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: TMTC4

Gene summary for TMTC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMTC4

Gene ID

84899

Gene nametransmembrane O-mannosyltransferase targeting cadherins 4
Gene AliasTMTC4
Cytomap13q32.3
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q5T4D3


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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
84899TMTC4HTA11_99999965104_69814HumanColorectumMSS2.12e-116.85e-010.281
84899TMTC4HTA11_99999971662_82457HumanColorectumMSS2.67e-136.58e-010.3859
84899TMTC4A015-C-203HumanColorectumFAP3.93e-09-2.52e-01-0.1294
84899TMTC4A001-C-108HumanColorectumFAP7.05e-05-2.15e-01-0.0272
84899TMTC4A002-C-205HumanColorectumFAP8.08e-04-2.13e-01-0.1236
84899TMTC4A002-C-114HumanColorectumFAP3.18e-03-2.10e-01-0.1561
84899TMTC4A015-C-104HumanColorectumFAP2.63e-10-2.49e-01-0.1899
84899TMTC4A001-C-014HumanColorectumFAP2.27e-03-1.97e-010.0135
84899TMTC4A002-C-016HumanColorectumFAP1.38e-06-2.03e-010.0521
84899TMTC4A002-C-116HumanColorectumFAP3.09e-09-2.47e-01-0.0452
84899TMTC4A018-E-020HumanColorectumFAP4.70e-03-1.93e-01-0.2034
84899TMTC4F034HumanColorectumFAP2.39e-04-1.63e-01-0.0665
84899TMTC4CRC-3-11773HumanColorectumCRC6.85e-03-2.07e-010.2564
84899TMTC4LZE4THumanEsophagusESCC4.02e-041.52e-010.0811
84899TMTC4LZE7THumanEsophagusESCC9.80e-042.80e-010.0667
84899TMTC4LZE8THumanEsophagusESCC8.52e-051.23e-010.067
84899TMTC4LZE22THumanEsophagusESCC3.82e-021.72e-010.068
84899TMTC4LZE24THumanEsophagusESCC2.45e-051.43e-010.0596
84899TMTC4P1T-EHumanEsophagusESCC5.33e-083.61e-010.0875
84899TMTC4P2T-EHumanEsophagusESCC5.64e-081.65e-010.1177
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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
∗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:00349762ColorectumMSSresponse to endoplasmic reticulum stress81/3467256/187232.65e-071.10e-0581
GO:00324692ColorectumMSSendoplasmic reticulum calcium ion homeostasis16/346725/187236.86e-072.48e-0516
GO:00359672ColorectumMSScellular response to topologically incorrect protein42/3467116/187234.99e-061.38e-0442
GO:00359662ColorectumMSSresponse to topologically incorrect protein53/3467159/187235.50e-061.49e-0453
GO:00709972ColorectumMSSneuron death97/3467361/187235.21e-059.31e-0497
GO:00069862ColorectumMSSresponse to unfolded protein44/3467137/187238.99e-051.43e-0344
GO:00346202ColorectumMSScellular response to unfolded protein33/346796/187231.58e-042.28e-0333
GO:00514022ColorectumMSSneuron apoptotic process66/3467246/187237.94e-048.36e-0366
GO:00709974ColorectumFAPneuron death81/2622361/187238.35e-062.46e-0481
GO:00349764ColorectumFAPresponse to endoplasmic reticulum stress61/2622256/187231.58e-054.10e-0461
GO:00514024ColorectumFAPneuron apoptotic process55/2622246/187232.42e-043.37e-0355
GO:00324693ColorectumFAPendoplasmic reticulum calcium ion homeostasis10/262225/187231.24e-031.16e-0210
GO:00064861ColorectumFAPprotein glycosylation48/2622226/187231.85e-031.57e-0248
GO:00434131ColorectumFAPmacromolecule glycosylation48/2622226/187231.85e-031.57e-0248
GO:00700851ColorectumFAPglycosylation50/2622240/187232.30e-031.85e-0250
GO:0009101ColorectumFAPglycoprotein biosynthetic process63/2622317/187232.31e-031.86e-0263
GO:00709975ColorectumCRCneuron death65/2078361/187235.55e-051.26e-0365
GO:00514025ColorectumCRCneuron apoptotic process45/2078246/187235.12e-047.21e-0345
GO:00324694ColorectumCRCendoplasmic reticulum calcium ion homeostasis9/207825/187239.76e-041.17e-029
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
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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
TMTC4SNVMissense_Mutationnovelc.1081N>Ap.Gly361Serp.G361SQ5T4D3protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A7-A4SA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
TMTC4SNVMissense_Mutationnovelc.835N>Cp.Asn279Hisp.N279HQ5T4D3protein_codingtolerated(0.2)benign(0.136)TCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMTC4SNVMissense_Mutationrs779577700c.1379N>Cp.Leu460Prop.L460PQ5T4D3protein_codingtolerated(0.12)benign(0.003)TCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TMTC4SNVMissense_Mutationc.838C>Tp.Leu280Phep.L280FQ5T4D3protein_codingtolerated(0.77)benign(0)TCGA-AN-A0FW-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TMTC4SNVMissense_Mutationrs147952663c.1907A>Gp.His636Argp.H636RQ5T4D3protein_codingdeleterious(0)possibly_damaging(0.704)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TMTC4SNVMissense_Mutationc.1029N>Tp.Leu343Phep.L343FQ5T4D3protein_codingdeleterious(0)benign(0.413)TCGA-B6-A0I9-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
TMTC4SNVMissense_Mutationrs374396567c.1345N>Ap.Gly449Argp.G449RQ5T4D3protein_codingtolerated(0.59)benign(0.01)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMTC4SNVMissense_Mutationc.1541N>Cp.Lys514Thrp.K514TQ5T4D3protein_codingtolerated(0.38)benign(0.014)TCGA-C8-A12M-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMTC4SNVMissense_Mutationc.1565G>Ap.Arg522Lysp.R522KQ5T4D3protein_codingtolerated(1)benign(0)TCGA-D8-A140-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicin+cyclophosphamidSD
TMTC4insertionFrame_Shift_Insnovelc.94_95insATTGGCACTGTGCCTACAGTAATGTGAAAp.Pro32HisfsTer22p.P32Hfs*22Q5T4D3protein_codingTCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
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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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