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: TMEM79

Gene summary for TMEM79

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM79

Gene ID

84283

Gene nametransmembrane protein 79
Gene AliasMATT
Cytomap1q22
Gene Typeprotein-coding
GO ID

GO:0001942

UniProtAcc

Q9BSE2


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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
84283TMEM79LZE24THumanEsophagusESCC1.05e-028.53e-020.0596
84283TMEM79P2T-EHumanEsophagusESCC1.87e-067.37e-020.1177
84283TMEM79P4T-EHumanEsophagusESCC7.97e-122.64e-010.1323
84283TMEM79P5T-EHumanEsophagusESCC1.36e-181.30e-010.1327
84283TMEM79P8T-EHumanEsophagusESCC9.95e-151.90e-010.0889
84283TMEM79P9T-EHumanEsophagusESCC3.84e-032.97e-020.1131
84283TMEM79P10T-EHumanEsophagusESCC1.21e-071.82e-010.116
84283TMEM79P12T-EHumanEsophagusESCC1.81e-071.81e-010.1122
84283TMEM79P15T-EHumanEsophagusESCC2.68e-102.20e-010.1149
84283TMEM79P16T-EHumanEsophagusESCC1.11e-087.47e-020.1153
84283TMEM79P17T-EHumanEsophagusESCC4.74e-042.20e-010.1278
84283TMEM79P20T-EHumanEsophagusESCC1.40e-142.32e-010.1124
84283TMEM79P21T-EHumanEsophagusESCC1.73e-152.85e-010.1617
84283TMEM79P22T-EHumanEsophagusESCC5.10e-181.77e-010.1236
84283TMEM79P23T-EHumanEsophagusESCC2.72e-071.28e-010.108
84283TMEM79P24T-EHumanEsophagusESCC8.42e-093.11e-010.1287
84283TMEM79P26T-EHumanEsophagusESCC2.65e-143.09e-010.1276
84283TMEM79P27T-EHumanEsophagusESCC2.54e-143.38e-010.1055
84283TMEM79P28T-EHumanEsophagusESCC1.32e-113.40e-010.1149
84283TMEM79P30T-EHumanEsophagusESCC4.55e-022.04e-010.137
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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
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
∗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:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:000206420EsophagusESCCepithelial cell development136/8552220/187239.50e-071.21e-05136
GO:000991310EsophagusESCCepidermal cell differentiation122/8552202/187231.69e-051.51e-04122
GO:00456826EsophagusESCCregulation of epidermis development46/855265/187233.65e-052.97e-0446
GO:00302167EsophagusESCCkeratinocyte differentiation86/8552139/187238.53e-056.19e-0486
GO:00224043EsophagusESCCmolting cycle process53/855284/187239.62e-044.88e-0353
GO:00224053EsophagusESCChair cycle process53/855284/187239.62e-044.88e-0353
GO:0001942EsophagusESCChair follicle development51/855281/187231.27e-036.14e-0351
GO:0098773EsophagusESCCskin epidermis development53/855285/187231.43e-036.77e-0353
GO:00423033EsophagusESCCmolting cycle64/8552107/187232.24e-039.85e-0364
GO:00426333EsophagusESCChair cycle64/8552107/187232.24e-039.85e-0364
GO:00456841EsophagusESCCpositive regulation of epidermis development23/855232/187232.43e-031.06e-0223
GO:00435887Oral cavityOSCCskin development143/7305263/187232.77e-074.27e-06143
GO:00085449Oral cavityOSCCepidermis development171/7305324/187232.89e-074.43e-06171
GO:00302166Oral cavityOSCCkeratinocyte differentiation81/7305139/187233.16e-063.81e-0581
GO:00099139Oral cavityOSCCepidermal cell differentiation109/7305202/187231.08e-051.14e-04109
GO:000206419Oral cavityOSCCepithelial cell development116/7305220/187232.34e-052.21e-04116
GO:00456825Oral cavityOSCCregulation of epidermis development41/730565/187237.29e-055.73e-0441
GO:005087819Oral cavityOSCCregulation of body fluid levels179/7305379/187236.19e-043.50e-03179
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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
TMEM79SNVMissense_Mutationc.896N>Tp.Ala299Valp.A299VQ9BSE2protein_codingtolerated(0.11)possibly_damaging(0.781)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM79SNVMissense_Mutationc.178G>Cp.Glu60Glnp.E60QQ9BSE2protein_codingtolerated(0.08)benign(0.361)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TMEM79SNVMissense_Mutationrs762068186c.658N>Ap.Ala220Thrp.A220TQ9BSE2protein_codingtolerated(0.29)benign(0.003)TCGA-Z7-A8R5-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
TMEM79SNVMissense_Mutationnovelc.1021N>Ap.Gly341Serp.G341SQ9BSE2protein_codingdeleterious(0)probably_damaging(0.996)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TMEM79SNVMissense_Mutationrs748534614c.890N>Gp.Asn297Serp.N297SQ9BSE2protein_codingdeleterious(0.01)probably_damaging(0.962)TCGA-A6-3808-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM79SNVMissense_Mutationc.979N>Cp.Tyr327Hisp.Y327HQ9BSE2protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3975-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM79SNVMissense_Mutationc.172G>Tp.Ala58Serp.A58SQ9BSE2protein_codingtolerated(0.05)benign(0.168)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TMEM79SNVMissense_Mutationnovelc.891C>Gp.Asn297Lysp.N297KQ9BSE2protein_codingdeleterious(0.01)probably_damaging(0.946)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
TMEM79SNVMissense_Mutationrs750729853c.610G>Ap.Val204Metp.V204MQ9BSE2protein_codingtolerated(0.41)benign(0.024)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
TMEM79SNVMissense_Mutationrs151038552c.343G>Ap.Glu115Lysp.E115KQ9BSE2protein_codingtolerated(0.16)benign(0.015)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<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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