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: KCNK15

Gene summary for KCNK15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KCNK15

Gene ID

60598

Gene namepotassium two pore domain channel subfamily K member 15
Gene AliasK2p15.1
Cytomap20q13.12
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9H427


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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
60598KCNK15GSM4909298HumanBreastIDC1.94e-112.45e-010.1551
60598KCNK15GSM4909301HumanBreastIDC8.60e-041.90e-010.1577
60598KCNK15GSM4909304HumanBreastIDC1.43e-356.14e-010.1636
60598KCNK15GSM4909307HumanBreastIDC1.26e-042.05e-010.1569
60598KCNK15GSM4909308HumanBreastIDC2.62e-041.49e-010.158
60598KCNK15GSM4909309HumanBreastIDC1.84e-094.02e-010.0483
60598KCNK15GSM4909317HumanBreastIDC2.00e-092.26e-010.1355
60598KCNK15GSM4909321HumanBreastIDC4.27e-144.72e-010.1559
60598KCNK15P3HumanBreastIDC4.46e-136.77e-010.1542
60598KCNK15male-WTAHumanThyroidPTC2.61e-101.20e-010.1037
60598KCNK15PTC01HumanThyroidPTC7.43e-163.04e-010.1899
60598KCNK15PTC04HumanThyroidPTC4.11e-021.24e-010.1927
60598KCNK15PTC05HumanThyroidPTC1.26e-105.45e-010.2065
60598KCNK15PTC06HumanThyroidPTC1.39e-205.75e-010.2057
60598KCNK15PTC07HumanThyroidPTC1.85e-163.80e-010.2044
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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:00423912BreastIDCregulation of membrane potential49/1434434/187234.04e-033.25e-0249
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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
KCNK15SNVMissense_Mutationnovelc.471N>Tp.Glu157Aspp.E157DQ9H427protein_codingtolerated(0.33)benign(0.046)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KCNK15SNVMissense_Mutationc.734G>Ap.Arg245Hisp.R245HQ9H427protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KCNK15SNVMissense_Mutationc.362C>Tp.Thr121Metp.T121MQ9H427protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-S3-A6ZH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinCR
KCNK15SNVMissense_Mutationrs746020825c.529N>Ap.Ala177Thrp.A177TQ9H427protein_codingtolerated(0.06)benign(0.157)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KCNK15SNVMissense_Mutationrs772480413c.920N>Tp.Ser307Leup.S307LQ9H427protein_codingdeleterious_low_confidence(0.05)benign(0.12)TCGA-C5-A8XI-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
KCNK15SNVMissense_Mutationc.695T>Cp.Leu232Prop.L232PQ9H427protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
KCNK15SNVMissense_Mutationc.356N>Tp.Pro119Leup.P119LQ9H427protein_codingdeleterious(0)probably_damaging(0.931)TCGA-AD-6548-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KCNK15SNVMissense_Mutationc.295G>Ap.Ala99Thrp.A99TQ9H427protein_codingtolerated(0.07)benign(0.025)TCGA-NH-A8F8-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilPD
KCNK15SNVMissense_Mutationc.401C>Tp.Ala134Valp.A134VQ9H427protein_codingtolerated(0.11)benign(0.076)TCGA-DC-6682-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
KCNK15SNVMissense_Mutationnovelc.47N>Cp.Leu16Prop.L16PQ9H427protein_codingdeleterious(0)probably_damaging(0.923)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/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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