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: KCNJ15

Gene summary for KCNJ15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KCNJ15

Gene ID

3772

Gene namepotassium inwardly rectifying channel subfamily J member 15
Gene AliasIRKK
Cytomap21q22.13-q22.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q99712


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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
3772KCNJ15LZE4THumanEsophagusESCC2.57e-052.08e-010.0811
3772KCNJ15LZE8THumanEsophagusESCC4.22e-052.10e-010.067
3772KCNJ15P2T-EHumanEsophagusESCC2.91e-06-1.98e-020.1177
3772KCNJ15P4T-EHumanEsophagusESCC6.11e-131.02e-010.1323
3772KCNJ15P5T-EHumanEsophagusESCC8.35e-04-6.41e-020.1327
3772KCNJ15P9T-EHumanEsophagusESCC1.44e-081.38e-010.1131
3772KCNJ15P10T-EHumanEsophagusESCC9.11e-194.79e-010.116
3772KCNJ15P11T-EHumanEsophagusESCC5.58e-054.58e-010.1426
3772KCNJ15P15T-EHumanEsophagusESCC2.89e-122.73e-010.1149
3772KCNJ15P21T-EHumanEsophagusESCC1.04e-215.09e-010.1617
3772KCNJ15P22T-EHumanEsophagusESCC5.63e-296.49e-010.1236
3772KCNJ15P26T-EHumanEsophagusESCC1.70e-174.24e-010.1276
3772KCNJ15P27T-EHumanEsophagusESCC3.15e-071.30e-010.1055
3772KCNJ15P28T-EHumanEsophagusESCC4.52e-071.72e-010.1149
3772KCNJ15P30T-EHumanEsophagusESCC4.12e-122.99e-010.137
3772KCNJ15P31T-EHumanEsophagusESCC6.16e-154.77e-010.1251
3772KCNJ15P37T-EHumanEsophagusESCC2.34e-081.71e-010.1371
3772KCNJ15P42T-EHumanEsophagusESCC1.45e-062.15e-010.1175
3772KCNJ15P48T-EHumanEsophagusESCC2.54e-081.46e-010.0959
3772KCNJ15P52T-EHumanEsophagusESCC8.44e-163.78e-010.1555
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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
hsa0497112LungIACGastric acid secretion17/105376/84651.08e-023.93e-022.61e-0217
hsa0497113LungIACGastric acid secretion17/105376/84651.08e-023.93e-022.61e-0217
hsa0497121LungAISGastric acid secretion16/96176/84651.02e-024.28e-022.74e-0216
hsa0497131LungAISGastric acid secretion16/96176/84651.02e-024.28e-022.74e-0216
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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
KCNJ15SNVMissense_Mutationc.465N>Tp.Leu155Phep.L155FQ99712protein_codingtolerated(0.17)probably_damaging(0.951)TCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
KCNJ15SNVMissense_Mutationrs757894746c.82N>Tp.Arg28Cysp.R28CQ99712protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A8-A08G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
KCNJ15SNVMissense_Mutationnovelc.471N>Tp.Glu157Aspp.E157DQ99712protein_codingtolerated(0.27)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KCNJ15SNVMissense_Mutationrs765815153c.398N>Ap.Arg133Hisp.R133HQ99712protein_codingdeleterious(0)probably_damaging(1)TCGA-B6-A0WV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KCNJ15SNVMissense_Mutationc.544N>Ap.His182Asnp.H182NQ99712protein_codingtolerated(0.21)benign(0.003)TCGA-D8-A1XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamide+tamoxifenSD
KCNJ15SNVMissense_Mutationnovelc.509N>Cp.Arg170Thrp.R170TQ99712protein_codingtolerated(0.06)probably_damaging(0.984)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
KCNJ15insertionFrame_Shift_Insnovelc.338_339insCAGAGCCTGGCAATGGATGCCATTCACAp.Leu114ArgfsTer53p.L114Rfs*53Q99712protein_codingTCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KCNJ15SNVMissense_Mutationrs772620107c.350N>Tp.Ala117Valp.A117VQ99712protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KCNJ15SNVMissense_Mutationrs765815153c.398N>Ap.Arg133Hisp.R133HQ99712protein_codingdeleterious(0)probably_damaging(1)TCGA-5M-AAT4-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
KCNJ15SNVMissense_Mutationc.976N>Tp.Asp326Tyrp.D326YQ99712protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3941-01Colorectumcolon adenocarcinomaFemale>=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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