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: KCTD12

Gene summary for KCTD12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KCTD12

Gene ID

115207

Gene namepotassium channel tetramerization domain containing 12
Gene AliasC13orf2
Cytomap13q22.3
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

A0A140VJM4


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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
115207KCTD12C04HumanOral cavityOSCC2.82e-053.57e-010.2633
115207KCTD12C21HumanOral cavityOSCC3.12e-166.50e-010.2678
115207KCTD12C30HumanOral cavityOSCC1.03e-055.04e-010.3055
115207KCTD12C43HumanOral cavityOSCC2.27e-051.12e-010.1704
115207KCTD12C51HumanOral cavityOSCC4.81e-033.67e-010.2674
115207KCTD12C06HumanOral cavityOSCC3.26e-026.43e-010.2699
115207KCTD12C08HumanOral cavityOSCC1.75e-031.60e-020.1919
115207KCTD12C09HumanOral cavityOSCC1.57e-021.46e-010.1431
115207KCTD12SYSMH1HumanOral cavityOSCC1.75e-071.58e-010.1127
115207KCTD12SYSMH3HumanOral cavityOSCC3.61e-041.45e-010.2442
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0051259Oral cavityOSCCprotein complex oligomerization121/7305238/187231.29e-049.21e-04121
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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
KCTD12SNVMissense_Mutationnovelc.938N>Cp.Ile313Thrp.I313TQ96CX2protein_codingdeleterious(0.01)benign(0.122)TCGA-E9-A1N3-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
KCTD12deletionIn_Frame_Delnovelc.121_132delGGGGGCCAGGTGp.Gly41_Val44delp.G41_V44delQ96CX2protein_codingTCGA-D8-A1XW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
KCTD12SNVMissense_Mutationc.704N>Cp.Arg235Prop.R235PQ96CX2protein_codingdeleterious(0)possibly_damaging(0.905)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
KCTD12SNVMissense_Mutationc.811T>Cp.Tyr271Hisp.Y271HQ96CX2protein_codingdeleterious(0.05)benign(0.159)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KCTD12SNVMissense_Mutationc.905N>Ap.Phe302Tyrp.F302YQ96CX2protein_codingtolerated(0.29)benign(0.007)TCGA-G4-6294-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilPD
KCTD12SNVMissense_Mutationnovelc.652N>Cp.Tyr218Hisp.Y218HQ96CX2protein_codingtolerated(0.12)benign(0.043)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KCTD12SNVMissense_Mutationc.677N>Tp.Ala226Valp.A226VQ96CX2protein_codingdeleterious(0.01)benign(0.062)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KCTD12SNVMissense_Mutationnovelc.838G>Ap.Ala280Thrp.A280TQ96CX2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
KCTD12deletionFrame_Shift_Delnovelc.41delNp.Gly14AlafsTer25p.G14Afs*25Q96CX2protein_codingTCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KCTD12SNVMissense_Mutationnovelc.686N>Gp.Lys229Argp.K229RQ96CX2protein_codingdeleterious(0.04)possibly_damaging(0.619)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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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