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: TMEM65

Gene summary for TMEM65

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM65

Gene ID

157378

Gene nametransmembrane protein 65
Gene AliasTMEM65
Cytomap8q24.13
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q6PI78


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
157378TMEM65N_HPV_2HumanCervixN_HPV3.75e-022.93e-02-0.0131
157378TMEM65CCI_1HumanCervixCC4.94e-076.56e-010.528
157378TMEM65CCI_2HumanCervixCC3.31e-081.18e+000.5249
157378TMEM65LZE20THumanEsophagusESCC7.47e-042.36e-010.0662
157378TMEM65LZE24THumanEsophagusESCC9.08e-051.12e-010.0596
157378TMEM65P1T-EHumanEsophagusESCC1.43e-051.56e-010.0875
157378TMEM65P2T-EHumanEsophagusESCC1.14e-141.80e-010.1177
157378TMEM65P4T-EHumanEsophagusESCC4.51e-082.01e-010.1323
157378TMEM65P5T-EHumanEsophagusESCC1.10e-091.59e-010.1327
157378TMEM65P8T-EHumanEsophagusESCC2.03e-058.04e-020.0889
157378TMEM65P9T-EHumanEsophagusESCC1.27e-086.95e-020.1131
157378TMEM65P10T-EHumanEsophagusESCC4.66e-057.59e-020.116
157378TMEM65P12T-EHumanEsophagusESCC6.33e-132.01e-010.1122
157378TMEM65P15T-EHumanEsophagusESCC7.53e-109.18e-020.1149
157378TMEM65P16T-EHumanEsophagusESCC2.96e-075.60e-020.1153
157378TMEM65P17T-EHumanEsophagusESCC3.45e-021.08e-010.1278
157378TMEM65P20T-EHumanEsophagusESCC4.60e-022.24e-020.1124
157378TMEM65P21T-EHumanEsophagusESCC3.82e-033.49e-020.1617
157378TMEM65P22T-EHumanEsophagusESCC3.88e-094.49e-020.1236
157378TMEM65P23T-EHumanEsophagusESCC5.17e-163.16e-010.108
Page: 1 2 3 4 5 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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.

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
GO:00613374CervixN_HPVcardiac conduction8/53498/187236.94e-034.59e-028
GO:19035222LungIACregulation of blood circulation43/2061256/187233.18e-032.77e-0243
GO:00032055ThyroidPTCcardiac chamber development72/5968161/187234.13e-042.77e-0372
GO:00032314ThyroidPTCcardiac ventricle development55/5968123/187231.87e-031.01e-0255
GO:000320512ThyroidATCcardiac chamber development79/6293161/187233.39e-052.80e-0479
GO:000323111ThyroidATCcardiac ventricle development58/6293123/187231.23e-036.46e-0358
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
TMEM65SNVMissense_Mutationc.697N>Cp.Asp233Hisp.D233HQ6PI78protein_codingdeleterious(0.01)possibly_damaging(0.754)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM65SNVMissense_Mutationc.404T>Gp.Ile135Serp.I135SQ6PI78protein_codingtolerated(0.06)benign(0.067)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TMEM65SNVMissense_Mutationrs146112743c.365N>Tp.Ala122Valp.A122VQ6PI78protein_codingtolerated(0.05)probably_damaging(0.996)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM65SNVMissense_Mutationrs779556138c.604N>Tp.Arg202Cysp.R202CQ6PI78protein_codingdeleterious(0)benign(0.165)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEM65SNVMissense_Mutationnovelc.575C>Tp.Thr192Ilep.T192IQ6PI78protein_codingdeleterious(0)possibly_damaging(0.724)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM65SNVMissense_Mutationnovelc.488N>Cp.Asn163Thrp.N163TQ6PI78protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
TMEM65SNVMissense_Mutationc.470C>Tp.Ala157Valp.A157VQ6PI78protein_codingdeleterious(0)benign(0.405)TCGA-AX-A05Y-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
TMEM65SNVMissense_Mutationnovelc.703N>Cp.Lys235Glnp.K235QQ6PI78protein_codingdeleterious(0.04)probably_damaging(0.994)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
TMEM65SNVMissense_Mutationc.587N>Gp.Val196Glyp.V196GQ6PI78protein_codingdeleterious(0.01)benign(0.341)TCGA-AX-A2HA-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM65SNVMissense_Mutationc.490N>Gp.Leu164Valp.L164VQ6PI78protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-BG-A0M8-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 

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