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: TMEM167A

Gene summary for TMEM167A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM167A

Gene ID

153339

Gene nametransmembrane protein 167A
Gene AliasTMEM167
Cytomap5q14.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8TBQ9


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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
153339TMEM167AGSM4909281HumanBreastIDC1.53e-043.64e-010.21
153339TMEM167AGSM4909285HumanBreastIDC5.72e-296.45e-010.21
153339TMEM167AGSM4909290HumanBreastIDC2.94e-074.67e-010.2096
153339TMEM167AGSM4909293HumanBreastIDC9.60e-083.75e-010.1581
153339TMEM167AGSM4909296HumanBreastIDC4.26e-051.08e-020.1524
153339TMEM167AGSM4909297HumanBreastIDC2.20e-10-1.67e-010.1517
153339TMEM167AGSM4909308HumanBreastIDC2.21e-084.08e-010.158
153339TMEM167AGSM4909311HumanBreastIDC3.80e-22-2.52e-010.1534
153339TMEM167AGSM4909312HumanBreastIDC5.22e-091.14e-030.1552
153339TMEM167AGSM4909315HumanBreastIDC6.70e-033.15e-010.21
153339TMEM167AGSM4909319HumanBreastIDC1.10e-24-2.20e-010.1563
153339TMEM167AGSM4909320HumanBreastIDC2.37e-03-1.69e-010.1575
153339TMEM167AGSM4909321HumanBreastIDC1.06e-075.62e-030.1559
153339TMEM167Abrca2HumanBreastPrecancer5.42e-042.62e-01-0.024
153339TMEM167ANCCBC14HumanBreastDCIS2.80e-03-1.14e-010.2021
153339TMEM167ANCCBC5HumanBreastDCIS2.67e-03-1.33e-020.2046
153339TMEM167AP1HumanBreastIDC2.22e-07-1.47e-010.1527
153339TMEM167AP3HumanBreastIDC2.00e-107.68e-010.1542
153339TMEM167ADCIS2HumanBreastDCIS7.05e-541.31e-010.0085
153339TMEM167AAEH-subject1HumanEndometriumAEH3.13e-04-2.29e-01-0.3059
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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:00716926BreastPrecancerprotein localization to extracellular region34/1080368/187234.65e-033.58e-0234
GO:00093067BreastPrecancerprotein secretion33/1080359/187235.65e-034.08e-0233
GO:00355927BreastPrecancerestablishment of protein localization to extracellular region33/1080360/187235.89e-034.21e-0233
GO:007169212BreastIDCprotein localization to extracellular region42/1434368/187236.13e-034.38e-0242
GO:000930613BreastIDCprotein secretion41/1434359/187236.64e-034.63e-0241
GO:003559213BreastIDCestablishment of protein localization to extracellular region41/1434360/187236.96e-034.81e-0241
GO:007169222BreastDCISprotein localization to extracellular region41/1390368/187236.01e-034.29e-0241
GO:000930622BreastDCISprotein secretion40/1390359/187236.59e-034.61e-0240
GO:003559222BreastDCISestablishment of protein localization to extracellular region40/1390360/187236.90e-034.77e-0240
GO:00716927EndometriumAEHprotein localization to extracellular region58/2100368/187234.72e-033.00e-0258
GO:00093068EndometriumAEHprotein secretion56/2100359/187236.71e-033.94e-0256
GO:00355928EndometriumAEHestablishment of protein localization to extracellular region56/2100360/187237.10e-034.09e-0256
GO:007169213EndometriumEECprotein localization to extracellular region59/2168368/187235.98e-033.56e-0259
GO:000930614EndometriumEECprotein secretion57/2168359/187238.30e-034.57e-0257
GO:003559214EndometriumEECestablishment of protein localization to extracellular region57/2168360/187238.78e-034.74e-0257
GO:000930617EsophagusESCCprotein secretion190/8552359/187233.22e-031.34e-02190
GO:003559217EsophagusESCCestablishment of protein localization to extracellular region190/8552360/187233.77e-031.53e-02190
GO:007169210EsophagusESCCprotein localization to extracellular region193/8552368/187235.01e-031.92e-02193
GO:003559212LiverHCCestablishment of protein localization to extracellular region176/7958360/187237.96e-033.15e-02176
GO:000930612LiverHCCprotein secretion175/7958359/187239.32e-033.57e-02175
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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
TMEM167ASNVMissense_Mutationc.175G>Ap.Val59Ilep.V59IQ8TBQ9protein_codingtolerated(0.76)benign(0)TCGA-BH-A0E1-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TMEM167ASNVMissense_Mutationc.33N>Cp.Leu11Phep.L11FQ8TBQ9protein_codingdeleterious(0.03)probably_damaging(0.991)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
TMEM167ASNVMissense_Mutationc.143N>Ap.Arg48Lysp.R48KQ8TBQ9protein_codingtolerated(0.06)benign(0.358)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TMEM167ASNVMissense_Mutationc.187G>Cp.Val63Leup.V63LQ8TBQ9protein_codingtolerated(0.33)benign(0)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TMEM167ASNVMissense_Mutationnovelc.18N>Gp.Asn6Lysp.N6KQ8TBQ9protein_codingdeleterious(0.04)possibly_damaging(0.703)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TMEM167ASNVMissense_Mutationnovelc.34N>Tp.Thr12Serp.T12SQ8TBQ9protein_codingtolerated(0.25)benign(0.007)TCGA-DM-A282-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TMEM167ASNVMissense_Mutationc.143N>Tp.Arg48Ilep.R48IQ8TBQ9protein_codingtolerated(0.05)benign(0.105)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM167ASNVMissense_Mutationnovelc.92N>Cp.Leu31Prop.L31PQ8TBQ9protein_codingdeleterious(0)possibly_damaging(0.908)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
TMEM167ASNVMissense_Mutationrs868081483c.139N>Tp.Ala47Serp.A47SQ8TBQ9protein_codingtolerated(0.14)benign(0.034)TCGA-SL-A6J9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM167ASNVMissense_Mutationnovelc.214N>Ap.Gln72Lysp.Q72KQ8TBQ9protein_codingtolerated(0.09)benign(0.012)TCGA-NC-A5HN-01Lunglung squamous cell carcinomaMale>=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
153339TMEM167ANAfluorouracilFLUOROURACIL28796378
153339TMEM167ANAradiotherapy28796378
153339TMEM167ANAPlatinum compounds28796378
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