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: TMEM123

Gene summary for TMEM123

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM123

Gene ID

114908

Gene nametransmembrane protein 123
Gene AliasKCT3
Cytomap11q22.2
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q8N131


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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
114908TMEM123GSM4909282HumanBreastIDC4.05e-093.91e-01-0.0288
114908TMEM123GSM4909285HumanBreastIDC1.41e-507.72e-010.21
114908TMEM123GSM4909286HumanBreastIDC3.98e-048.31e-020.1081
114908TMEM123GSM4909287HumanBreastIDC1.03e-043.04e-010.2057
114908TMEM123GSM4909290HumanBreastIDC3.69e-165.84e-010.2096
114908TMEM123GSM4909291HumanBreastIDC1.09e-14-5.58e-010.1753
114908TMEM123GSM4909293HumanBreastIDC1.98e-02-1.73e-010.1581
114908TMEM123GSM4909294HumanBreastIDC1.96e-02-2.05e-010.2022
114908TMEM123GSM4909296HumanBreastIDC2.59e-10-2.78e-010.1524
114908TMEM123GSM4909297HumanBreastIDC3.57e-24-4.98e-010.1517
114908TMEM123GSM4909298HumanBreastIDC2.82e-02-1.51e-020.1551
114908TMEM123GSM4909301HumanBreastIDC4.85e-07-4.00e-010.1577
114908TMEM123GSM4909302HumanBreastIDC2.54e-04-2.66e-010.1545
114908TMEM123GSM4909306HumanBreastIDC5.38e-07-3.92e-010.1564
114908TMEM123GSM4909308HumanBreastIDC2.64e-02-2.38e-010.158
114908TMEM123GSM4909309HumanBreastIDC8.09e-05-2.15e-010.0483
114908TMEM123GSM4909311HumanBreastIDC8.51e-31-5.65e-010.1534
114908TMEM123GSM4909312HumanBreastIDC4.99e-11-3.55e-010.1552
114908TMEM123GSM4909313HumanBreastIDC5.72e-05-1.82e-010.0391
114908TMEM123GSM4909316HumanBreastIDC7.77e-06-5.26e-010.21
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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
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:0070265BreastPrecancernecrotic cell death11/108062/187237.54e-049.01e-0311
GO:00325358BreastIDCregulation of cellular component size45/1434383/187232.72e-032.41e-0245
GO:00702651BreastIDCnecrotic cell death11/143462/187236.92e-034.79e-0211
GO:003253514BreastDCISregulation of cellular component size44/1390383/187232.58e-032.30e-0244
GO:00702652BreastDCISnecrotic cell death11/139062/187235.50e-034.01e-0211
GO:003253510EndometriumAEHregulation of cellular component size78/2100383/187231.10e-075.29e-0678
GO:00083616EndometriumAEHregulation of cell size38/2100181/187239.69e-051.40e-0338
GO:003253516EndometriumEECregulation of cellular component size79/2168383/187231.98e-078.93e-0679
GO:000836111EndometriumEECregulation of cell size39/2168181/187238.72e-051.24e-0339
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:00083619EsophagusESCCregulation of cell size107/8552181/187231.81e-041.16e-03107
GO:00702654EsophagusESCCnecrotic cell death39/855262/187234.68e-031.82e-0239
GO:00325356LiverNAFLDregulation of cellular component size55/1882383/187234.31e-033.55e-0255
GO:003253512LiverCirrhoticregulation of cellular component size135/4634383/187232.32e-064.26e-05135
GO:003253522LiverHCCregulation of cellular component size217/7958383/187231.28e-083.14e-07217
GO:00083614LiverHCCregulation of cell size95/7958181/187234.15e-031.81e-0295
GO:003253519Oral cavityOSCCregulation of cellular component size201/7305383/187234.80e-088.88e-07201
GO:00083618Oral cavityOSCCregulation of cell size92/7305181/187237.86e-044.26e-0392
GO:00702653Oral cavityOSCCnecrotic cell death34/730562/187238.23e-033.00e-0234
GO:0032535110Oral cavityLPregulation of cellular component size128/4623383/187236.56e-058.80e-04128
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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
TMEM123insertionFrame_Shift_Insnovelc.230_231insCGATACCGAAp.Ala78AspfsTer9p.A78Dfs*9Q8N131protein_codingTCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
TMEM123SNVMissense_Mutationc.497N>Ap.Thr166Asnp.T166NQ8N131protein_codingdeleterious(0.04)probably_damaging(0.952)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEM123SNVMissense_Mutationnovelc.403N>Ap.Val135Ilep.V135IQ8N131protein_codingdeleterious(0.05)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TMEM123SNVMissense_Mutationnovelc.604N>Tp.Asp202Tyrp.D202YQ8N131protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
TMEM123SNVMissense_Mutationnovelc.254C>Tp.Thr85Metp.T85MQ8N131protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
TMEM123SNVMissense_Mutationnovelc.617C>Tp.Ala206Valp.A206VQ8N131protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM123SNVMissense_Mutationnovelc.521N>Cp.Val174Alap.V174AQ8N131protein_codingtolerated(0.09)benign(0.403)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
TMEM123SNVMissense_Mutationnovelc.547N>Ap.Leu183Ilep.L183IQ8N131protein_codingdeleterious(0.01)probably_damaging(0.964)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TMEM123SNVMissense_Mutationnovelc.117G>Tp.Glu39Aspp.E39DQ8N131protein_codingtolerated(0.6)benign(0.042)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM123insertionIn_Frame_Insnovelc.230_231insACCGAAp.Val77_Ala78insProAsnp.V77_A78insPNQ8N131protein_codingTCGA-A5-A0R9-01Endometriumuterine corpus endometrioid carcinomaFemale<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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