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: KCNC2

Gene summary for KCNC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KCNC2

Gene ID

3747

Gene namepotassium voltage-gated channel subfamily C member 2
Gene AliasKV3.2
Cytomap12q21.1
Gene Typeprotein-coding
GO ID

GO:0001508

UniProtAcc

Q96PR1


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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
3747KCNC2GSM4909308HumanBreastIDC3.17e-032.18e-010.158
3747KCNC2M1HumanBreastIDC2.63e-318.84e-010.1577
3747KCNC2NCCBC2HumanBreastDCIS1.14e-067.90e-010.1554
3747KCNC2GSM5252128_BPH327PrGF_ViaHumanProstateBPH2.41e-072.67e-01-0.1688
3747KCNC2GSM5252130_BPH340PrGF_ViaHumanProstateBPH1.67e-092.23e-01-0.1972
3747KCNC2GSM5252131_BPH340PrSF_ViaHumanProstateBPH6.49e-102.70e-01-0.2126
3747KCNC2GSM5252132_BPH389PrGFHumanProstateBPH1.36e-115.73e-01-0.2247
3747KCNC2GSM5252134_BPH511PrG_Fcol_3GEXHumanProstateBPH6.76e-123.10e-01-0.1433
3747KCNC2GSM5252136_BPH556PrGA1_FcolHumanProstateBPH2.48e-205.24e-01-0.23
3747KCNC2048752_1579-all-cellsHumanProstateBPH9.23e-387.34e-010.1008
3747KCNC2052095_1628-all-cellsHumanProstateBPH3.88e-388.15e-010.1032
3747KCNC2052097_1595-all-cellsHumanProstateBPH6.06e-204.91e-010.0972
3747KCNC2052099_1652-all-cellsHumanProstateBPH1.48e-481.01e+000.1038
3747KCNC2Dong_P1HumanProstateTumor1.03e-061.51e-010.035
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:001003814BreastIDCresponse to metal ion65/1434373/187232.95e-103.42e-0865
GO:004885713BreastIDCneural nucleus development21/143464/187235.35e-094.28e-0721
GO:000963613BreastIDCresponse to toxic substance44/1434262/187236.33e-073.00e-0544
GO:000931412BreastIDCresponse to radiation62/1434456/187236.91e-062.10e-0462
GO:009723713BreastIDCcellular response to toxic substance24/1434124/187232.05e-054.97e-0424
GO:001095913BreastIDCregulation of metal ion transport52/1434406/187231.76e-042.97e-0352
GO:009730514BreastIDCresponse to alcohol36/1434253/187232.29e-043.64e-0336
GO:003241111BreastIDCpositive regulation of transporter activity20/1434120/187237.64e-049.27e-0320
GO:00140751BreastIDCresponse to amine11/143449/187239.88e-041.11e-0211
GO:00432703BreastIDCpositive regulation of ion transport36/1434275/187231.11e-031.22e-0236
GO:002289812BreastIDCregulation of transmembrane transporter activity36/1434278/187231.35e-031.40e-0236
GO:003241411BreastIDCpositive regulation of ion transmembrane transporter activity18/1434109/187231.53e-031.53e-0218
GO:00454713BreastIDCresponse to ethanol21/1434137/187231.72e-031.67e-0221
GO:003476711BreastIDCpositive regulation of ion transmembrane transport24/1434167/187232.07e-031.95e-0224
GO:199008912BreastIDCresponse to nerve growth factor11/143456/187233.08e-032.61e-0211
GO:00423912BreastIDCregulation of membrane potential49/1434434/187234.04e-033.25e-0249
GO:007124113BreastIDCcellular response to inorganic substance29/1434226/187234.28e-033.34e-0229
GO:00324125BreastIDCregulation of ion transmembrane transporter activity33/1434267/187234.38e-033.40e-0233
GO:00324096BreastIDCregulation of transporter activity37/1434310/187234.77e-033.66e-0237
GO:00347644BreastIDCpositive regulation of transmembrane transport28/1434219/187235.19e-033.86e-0228
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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
KCNC2SNVMissense_Mutationc.1762G>Ap.Asp588Asnp.D588NQ96PR1protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.889)TCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
KCNC2SNVMissense_Mutationc.1760N>Tp.Ser587Phep.S587FQ96PR1protein_codingdeleterious_low_confidence(0.02)benign(0.212)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
KCNC2SNVMissense_Mutationc.1382G>Ap.Gly461Glup.G461EQ96PR1protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
KCNC2SNVMissense_Mutationc.857A>Tp.Glu286Valp.E286VQ96PR1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E9-A22G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
KCNC2insertionNonsense_Mutationnovelc.786_787insTGCAAATTCTTCTAATATATATCTAACAACTGTTp.Pro263CysfsTer5p.P263Cfs*5Q96PR1protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
KCNC2SNVMissense_Mutationnovelc.800N>Ap.Gly267Aspp.G267DQ96PR1protein_codingtolerated(0.33)benign(0.005)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KCNC2SNVMissense_Mutationrs773079241c.517G>Ap.Asp173Asnp.D173NQ96PR1protein_codingdeleterious(0.03)benign(0.007)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KCNC2insertionFrame_Shift_Insnovelc.158_159insAp.Leu54AlafsTer199p.L54Afs*199Q96PR1protein_codingTCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
KCNC2SNVMissense_Mutationc.245N>Tp.Ala82Valp.A82VQ96PR1protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.992)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
KCNC2SNVMissense_Mutationrs199735865c.1684N>Tp.Arg562Cysp.R562CQ96PR1protein_codingtolerated_low_confidence(0.09)benign(0.014)TCGA-AA-3877-01Colorectumcolon 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
3747KCNC2DRUGGABLE GENOME, ION CHANNEL, KINASEblockerCHEMBL1200728GUANIDINE HYDROCHLORIDE
3747KCNC2DRUGGABLE GENOME, ION CHANNEL, KINASEblockerCHEMBL113461TEDISAMIL
3747KCNC2DRUGGABLE GENOME, ION CHANNEL, KINASEblockerCHEMBL2107762NERISPIRDINE
3747KCNC2DRUGGABLE GENOME, ION CHANNEL, KINASEblockerCHEMBL284348DALFAMPRIDINE
3747KCNC2DRUGGABLE GENOME, ION CHANNEL, KINASEblocker135652463
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