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: MCOLN2

Gene summary for MCOLN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MCOLN2

Gene ID

255231

Gene namemucolipin TRP cation channel 2
Gene AliasTRP-ML2
Cytomap1p22.3
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q8IZK6


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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
255231MCOLN2A001-C-108HumanColorectumFAP4.16e-12-4.55e-01-0.0272
255231MCOLN2A002-C-205HumanColorectumFAP9.73e-12-3.87e-01-0.1236
255231MCOLN2A001-C-104HumanColorectumFAP1.65e-02-3.33e-010.0184
255231MCOLN2A015-C-005HumanColorectumFAP2.46e-03-3.59e-01-0.0336
255231MCOLN2A015-C-006HumanColorectumFAP6.13e-06-3.57e-01-0.0994
255231MCOLN2A015-C-106HumanColorectumFAP1.36e-03-2.61e-01-0.0511
255231MCOLN2A002-C-114HumanColorectumFAP1.40e-08-2.82e-01-0.1561
255231MCOLN2A015-C-104HumanColorectumFAP8.56e-13-2.09e-01-0.1899
255231MCOLN2A001-C-014HumanColorectumFAP7.63e-08-3.20e-010.0135
255231MCOLN2A002-C-016HumanColorectumFAP1.26e-12-3.35e-010.0521
255231MCOLN2A015-C-002HumanColorectumFAP6.76e-06-3.66e-01-0.0763
255231MCOLN2A001-C-007HumanColorectumCRC3.89e-04-4.55e-010.1899
255231MCOLN2A002-C-116HumanColorectumFAP5.35e-17-3.61e-01-0.0452
255231MCOLN2A014-C-008HumanColorectumFAP3.99e-08-4.61e-01-0.191
255231MCOLN2A018-E-020HumanColorectumFAP1.49e-08-3.47e-01-0.2034
255231MCOLN2F034HumanColorectumFAP1.14e-13-4.46e-01-0.0665
255231MCOLN2F072BHumanColorectumFAP1.83e-21-5.43e-010.257
255231MCOLN2CRC-1-8810HumanColorectumCRC8.54e-05-3.31e-010.6257
255231MCOLN2CRC-3-11773HumanColorectumCRC1.15e-20-5.48e-010.2564
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0072567ColorectumADchemokine (C-X-C motif) ligand 2 production11/391820/187238.39e-048.21e-0311
GO:2000341ColorectumADregulation of chemokine (C-X-C motif) ligand 2 production11/391820/187238.39e-048.21e-0311
GO:0051651ColorectumADmaintenance of location in cell61/3918214/187235.02e-033.37e-0261
GO:00725672ColorectumMSSchemokine (C-X-C motif) ligand 2 production10/346720/187231.40e-031.32e-0210
GO:20003412ColorectumMSSregulation of chemokine (C-X-C motif) ligand 2 production10/346720/187231.40e-031.32e-0210
GO:00516512ColorectumMSSmaintenance of location in cell57/3467214/187232.07e-031.76e-0257
GO:2000343ColorectumMSSpositive regulation of chemokine (C-X-C motif) ligand 2 production6/346711/187237.89e-034.84e-026
GO:00516513ColorectumFAPmaintenance of location in cell46/2622214/187231.76e-031.53e-0246
GO:00725673ColorectumFAPchemokine (C-X-C motif) ligand 2 production8/262220/187233.83e-032.70e-028
GO:20003413ColorectumFAPregulation of chemokine (C-X-C motif) ligand 2 production8/262220/187233.83e-032.70e-028
GO:00516514ColorectumCRCmaintenance of location in cell36/2078214/187237.25e-034.98e-0236
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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
MCOLN2SNVMissense_Mutationc.1429N>Cp.Ile477Leup.I477LQ8IZK6protein_codingtolerated(0.54)benign(0.001)TCGA-A2-A1FV-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
MCOLN2SNVMissense_Mutationc.1481N>Ap.Phe494Tyrp.F494YQ8IZK6protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MCOLN2SNVMissense_Mutationc.1230G>Ap.Met410Ilep.M410IQ8IZK6protein_codingdeleterious(0.01)possibly_damaging(0.908)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MCOLN2SNVMissense_Mutationc.1330N>Ap.Asp444Asnp.D444NQ8IZK6protein_codingtolerated(0.4)benign(0.007)TCGA-C8-A12O-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MCOLN2SNVMissense_Mutationnovelc.1522G>Tp.Asp508Tyrp.D508YQ8IZK6protein_codingdeleterious(0)probably_damaging(0.983)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MCOLN2SNVMissense_Mutationc.343G>Cp.Asp115Hisp.D115HQ8IZK6protein_codingdeleterious(0.04)possibly_damaging(0.754)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
MCOLN2SNVMissense_Mutationrs201171839c.178N>Tp.Arg60Cysp.R60CQ8IZK6protein_codingdeleterious(0.03)benign(0.425)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MCOLN2SNVMissense_Mutationnovelc.382N>Cp.Tyr128Hisp.Y128HQ8IZK6protein_codingdeleterious(0.04)probably_damaging(0.933)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MCOLN2SNVMissense_Mutationrs764382111c.1657N>Tp.Arg553Trpp.R553WQ8IZK6protein_codingtolerated(0.16)benign(0.232)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MCOLN2SNVMissense_Mutationc.406N>Gp.Asn136Aspp.N136DQ8IZK6protein_codingtolerated(1)benign(0)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
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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
255231MCOLN2ION CHANNEL, DRUGGABLE GENOMEactivator178100233
255231MCOLN2ION CHANNEL, DRUGGABLE GENOMEactivator178103002
255231MCOLN2ION CHANNEL, DRUGGABLE GENOMEactivator381744982
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