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: SGCE

Gene summary for SGCE

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SGCE

Gene ID

8910

Gene namesarcoglycan epsilon
Gene AliasDYT11
Cytomap7q21.3
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

O43556


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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
8910SGCEGSM4909282HumanBreastIDC6.55e-052.94e-01-0.0288
8910SGCEGSM4909296HumanBreastIDC3.51e-04-1.15e-010.1524
8910SGCEGSM4909297HumanBreastIDC3.99e-02-9.29e-020.1517
8910SGCEGSM4909298HumanBreastIDC1.02e-02-1.06e-010.1551
8910SGCEGSM4909302HumanBreastIDC8.17e-04-1.21e-010.1545
8910SGCEGSM4909304HumanBreastIDC3.73e-02-1.15e-010.1636
8910SGCEGSM4909306HumanBreastIDC1.19e-093.98e-010.1564
8910SGCEGSM4909311HumanBreastIDC3.51e-04-1.21e-010.1534
8910SGCEGSM4909312HumanBreastIDC3.51e-04-1.21e-010.1552
8910SGCEGSM4909315HumanBreastIDC1.65e-04-1.21e-010.21
8910SGCEGSM4909319HumanBreastIDC4.60e-03-1.08e-010.1563
8910SGCEGSM4909321HumanBreastIDC5.61e-04-1.09e-010.1559
8910SGCENCCBC14HumanBreastDCIS2.23e-03-6.30e-020.2021
8910SGCENCCBC5HumanBreastDCIS2.75e-02-1.21e-010.2046
8910SGCEP1HumanBreastIDC6.62e-03-5.17e-020.1527
8910SGCEDCIS2HumanBreastDCIS5.39e-143.27e-020.0085
8910SGCELZE7THumanEsophagusESCC7.98e-072.25e-010.0667
8910SGCEP2T-EHumanEsophagusESCC5.19e-255.04e-010.1177
8910SGCEP4T-EHumanEsophagusESCC1.60e-025.02e-020.1323
8910SGCEP5T-EHumanEsophagusESCC1.52e-02-2.61e-020.1327
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:00075172BreastIDCmuscle organ development38/1434327/187236.63e-034.62e-0238
GO:00075171BreastDCISmuscle organ development37/1390327/187236.86e-034.75e-0237
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:000716018EsophagusESCCcell-matrix adhesion141/8552233/187233.33e-063.71e-05141
GO:003158912LiverCirrhoticcell-substrate adhesion128/4634363/187234.10e-066.90e-05128
GO:000716011LiverCirrhoticcell-matrix adhesion85/4634233/187234.06e-054.83e-0485
GO:003158922LiverHCCcell-substrate adhesion188/7958363/187232.00e-041.55e-03188
GO:000716021LiverHCCcell-matrix adhesion123/7958233/187239.34e-045.47e-03123
GO:003158917Oral cavityOSCCcell-substrate adhesion193/7305363/187232.48e-084.82e-07193
GO:000716016Oral cavityOSCCcell-matrix adhesion125/7305233/187233.76e-064.45e-05125
GO:003158932Oral cavityNEOLPcell-substrate adhesion93/2005363/187234.93e-162.93e-1393
GO:000716023Oral cavityNEOLPcell-matrix adhesion62/2005233/187236.73e-121.14e-0962
GO:000751714Oral cavityNEOLPmuscle organ development56/2005327/187232.65e-042.70e-0356
GO:0031589111ThyroidPTCcell-substrate adhesion169/5968363/187232.73e-097.57e-08169
GO:000716020ThyroidPTCcell-matrix adhesion109/5968233/187231.28e-061.84e-05109
GO:003158928ThyroidATCcell-substrate adhesion195/6293363/187231.58e-151.17e-13195
GO:0007160111ThyroidATCcell-matrix adhesion128/6293233/187231.49e-115.41e-10128
GO:000751716ThyroidATCmuscle organ development139/6293327/187234.45e-042.64e-03139
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
SGCESNVMissense_Mutationnovelc.374N>Cp.Lys125Thrp.K125TO43556protein_codingtolerated(0.14)possibly_damaging(0.535)TCGA-AC-A3W7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
SGCESNVMissense_Mutationc.729G>Cp.Gln243Hisp.Q243HO43556protein_codingtolerated(0.1)benign(0.007)TCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SGCESNVMissense_Mutationnovelc.1162C>Tp.Pro388Serp.P388SO43556protein_codingtolerated(0.09)probably_damaging(0.95)TCGA-BH-A42U-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SGCESNVMissense_Mutationc.388N>Cp.Glu130Glnp.E130QO43556protein_codingdeleterious(0.04)probably_damaging(0.943)TCGA-C5-A3HD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SGCESNVMissense_Mutationc.148N>Ap.Val50Ilep.V50IO43556protein_codingdeleterious(0.04)possibly_damaging(0.661)TCGA-AA-3673-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SGCESNVMissense_Mutationnovelc.21N>Tp.Trp7Cysp.W7CO43556protein_codingdeleterious_low_confidence(0)probably_damaging(0.974)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SGCESNVMissense_Mutationrs370800943c.1157N>Tp.Thr386Metp.T386MO43556protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AD-6901-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
SGCESNVMissense_Mutationnovelc.32A>Gp.Asp11Glyp.D11GO43556protein_codingdeleterious_low_confidence(0.02)benign(0.06)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
SGCESNVMissense_Mutationnovelc.902A>Gp.Tyr301Cysp.Y301CO43556protein_codingdeleterious(0)probably_damaging(0.973)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SGCESNVMissense_Mutationnovelc.55G>Tp.Gly19Cysp.G19CO43556protein_codingtolerated_low_confidence(0.09)possibly_damaging(0.713)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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