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: TMEM117

Gene summary for TMEM117

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM117

Gene ID

84216

Gene nametransmembrane protein 117
Gene AliasTMEM117
Cytomap12q12
Gene Typeprotein-coding
GO ID

GO:0006915

UniProtAcc

F8VS00


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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
84216TMEM117CCI_1HumanCervixCC2.49e-321.91e+000.528
84216TMEM117CCI_2HumanCervixCC2.81e-076.71e-010.5249
84216TMEM117CCI_3HumanCervixCC1.10e-191.26e+000.516
84216TMEM117CCII_1HumanCervixCC9.07e-032.02e-010.3249
84216TMEM117HTA11_3410_2000001011HumanColorectumAD6.63e-31-8.07e-010.0155
84216TMEM117HTA11_2951_2000001011HumanColorectumAD1.15e-02-6.88e-010.0216
84216TMEM117HTA11_78_2000001011HumanColorectumAD1.71e-06-4.31e-01-0.1088
84216TMEM117HTA11_3361_2000001011HumanColorectumAD3.82e-10-6.30e-01-0.1207
84216TMEM117HTA11_5216_2000001011HumanColorectumSER1.42e-04-5.15e-01-0.1462
84216TMEM117HTA11_546_2000001011HumanColorectumAD1.88e-04-5.59e-01-0.0842
84216TMEM117HTA11_7862_2000001011HumanColorectumAD2.48e-03-6.57e-01-0.0179
84216TMEM117HTA11_866_3004761011HumanColorectumAD7.68e-32-8.60e-010.096
84216TMEM117HTA11_9408_2000001011HumanColorectumAD4.20e-02-6.73e-010.0451
84216TMEM117HTA11_8622_2000001021HumanColorectumSER2.78e-05-7.31e-010.0528
84216TMEM117HTA11_7663_2000001011HumanColorectumSER5.37e-04-6.46e-010.0131
84216TMEM117HTA11_10623_2000001011HumanColorectumAD2.18e-03-5.92e-01-0.0177
84216TMEM117HTA11_6801_2000001011HumanColorectumSER4.56e-02-6.90e-010.0171
84216TMEM117HTA11_10711_2000001011HumanColorectumAD7.38e-07-5.93e-010.0338
84216TMEM117HTA11_7696_3000711011HumanColorectumAD3.24e-13-5.48e-010.0674
84216TMEM117HTA11_7469_2000001011HumanColorectumAD9.46e-03-8.78e-01-0.0124
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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
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:009719310CervixCCintrinsic apoptotic signaling pathway85/2311288/187234.56e-156.46e-1285
GO:003497610CervixCCresponse to endoplasmic reticulum stress57/2311256/187235.81e-061.42e-0457
GO:00700599CervixCCintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress21/231163/187231.18e-052.51e-0421
GO:0097193ColorectumADintrinsic apoptotic signaling pathway108/3918288/187236.25e-116.41e-09108
GO:0034976ColorectumADresponse to endoplasmic reticulum stress90/3918256/187238.48e-084.28e-0690
GO:0070059ColorectumADintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress29/391863/187237.03e-061.73e-0429
GO:00971931ColorectumSERintrinsic apoptotic signaling pathway87/2897288/187231.67e-102.32e-0887
GO:00349761ColorectumSERresponse to endoplasmic reticulum stress74/2897256/187233.01e-082.05e-0674
GO:00700591ColorectumSERintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress25/289763/187232.92e-061.18e-0425
GO:00971932ColorectumMSSintrinsic apoptotic signaling pathway102/3467288/187236.06e-129.82e-10102
GO:00349762ColorectumMSSresponse to endoplasmic reticulum stress81/3467256/187232.65e-071.10e-0581
GO:00700592ColorectumMSSintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress27/346763/187236.93e-061.79e-0427
GO:00349764ColorectumFAPresponse to endoplasmic reticulum stress61/2622256/187231.58e-054.10e-0461
GO:00971934ColorectumFAPintrinsic apoptotic signaling pathway66/2622288/187232.76e-056.33e-0466
GO:00700593ColorectumFAPintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress18/262263/187231.95e-031.65e-0218
GO:00971935ColorectumCRCintrinsic apoptotic signaling pathway57/2078288/187239.77e-063.31e-0457
GO:009719316EndometriumAEHintrinsic apoptotic signaling pathway75/2100288/187231.46e-122.83e-1075
GO:003497616EndometriumAEHresponse to endoplasmic reticulum stress62/2100256/187232.88e-092.13e-0762
GO:007005910EndometriumAEHintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress18/210063/187231.32e-041.80e-0318
GO:009719317EndometriumEECintrinsic apoptotic signaling pathway80/2168288/187233.35e-149.13e-1280
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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
TMEM117SNVMissense_Mutationrs769011235c.92C>Tp.Ala31Valp.A31VQ9H0C3protein_codingtolerated(0.14)probably_damaging(0.987)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
TMEM117SNVMissense_Mutationc.256C>Ap.Leu86Metp.L86MQ9H0C3protein_codingdeleterious(0.04)possibly_damaging(0.571)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
TMEM117SNVMissense_Mutationc.719C>Tp.Ala240Valp.A240VQ9H0C3protein_codingdeleterious(0)benign(0.084)TCGA-C8-A12V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TMEM117SNVMissense_Mutationrs772555669c.1429N>Ap.Val477Ilep.V477IQ9H0C3protein_codingtolerated_low_confidence(0.16)benign(0.003)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
TMEM117deletionIn_Frame_Delc.371_397delNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Ile125_Asp133delp.I125_D133delQ9H0C3protein_codingTCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TMEM117insertionIn_Frame_Insnovelc.1425_1426insGTTTATAAAp.Glu475_Ile476insValTyrLysp.E475_I476insVYKQ9H0C3protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM117SNVMissense_Mutationnovelc.617N>Cp.Leu206Prop.L206PQ9H0C3protein_codingdeleterious(0.02)probably_damaging(0.98)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMEM117SNVMissense_Mutationnovelc.573C>Gp.Phe191Leup.F191LQ9H0C3protein_codingtolerated(0.6)benign(0.006)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TMEM117SNVMissense_Mutationc.700A>Gp.Ser234Glyp.S234GQ9H0C3protein_codingdeleterious(0.01)probably_damaging(0.953)TCGA-JX-A3PZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
TMEM117SNVMissense_Mutationrs145821678c.443N>Ap.Arg148Glnp.R148QQ9H0C3protein_codingtolerated(0.11)probably_damaging(0.979)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=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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