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: TMEM14B

Gene summary for TMEM14B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM14B

Gene ID

81853

Gene nametransmembrane protein 14B
Gene AliasTMEM14B
Cytomap6p24.2
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

Q9NUH8


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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
81853TMEM14BGSM4909281HumanBreastIDC2.22e-316.97e-010.21
81853TMEM14BGSM4909282HumanBreastIDC7.92e-164.89e-01-0.0288
81853TMEM14BGSM4909285HumanBreastIDC4.69e-245.62e-010.21
81853TMEM14BGSM4909286HumanBreastIDC1.15e-104.34e-010.1081
81853TMEM14BGSM4909289HumanBreastIDC5.21e-241.02e+000.1064
81853TMEM14BGSM4909296HumanBreastIDC4.06e-04-1.64e-010.1524
81853TMEM14BGSM4909297HumanBreastIDC2.43e-05-5.02e-020.1517
81853TMEM14BGSM4909298HumanBreastIDC8.99e-032.27e-010.1551
81853TMEM14BGSM4909308HumanBreastIDC7.93e-134.72e-010.158
81853TMEM14BGSM4909311HumanBreastIDC7.13e-27-1.77e-010.1534
81853TMEM14BGSM4909312HumanBreastIDC1.44e-071.63e-010.1552
81853TMEM14BGSM4909319HumanBreastIDC5.85e-32-2.22e-010.1563
81853TMEM14BGSM4909321HumanBreastIDC4.21e-137.03e-020.1559
81853TMEM14Bbrca2HumanBreastPrecancer4.13e-031.05e-01-0.024
81853TMEM14Bbrca3HumanBreastPrecancer4.97e-027.49e-02-0.0263
81853TMEM14BNCCBC14HumanBreastDCIS1.45e-061.43e-010.2021
81853TMEM14BNCCBC5HumanBreastDCIS5.29e-115.14e-020.2046
81853TMEM14BP1HumanBreastIDC7.50e-13-1.70e-010.1527
81853TMEM14BDCIS2HumanBreastDCIS1.45e-531.56e-010.0085
81853TMEM14BCA_HPV_1HumanCervixCC3.36e-09-1.71e-010.0264
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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
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
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
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:00068398BreastPrecancermitochondrial transport45/1080254/187231.37e-111.88e-0945
GO:000683913BreastIDCmitochondrial transport51/1434254/187231.54e-101.83e-0851
GO:00073465BreastIDCregulation of mitotic cell cycle51/1434457/187234.30e-033.35e-0251
GO:000683923BreastDCISmitochondrial transport51/1390254/187235.04e-116.79e-0951
GO:000734612BreastDCISregulation of mitotic cell cycle52/1390457/187231.38e-031.43e-0252
GO:00447724BreastDCISmitotic cell cycle phase transition46/1390424/187236.16e-034.39e-0246
GO:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:00068399CervixCCmitochondrial transport60/2311254/187234.21e-071.67e-0560
GO:20000453CervixCCregulation of G1/S transition of mitotic cell cycle37/2311142/187236.33e-061.53e-0437
GO:00000824CervixCCG1/S transition of mitotic cell cycle49/2311214/187231.16e-052.48e-0449
GO:19028062CervixCCregulation of cell cycle G1/S phase transition41/2311168/187231.18e-052.51e-0441
GO:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
GO:19019903CervixCCregulation of mitotic cell cycle phase transition63/2311299/187231.27e-052.60e-0463
GO:00448434CervixCCcell cycle G1/S phase transition53/2311241/187231.76e-053.32e-0453
GO:19019873CervixCCregulation of cell cycle phase transition74/2311390/187239.80e-051.27e-0374
GO:00219873CervixCCcerebral cortex development25/2311114/187232.81e-031.88e-0225
GO:00309003CervixCCforebrain development64/2311379/187235.53e-033.19e-0264
GO:00215433CervixCCpallium development32/2311169/187238.73e-034.48e-0232
GO:0061351CervixCCneural precursor cell proliferation28/2311145/187231.04e-024.97e-0228
GO:0006839ColorectumADmitochondrial transport102/3918254/187231.87e-123.08e-10102
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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
TMEM14BSNVMissense_Mutationnovelc.154G>Ap.Gly52Serp.G52Sprotein_codingdeleterious(0.01)probably_damaging(0.936)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEM14BSNVMissense_Mutationc.275G>Tp.Gly92Valp.G92Vprotein_codingdeleterious(0)probably_damaging(0.978)TCGA-AX-A05T-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM14BSNVMissense_Mutationnovelc.94N>Cp.Lys32Glnp.K32Qprotein_codingdeleterious(0)probably_damaging(1)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM14BSNVMissense_Mutationnovelc.59N>Gp.Ala20Glyp.A20Gprotein_codingdeleterious(0.04)possibly_damaging(0.905)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM14BSNVMissense_Mutationc.242G>Cp.Arg81Thrp.R81Tprotein_codingdeleterious(0.03)probably_damaging(0.982)TCGA-86-A4JF-01Lunglung adenocarcinomaMale<65I/IIChemotherapyunknownPD
TMEM14BSNVMissense_Mutationnovelc.260A>Tp.Lys87Ilep.K87Iprotein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-85-8666-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
TMEM14BSNVMissense_Mutationnovelc.58G>Ap.Ala20Thrp.A20Tprotein_codingtolerated(0.08)possibly_damaging(0.517)TCGA-QK-A64Z-01Oral cavityhead & neck squamous cell carcinomaFemale>=65I/IIUnknownUnknownPD
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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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