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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: KCNJ3

Gene summary for KCNJ3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KCNJ3

Gene ID

3760

Gene namepotassium inwardly rectifying channel subfamily J member 3
Gene AliasGIRK1
Cytomap2q24.1
Gene Typeprotein-coding
GO ID

GO:0001508

UniProtAcc

P48549


Top

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
3760KCNJ3GSM4909291HumanBreastIDC3.64e-307.56e-010.1753
3760KCNJ3GSM4909307HumanBreastIDC3.24e-499.49e-010.1569
3760KCNJ3GSM4909308HumanBreastIDC6.51e-1101.35e+000.158
3760KCNJ3NCCBC2HumanBreastDCIS6.63e-035.17e-010.1554
3760KCNJ3HTA11_99999965062_69753HumanColorectumMSI-H5.48e-058.31e-010.3487
3760KCNJ3HTA11_99999965104_69814HumanColorectumMSS2.11e-073.90e-010.281
3760KCNJ3CRC-1-8810HumanColorectumCRC1.14e-338.39e-010.6257
3760KCNJ3S43HumanLiverCirrhotic4.33e-03-7.72e-02-0.0187
3760KCNJ3HCC1_MengHumanLiverHCC4.33e-03-9.03e-020.0246
3760KCNJ3cirrhotic2HumanLiverCirrhotic9.14e-03-8.87e-020.0201
3760KCNJ3HCC1HumanLiverHCC7.86e-151.61e+000.5336
3760KCNJ3HCC2HumanLiverHCC7.81e-382.62e+000.5341
3760KCNJ3HCC5HumanLiverHCC1.96e-158.02e-010.4932
3760KCNJ3Pt13.aHumanLiverHCC9.14e-03-9.16e-020.021
3760KCNJ3HTA12-15-2HumanPancreasPDAC4.27e-032.47e-010.2315
3760KCNJ3HTA12-23-1HumanPancreasPDAC1.44e-055.15e-010.3405
3760KCNJ3HTA12-25-1HumanPancreasPDAC3.64e-054.88e-010.313
3760KCNJ3HTA12-26-1HumanPancreasPDAC9.77e-136.22e-010.3728
3760KCNJ3HTA12-29-1HumanPancreasPDAC6.39e-347.83e-010.3722
3760KCNJ3HTA12-32-1HumanPancreasPDAC1.46e-037.34e-010.3624
Page: 1 

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
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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:008606511BreastIDCcell communication involved in cardiac conduction13/143458/187233.59e-045.18e-0313
GO:00613373BreastIDCcardiac conduction16/143498/187233.06e-032.60e-0216
GO:00423912BreastIDCregulation of membrane potential49/1434434/187234.04e-033.25e-0249
GO:00860015BreastIDCcardiac muscle cell action potential13/143476/187234.81e-033.67e-0213
GO:00020271BreastIDCregulation of heart rate16/1434103/187235.06e-033.79e-0216
GO:00030125BreastIDCmuscle system process50/1434452/187235.52e-034.05e-0250
GO:00015082BreastIDCaction potential19/1434134/187236.62e-034.62e-0219
GO:008606521BreastDCIScell communication involved in cardiac conduction12/139058/187239.71e-041.08e-0212
GO:000301212BreastDCISmuscle system process50/1390452/187233.02e-032.57e-0250
GO:006133711BreastDCIScardiac conduction15/139098/187235.65e-034.09e-0215
GO:00423911BreastDCISregulation of membrane potential47/1390434/187235.87e-034.20e-0247
GO:00300482ColorectumMSSactin filament-based movement44/3467127/187231.11e-052.64e-0444
GO:0086001ColorectumMSScardiac muscle cell action potential26/346776/187238.18e-048.59e-0326
GO:0086065ColorectumMSScell communication involved in cardiac conduction21/346758/187231.11e-031.09e-0221
GO:0086005ColorectumMSSventricular cardiac muscle cell action potential14/346735/187232.50e-032.01e-0214
GO:0086091ColorectumMSSregulation of heart rate by cardiac conduction15/346739/187232.80e-032.19e-0215
GO:0070252ColorectumMSSactin-mediated cell contraction29/346797/187234.38e-033.10e-0229
GO:0086003ColorectumMSScardiac muscle cell contraction23/346773/187235.22e-033.57e-0223
GO:00030121ColorectumMSSmuscle system process105/3467452/187236.39e-034.26e-02105
GO:00860651ColorectumMSI-Hcell communication involved in cardiac conduction12/131958/187236.11e-041.20e-0212
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0491523BreastIDCEstrogen signaling pathway35/867138/84652.55e-075.18e-063.88e-0635
hsa0472323BreastIDCRetrograde endocannabinoid signaling31/867148/84657.62e-057.50e-045.61e-0431
hsa0491533BreastIDCEstrogen signaling pathway35/867138/84652.55e-075.18e-063.88e-0635
hsa0472333BreastIDCRetrograde endocannabinoid signaling31/867148/84657.62e-057.50e-045.61e-0431
hsa0491542BreastDCISEstrogen signaling pathway35/846138/84651.40e-072.51e-061.85e-0635
hsa0472342BreastDCISRetrograde endocannabinoid signaling29/846148/84652.82e-042.34e-031.72e-0329
hsa0491552BreastDCISEstrogen signaling pathway35/846138/84651.40e-072.51e-061.85e-0635
hsa0472352BreastDCISRetrograde endocannabinoid signaling29/846148/84652.82e-042.34e-031.72e-0329
hsa047234ColorectumMSSRetrograde endocannabinoid signaling61/1875148/84651.21e-071.93e-061.18e-0661
hsa049152ColorectumMSSEstrogen signaling pathway48/1875138/84654.23e-043.08e-031.89e-0348
hsa047284ColorectumMSSDopaminergic synapse45/1875132/84651.02e-035.94e-033.64e-0345
hsa04713ColorectumMSSCircadian entrainment32/187597/84658.84e-033.25e-021.99e-0232
hsa04725ColorectumMSSCholinergic synapse36/1875113/84651.05e-023.69e-022.26e-0236
hsa047235ColorectumMSSRetrograde endocannabinoid signaling61/1875148/84651.21e-071.93e-061.18e-0661
hsa049153ColorectumMSSEstrogen signaling pathway48/1875138/84654.23e-043.08e-031.89e-0348
hsa047285ColorectumMSSDopaminergic synapse45/1875132/84651.02e-035.94e-033.64e-0345
hsa047131ColorectumMSSCircadian entrainment32/187597/84658.84e-033.25e-021.99e-0232
hsa047251ColorectumMSSCholinergic synapse36/1875113/84651.05e-023.69e-022.26e-0236
hsa047236ColorectumMSI-HRetrograde endocannabinoid signaling33/797148/84651.88e-063.21e-052.69e-0533
hsa047237ColorectumMSI-HRetrograde endocannabinoid signaling33/797148/84651.88e-063.21e-052.69e-0533
Page: 1 2 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
KCNJ3SNVMissense_Mutationnovelc.373N>Tp.Ala125Serp.A125SP48549protein_codingtolerated(0.77)benign(0.115)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
KCNJ3SNVMissense_Mutationc.173G>Tp.Gly58Valp.G58VP48549protein_codingtolerated(0.09)possibly_damaging(0.84)TCGA-BH-A0BL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
KCNJ3SNVMissense_Mutationnovelc.1063N>Ap.Pro355Thrp.P355TP48549protein_codingtolerated(0.16)benign(0.025)TCGA-GI-A2C9-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificSD
KCNJ3SNVMissense_Mutationnovelc.806C>Tp.Thr269Ilep.T269IP48549protein_codingtolerated(0.44)benign(0.114)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KCNJ3SNVMissense_Mutationc.5N>Tp.Ser2Phep.S2FP48549protein_codingdeleterious_low_confidence(0)possibly_damaging(0.641)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KCNJ3SNVMissense_Mutationc.790C>Ap.Leu264Ilep.L264IP48549protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
KCNJ3SNVMissense_Mutationc.676N>Ap.Ala226Thrp.A226TP48549protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
KCNJ3SNVMissense_Mutationc.471G>Tp.Glu157Aspp.E157DP48549protein_codingdeleterious(0)probably_damaging(0.981)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
KCNJ3SNVMissense_Mutationnovelc.1456G>Ap.Gly486Argp.G486RP48549protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.603)TCGA-AA-3975-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
KCNJ3SNVMissense_Mutationnovelc.1151A>Tp.Asn384Ilep.N384IP48549protein_codingtolerated(0.36)benign(0.038)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 

Top

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
3760KCNJ3EXTERNAL SIDE OF PLASMA MEMBRANE, ION CHANNEL, DRUGGABLE GENOMEactivator135652743
3760KCNJ3EXTERNAL SIDE OF PLASMA MEMBRANE, ION CHANNEL, DRUGGABLE GENOMEactivator223366101
3760KCNJ3EXTERNAL SIDE OF PLASMA MEMBRANE, ION CHANNEL, DRUGGABLE GENOMEblocker223366037
3760KCNJ3EXTERNAL SIDE OF PLASMA MEMBRANE, ION CHANNEL, DRUGGABLE GENOMECLOZAPINECLOZAPINE10780978
3760KCNJ3EXTERNAL SIDE OF PLASMA MEMBRANE, ION CHANNEL, DRUGGABLE GENOMEFLUPIRTINEFLUPIRTINE
3760KCNJ3EXTERNAL SIDE OF PLASMA MEMBRANE, ION CHANNEL, DRUGGABLE GENOMEblocker135652729
3760KCNJ3EXTERNAL SIDE OF PLASMA MEMBRANE, ION CHANNEL, DRUGGABLE GENOMETHYROTROPINTHYROTROPIN10075694
Page: 1