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: TMEM115

Gene summary for TMEM115

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM115

Gene ID

11070

Gene nametransmembrane protein 115
Gene AliasPL6
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024R2Y2


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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
11070TMEM115LZE4THumanEsophagusESCC3.54e-023.19e-020.0811
11070TMEM115LZE7THumanEsophagusESCC3.91e-061.94e-010.0667
11070TMEM115LZE8THumanEsophagusESCC1.50e-046.00e-020.067
11070TMEM115LZE24THumanEsophagusESCC2.02e-174.68e-010.0596
11070TMEM115P2T-EHumanEsophagusESCC1.24e-142.45e-010.1177
11070TMEM115P4T-EHumanEsophagusESCC4.71e-172.80e-010.1323
11070TMEM115P5T-EHumanEsophagusESCC1.56e-114.72e-020.1327
11070TMEM115P8T-EHumanEsophagusESCC9.19e-181.45e-010.0889
11070TMEM115P9T-EHumanEsophagusESCC3.19e-111.98e-010.1131
11070TMEM115P10T-EHumanEsophagusESCC3.47e-242.93e-010.116
11070TMEM115P11T-EHumanEsophagusESCC1.21e-125.55e-010.1426
11070TMEM115P12T-EHumanEsophagusESCC7.46e-284.63e-010.1122
11070TMEM115P15T-EHumanEsophagusESCC2.47e-092.26e-010.1149
11070TMEM115P16T-EHumanEsophagusESCC5.12e-132.81e-010.1153
11070TMEM115P17T-EHumanEsophagusESCC1.00e-032.61e-010.1278
11070TMEM115P19T-EHumanEsophagusESCC2.27e-075.57e-010.1662
11070TMEM115P20T-EHumanEsophagusESCC3.64e-203.78e-010.1124
11070TMEM115P21T-EHumanEsophagusESCC1.43e-203.89e-010.1617
11070TMEM115P22T-EHumanEsophagusESCC6.02e-273.77e-010.1236
11070TMEM115P23T-EHumanEsophagusESCC2.98e-296.37e-010.108
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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
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:000689017EsophagusESCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum46/855252/187231.23e-103.66e-0946
GO:004819311LiverCirrhoticGolgi vesicle transport153/4634296/187231.02e-236.43e-21153
GO:00068905LiverCirrhoticretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum29/463452/187231.69e-063.22e-0529
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:000689011LiverHCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum36/795852/187238.79e-057.66e-0436
GO:004819315Oral cavityOSCCGolgi vesicle transport209/7305296/187231.39e-286.30e-26209
GO:000689010Oral cavityOSCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum40/730552/187232.86e-085.50e-0740
GO:0048193110SkincSCCGolgi vesicle transport153/4864296/187231.85e-213.41e-19153
GO:000689018SkincSCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum27/486452/187235.68e-055.67e-0427
GO:004819320ThyroidPTCGolgi vesicle transport186/5968296/187233.09e-281.22e-25186
GO:000689019ThyroidPTCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum37/596852/187236.98e-091.75e-0737
GO:0048193111ThyroidATCGolgi vesicle transport189/6293296/187239.58e-275.05e-24189
GO:0006890110ThyroidATCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum37/629352/187233.45e-086.43e-0737
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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
TMEM115SNVMissense_Mutationrs200775541c.1046N>Tp.Pro349Leup.P349LQ12893protein_codingdeleterious_low_confidence(0.03)benign(0.012)TCGA-E9-A1RH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
TMEM115SNVMissense_Mutationc.268N>Cp.Glu90Glnp.E90QQ12893protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A7CH-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificSD
TMEM115SNVMissense_Mutationc.11N>Tp.Ala4Valp.A4VQ12893protein_codingtolerated(0.32)benign(0.017)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
TMEM115deletionFrame_Shift_Delnovelc.694delCp.Leu232CysfsTer17p.L232Cfs*17Q12893protein_codingTCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TMEM115SNVMissense_Mutationc.719C>Tp.Ala240Valp.A240VQ12893protein_codingdeleterious(0.01)probably_damaging(0.949)TCGA-CK-6751-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM115SNVMissense_Mutationc.959N>Ap.Ser320Asnp.S320NQ12893protein_codingtolerated(0.05)benign(0.027)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TMEM115deletionFrame_Shift_Delc.340delNp.Ala114ProfsTer29p.A114Pfs*29Q12893protein_codingTCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM115SNVMissense_Mutationnovelc.826N>Tp.Asp276Tyrp.D276YQ12893protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TMEM115SNVMissense_Mutationc.1006N>Ap.Ala336Thrp.A336TQ12893protein_codingtolerated(0.6)benign(0)TCGA-AP-A0LT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM115SNVMissense_Mutationnovelc.127G>Tp.Gly43Cysp.G43CQ12893protein_codingtolerated(0.11)benign(0.019)TCGA-AP-A1DK-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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