUGGABLE GENOME, ENZYMEL-AlanineL-ALANINE
18ABATDRUGGABLE GENOME, ENZYMETIAGABINETIAGABINE
18ABATDRUGGABLE GENOME, ENZYMEPyruvic acid
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