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:00075964LiverNAFLDblood coagulation48/1882217/187231.16e-078.81e-0648
GO:00508174LiverNAFLDcoagulation48/1882222/187232.40e-071.61e-0548
GO:1903035LiverNAFLDnegative regulation of response to wounding26/188294/187231.18e-065.66e-0526
GO:00512227LiverNAFLDpositive regulation of protein transport55/1882303/187231.07e-053.35e-0455
GO:19049517LiverNAFLDpositive regulation of establishment of protein localization55/1882319/187234.79e-051.14e-0355
GO:00100387LiverNAFLDresponse to metal ion62/1882373/187235.05e-051.19e-0362
GO:0015850LiverNAFLDorganic hydroxy compound transport50/1882284/187236.01e-051.32e-0350
GO:00508787LiverNAFLDregulation of body fluid levels60/1882379/187232.61e-044.23e-0360
GO:00075687LiverNAFLDaging53/1882339/187237.78e-049.77e-0353
GO:00973056LiverNAFLDresponse to alcohol42/1882253/187237.91e-049.89e-0342
GO:0042220LiverNAFLDresponse to cocaine13/188255/187232.64e-032.42e-0213
GO:0032102LiverNAFLDnegative regulation of response to external stimulus60/1882420/187233.34e-032.93e-0260
GO:00902764LiverNAFLDregulation of peptide hormone secretion32/1882196/187234.06e-033.40e-0232
GO:00016592LiverNAFLDtemperature homeostasis29/1882174/187234.48e-033.61e-0229
GO:00355926LiverNAFLDestablishment of protein localization to extracellular region52/1882360/187234.80e-033.81e-0252
GO:0045471LiverNAFLDresponse to ethanol24/1882137/187234.89e-033.85e-0224
GO:00507147LiverNAFLDpositive regulation of protein secretion24/1882137/187234.89e-033.85e-0224
GO:00027914LiverNAFLDregulation of peptide secretion32/1882200/187235.53e-034.23e-0232
GO:00900874LiverNAFLDregulation of peptide transport32/1882202/187236.42e-034.69e-0232
GO:00902771LiverNAFLDpositive regulation of peptide hormone secretion19/1882103/187236.58e-034.69e-0219
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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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