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: CHAC2

Gene summary for CHAC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHAC2

Gene ID

494143

Gene nameChaC glutathione specific gamma-glutamylcyclotransferase 2
Gene AliasGCG1
Cytomap2p16.2
Gene Typeprotein-coding
GO ID

GO:0006518

UniProtAcc

Q8WUX2


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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
494143CHAC2LZE22THumanEsophagusESCC1.57e-021.98e-010.068
494143CHAC2LZE24THumanEsophagusESCC1.48e-082.35e-010.0596
494143CHAC2LZE6THumanEsophagusESCC2.96e-031.31e-010.0845
494143CHAC2P2T-EHumanEsophagusESCC6.69e-071.29e-010.1177
494143CHAC2P4T-EHumanEsophagusESCC3.85e-163.96e-010.1323
494143CHAC2P5T-EHumanEsophagusESCC2.55e-061.38e-010.1327
494143CHAC2P8T-EHumanEsophagusESCC1.84e-024.02e-020.0889
494143CHAC2P12T-EHumanEsophagusESCC2.54e-031.23e-010.1122
494143CHAC2P15T-EHumanEsophagusESCC3.16e-132.96e-010.1149
494143CHAC2P21T-EHumanEsophagusESCC4.12e-021.19e-010.1617
494143CHAC2P22T-EHumanEsophagusESCC2.02e-028.65e-020.1236
494143CHAC2P23T-EHumanEsophagusESCC5.52e-071.75e-010.108
494143CHAC2P26T-EHumanEsophagusESCC1.94e-072.25e-010.1276
494143CHAC2P27T-EHumanEsophagusESCC4.60e-092.59e-010.1055
494143CHAC2P28T-EHumanEsophagusESCC1.69e-152.07e-010.1149
494143CHAC2P30T-EHumanEsophagusESCC4.37e-205.76e-010.137
494143CHAC2P31T-EHumanEsophagusESCC1.91e-051.32e-010.1251
494143CHAC2P32T-EHumanEsophagusESCC4.47e-041.26e-010.1666
494143CHAC2P36T-EHumanEsophagusESCC5.72e-041.24e-010.1187
494143CHAC2P37T-EHumanEsophagusESCC5.94e-112.51e-010.1371
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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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗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:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:00423986EsophagusESCCcellular modified amino acid biosynthetic process34/855246/187239.39e-056.70e-0434
GO:000674912EsophagusESCCglutathione metabolic process42/855264/187231.01e-035.12e-0342
GO:00442724Oral cavityOSCCsulfur compound biosynthetic process82/7305148/187233.71e-053.31e-0482
GO:00067905Oral cavityOSCCsulfur compound metabolic process168/7305339/187234.50e-053.84e-04168
GO:00423985Oral cavityOSCCcellular modified amino acid biosynthetic process31/730546/187239.03e-056.88e-0431
GO:00065756Oral cavityOSCCcellular modified amino acid metabolic process91/7305188/187235.33e-032.07e-0291
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0048018EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
hsa0048019EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
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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
CHAC2SNVMissense_Mutationrs772317458c.526G>Ap.Glu176Lysp.E176KQ8WUX2protein_codingtolerated(0.28)benign(0.003)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
CHAC2insertionNonsense_Mutationnovelc.530_531insCTAATTAAAATAGGTGAAp.Gly177_Lys178insTerp.G177_K178ins*Q8WUX2protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHAC2SNVMissense_Mutationc.526G>Cp.Glu176Glnp.E176QQ8WUX2protein_codingtolerated(0.28)benign(0.012)TCGA-AG-A016-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilSD
CHAC2SNVMissense_Mutationc.464N>Gp.Leu155Argp.L155RQ8WUX2protein_codingdeleterious(0)probably_damaging(0.948)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CHAC2SNVMissense_Mutationnovelc.91N>Tp.Arg31Cysp.R31CQ8WUX2protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CHAC2SNVMissense_Mutationnovelc.322N>Ap.Leu108Ilep.L108IQ8WUX2protein_codingtolerated(0.75)benign(0.035)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
CHAC2SNVMissense_Mutationc.452N>Ap.Ser151Tyrp.S151YQ8WUX2protein_codingtolerated(0.06)benign(0.081)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
CHAC2SNVMissense_Mutationnovelc.304N>Gp.Lys102Glup.K102EQ8WUX2protein_codingtolerated(1)benign(0)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CHAC2SNVMissense_Mutationc.229N>Ap.Ala77Thrp.A77TQ8WUX2protein_codingtolerated(0.56)benign(0.009)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CHAC2SNVMissense_Mutationc.452C>Ap.Ser151Tyrp.S151YQ8WUX2protein_codingtolerated(0.06)benign(0.081)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<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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