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: GCAT

Gene summary for GCAT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GCAT

Gene ID

23464

Gene nameglycine C-acetyltransferase
Gene AliasKBL
Cytomap22q13.1
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

O75600


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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
23464GCATLZE7THumanEsophagusESCC5.31e-074.59e-010.0667
23464GCATLZE24THumanEsophagusESCC6.90e-173.97e-010.0596
23464GCATLZE21THumanEsophagusESCC3.00e-033.04e-010.0655
23464GCATP1T-EHumanEsophagusESCC4.51e-063.81e-010.0875
23464GCATP2T-EHumanEsophagusESCC4.12e-112.07e-010.1177
23464GCATP4T-EHumanEsophagusESCC1.33e-224.90e-010.1323
23464GCATP5T-EHumanEsophagusESCC1.58e-041.28e-010.1327
23464GCATP8T-EHumanEsophagusESCC2.43e-081.87e-010.0889
23464GCATP9T-EHumanEsophagusESCC5.13e-153.61e-010.1131
23464GCATP10T-EHumanEsophagusESCC5.63e-601.05e+000.116
23464GCATP11T-EHumanEsophagusESCC7.86e-155.67e-010.1426
23464GCATP12T-EHumanEsophagusESCC4.93e-102.17e-010.1122
23464GCATP15T-EHumanEsophagusESCC1.57e-143.23e-010.1149
23464GCATP16T-EHumanEsophagusESCC1.92e-581.09e+000.1153
23464GCATP17T-EHumanEsophagusESCC1.24e-156.16e-010.1278
23464GCATP20T-EHumanEsophagusESCC1.17e-061.84e-010.1124
23464GCATP21T-EHumanEsophagusESCC9.73e-651.32e+000.1617
23464GCATP22T-EHumanEsophagusESCC5.85e-193.89e-010.1236
23464GCATP23T-EHumanEsophagusESCC9.57e-184.91e-010.108
23464GCATP24T-EHumanEsophagusESCC8.67e-173.99e-010.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
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:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:001605421LiverHCCorganic acid catabolic process152/7958240/187235.11e-111.92e-09152
GO:00463952LiverHCCcarboxylic acid catabolic process149/7958236/187231.11e-103.87e-09149
GO:19016052LiverHCCalpha-amino acid metabolic process124/7958195/187232.07e-095.79e-08124
GO:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:00090632LiverHCCcellular amino acid catabolic process70/7958110/187236.12e-067.52e-0570
GO:00090692LiverHCCserine family amino acid metabolic process29/795840/187231.17e-049.87e-0429
GO:00090662LiverHCCaspartate family amino acid metabolic process34/795849/187231.28e-041.06e-0334
GO:19016062LiverHCCalpha-amino acid catabolic process53/795887/187234.01e-042.71e-0353
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa002602LiverHCCGlycine, serine and threonine metabolism28/402040/84653.28e-031.07e-025.93e-0328
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
GCATSNVMissense_Mutationc.325G>Ap.Glu109Lysp.E109KO75600protein_codingtolerated(0.16)benign(0.021)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
GCATSNVMissense_Mutationrs201266387c.607C>Tp.Arg203Cysp.R203CO75600protein_codingdeleterious(0.02)benign(0.013)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GCATSNVMissense_Mutationc.332N>Cp.Ile111Thrp.I111TO75600protein_codingdeleterious(0.02)possibly_damaging(0.612)TCGA-C8-A26X-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
GCATSNVMissense_Mutationnovelc.308N>Ap.Gly103Aspp.G103DO75600protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GCATSNVMissense_Mutationnovelc.65N>Tp.Ser22Leup.S22LO75600protein_codingdeleterious_low_confidence(0.01)benign(0.169)TCGA-EX-A69L-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GCATSNVMissense_Mutationnovelc.155N>Tp.Ser52Phep.S52FO75600protein_codingdeleterious(0)probably_damaging(0.982)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GCATSNVMissense_Mutationrs750055272c.1070N>Ap.Arg357Hisp.R357HO75600protein_codingdeleterious(0.03)probably_damaging(0.995)TCGA-VS-A9V1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
GCATSNVMissense_Mutationrs200392738c.809N>Ap.Arg270Glnp.R270QO75600protein_codingdeleterious(0)probably_damaging(0.985)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
GCATSNVMissense_Mutationrs139816860c.1216N>Ap.Val406Metp.V406MO75600protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GCATSNVMissense_Mutationnovelc.493G>Ap.Ala165Thrp.A165TO75600protein_codingtolerated(0.14)benign(0.176)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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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