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: TMEM125

Gene summary for TMEM125

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM125

Gene ID

128218

Gene nametransmembrane protein 125
Gene AliasTMEM125
Cytomap1p34.2
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q96AQ2


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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
128218TMEM125HTA11_3410_2000001011HumanColorectumAD4.26e-051.80e-010.0155
128218TMEM125HTA11_2487_2000001011HumanColorectumSER4.40e-114.49e-01-0.1808
128218TMEM125HTA11_1938_2000001011HumanColorectumAD1.40e-085.62e-01-0.0811
128218TMEM125HTA11_78_2000001011HumanColorectumAD3.45e-043.15e-01-0.1088
128218TMEM125HTA11_347_2000001011HumanColorectumAD4.42e-215.84e-01-0.1954
128218TMEM125HTA11_411_2000001011HumanColorectumSER5.75e-037.03e-01-0.2602
128218TMEM125HTA11_2112_2000001011HumanColorectumSER1.32e-026.59e-01-0.2196
128218TMEM125HTA11_3361_2000001011HumanColorectumAD1.65e-023.19e-01-0.1207
128218TMEM125HTA11_83_2000001011HumanColorectumSER2.73e-075.56e-01-0.1526
128218TMEM125HTA11_696_2000001011HumanColorectumAD6.09e-266.61e-01-0.1464
128218TMEM125HTA11_866_2000001011HumanColorectumAD9.02e-153.41e-01-0.1001
128218TMEM125HTA11_1391_2000001011HumanColorectumAD1.87e-094.73e-01-0.059
128218TMEM125HTA11_2992_2000001011HumanColorectumSER1.98e-056.08e-01-0.1706
128218TMEM125HTA11_866_3004761011HumanColorectumAD2.84e-072.85e-010.096
128218TMEM125HTA11_10711_2000001011HumanColorectumAD9.89e-042.84e-010.0338
128218TMEM125HTA11_7696_3000711011HumanColorectumAD6.28e-163.40e-010.0674
128218TMEM125HTA11_7469_2000001011HumanColorectumAD1.20e-024.97e-01-0.0124
128218TMEM125HTA11_6818_2000001021HumanColorectumAD6.74e-064.77e-010.0588
128218TMEM125HTA11_99999970781_79442HumanColorectumMSS2.34e-174.26e-010.294
128218TMEM125HTA11_99999971662_82457HumanColorectumMSS1.55e-144.00e-010.3859
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
TMEM125SNVMissense_Mutationnovelc.133G>Tp.Val45Leup.V45LQ96AQ2protein_codingdeleterious(0.01)possibly_damaging(0.51)TCGA-C5-A7X8-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TMEM125SNVMissense_Mutationc.572G>Ap.Gly191Aspp.G191DQ96AQ2protein_codingtolerated(0.63)benign(0.003)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM125SNVMissense_Mutationc.613G>Ap.Ala205Thrp.A205TQ96AQ2protein_codingtolerated(0.52)benign(0.079)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TMEM125SNVMissense_Mutationrs758054349c.34C>Tp.Arg12Trpp.R12WQ96AQ2protein_codingdeleterious(0.05)benign(0.003)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
TMEM125SNVMissense_Mutationrs761737616c.199N>Tp.Arg67Trpp.R67WQ96AQ2protein_codingdeleterious(0)benign(0.097)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM125SNVMissense_Mutationnovelc.446N>Ap.Ser149Tyrp.S149YQ96AQ2protein_codingtolerated(0.1)benign(0.116)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM125SNVMissense_Mutationrs756819583c.340N>Ap.Ala114Thrp.A114TQ96AQ2protein_codingtolerated(0.4)benign(0.014)TCGA-B5-A1MW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
TMEM125SNVMissense_Mutationrs373224157c.476C>Tp.Ser159Leup.S159LQ96AQ2protein_codingtolerated(0.24)benign(0)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM125SNVMissense_Mutationrs779719920c.97N>Tp.Arg33Cysp.R33CQ96AQ2protein_codingdeleterious(0)probably_damaging(0.931)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
TMEM125SNVMissense_Mutationnovelc.611N>Ap.Ser204Tyrp.S204YQ96AQ2protein_codingdeleterious(0.01)possibly_damaging(0.729)TCGA-EY-A215-01Endometriumuterine 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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