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: KCNMA1

Gene summary for KCNMA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KCNMA1

Gene ID

3778

Gene namepotassium calcium-activated channel subfamily M alpha 1
Gene AliasBKTM
Cytomap10q22.3
Gene Typeprotein-coding
GO ID

GO:0001666

UniProtAcc

Q12791


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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
3778KCNMA1GSM4909281HumanBreastIDC7.79e-05-1.96e-010.21
3778KCNMA1GSM4909286HumanBreastIDC3.66e-05-1.96e-010.1081
3778KCNMA1GSM4909293HumanBreastIDC5.77e-113.24e-010.1581
3778KCNMA1GSM4909299HumanBreastIDC5.91e-03-1.84e-010.035
3778KCNMA1GSM4909301HumanBreastIDC1.28e-02-1.90e-010.1577
3778KCNMA1GSM4909302HumanBreastIDC1.72e-022.56e-010.1545
3778KCNMA1GSM4909304HumanBreastIDC5.16e-093.05e-010.1636
3778KCNMA1GSM4909319HumanBreastIDC1.71e-04-1.13e-010.1563
3778KCNMA1brca10HumanBreastPrecancer9.68e-289.52e-01-0.0029
3778KCNMA1P1HumanBreastIDC8.42e-03-1.96e-010.1527
3778KCNMA1DCIS2HumanBreastDCIS4.69e-04-1.86e-010.0085
3778KCNMA1HTA11_78_2000001011HumanColorectumAD3.58e-091.14e+00-0.1088
3778KCNMA1HTA11_2112_2000001011HumanColorectumSER1.33e-031.30e+00-0.2196
3778KCNMA1HTA11_3361_2000001011HumanColorectumAD1.98e-067.27e-01-0.1207
3778KCNMA1HTA11_696_2000001011HumanColorectumAD2.61e-178.77e-01-0.1464
3778KCNMA1HTA11_866_2000001011HumanColorectumAD1.46e-139.77e-01-0.1001
3778KCNMA1A002-C-021HumanColorectumFAP2.31e-032.44e-010.1171
3778KCNMA1AEH-subject5HumanEndometriumAEH1.78e-257.88e-01-0.2953
3778KCNMA1GSM5276935HumanEndometriumEEC5.01e-042.00e-01-0.123
3778KCNMA1GSM5276937HumanEndometriumEEC1.07e-113.62e-01-0.0897
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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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
GO:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:00100389BreastPrecancerresponse to metal ion47/1080373/187233.88e-071.79e-0547
GO:0030007BreastPrecancercellular potassium ion homeostasis5/108014/187238.17e-049.55e-035
GO:00515925BreastPrecancerresponse to calcium ion18/1080149/187232.37e-032.19e-0218
GO:00300046BreastPrecancercellular monovalent inorganic cation homeostasis13/1080103/187236.26e-034.40e-0213
GO:007048214BreastIDCresponse to oxygen levels64/1434347/187233.45e-115.57e-0964
GO:003629314BreastIDCresponse to decreased oxygen levels60/1434322/187239.26e-111.25e-0860
GO:000166614BreastIDCresponse to hypoxia58/1434307/187231.09e-101.38e-0858
GO:001003814BreastIDCresponse to metal ion65/1434373/187232.95e-103.42e-0865
GO:00325358BreastIDCregulation of cellular component size45/1434383/187232.72e-032.41e-0245
GO:00300071BreastIDCcellular potassium ion homeostasis5/143414/187232.92e-032.53e-025
GO:00423912BreastIDCregulation of membrane potential49/1434434/187234.04e-033.25e-0249
GO:005159213BreastIDCresponse to calcium ion21/1434149/187234.79e-033.67e-0221
GO:00030125BreastIDCmuscle system process50/1434452/187235.52e-034.05e-0250
GO:003629323BreastDCISresponse to decreased oxygen levels60/1390322/187232.64e-114.56e-0960
GO:007048223BreastDCISresponse to oxygen levels63/1390347/187232.66e-114.56e-0963
GO:000166623BreastDCISresponse to hypoxia58/1390307/187233.19e-115.16e-0958
GO:001003824BreastDCISresponse to metal ion65/1390373/187238.03e-119.88e-0965
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049704BreastIDCSalivary secretion18/86793/84655.69e-033.13e-022.34e-0218
hsa0497011BreastIDCSalivary secretion18/86793/84655.69e-033.13e-022.34e-0218
hsa04972ColorectumADPancreatic secretion36/2092102/84651.06e-023.98e-022.54e-0236
hsa049721ColorectumADPancreatic secretion36/2092102/84651.06e-023.98e-022.54e-0236
hsa049722ColorectumSERPancreatic secretion30/1580102/84655.41e-033.28e-022.38e-0230
hsa049723ColorectumSERPancreatic secretion30/1580102/84655.41e-033.28e-022.38e-0230
hsa040222ColorectumFAPcGMP-PKG signaling pathway42/1404167/84652.84e-031.27e-027.70e-0342
hsa04270ColorectumFAPVascular smooth muscle contraction33/1404134/84651.05e-023.74e-022.28e-0233
hsa04911ColorectumFAPInsulin secretion23/140486/84651.12e-023.92e-022.38e-0223
hsa040223ColorectumFAPcGMP-PKG signaling pathway42/1404167/84652.84e-031.27e-027.70e-0342
hsa042701ColorectumFAPVascular smooth muscle contraction33/1404134/84651.05e-023.74e-022.28e-0233
hsa049111ColorectumFAPInsulin secretion23/140486/84651.12e-023.92e-022.38e-0223
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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
KCNMA1SNVMissense_Mutationc.3332C>Tp.Ala1111Valp.A1111VQ12791protein_codingdeleterious(0.04)possibly_damaging(0.877)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
KCNMA1SNVMissense_Mutationnovelc.793N>Cp.Asn265Hisp.N265HQ12791protein_codingtolerated(0.12)benign(0.014)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KCNMA1SNVMissense_Mutationc.1585N>Tp.His529Tyrp.H529YQ12791protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-BH-A0H5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
KCNMA1SNVMissense_Mutationnovelc.3481N>Tp.Ile1161Phep.I1161Fprotein_codingdeleterious_low_confidence(0.02)probably_damaging(0.958)TCGA-C8-A27A-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
KCNMA1SNVMissense_Mutationnovelc.3335A>Gp.Asp1112Glyp.D1112GQ12791protein_codingtolerated(0.21)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
KCNMA1SNVMissense_Mutationc.2832C>Gp.Ile944Metp.I944MQ12791protein_codingdeleterious(0)probably_damaging(0.933)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
KCNMA1SNVMissense_Mutationc.1613N>Gp.Pro538Argp.P538RQ12791protein_codingdeleterious(0)probably_damaging(1)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
KCNMA1SNVMissense_Mutationc.2714N>Ap.Thr905Lysp.T905KQ12791protein_codingdeleterious(0)possibly_damaging(0.545)TCGA-EW-A3U0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycisplatinCR
KCNMA1SNVMissense_Mutationnovelc.2186N>Ap.Arg729Hisp.R729HQ12791protein_codingtolerated(0.37)benign(0)TCGA-LL-A5YL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
KCNMA1SNVMissense_Mutationnovelc.2059N>Gp.Pro687Alap.P687AQ12791protein_codingtolerated(0.13)benign(0.242)TCGA-LL-A6FP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
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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
3778KCNMA1DRUGGABLE GENOME, ION CHANNELactivatorCHEMBL119549ANDOLAST
3778KCNMA1DRUGGABLE GENOME, ION CHANNELblocker178101035
3778KCNMA1DRUGGABLE GENOME, ION CHANNELactivator178101089CHEMBL1290115
3778KCNMA1DRUGGABLE GENOME, ION CHANNELactivator135651381
3778KCNMA1DRUGGABLE GENOME, ION CHANNELCHLORZOXAZONECHLORZOXAZONE
3778KCNMA1DRUGGABLE GENOME, ION CHANNELactivator178101088
3778KCNMA1DRUGGABLE GENOME, ION CHANNELactivator135650743
3778KCNMA1DRUGGABLE GENOME, ION CHANNELTRICHLORMETHIAZIDETRICHLORMETHIAZIDE
3778KCNMA1DRUGGABLE GENOME, ION CHANNELENFLURANEENFLURANE
3778KCNMA1DRUGGABLE GENOME, ION CHANNELblocker135651249
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