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: KCTD15

Gene summary for KCTD15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KCTD15

Gene ID

79047

Gene namepotassium channel tetramerization domain containing 15
Gene AliasKCTD15
Cytomap19q13.11
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q96SI1


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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
79047KCTD15C04HumanOral cavityOSCC4.45e-105.04e-010.2633
79047KCTD15C30HumanOral cavityOSCC6.06e-216.87e-010.3055
79047KCTD15C46HumanOral cavityOSCC9.88e-112.31e-010.1673
79047KCTD15C51HumanOral cavityOSCC1.83e-022.40e-010.2674
79047KCTD15C08HumanOral cavityOSCC4.96e-052.09e-010.1919
79047KCTD15LP17HumanOral cavityLP1.19e-023.29e-010.2349
79047KCTD15SYSMH1HumanOral cavityOSCC7.06e-031.05e-010.1127
79047KCTD15SYSMH2HumanOral cavityOSCC7.05e-092.66e-010.2326
79047KCTD15SYSMH3HumanOral cavityOSCC4.38e-123.52e-010.2442
79047KCTD15male-WTAHumanThyroidPTC6.75e-055.88e-020.1037
79047KCTD15PTC07HumanThyroidPTC4.81e-032.65e-020.2044
79047KCTD15ATC13HumanThyroidATC2.37e-377.40e-010.34
79047KCTD15ATC2HumanThyroidATC5.12e-065.84e-010.34
79047KCTD15ATC3HumanThyroidATC2.82e-033.02e-010.338
79047KCTD15ATC5HumanThyroidATC1.72e-398.16e-010.34
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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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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
GO:00512591Oral cavityLPprotein complex oligomerization85/4623238/187238.81e-051.11e-0385
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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
KCTD15SNVMissense_Mutationrs755060049c.709N>Gp.Phe237Valp.F237VQ96SI1protein_codingtolerated(0.58)benign(0.055)TCGA-A2-A0CS-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
KCTD15SNVMissense_Mutationrs755060049c.709N>Gp.Phe237Valp.F237VQ96SI1protein_codingtolerated(0.58)benign(0.055)TCGA-BH-A18K-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
KCTD15insertionNonsense_Mutationnovelc.124_125insATGTATTTTTGAAACAAAAATGCTCTTAATTTGATGTGAAATTTAp.Ala42delinsAspValPheLeuLysGlnLysCysSerTerPheAspValLysPheThrp.A42delinsDVFLKQKCS*FDVKFTQ96SI1protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KCTD15SNVMissense_Mutationc.472G>Ap.Glu158Lysp.E158KQ96SI1protein_codingtolerated(0.12)benign(0.01)TCGA-C5-A7X3-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinSD
KCTD15SNVMissense_Mutationrs774560706c.35C>Tp.Ser12Leup.S12LQ96SI1protein_codingtolerated_low_confidence(0.33)benign(0.003)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KCTD15SNVMissense_Mutationnovelc.70N>Ap.Gly24Argp.G24RQ96SI1protein_codingdeleterious_low_confidence(0.02)benign(0.001)TCGA-LP-A4AU-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
KCTD15SNVMissense_Mutationc.247N>Cp.Ser83Argp.S83RQ96SI1protein_codingdeleterious(0.03)benign(0.044)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KCTD15SNVMissense_Mutationrs770573450c.787N>Tp.Arg263Trpp.R263WQ96SI1protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
KCTD15SNVMissense_Mutationrs199530630c.337N>Ap.Val113Ilep.V113IQ96SI1protein_codingtolerated(1)benign(0.003)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
KCTD15SNVMissense_Mutationc.544N>Ap.Ala182Thrp.A182TQ96SI1protein_codingtolerated(1)benign(0.007)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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