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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: TMEM94

Gene summary for TMEM94

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM94

Gene ID

9772

Gene nametransmembrane protein 94
Gene AliasIDDCDF
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

B7Z9U5


Top

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
9772TMEM94HTA11_2487_2000001011HumanColorectumSER1.95e-042.56e-01-0.1808
9772TMEM94HTA11_347_2000001011HumanColorectumAD1.26e-063.41e-01-0.1954
9772TMEM94HTA11_411_2000001011HumanColorectumSER1.79e-048.13e-01-0.2602
9772TMEM94HTA11_83_2000001011HumanColorectumSER4.74e-033.38e-01-0.1526
9772TMEM94HTA11_696_2000001011HumanColorectumAD4.01e-022.52e-01-0.1464
9772TMEM94HTA11_1391_2000001011HumanColorectumAD9.22e-032.50e-01-0.059
9772TMEM94HTA11_7696_3000711011HumanColorectumAD2.33e-042.64e-010.0674
9772TMEM94HTA11_99999971662_82457HumanColorectumMSS1.81e-033.61e-010.3859
9772TMEM94HTA11_99999974143_84620HumanColorectumMSS3.69e-022.77e-010.3005
9772TMEM94LZE4THumanEsophagusESCC9.16e-049.11e-020.0811
9772TMEM94LZE7THumanEsophagusESCC3.18e-042.61e-010.0667
9772TMEM94LZE24THumanEsophagusESCC1.03e-083.63e-010.0596
9772TMEM94P1T-EHumanEsophagusESCC6.43e-033.42e-010.0875
9772TMEM94P2T-EHumanEsophagusESCC2.36e-141.97e-010.1177
9772TMEM94P4T-EHumanEsophagusESCC3.86e-067.53e-020.1323
9772TMEM94P8T-EHumanEsophagusESCC1.52e-122.47e-010.0889
9772TMEM94P10T-EHumanEsophagusESCC5.55e-571.04e+000.116
9772TMEM94P11T-EHumanEsophagusESCC2.83e-042.54e-010.1426
9772TMEM94P12T-EHumanEsophagusESCC1.03e-172.84e-010.1122
9772TMEM94P15T-EHumanEsophagusESCC5.91e-152.44e-010.1149
Page: 1 2 3 4 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
TMEM94SNVMissense_Mutationc.2914N>Gp.Leu972Valp.L972Vprotein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
TMEM94SNVMissense_Mutationc.2186N>Tp.Gly729Valp.G729Vprotein_codingdeleterious(0)probably_damaging(0.981)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
TMEM94SNVMissense_Mutationnovelc.1792N>Cp.Asn598Hisp.N598Hprotein_codingdeleterious(0.02)possibly_damaging(0.534)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM94SNVMissense_Mutationrs369687856c.686N>Ap.Pro229Hisp.P229Hprotein_codingtolerated(0.11)probably_damaging(0.999)TCGA-BH-A1FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TMEM94SNVMissense_Mutationnovelc.1886N>Ap.Ser629Asnp.S629Nprotein_codingtolerated(0.42)benign(0)TCGA-BH-A28O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
TMEM94SNVMissense_Mutationnovelc.584N>Cp.Gly195Alap.G195Aprotein_codingdeleterious(0.01)possibly_damaging(0.54)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
TMEM94SNVMissense_Mutationc.2186N>Cp.Gly729Alap.G729Aprotein_codingdeleterious(0)possibly_damaging(0.886)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM94SNVMissense_Mutationnovelc.1517N>Tp.Pro506Leup.P506Lprotein_codingdeleterious(0.03)benign(0.009)TCGA-C8-A3M8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
TMEM94insertionFrame_Shift_Insnovelc.2635dupAp.Met879AsnfsTer18p.M879Nfs*18protein_codingTCGA-A8-A075-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinCR
TMEM94insertionFrame_Shift_Insnovelc.774_775insGTTGp.Pro259ValfsTer5p.P259Vfs*5protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 

Top

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
Page: 1