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: TMTC1

Gene summary for TMTC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMTC1

Gene ID

83857

Gene nametransmembrane O-mannosyltransferase targeting cadherins 1
Gene AliasARG99
Cytomap12p11.22
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8IUR5


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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
83857TMTC1P8T-EHumanEsophagusESCC1.72e-021.62e-010.0889
83857TMTC1P9T-EHumanEsophagusESCC1.90e-041.39e-010.1131
83857TMTC1P10T-EHumanEsophagusESCC3.55e-041.22e-010.116
83857TMTC1P12T-EHumanEsophagusESCC1.00e-092.38e-010.1122
83857TMTC1P15T-EHumanEsophagusESCC4.35e-061.68e-010.1149
83857TMTC1P16T-EHumanEsophagusESCC6.44e-376.53e-010.1153
83857TMTC1P22T-EHumanEsophagusESCC1.90e-071.44e-010.1236
83857TMTC1P23T-EHumanEsophagusESCC5.16e-102.06e-010.108
83857TMTC1P26T-EHumanEsophagusESCC4.31e-029.36e-020.1276
83857TMTC1P30T-EHumanEsophagusESCC5.96e-195.71e-010.137
83857TMTC1P39T-EHumanEsophagusESCC2.14e-037.62e-020.0894
83857TMTC1P40T-EHumanEsophagusESCC7.99e-051.33e-010.109
83857TMTC1P42T-EHumanEsophagusESCC5.08e-031.39e-010.1175
83857TMTC1P47T-EHumanEsophagusESCC1.14e-025.99e-020.1067
83857TMTC1P48T-EHumanEsophagusESCC2.16e-041.11e-010.0959
83857TMTC1P52T-EHumanEsophagusESCC1.05e-142.88e-010.1555
83857TMTC1P56T-EHumanEsophagusESCC2.21e-029.43e-010.1613
83857TMTC1P74T-EHumanEsophagusESCC1.74e-021.60e-010.1479
83857TMTC1P107T-EHumanEsophagusESCC3.14e-027.34e-020.171
83857TMTC1P128T-EHumanEsophagusESCC1.75e-022.07e-010.1241
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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
∗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:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:00064931EsophagusESCCprotein O-linked glycosylation51/855286/187237.54e-032.70e-0251
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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
TMTC1SNVMissense_Mutationc.760C>Ap.Pro254Thrp.P254TQ8IUR5protein_codingtolerated(0.22)benign(0.061)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMTC1SNVMissense_Mutationc.1073N>Cp.Ile358Thrp.I358TQ8IUR5protein_codingdeleterious(0.02)benign(0.055)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TMTC1SNVMissense_Mutationnovelc.1895N>Tp.Pro632Leup.P632LQ8IUR5protein_codingtolerated(0.73)possibly_damaging(0.534)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TMTC1SNVMissense_Mutationnovelc.329A>Cp.Asn110Thrp.N110TQ8IUR5protein_codingtolerated(0.56)benign(0.001)TCGA-GM-A3NW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
TMTC1SNVMissense_Mutationnovelc.2608G>Cp.Glu870Glnp.E870QQ8IUR5protein_codingtolerated(0.07)probably_damaging(0.996)TCGA-OL-A6VQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TMTC1insertionFrame_Shift_Insnovelc.1895_1896insTATAAp.Glu633IlefsTer24p.E633Ifs*24Q8IUR5protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TMTC1insertionNonsense_Mutationnovelc.2036_2037insTTCCTGAACCATGTGGGAATTAGTTGTATATATCATTCCp.Val679_Ala680insSerTerThrMetTrpGluLeuValValTyrIleIleProp.V679_A680insS*TMWELVVYIIPQ8IUR5protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TMTC1deletionFrame_Shift_Delnovelc.2396delNp.Leu799Terp.L799*Q8IUR5protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TMTC1SNVMissense_Mutationrs769221124c.1605G>Ap.Met535Ilep.M535IQ8IUR5protein_codingtolerated(0.39)benign(0.033)TCGA-VS-A8EI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMTC1SNVMissense_Mutationnovelc.2144N>Gp.Ser715Cysp.S715CQ8IUR5protein_codingdeleterious(0.05)probably_damaging(0.943)TCGA-VS-A9V3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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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