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: GM2A

Gene summary for GM2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GM2A

Gene ID

2760

Gene nameGM2 ganglioside activator
Gene AliasGM2-AP
Cytomap5q33.1
Gene Typeprotein-coding
GO ID

GO:0001573

UniProtAcc

P17900


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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
2760GM2ALZE2THumanEsophagusESCC2.46e-087.90e-010.082
2760GM2ALZE4THumanEsophagusESCC1.40e-103.10e-010.0811
2760GM2ALZE8THumanEsophagusESCC2.42e-072.66e-010.067
2760GM2ALZE24THumanEsophagusESCC5.21e-177.59e-010.0596
2760GM2ALZE21THumanEsophagusESCC3.99e-085.00e-010.0655
2760GM2AP2T-EHumanEsophagusESCC2.16e-184.71e-010.1177
2760GM2AP4T-EHumanEsophagusESCC7.55e-287.76e-010.1323
2760GM2AP5T-EHumanEsophagusESCC5.80e-275.66e-010.1327
2760GM2AP8T-EHumanEsophagusESCC1.03e-069.71e-020.0889
2760GM2AP9T-EHumanEsophagusESCC2.15e-141.87e-010.1131
2760GM2AP10T-EHumanEsophagusESCC2.75e-117.55e-020.116
2760GM2AP11T-EHumanEsophagusESCC7.45e-171.23e+000.1426
2760GM2AP12T-EHumanEsophagusESCC9.78e-186.12e-010.1122
2760GM2AP15T-EHumanEsophagusESCC1.23e-288.86e-010.1149
2760GM2AP16T-EHumanEsophagusESCC1.03e-141.22e-010.1153
2760GM2AP17T-EHumanEsophagusESCC1.77e-085.98e-010.1278
2760GM2AP20T-EHumanEsophagusESCC1.59e-288.43e-010.1124
2760GM2AP21T-EHumanEsophagusESCC2.72e-439.31e-010.1617
2760GM2AP22T-EHumanEsophagusESCC2.03e-366.15e-010.1236
2760GM2AP23T-EHumanEsophagusESCC1.28e-196.76e-010.108
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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
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
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
∗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:0051235110EsophagusESCCmaintenance of location200/8552327/187231.01e-082.02e-07200
GO:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00066652EsophagusESCCsphingolipid metabolic process96/8552155/187233.21e-052.66e-0496
GO:00199155EsophagusESCClipid storage58/855287/187236.15e-054.72e-0458
GO:00066642EsophagusESCCglycolipid metabolic process63/8552100/187233.55e-042.06e-0363
GO:19035092EsophagusESCCliposaccharide metabolic process63/8552101/187235.25e-042.90e-0363
GO:001605216EsophagusESCCcarbohydrate catabolic process91/8552154/187235.39e-042.97e-0391
GO:00442427EsophagusESCCcellular lipid catabolic process121/8552214/187238.63e-044.43e-03121
GO:19011362EsophagusESCCcarbohydrate derivative catabolic process99/8552172/187231.11e-035.54e-0399
GO:00066721EsophagusESCCceramide metabolic process61/8552102/187232.82e-031.19e-0261
GO:00160427EsophagusESCClipid catabolic process168/8552320/187237.97e-032.84e-02168
GO:004424222LiverHCCcellular lipid catabolic process134/7958214/187232.07e-095.79e-08134
GO:001605222LiverHCCcarbohydrate catabolic process99/7958154/187233.79e-088.30e-0799
GO:005123521LiverHCCmaintenance of location185/7958327/187231.70e-073.12e-06185
GO:001604221LiverHCClipid catabolic process175/7958320/187236.50e-067.88e-05175
GO:00066431LiverHCCmembrane lipid metabolic process115/7958203/187233.17e-053.22e-04115
GO:1901136LiverHCCcarbohydrate derivative catabolic process98/7958172/187238.71e-057.62e-0498
GO:001087621LiverHCClipid localization228/7958448/187231.80e-041.41e-03228
GO:00199152LiverHCClipid storage53/795887/187234.01e-042.71e-0353
GO:0006665LiverHCCsphingolipid metabolic process85/7958155/187231.27e-036.92e-0385
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414221Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
hsa0414231Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
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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
GM2ASNVMissense_Mutationc.472N>Ap.Glu158Lysp.E158KP17900protein_codingtolerated(0.07)benign(0.079)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
GM2ASNVMissense_Mutationnovelc.545G>Ap.Gly182Aspp.G182DP17900protein_codingdeleterious(0)probably_damaging(0.94)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GM2ASNVMissense_Mutationc.37C>Ap.Leu13Metp.L13MP17900protein_codingdeleterious(0.02)probably_damaging(0.98)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GM2ASNVMissense_Mutationc.23C>Ap.Pro8Hisp.P8HP17900protein_codingdeleterious(0.02)possibly_damaging(0.726)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GM2ASNVMissense_Mutationrs761084552c.388N>Tp.Arg130Cysp.R130CP17900protein_codingdeleterious(0.03)possibly_damaging(0.603)TCGA-AG-A015-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownPD
GM2ASNVMissense_Mutationnovelc.76N>Gp.Lys26Glup.K26EP17900protein_codingtolerated(0.76)benign(0.003)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GM2ASNVMissense_Mutationrs751291017c.575N>Ap.Gly192Aspp.G192DP17900protein_codingdeleterious(0)probably_damaging(0.965)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
GM2ASNVMissense_Mutationnovelc.316N>Cp.Cys106Argp.C106RP17900protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A054-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinPD
GM2ASNVMissense_Mutationrs761268810c.137N>Tp.Ala46Valp.A46VP17900protein_codingtolerated(0.7)benign(0.022)TCGA-AX-A0IZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GM2ASNVMissense_Mutationc.220N>Ap.Val74Ilep.V74IP17900protein_codingtolerated(0.17)benign(0.009)TCGA-AX-A0J1-01Endometriumuterine 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
2760GM2AENZYMEBIW-8962BIW-8962
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