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: TMEM218

Gene summary for TMEM218

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM218

Gene ID

219854

Gene nametransmembrane protein 218
Gene AliasTMEM218
Cytomap11q24.2
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A2RU14


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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
219854TMEM218LZE20THumanEsophagusESCC1.76e-021.52e-010.0662
219854TMEM218LZE24THumanEsophagusESCC1.73e-053.05e-010.0596
219854TMEM218P2T-EHumanEsophagusESCC7.23e-092.07e-010.1177
219854TMEM218P4T-EHumanEsophagusESCC2.71e-225.44e-010.1323
219854TMEM218P5T-EHumanEsophagusESCC3.75e-061.96e-010.1327
219854TMEM218P8T-EHumanEsophagusESCC1.34e-143.34e-010.0889
219854TMEM218P9T-EHumanEsophagusESCC6.25e-112.59e-010.1131
219854TMEM218P10T-EHumanEsophagusESCC6.04e-163.66e-010.116
219854TMEM218P11T-EHumanEsophagusESCC8.65e-093.07e-010.1426
219854TMEM218P12T-EHumanEsophagusESCC8.57e-202.94e-010.1122
219854TMEM218P15T-EHumanEsophagusESCC3.27e-071.13e-010.1149
219854TMEM218P16T-EHumanEsophagusESCC2.80e-183.59e-010.1153
219854TMEM218P17T-EHumanEsophagusESCC2.88e-021.51e-010.1278
219854TMEM218P19T-EHumanEsophagusESCC1.91e-053.49e-010.1662
219854TMEM218P20T-EHumanEsophagusESCC1.04e-092.52e-010.1124
219854TMEM218P21T-EHumanEsophagusESCC3.40e-315.96e-010.1617
219854TMEM218P22T-EHumanEsophagusESCC4.24e-151.85e-010.1236
219854TMEM218P23T-EHumanEsophagusESCC1.59e-112.48e-010.108
219854TMEM218P24T-EHumanEsophagusESCC2.12e-081.45e-010.1287
219854TMEM218P26T-EHumanEsophagusESCC1.76e-173.38e-010.1276
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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
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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
TMEM218insertionIn_Frame_Insnovelc.8_9insTAGTAATTTp.Gly3_Thr4insSerAsnPhep.G3_T4insSNFA2RU14protein_codingTCGA-A2-A04Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TMEM218SNVMissense_Mutationc.167N>Gp.Leu56Argp.L56RA2RU14protein_codingdeleterious(0)possibly_damaging(0.681)TCGA-AA-A01T-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
TMEM218SNVMissense_Mutationc.116N>Tp.Ser39Phep.S39FA2RU14protein_codingtolerated(0.1)probably_damaging(0.997)TCGA-DM-A1D9-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM218SNVMissense_Mutationc.115N>Ap.Ser39Thrp.S39TA2RU14protein_codingtolerated(0.22)probably_damaging(0.987)TCGA-DM-A1D9-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM218insertionNonsense_Mutationnovelc.260_261insCTGAAp.Ser88Terp.S88*A2RU14protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TMEM218deletionFrame_Shift_Delc.73delCp.Leu25CysfsTer24p.L25Cfs*24A2RU14protein_codingTCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
TMEM218SNVMissense_Mutationc.116N>Ap.Ser39Tyrp.S39YA2RU14protein_codingtolerated(0.1)probably_damaging(0.997)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
TMEM218SNVMissense_Mutationrs763099953c.104N>Tp.Ala35Valp.A35VA2RU14protein_codingtolerated(0.37)benign(0)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM218SNVMissense_Mutationnovelc.148N>Gp.Ile50Valp.I50VA2RU14protein_codingtolerated(0.26)benign(0)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM218SNVMissense_Mutationnovelc.173N>Ap.Pro58Glnp.P58QA2RU14protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CN-A498-01Oral cavityhead & neck squamous cell carcinomaFemale<65III/IVChemotherapycarboplatinPD
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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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