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: GCSH

Gene summary for GCSH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GCSH

Gene ID

2653

Gene nameglycine cleavage system protein H
Gene AliasGCE
Cytomap16q23.2
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

P23434


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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
2653GCSHAEH-subject1HumanEndometriumAEH2.82e-31-5.96e-01-0.3059
2653GCSHAEH-subject2HumanEndometriumAEH1.61e-27-5.97e-01-0.2525
2653GCSHAEH-subject3HumanEndometriumAEH5.46e-19-4.37e-01-0.2576
2653GCSHAEH-subject4HumanEndometriumAEH6.40e-18-5.73e-01-0.2657
2653GCSHAEH-subject5HumanEndometriumAEH4.38e-13-4.35e-01-0.2953
2653GCSHEEC-subject1HumanEndometriumEEC6.35e-28-5.75e-01-0.2682
2653GCSHEEC-subject2HumanEndometriumEEC3.79e-26-5.67e-01-0.2607
2653GCSHEEC-subject3HumanEndometriumEEC7.90e-49-6.38e-01-0.2525
2653GCSHEEC-subject4HumanEndometriumEEC4.20e-23-5.67e-01-0.2571
2653GCSHEEC-subject5HumanEndometriumEEC1.24e-15-4.55e-01-0.249
2653GCSHGSM5276934HumanEndometriumEEC2.43e-21-5.21e-01-0.0913
2653GCSHGSM5276935HumanEndometriumEEC2.49e-03-2.75e-01-0.123
2653GCSHGSM5276937HumanEndometriumEEC5.16e-03-3.15e-01-0.0897
2653GCSHGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.37e-41-7.12e-01-0.1869
2653GCSHGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC8.58e-37-7.06e-01-0.1875
2653GCSHGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.39e-42-7.34e-01-0.1883
2653GCSHGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC9.11e-57-7.44e-01-0.1934
2653GCSHGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.81e-56-7.10e-01-0.1917
2653GCSHGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC6.66e-53-7.46e-01-0.1916
2653GCSHGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC5.28e-21-4.65e-01-0.1269
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:005160417EsophagusHGINprotein maturation68/2587294/187239.77e-062.86e-0468
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:004428211LiverCirrhoticsmall molecule catabolic process151/4634376/187232.20e-111.34e-09151
GO:001605411LiverCirrhoticorganic acid catabolic process104/4634240/187231.91e-109.53e-09104
GO:004639511LiverCirrhoticcarboxylic acid catabolic process102/4634236/187233.41e-101.63e-08102
GO:00516046LiverCirrhoticprotein maturation121/4634294/187233.54e-101.68e-08121
GO:19016051LiverCirrhoticalpha-amino acid metabolic process82/4634195/187237.72e-082.30e-0682
GO:00182051LiverCirrhoticpeptidyl-lysine modification134/4634376/187231.29e-062.59e-05134
GO:00090631LiverCirrhoticcellular amino acid catabolic process49/4634110/187234.47e-067.42e-0549
GO:000652011LiverCirrhoticcellular amino acid metabolic process103/4634284/187238.88e-061.30e-04103
GO:00090691LiverCirrhoticserine family amino acid metabolic process22/463440/187234.04e-054.82e-0422
GO:19016061LiverCirrhoticalpha-amino acid catabolic process36/463487/187234.69e-043.78e-0336
GO:0006544LiverCirrhoticglycine metabolic process10/463416/187231.51e-039.91e-0310
GO:0009071LiverCirrhoticserine family amino acid catabolic process8/463414/187239.65e-034.35e-028
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:001605421LiverHCCorganic acid catabolic process152/7958240/187235.11e-111.92e-09152
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0120016EsophagusHGINCarbon metabolism31/1383115/84652.51e-032.10e-021.67e-0231
hsa0120017EsophagusHGINCarbon metabolism31/1383115/84652.51e-032.10e-021.67e-0231
hsa0120023EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa006306EsophagusESCCGlyoxylate and dicarboxylate metabolism21/420530/84651.95e-024.35e-022.23e-0221
hsa0120033EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0063013EsophagusESCCGlyoxylate and dicarboxylate metabolism21/420530/84651.95e-024.35e-022.23e-0221
hsa0120021LiverCirrhoticCarbon metabolism64/2530115/84656.37e-091.18e-077.26e-0864
hsa006304LiverCirrhoticGlyoxylate and dicarboxylate metabolism20/253030/84653.36e-052.54e-041.57e-0420
hsa00260LiverCirrhoticGlycine, serine and threonine metabolism22/253040/84657.85e-044.51e-032.78e-0322
hsa0120031LiverCirrhoticCarbon metabolism64/2530115/84656.37e-091.18e-077.26e-0864
hsa0063011LiverCirrhoticGlyoxylate and dicarboxylate metabolism20/253030/84653.36e-052.54e-041.57e-0420
hsa002601LiverCirrhoticGlycine, serine and threonine metabolism22/253040/84657.85e-044.51e-032.78e-0322
hsa0120041LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa0063021LiverHCCGlyoxylate and dicarboxylate metabolism24/402030/84652.66e-041.24e-036.88e-0424
hsa002602LiverHCCGlycine, serine and threonine metabolism28/402040/84653.28e-031.07e-025.93e-0328
hsa00785LiverHCCLipoic acid metabolism14/402019/84651.89e-024.40e-022.45e-0214
hsa0120051LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa0063031LiverHCCGlyoxylate and dicarboxylate metabolism24/402030/84652.66e-041.24e-036.88e-0424
hsa002603LiverHCCGlycine, serine and threonine metabolism28/402040/84653.28e-031.07e-025.93e-0328
hsa007851LiverHCCLipoic acid metabolism14/402019/84651.89e-024.40e-022.45e-0214
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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
GCSHinsertionIn_Frame_Insnovelc.330_331insAGGp.Ser110_Glu111insArgp.S110_E111insRP23434protein_codingTCGA-D5-6538-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyxelodaSD
GCSHinsertionFrame_Shift_Insnovelc.329_330insCp.Glu111Terp.E111*P23434protein_codingTCGA-D5-6538-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyxelodaSD
GCSHSNVMissense_Mutationnovelc.505A>Cp.Lys169Glnp.K169QP23434protein_codingdeleterious(0.03)benign(0.079)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GCSHSNVMissense_Mutationnovelc.407A>Cp.Lys136Thrp.K136TP23434protein_codingtolerated(0.17)benign(0.045)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GCSHSNVMissense_Mutationnovelc.505A>Cp.Lys169Glnp.K169QP23434protein_codingdeleterious(0.03)benign(0.079)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GCSHSNVMissense_Mutationc.172N>Ap.Glu58Lysp.E58KP23434protein_codingdeleterious(0.03)probably_damaging(1)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GCSHSNVMissense_Mutationc.228N>Tp.Gln76Hisp.Q76HP23434protein_codingdeleterious(0)probably_damaging(0.968)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GCSHSNVMissense_Mutationc.245N>Cp.Val82Alap.V82AP23434protein_codingdeleterious(0.01)probably_damaging(0.955)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GCSHSNVMissense_Mutationc.172G>Ap.Glu58Lysp.E58KP23434protein_codingdeleterious(0.03)probably_damaging(1)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GCSHSNVMissense_Mutationnovelc.449G>Tp.Ser150Ilep.S150IP23434protein_codingdeleterious(0.01)benign(0.414)TCGA-EY-A215-01Endometriumuterine 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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