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: TMEM135

Gene summary for TMEM135

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM135

Gene ID

65084

Gene nametransmembrane protein 135
Gene AliasPMP52
Cytomap11q14.2
Gene Typeprotein-coding
GO ID

GO:0000266

UniProtAcc

Q86UB9


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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
65084TMEM135P79T-EHumanEsophagusESCC6.87e-101.84e-010.1154
65084TMEM135P80T-EHumanEsophagusESCC1.41e-041.61e-010.155
65084TMEM135P82T-EHumanEsophagusESCC3.22e-062.45e-010.1072
65084TMEM135P83T-EHumanEsophagusESCC1.65e-142.96e-010.1738
65084TMEM135P107T-EHumanEsophagusESCC9.25e-214.89e-010.171
65084TMEM135P128T-EHumanEsophagusESCC4.28e-206.64e-010.1241
65084TMEM135P130T-EHumanEsophagusESCC9.38e-059.37e-020.1676
65084TMEM135RNA-P25T1-P25T1-1HumanLungAIS1.12e-105.81e-01-0.2116
65084TMEM135RNA-P25T1-P25T1-4HumanLungAIS3.37e-147.46e-01-0.2119
65084TMEM135RNA-P6T2-P6T2-1HumanLungIAC1.43e-144.72e-01-0.0166
65084TMEM135RNA-P6T2-P6T2-2HumanLungIAC9.21e-154.54e-01-0.0132
65084TMEM135RNA-P6T2-P6T2-3HumanLungIAC5.36e-154.25e-01-0.013
65084TMEM135RNA-P6T2-P6T2-4HumanLungIAC2.47e-124.59e-01-0.0121
65084TMEM135RNA-P7T1-P7T1-1HumanLungAIS1.03e-024.87e-01-0.0961
65084TMEM135RNA-P7T1-P7T1-2HumanLungAIS3.37e-024.14e-01-0.0876
65084TMEM135RNA-P7T1-P7T1-4HumanLungAIS2.37e-054.60e-01-0.0809
65084TMEM135HTA12-23-1HumanPancreasPDAC2.34e-036.40e-010.3405
65084TMEM135HTA12-25-1HumanPancreasPDAC1.40e-034.85e-010.313
65084TMEM135HTA12-26-1HumanPancreasPDAC2.43e-116.33e-010.3728
65084TMEM135HTA12-29-1HumanPancreasPDAC6.38e-317.61e-010.3722
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:0010821ColorectumADregulation of mitochondrion organization57/3918144/187232.43e-079.92e-0657
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:0009409ColorectumADresponse to cold22/391849/187231.40e-041.98e-0322
GO:00108212ColorectumMSSregulation of mitochondrion organization53/3467144/187231.67e-077.55e-0653
GO:00316672ColorectumMSSresponse to nutrient levels125/3467474/187231.24e-052.88e-04125
GO:00094092ColorectumMSSresponse to cold19/346749/187237.20e-047.70e-0319
GO:00316673ColorectumFAPresponse to nutrient levels95/2622474/187231.59e-042.43e-0395
GO:00108213ColorectumFAPregulation of mitochondrion organization35/2622144/187236.44e-047.05e-0335
GO:00094093ColorectumFAPresponse to cold14/262249/187235.95e-033.75e-0214
GO:00316678LungIACresponse to nutrient levels76/2061474/187234.87e-047.08e-0376
GO:003166713LungAISresponse to nutrient levels64/1849474/187236.13e-034.98e-0264
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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
TMEM135SNVMissense_Mutationc.809N>Ap.Cys270Tyrp.C270YQ86UB9protein_codingdeleterious(0)probably_damaging(0.979)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
TMEM135SNVMissense_Mutationc.777C>Gp.Ile259Metp.I259MQ86UB9protein_codingtolerated(0.13)possibly_damaging(0.751)TCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
TMEM135SNVMissense_Mutationnovelc.288N>Gp.Phe96Leup.F96LQ86UB9protein_codingdeleterious(0.01)benign(0.168)TCGA-DS-A7WH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMEM135SNVMissense_Mutationc.692N>Gp.Asp231Glyp.D231GQ86UB9protein_codingdeleterious(0.04)possibly_damaging(0.462)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
TMEM135SNVMissense_Mutationc.47N>Ap.Gly16Aspp.G16DQ86UB9protein_codingtolerated(0.08)possibly_damaging(0.859)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM135SNVMissense_Mutationrs202089067c.955N>Tp.Arg319Cysp.R319CQ86UB9protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AD-6899-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TMEM135SNVMissense_Mutationc.1259N>Gp.Asn420Serp.N420SQ86UB9protein_codingtolerated(0.45)probably_damaging(0.998)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEM135SNVMissense_Mutationnovelc.284N>Cp.Lys95Thrp.K95TQ86UB9protein_codingtolerated(0.1)benign(0.177)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TMEM135SNVMissense_Mutationnovelc.653N>Tp.Gly218Valp.G218VQ86UB9protein_codingtolerated(0.59)benign(0.049)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TMEM135SNVMissense_Mutationnovelc.645A>Cp.Glu215Aspp.E215DQ86UB9protein_codingtolerated(0.4)benign(0)TCGA-F5-6814-01Colorectumrectum 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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