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: TMEM223

Gene summary for TMEM223

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM223

Gene ID

79064

Gene nametransmembrane protein 223
Gene AliasTMEM223
Cytomap11q12.3
Gene Typeprotein-coding
GO ID

GO:0007275

UniProtAcc

A0PJW6


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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
79064TMEM223SYSMH4HumanOral cavityOSCC1.66e-091.38e-010.1226
79064TMEM223SYSMH5HumanOral cavityOSCC7.55e-164.71e-010.0647
79064TMEM223SYSMH6HumanOral cavityOSCC1.80e-134.19e-010.1275
79064TMEM223P4_S8_cSCCHumanSkincSCC5.51e-071.43e-01-0.3095
79064TMEM223P5_S10_cSCCHumanSkincSCC3.79e-031.02e-01-0.299
79064TMEM223P1_cSCCHumanSkincSCC1.57e-053.43e-010.0292
79064TMEM223P2_cSCCHumanSkincSCC5.32e-072.84e-01-0.024
79064TMEM223P4_cSCCHumanSkincSCC3.53e-082.69e-01-0.00290000000000005
79064TMEM223P10_cSCCHumanSkincSCC1.64e-185.10e-010.1017
79064TMEM223male-WTAHumanThyroidPTC2.31e-161.54e-010.1037
79064TMEM223PTC01HumanThyroidPTC1.45e-162.59e-010.1899
79064TMEM223PTC04HumanThyroidPTC1.40e-081.56e-010.1927
79064TMEM223PTC05HumanThyroidPTC1.32e-103.96e-010.2065
79064TMEM223PTC06HumanThyroidPTC1.61e-174.16e-010.2057
79064TMEM223PTC07HumanThyroidPTC1.81e-204.60e-010.2044
79064TMEM223ATC09HumanThyroidATC3.24e-063.96e-010.2871
79064TMEM223ATC12HumanThyroidATC8.75e-264.45e-010.34
79064TMEM223ATC13HumanThyroidATC1.12e-265.03e-010.34
79064TMEM223ATC1HumanThyroidATC1.59e-064.86e-010.2878
79064TMEM223ATC2HumanThyroidATC1.54e-085.70e-010.34
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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
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
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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
TMEM223SNVMissense_Mutationc.112N>Cp.Glu38Glnp.E38QA0PJW6protein_codingtolerated(0.27)benign(0.067)TCGA-4J-AA1J-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TMEM223SNVMissense_Mutationrs763596886c.478N>Tp.Arg160Trpp.R160WA0PJW6protein_codingdeleterious(0)probably_damaging(1)TCGA-EK-A3GM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TMEM223insertionFrame_Shift_Insnovelc.212dupCp.Val72GlyfsTer91p.V72Gfs*91A0PJW6protein_codingTCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMEM223SNVMissense_Mutationrs756262183c.127N>Tp.Arg43Cysp.R43CA0PJW6protein_codingdeleterious(0)benign(0.054)TCGA-AZ-5403-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
TMEM223SNVMissense_Mutationnovelc.106C>Tp.Leu36Phep.L36FA0PJW6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM223SNVMissense_Mutationc.548N>Ap.Thr183Asnp.T183NA0PJW6protein_codingtolerated(0.34)benign(0.026)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM223SNVMissense_Mutationc.532N>Gp.Phe178Valp.F178VA0PJW6protein_codingdeleterious(0)probably_damaging(0.974)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM223SNVMissense_Mutationnovelc.340N>Gp.Leu114Valp.L114VA0PJW6protein_codingtolerated(0.14)benign(0.046)TCGA-DD-AADN-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownSD
TMEM223SNVMissense_Mutationrs771984852c.41N>Tp.Ala14Valp.A14VA0PJW6protein_codingtolerated_low_confidence(0.52)benign(0.001)TCGA-55-8207-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM223SNVMissense_Mutationc.386G>Tp.Gly129Valp.G129VA0PJW6protein_codingdeleterious(0)probably_damaging(1)TCGA-69-7765-01Lunglung adenocarcinomaMale<65III/IVChemotherapycarboplatinSD
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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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