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: TMEM14C

Gene summary for TMEM14C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM14C

Gene ID

51522

Gene nametransmembrane protein 14C
Gene AliasC6orf53
Cytomap6p24.2
Gene Typeprotein-coding
GO ID

GO:0002262

UniProtAcc

A0A024R001


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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
51522TMEM14CCA_HPV_1HumanCervixCC4.84e-17-3.80e-010.0264
51522TMEM14CN_HPV_1HumanCervixN_HPV1.33e-02-5.78e-020.0079
51522TMEM14CCCI_1HumanCervixCC3.39e-14-7.35e-010.528
51522TMEM14CCCI_2HumanCervixCC5.67e-04-5.48e-010.5249
51522TMEM14CCCI_3HumanCervixCC4.29e-14-6.88e-010.516
51522TMEM14CCCII_1HumanCervixCC2.46e-22-7.23e-010.3249
51522TMEM14Csample1HumanCervixCC1.50e-04-4.71e-010.0959
51522TMEM14CH2HumanCervixHSIL_HPV7.39e-03-2.62e-010.0632
51522TMEM14CL1HumanCervixCC1.64e-08-3.64e-010.0802
51522TMEM14CT1HumanCervixCC6.62e-09-4.29e-010.0918
51522TMEM14CHTA11_3410_2000001011HumanColorectumAD3.51e-072.17e-010.0155
51522TMEM14CHTA11_2487_2000001011HumanColorectumSER2.81e-022.81e-01-0.1808
51522TMEM14CHTA11_1938_2000001011HumanColorectumAD1.57e-125.40e-01-0.0811
51522TMEM14CHTA11_78_2000001011HumanColorectumAD4.56e-104.49e-01-0.1088
51522TMEM14CHTA11_347_2000001011HumanColorectumAD1.23e-296.67e-01-0.1954
51522TMEM14CHTA11_411_2000001011HumanColorectumSER8.68e-036.23e-01-0.2602
51522TMEM14CHTA11_83_2000001011HumanColorectumSER1.29e-033.40e-01-0.1526
51522TMEM14CHTA11_696_2000001011HumanColorectumAD4.44e-103.42e-01-0.1464
51522TMEM14CHTA11_866_2000001011HumanColorectumAD1.82e-072.81e-01-0.1001
51522TMEM14CHTA11_1391_2000001011HumanColorectumAD3.01e-073.37e-01-0.059
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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
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:003009910CervixCCmyeloid cell differentiation83/2311381/187231.31e-076.42e-0683
GO:000226210CervixCCmyeloid cell homeostasis43/2311157/187232.66e-071.12e-0543
GO:00068399CervixCCmitochondrial transport60/2311254/187234.21e-071.67e-0560
GO:003410110CervixCCerythrocyte homeostasis37/2311129/187235.16e-071.93e-0537
GO:003021810CervixCCerythrocyte differentiation34/2311120/187232.00e-066.18e-0534
GO:004887210CervixCChomeostasis of number of cells61/2311272/187232.17e-066.55e-0561
GO:003009915CervixHSIL_HPVmyeloid cell differentiation36/737381/187231.19e-065.62e-0536
GO:000226215CervixHSIL_HPVmyeloid cell homeostasis18/737157/187234.75e-051.21e-0318
GO:003410115CervixHSIL_HPVerythrocyte homeostasis16/737129/187234.76e-051.21e-0316
GO:003021815CervixHSIL_HPVerythrocyte differentiation14/737120/187232.67e-044.54e-0314
GO:000683914CervixHSIL_HPVmitochondrial transport22/737254/187234.72e-046.90e-0322
GO:004887215CervixHSIL_HPVhomeostasis of number of cells21/737272/187232.64e-032.54e-0221
GO:003009925CervixN_HPVmyeloid cell differentiation33/534381/187231.61e-082.52e-0633
GO:000683924CervixN_HPVmitochondrial transport22/534254/187234.05e-061.60e-0422
GO:003410125CervixN_HPVerythrocyte homeostasis14/534129/187231.92e-055.56e-0414
GO:004887225CervixN_HPVhomeostasis of number of cells21/534272/187233.79e-059.37e-0421
GO:003021824CervixN_HPVerythrocyte differentiation13/534120/187233.86e-059.41e-0413
GO:000226225CervixN_HPVmyeloid cell homeostasis15/534157/187234.46e-051.04e-0315
GO:0006839ColorectumADmitochondrial transport102/3918254/187231.87e-123.08e-10102
GO:0034101ColorectumADerythrocyte homeostasis51/3918129/187231.07e-063.59e-0551
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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
TMEM14CSNVMissense_Mutationrs200488333c.266C>Tp.Ala89Valp.A89VQ9P0S9protein_codingtolerated(0.15)benign(0.162)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMEM14CSNVMissense_Mutationc.148N>Ap.Leu50Metp.L50MQ9P0S9protein_codingdeleterious(0.03)probably_damaging(0.961)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEM14CSNVMissense_Mutationnovelc.322N>Cp.Phe108Leup.F108LQ9P0S9protein_codingtolerated(1)benign(0)TCGA-DM-A28C-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TMEM14CSNVMissense_Mutationnovelc.131N>Cp.Phe44Serp.F44SQ9P0S9protein_codingdeleterious(0.02)probably_damaging(0.965)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TMEM14CSNVMissense_Mutationrs750952687c.301N>Ap.Ala101Thrp.A101TQ9P0S9protein_codingtolerated(0.42)benign(0.028)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM14CSNVMissense_Mutationnovelc.70N>Ap.Gly24Serp.G24SQ9P0S9protein_codingdeleterious(0)probably_damaging(0.938)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM14CSNVMissense_Mutationnovelc.83N>Ap.Gly28Aspp.G28DQ9P0S9protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM14CSNVMissense_Mutationc.226N>Gp.Met76Valp.M76VQ9P0S9protein_codingdeleterious(0)possibly_damaging(0.457)TCGA-K7-A5RG-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownSD
TMEM14CSNVMissense_Mutationc.134G>Tp.Gly45Valp.G45VQ9P0S9protein_codingdeleterious(0)probably_damaging(0.987)TCGA-RC-A7SK-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownPD
TMEM14CSNVMissense_Mutationc.236G>Cp.Arg79Thrp.R79TQ9P0S9protein_codingdeleterious(0)probably_damaging(1)TCGA-44-8117-01Lunglung adenocarcinomaFemale<65I/IIChemotherapycisplatinCR
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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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