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: TMEM64

Gene summary for TMEM64

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM64

Gene ID

169200

Gene nametransmembrane protein 64
Gene AliasTMEM64
Cytomap8q21.3
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

Q6YI46


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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
169200TMEM64GSM4909281HumanBreastIDC2.94e-143.23e-010.21
169200TMEM64GSM4909309HumanBreastIDC1.01e-135.62e-010.0483
169200TMEM64GSM4909313HumanBreastIDC3.10e-063.99e-010.0391
169200TMEM64P3HumanBreastIDC6.93e-076.63e-010.1542
169200TMEM64DCIS2HumanBreastDCIS6.94e-191.11e-010.0085
169200TMEM64P2T-EHumanEsophagusESCC2.60e-079.21e-020.1177
169200TMEM64P4T-EHumanEsophagusESCC1.30e-092.21e-010.1323
169200TMEM64P5T-EHumanEsophagusESCC1.23e-084.76e-020.1327
169200TMEM64P8T-EHumanEsophagusESCC2.31e-04-4.00e-020.0889
169200TMEM64P9T-EHumanEsophagusESCC6.14e-051.88e-020.1131
169200TMEM64P10T-EHumanEsophagusESCC1.91e-163.66e-010.116
169200TMEM64P12T-EHumanEsophagusESCC7.86e-143.23e-010.1122
169200TMEM64P15T-EHumanEsophagusESCC4.03e-101.58e-010.1149
169200TMEM64P16T-EHumanEsophagusESCC1.65e-131.59e-010.1153
169200TMEM64P20T-EHumanEsophagusESCC5.70e-077.74e-020.1124
169200TMEM64P21T-EHumanEsophagusESCC2.73e-053.88e-020.1617
169200TMEM64P22T-EHumanEsophagusESCC1.58e-153.66e-020.1236
169200TMEM64P23T-EHumanEsophagusESCC9.36e-061.92e-020.108
169200TMEM64P24T-EHumanEsophagusESCC8.89e-042.57e-030.1287
169200TMEM64P26T-EHumanEsophagusESCC5.63e-251.94e-010.1276
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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
∗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:003009914BreastIDCmyeloid cell differentiation54/1434381/187238.07e-062.39e-0454
GO:000257312BreastIDCmyeloid leukocyte differentiation33/1434208/187235.02e-051.09e-0333
GO:000164912BreastIDCosteoblast differentiation35/1434229/187236.64e-051.35e-0335
GO:190370612BreastIDCregulation of hemopoiesis49/1434367/187239.74e-051.86e-0349
GO:004346212BreastIDCregulation of ATPase activity12/143446/187231.31e-042.37e-0312
GO:004563714BreastIDCregulation of myeloid cell differentiation32/1434210/187231.41e-042.50e-0332
GO:000150311BreastIDCossification50/1434408/187236.51e-048.04e-0350
GO:004563912BreastIDCpositive regulation of myeloid cell differentiation18/1434103/187237.77e-049.37e-0318
GO:190210511BreastIDCregulation of leukocyte differentiation36/1434279/187231.44e-031.47e-0236
GO:000189413BreastIDCtissue homeostasis34/1434268/187232.54e-032.28e-0234
GO:004544412BreastIDCfat cell differentiation30/1434229/187232.72e-032.41e-0230
GO:004560011BreastIDCpositive regulation of fat cell differentiation12/143466/187233.99e-033.23e-0212
GO:000276111BreastIDCregulation of myeloid leukocyte differentiation18/1434120/187234.48e-033.47e-0218
GO:003009924BreastDCISmyeloid cell differentiation55/1390381/187231.50e-065.68e-0555
GO:000257321BreastDCISmyeloid leukocyte differentiation34/1390208/187231.08e-052.83e-0434
GO:004563722BreastDCISregulation of myeloid cell differentiation34/1390210/187231.33e-053.32e-0434
GO:190370622BreastDCISregulation of hemopoiesis50/1390367/187232.21e-055.23e-0450
GO:004346221BreastDCISregulation of ATPase activity12/139046/187239.70e-051.78e-0312
GO:004563921BreastDCISpositive regulation of myeloid cell differentiation19/1390103/187231.86e-043.03e-0319
GO:000164921BreastDCISosteoblast differentiation32/1390229/187234.00e-045.48e-0332
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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
TMEM64SNVMissense_Mutationrs749307686c.992N>Ap.Arg331Glnp.R331QQ6YI46protein_codingdeleterious(0)possibly_damaging(0.548)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM64SNVMissense_Mutationnovelc.463N>Cp.Asp155Hisp.D155HQ6YI46protein_codingdeleterious(0)possibly_damaging(0.503)TCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TMEM64SNVMissense_Mutationc.1009N>Tp.Asn337Tyrp.N337YQ6YI46protein_codingdeleterious(0)probably_damaging(0.986)TCGA-E9-A1RF-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
TMEM64SNVMissense_Mutationnovelc.413N>Tp.Ala138Valp.A138VQ6YI46protein_codingtolerated(0.33)benign(0.438)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
TMEM64SNVMissense_Mutationc.599N>Cp.Val200Alap.V200AQ6YI46protein_codingdeleterious(0.04)benign(0.046)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEM64SNVMissense_Mutationrs373266981c.836N>Tp.Ser279Leup.S279LQ6YI46protein_codingtolerated(0.27)probably_damaging(0.998)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
TMEM64SNVMissense_Mutationc.541C>Tp.Leu181Phep.L181FQ6YI46protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
TMEM64SNVMissense_Mutationrs747707548c.889C>Tp.Arg297Trpp.R297WQ6YI46protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
TMEM64SNVMissense_Mutationnovelc.412N>Ap.Ala138Thrp.A138TQ6YI46protein_codingtolerated(0.19)benign(0.137)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM64SNVMissense_Mutationc.976N>Cp.Phe326Leup.F326LQ6YI46protein_codingtolerated(0.12)benign(0.023)TCGA-G4-6314-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
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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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