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: KCNJ16

Gene summary for KCNJ16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KCNJ16

Gene ID

3773

Gene namepotassium inwardly rectifying channel subfamily J member 16
Gene AliasBIR9
Cytomap17q24.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9NPI9


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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
3773KCNJ16Adj_PTCwithHT_6HumanThyroidHT1.68e-15-5.04e-010.02
3773KCNJ16Adj_PTCwithHT_8HumanThyroidHT1.04e-04-4.11e-010.0267
3773KCNJ16PTCwithHT_1HumanThyroidHT1.35e-03-5.10e-010.0238
3773KCNJ16PTCwithHT_6HumanThyroidHT4.25e-14-4.92e-010.02
3773KCNJ16PTCwithHT_8HumanThyroidHT6.41e-06-3.53e-010.0351
3773KCNJ16PTCwithoutHT_2HumanThyroidPTC4.62e-09-4.24e-010.0419
3773KCNJ16male-WTAHumanThyroidPTC5.71e-636.95e-010.1037
3773KCNJ16PTC01HumanThyroidPTC1.07e-126.19e-010.1899
3773KCNJ16PTC04HumanThyroidPTC4.20e-023.73e-010.1927
3773KCNJ16PTC05HumanThyroidPTC1.29e-151.29e+000.2065
3773KCNJ16PTC06HumanThyroidPTC1.10e-482.02e+000.2057
3773KCNJ16PTC07HumanThyroidPTC8.38e-421.28e+000.2044
3773KCNJ16ATC09HumanThyroidATC3.28e-03-4.94e-010.2871
3773KCNJ16ATC12HumanThyroidATC3.77e-15-5.10e-010.34
3773KCNJ16ATC13HumanThyroidATC4.70e-13-5.10e-010.34
3773KCNJ16ATC1HumanThyroidATC2.68e-02-4.92e-010.2878
3773KCNJ16ATC4HumanThyroidATC1.42e-13-5.10e-010.34
3773KCNJ16ATC5HumanThyroidATC4.70e-13-5.10e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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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
KCNJ16SNVMissense_Mutationnovelc.1048N>Cp.Glu350Glnp.E350Qprotein_codingtolerated(0.35)benign(0.079)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
KCNJ16SNVMissense_Mutationc.1018N>Ap.Leu340Ilep.L340Iprotein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KCNJ16SNVMissense_Mutationnovelc.336T>Gp.Phe112Leup.F112Lprotein_codingdeleterious(0)benign(0.143)TCGA-AR-A1AW-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
KCNJ16SNVMissense_Mutationc.148N>Tp.Ala50Serp.A50Sprotein_codingtolerated(0.4)benign(0.007)TCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
KCNJ16insertionIn_Frame_Insnovelc.580_581insATTp.Ile194delinsAsnPhep.I194delinsNFprotein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
KCNJ16insertionFrame_Shift_Insnovelc.556_557insGTTTTGTAGTAGTAAGAATp.Ile186SerfsTer61p.I186Sfs*61protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KCNJ16insertionNonsense_Mutationnovelc.558_559insTAGACTTGTTGCTATTTp.Leu187Terp.L187*protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KCNJ16SNVMissense_Mutationc.108N>Ap.Met36Ilep.M36Iprotein_codingtolerated_low_confidence(0.26)benign(0.311)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
KCNJ16SNVMissense_Mutationnovelc.283G>Cp.Asp95Hisp.D95Hprotein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A8ZZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificCisplatinSD
KCNJ16SNVMissense_Mutationc.223N>Tp.Asp75Tyrp.D75Yprotein_codingdeleterious(0)probably_damaging(1)TCGA-FU-A3HZ-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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