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: KCNMB4

Gene summary for KCNMB4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KCNMB4

Gene ID

27345

Gene namepotassium calcium-activated channel subfamily M regulatory beta subunit 4
Gene AliasKCNMB4
Cytomap12q15
Gene Typeprotein-coding
GO ID

GO:0001505

UniProtAcc

Q86W47


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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
27345KCNMB4male-WTAHumanThyroidPTC3.63e-067.44e-020.1037
27345KCNMB4PTC06HumanThyroidPTC4.78e-051.53e-010.2057
27345KCNMB4PTC07HumanThyroidPTC9.39e-034.52e-020.2044
27345KCNMB4ATC13HumanThyroidATC1.32e-691.68e+000.34
27345KCNMB4ATC5HumanThyroidATC1.40e-711.78e+000.34
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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
GO:0010038112ThyroidPTCresponse to metal ion157/5968373/187231.80e-051.86e-04157
GO:005159219ThyroidPTCresponse to calcium ion65/5968149/187231.67e-039.16e-0365
GO:0010038210ThyroidATCresponse to metal ion165/6293373/187231.07e-051.05e-04165
GO:005159225ThyroidATCresponse to calcium ion69/6293149/187238.43e-044.62e-0369
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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
KCNMB4SNVMissense_Mutationnovelc.155N>Tp.Ala52Valp.A52VQ86W47protein_codingdeleterious(0.01)benign(0.055)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KCNMB4SNVMissense_Mutationc.190N>Ap.Glu64Lysp.E64KQ86W47protein_codingdeleterious(0.03)benign(0.058)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
KCNMB4SNVMissense_Mutationc.627N>Ap.Phe209Leup.F209LQ86W47protein_codingtolerated_low_confidence(0.44)benign(0.018)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
KCNMB4SNVMissense_Mutationnovelc.92C>Tp.Ser31Leup.S31LQ86W47protein_codingtolerated(0.12)probably_damaging(0.988)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
KCNMB4SNVMissense_Mutationc.488N>Ap.Arg163Hisp.R163HQ86W47protein_codingdeleterious(0.03)probably_damaging(0.997)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KCNMB4SNVMissense_Mutationc.627N>Ap.Phe209Leup.F209LQ86W47protein_codingtolerated_low_confidence(0.44)benign(0.018)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
KCNMB4SNVMissense_Mutationnovelc.130C>Ap.Leu44Metp.L44MQ86W47protein_codingtolerated(1)probably_damaging(0.995)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
KCNMB4SNVMissense_Mutationc.627N>Ap.Phe209Leup.F209LQ86W47protein_codingtolerated_low_confidence(0.44)benign(0.018)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
KCNMB4SNVMissense_Mutationnovelc.379N>Gp.Leu127Valp.L127VQ86W47protein_codingtolerated(0.13)benign(0.038)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
KCNMB4SNVMissense_Mutationrs780176319c.619C>Tp.Arg207Cysp.R207CQ86W47protein_codingdeleterious(0.01)possibly_damaging(0.893)TCGA-AP-A056-01Endometriumuterine 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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