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: GCH1

Gene summary for GCH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GCH1

Gene ID

2643

Gene nameGTP cyclohydrolase 1
Gene AliasDYT14
Cytomap14q22.2
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

A0A024R642


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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
2643GCH1LZE4THumanEsophagusESCC6.12e-03-4.10e-020.0811
2643GCH1LZE8THumanEsophagusESCC4.89e-056.04e-020.067
2643GCH1LZE20THumanEsophagusESCC2.94e-083.40e-010.0662
2643GCH1LZE24THumanEsophagusESCC1.04e-084.93e-010.0596
2643GCH1P1T-EHumanEsophagusESCC3.27e-126.75e-010.0875
2643GCH1P2T-EHumanEsophagusESCC5.53e-121.60e-010.1177
2643GCH1P4T-EHumanEsophagusESCC1.16e-203.46e-010.1323
2643GCH1P5T-EHumanEsophagusESCC1.08e-045.22e-020.1327
2643GCH1P8T-EHumanEsophagusESCC6.26e-203.52e-010.0889
2643GCH1P9T-EHumanEsophagusESCC4.01e-075.73e-020.1131
2643GCH1P10T-EHumanEsophagusESCC6.76e-09-9.29e-030.116
2643GCH1P11T-EHumanEsophagusESCC8.27e-055.86e-010.1426
2643GCH1P12T-EHumanEsophagusESCC9.34e-223.87e-010.1122
2643GCH1P15T-EHumanEsophagusESCC5.26e-223.97e-010.1149
2643GCH1P16T-EHumanEsophagusESCC2.51e-131.94e-030.1153
2643GCH1P20T-EHumanEsophagusESCC4.14e-051.68e-010.1124
2643GCH1P21T-EHumanEsophagusESCC3.25e-08-1.24e-020.1617
2643GCH1P22T-EHumanEsophagusESCC1.12e-053.46e-020.1236
2643GCH1P23T-EHumanEsophagusESCC1.20e-093.86e-010.108
2643GCH1P24T-EHumanEsophagusESCC1.14e-071.93e-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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
GO:0000302111EsophagusESCCresponse to reactive oxygen species150/8552222/187233.06e-111.02e-09150
GO:003461420EsophagusESCCcellular response to reactive oxygen species103/8552155/187231.34e-072.17e-06103
GO:200037718EsophagusESCCregulation of reactive oxygen species metabolic process100/8552157/187233.87e-064.17e-05100
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
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:000963620EsophagusESCCresponse to toxic substance150/8552262/187231.00e-047.12e-04150
GO:003249619EsophagusESCCresponse to lipopolysaccharide191/8552343/187231.11e-047.73e-04191
GO:00343418EsophagusESCCresponse to interferon-gamma86/8552141/187231.74e-041.14e-0386
GO:007259318EsophagusESCCreactive oxygen species metabolic process137/8552239/187231.82e-041.16e-03137
GO:00425584EsophagusESCCpteridine-containing compound metabolic process25/855233/187234.30e-042.43e-0325
GO:00461653EsophagusESCCalcohol biosynthetic process83/8552140/187238.04e-044.16e-0383
GO:1990748110EsophagusESCCcellular detoxification70/8552116/187231.02e-035.17e-0370
GO:00425595EsophagusESCCpteridine-containing compound biosynthetic process13/855215/187231.31e-036.26e-0313
GO:000223719EsophagusESCCresponse to molecule of bacterial origin194/8552363/187231.64e-037.61e-03194
GO:000680917EsophagusESCCnitric oxide biosynthetic process47/855276/187233.29e-031.35e-0247
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
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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
GCH1SNVMissense_Mutationc.166N>Ap.Glu56Lysp.E56KP30793protein_codingtolerated(0.18)benign(0.007)TCGA-E2-A15R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
GCH1SNVMissense_Mutationnovelc.561N>Cp.Lys187Asnp.K187NP30793protein_codingdeleterious(0.01)probably_damaging(0.983)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GCH1SNVMissense_Mutationnovelc.111N>Tp.Glu37Aspp.E37DP30793protein_codingtolerated(0.37)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GCH1SNVMissense_Mutationc.676G>Ap.Val226Metp.V226MP30793protein_codingdeleterious(0.03)possibly_damaging(0.602)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GCH1SNVMissense_Mutationc.404N>Cp.Ile135Thrp.I135TP30793protein_codingdeleterious(0)probably_damaging(0.996)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GCH1SNVMissense_Mutationc.355N>Ap.Asp119Asnp.D119NP30793protein_codingtolerated(0.37)benign(0.003)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
GCH1SNVMissense_Mutationnovelc.749G>Tp.Ser250Ilep.S250IP30793protein_codingdeleterious(0)possibly_damaging(0.657)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GCH1SNVMissense_Mutationrs886042892c.284N>Tp.Pro95Leup.P95LP30793protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
GCH1SNVMissense_Mutationc.384N>Tp.Glu128Aspp.E128DP30793protein_codingdeleterious(0.03)benign(0.352)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GCH1SNVMissense_Mutationc.159N>Cp.Trp53Cysp.W53CP30793protein_codingtolerated(0.1)benign(0.001)TCGA-EC-A24G-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapydoxorubicinSD
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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
2643GCH1ENZYMEProSavin
2643GCH1ENZYMEGuanineGUANINE
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