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: TMEM165

Gene summary for TMEM165

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM165

Gene ID

55858

Gene nametransmembrane protein 165
Gene AliasCDG2K
Cytomap4q12
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q9HC07


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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
55858TMEM165GSM4909281HumanBreastIDC2.64e-05-2.41e-010.21
55858TMEM165GSM4909285HumanBreastIDC3.55e-07-8.23e-020.21
55858TMEM165GSM4909286HumanBreastIDC2.95e-20-4.77e-010.1081
55858TMEM165GSM4909287HumanBreastIDC1.61e-09-3.78e-010.2057
55858TMEM165GSM4909288HumanBreastIDC1.91e-09-6.60e-010.0988
55858TMEM165GSM4909290HumanBreastIDC2.28e-04-2.72e-010.2096
55858TMEM165GSM4909293HumanBreastIDC1.08e-11-2.53e-010.1581
55858TMEM165GSM4909294HumanBreastIDC8.48e-26-6.58e-010.2022
55858TMEM165GSM4909296HumanBreastIDC2.75e-21-6.28e-010.1524
55858TMEM165GSM4909297HumanBreastIDC2.51e-20-5.23e-010.1517
55858TMEM165GSM4909298HumanBreastIDC1.23e-13-2.94e-010.1551
55858TMEM165GSM4909299HumanBreastIDC1.48e-04-2.81e-010.035
55858TMEM165GSM4909301HumanBreastIDC3.01e-25-6.74e-010.1577
55858TMEM165GSM4909302HumanBreastIDC2.47e-11-4.32e-010.1545
55858TMEM165GSM4909304HumanBreastIDC6.67e-07-2.82e-010.1636
55858TMEM165GSM4909305HumanBreastIDC2.73e-04-1.67e-010.0436
55858TMEM165GSM4909306HumanBreastIDC6.08e-05-2.56e-010.1564
55858TMEM165GSM4909307HumanBreastIDC4.43e-20-6.06e-010.1569
55858TMEM165GSM4909308HumanBreastIDC3.01e-15-4.52e-010.158
55858TMEM165GSM4909309HumanBreastIDC5.98e-13-4.80e-010.0483
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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
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
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
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:000703311LiverHCCvacuole organization119/7958180/187231.22e-104.25e-09119
GO:000648711LiverHCCprotein N-linked glycosylation48/795865/187232.85e-075.00e-0648
GO:00070401LiverHCClysosome organization47/795874/187232.13e-041.63e-0347
GO:00801711LiverHCClytic vacuole organization47/795874/187232.13e-041.63e-0347
GO:00064862LiverHCCprotein glycosylation122/7958226/187233.11e-042.21e-03122
GO:00434132LiverHCCmacromolecule glycosylation122/7958226/187233.11e-042.21e-03122
GO:00700852LiverHCCglycosylation128/7958240/187234.35e-042.92e-03128
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
GO:00000411LiverHCCtransition metal ion transport59/7958105/187233.18e-031.47e-0259
GO:00064863LungAISprotein glycosylation35/1849226/187234.93e-034.27e-0235
GO:00434133LungAISmacromolecule glycosylation35/1849226/187234.93e-034.27e-0235
GO:00070333LungAISvacuole organization29/1849180/187235.70e-034.80e-0229
GO:0006816LungAIScalcium ion transport58/1849422/187236.08e-034.98e-0258
GO:00070335Oral cavityOSCCvacuole organization115/7305180/187231.11e-114.00e-10115
GO:00070402Oral cavityOSCClysosome organization51/730574/187231.77e-072.87e-0651
GO:00801712Oral cavityOSCClytic vacuole organization51/730574/187231.77e-072.87e-0651
GO:00064875Oral cavityOSCCprotein N-linked glycosylation44/730565/187232.63e-063.26e-0544
GO:00357512Oral cavityOSCCregulation of lysosomal lumen pH14/730516/187239.15e-056.93e-0414
GO:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
GO:00091011Oral cavityOSCCglycoprotein biosynthetic process151/7305317/187231.01e-035.26e-03151
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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
TMEM165SNVMissense_Mutationnovelc.965N>Gp.Ser322Cysp.S322CQ9HC07protein_codingdeleterious(0.01)benign(0.436)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TMEM165deletionFrame_Shift_Delnovelc.896delNp.Thr299MetfsTer2p.T299Mfs*2Q9HC07protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TMEM165SNVMissense_Mutationc.235C>Tp.His79Tyrp.H79YQ9HC07protein_codingtolerated(0.05)benign(0.089)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TMEM165SNVMissense_Mutationnovelc.421N>Gp.Thr141Alap.T141AQ9HC07protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TMEM165SNVMissense_Mutationc.842C>Tp.Thr281Metp.T281MQ9HC07protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM165SNVMissense_Mutationrs752610788c.919N>Ap.Val307Ilep.V307IQ9HC07protein_codingdeleterious(0.01)probably_damaging(0.939)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TMEM165SNVMissense_Mutationrs200205156c.617G>Ap.Arg206Glnp.R206QQ9HC07protein_codingtolerated(0.08)possibly_damaging(0.467)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
TMEM165insertionFrame_Shift_Insnovelc.505_506insTp.Gly171TrpfsTer3p.G171Wfs*3Q9HC07protein_codingTCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM165SNVMissense_Mutationnovelc.316N>Ap.Val106Ilep.V106IQ9HC07protein_codingtolerated(0.1)possibly_damaging(0.705)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM165SNVMissense_Mutationnovelc.643N>Tp.Asp215Tyrp.D215YQ9HC07protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<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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