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: TPCN2

Gene summary for TPCN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TPCN2

Gene ID

219931

Gene nametwo pore segment channel 2
Gene AliasSHEP10
Cytomap11q13.3
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q59G56


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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
219931TPCN2LZE4THumanEsophagusESCC1.10e-032.07e-010.0811
219931TPCN2LZE8THumanEsophagusESCC8.59e-216.28e-010.067
219931TPCN2LZE20THumanEsophagusESCC2.13e-041.82e-010.0662
219931TPCN2LZE21D1HumanEsophagusHGIN2.41e-056.37e-010.0632
219931TPCN2LZE22THumanEsophagusESCC1.43e-043.74e-010.068
219931TPCN2LZE21THumanEsophagusESCC5.02e-114.94e-010.0655
219931TPCN2P1T-EHumanEsophagusESCC6.35e-104.48e-010.0875
219931TPCN2P2T-EHumanEsophagusESCC9.20e-061.13e-010.1177
219931TPCN2P5T-EHumanEsophagusESCC4.44e-081.57e-010.1327
219931TPCN2P8T-EHumanEsophagusESCC4.17e-059.77e-020.0889
219931TPCN2P10T-EHumanEsophagusESCC8.84e-058.26e-020.116
219931TPCN2P12T-EHumanEsophagusESCC4.31e-061.41e-010.1122
219931TPCN2P15T-EHumanEsophagusESCC2.69e-071.93e-010.1149
219931TPCN2P16T-EHumanEsophagusESCC4.41e-071.50e-010.1153
219931TPCN2P17T-EHumanEsophagusESCC4.54e-052.54e-010.1278
219931TPCN2P20T-EHumanEsophagusESCC1.55e-051.81e-010.1124
219931TPCN2P21T-EHumanEsophagusESCC4.40e-091.87e-010.1617
219931TPCN2P22T-EHumanEsophagusESCC1.59e-304.86e-010.1236
219931TPCN2P24T-EHumanEsophagusESCC6.57e-061.18e-010.1287
219931TPCN2P26T-EHumanEsophagusESCC5.57e-405.91e-010.1276
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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
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
∗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:001603227EsophagusHGINviral process118/2587415/187233.01e-156.22e-13118
GO:001905827EsophagusHGINviral life cycle93/2587317/187233.66e-135.63e-1193
GO:001050616EsophagusHGINregulation of autophagy84/2587317/187231.39e-091.08e-0784
GO:004440326EsophagusHGINbiological process involved in symbiotic interaction71/2587290/187237.09e-073.00e-0571
GO:005170127EsophagusHGINbiological process involved in interaction with host51/2587203/187231.16e-053.29e-0451
GO:005165126EsophagusHGINmaintenance of location in cell53/2587214/187231.22e-053.45e-0453
GO:005123520EsophagusHGINmaintenance of location73/2587327/187231.73e-054.71e-0473
GO:00070336EsophagusHGINvacuole organization44/2587180/187238.97e-051.96e-0344
GO:005212627EsophagusHGINmovement in host environment43/2587175/187239.45e-052.03e-0343
GO:004440927EsophagusHGINentry into host34/2587151/187232.43e-032.43e-0234
GO:000703416EsophagusHGINvacuolar transport35/2587157/187232.52e-032.51e-0235
GO:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:0044403111EsophagusESCCbiological process involved in symbiotic interaction186/8552290/187231.43e-104.16e-09186
GO:0051701111EsophagusESCCbiological process involved in interaction with host135/8552203/187231.49e-093.49e-08135
GO:00070419EsophagusESCClysosomal transport83/8552114/187233.52e-097.41e-0883
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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
TPCN2SNVMissense_Mutationc.1246G>Ap.Glu416Lysp.E416KQ8NHX9protein_codingtolerated(0.08)benign(0.037)TCGA-A7-A426-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
TPCN2SNVMissense_Mutationc.1269G>Cp.Gln423Hisp.Q423HQ8NHX9protein_codingdeleterious(0.01)possibly_damaging(0.646)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TPCN2SNVMissense_Mutationc.446N>Cp.Trp149Serp.W149SQ8NHX9protein_codingdeleterious(0.03)benign(0.438)TCGA-E2-A15S-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TPCN2insertionNonsense_Mutationnovelc.324_325insTGAGACACCTCTGACAp.Ala109Terp.A109*Q8NHX9protein_codingTCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
TPCN2insertionNonsense_Mutationnovelc.326_327insTCTCACATGTAGTTGTTAGTAATAGCACAAAGGAGGGGGTp.Asp110LeufsTer6p.D110Lfs*6Q8NHX9protein_codingTCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
TPCN2deletionFrame_Shift_Delnovelc.2238delGp.His747ThrfsTer50p.H747Tfs*50Q8NHX9protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TPCN2SNVMissense_Mutationc.701N>Ap.Gly234Glup.G234EQ8NHX9protein_codingdeleterious(0)probably_damaging(0.918)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
TPCN2SNVMissense_Mutationrs755078998c.2237C>Tp.Pro746Leup.P746LQ8NHX9protein_codingdeleterious(0.02)probably_damaging(0.963)TCGA-JW-A5VI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapytopotecanPD
TPCN2SNVMissense_Mutationnovelc.2077N>Gp.Ile693Valp.I693VQ8NHX9protein_codingtolerated(0.16)benign(0.348)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TPCN2SNVMissense_Mutationnovelc.163G>Tp.Asp55Tyrp.D55YQ8NHX9protein_codingdeleterious(0)possibly_damaging(0.865)TCGA-AZ-4315-01Colorectumcolon 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
219931TPCN2ION CHANNEL, DRUGGABLE GENOMEblocker135651305VERAPAMIL
219931TPCN2ION CHANNEL, DRUGGABLE GENOMEactivator178100233
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