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: TMTC2

Gene summary for TMTC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMTC2

Gene ID

160335

Gene nametransmembrane O-mannosyltransferase targeting cadherins 2
Gene AliasIBDBP1
Cytomap12q21.31
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

B7Z639


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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
160335TMTC2CCI_1HumanCervixCC3.44e-201.20e+000.528
160335TMTC2CCI_2HumanCervixCC1.79e-101.51e+000.5249
160335TMTC2CCI_3HumanCervixCC1.15e-117.10e-010.516
160335TMTC2HTA11_1938_2000001011HumanColorectumAD4.56e-128.38e-01-0.0811
160335TMTC2HTA11_1391_2000001011HumanColorectumAD1.36e-036.06e-01-0.059
160335TMTC2HTA11_99999965062_69753HumanColorectumMSI-H1.13e-171.66e+000.3487
160335TMTC2HTA11_99999974143_84620HumanColorectumMSS1.63e-14-5.69e-010.3005
160335TMTC2A002-C-010HumanColorectumFAP2.02e-063.02e-010.242
160335TMTC2A015-C-203HumanColorectumFAP2.02e-27-5.75e-01-0.1294
160335TMTC2A015-C-204HumanColorectumFAP4.22e-03-3.11e-01-0.0228
160335TMTC2A002-C-201HumanColorectumFAP2.96e-07-2.36e-010.0324
160335TMTC2A002-C-203HumanColorectumFAP4.07e-022.36e-010.2786
160335TMTC2A001-C-119HumanColorectumFAP2.08e-08-5.11e-01-0.1557
160335TMTC2A001-C-108HumanColorectumFAP1.10e-10-2.72e-01-0.0272
160335TMTC2A002-C-205HumanColorectumFAP2.72e-21-5.23e-01-0.1236
160335TMTC2A015-C-005HumanColorectumFAP1.49e-04-4.05e-01-0.0336
160335TMTC2A015-C-006HumanColorectumFAP2.87e-14-5.80e-01-0.0994
160335TMTC2A015-C-106HumanColorectumFAP2.14e-04-2.94e-01-0.0511
160335TMTC2A002-C-114HumanColorectumFAP9.26e-19-5.81e-01-0.1561
160335TMTC2A015-C-104HumanColorectumFAP4.13e-27-5.96e-01-0.1899
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:0006486ColorectumADprotein glycosylation64/3918226/187234.86e-033.27e-0264
GO:0043413ColorectumADmacromolecule glycosylation64/3918226/187234.86e-033.27e-0264
GO:0070085ColorectumADglycosylation67/3918240/187235.78e-033.67e-0267
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:0006493LungAISprotein O-linked glycosylation17/184986/187234.04e-033.65e-0217
GO:00064863LungAISprotein glycosylation35/1849226/187234.93e-034.27e-0235
GO:00434133LungAISmacromolecule glycosylation35/1849226/187234.93e-034.27e-0235
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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
TMTC2SNVMissense_Mutationc.2177N>Ap.Arg726Hisp.R726HQ8N394protein_codingdeleterious(0)probably_damaging(0.974)TCGA-AR-A24K-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelSD
TMTC2SNVMissense_Mutationc.1711N>Gp.Leu571Valp.L571VQ8N394protein_codingtolerated(0.06)probably_damaging(0.985)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
TMTC2SNVMissense_Mutationrs780418266c.877N>Cp.Asp293Hisp.D293HQ8N394protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
TMTC2SNVMissense_Mutationc.2505N>Cp.Lys835Asnp.K835NQ8N394protein_codingtolerated_low_confidence(0.08)benign(0.015)TCGA-E2-A150-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TMTC2SNVMissense_Mutationc.221N>Ap.Arg74Hisp.R74HQ8N394protein_codingdeleterious(0)probably_damaging(1)TCGA-GM-A2DB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
TMTC2insertionNonsense_Mutationnovelc.631_632insGTTAp.Gln211ArgfsTer2p.Q211Rfs*2Q8N394protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMTC2insertionFrame_Shift_Insnovelc.202_203insATTCAATGTTTGTACCTTATCCACATATGp.Leu68HisfsTer18p.L68Hfs*18Q8N394protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TMTC2SNVMissense_Mutationnovelc.577N>Tp.Leu193Phep.L193FQ8N394protein_codingdeleterious(0.04)probably_damaging(0.923)TCGA-C5-A7UI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TMTC2SNVMissense_Mutationc.2351A>Cp.Asn784Thrp.N784TQ8N394protein_codingdeleterious(0)probably_damaging(0.999)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMTC2SNVMissense_Mutationc.474N>Gp.His158Glnp.H158QQ8N394protein_codingdeleterious(0)benign(0.329)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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