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: MCOLN1

Gene summary for MCOLN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MCOLN1

Gene ID

57192

Gene namemucolipin TRP cation channel 1
Gene AliasMG-2
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q9GZU1


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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
57192MCOLN1LZE4THumanEsophagusESCC9.50e-041.02e-010.0811
57192MCOLN1LZE7THumanEsophagusESCC2.53e-033.38e-010.0667
57192MCOLN1LZE22THumanEsophagusESCC1.95e-021.93e-010.068
57192MCOLN1LZE24THumanEsophagusESCC3.01e-154.27e-010.0596
57192MCOLN1LZE21THumanEsophagusESCC2.02e-053.15e-010.0655
57192MCOLN1P1T-EHumanEsophagusESCC9.18e-043.69e-010.0875
57192MCOLN1P2T-EHumanEsophagusESCC5.70e-132.02e-010.1177
57192MCOLN1P4T-EHumanEsophagusESCC7.92e-182.69e-010.1323
57192MCOLN1P5T-EHumanEsophagusESCC5.80e-112.29e-010.1327
57192MCOLN1P8T-EHumanEsophagusESCC7.89e-163.61e-010.0889
57192MCOLN1P9T-EHumanEsophagusESCC1.00e-152.05e-010.1131
57192MCOLN1P10T-EHumanEsophagusESCC4.59e-193.79e-010.116
57192MCOLN1P11T-EHumanEsophagusESCC2.13e-104.49e-010.1426
57192MCOLN1P12T-EHumanEsophagusESCC4.40e-152.81e-010.1122
57192MCOLN1P15T-EHumanEsophagusESCC7.15e-088.78e-020.1149
57192MCOLN1P16T-EHumanEsophagusESCC4.71e-142.13e-010.1153
57192MCOLN1P17T-EHumanEsophagusESCC1.79e-041.93e-010.1278
57192MCOLN1P19T-EHumanEsophagusESCC6.31e-064.89e-010.1662
57192MCOLN1P20T-EHumanEsophagusESCC3.37e-092.62e-010.1124
57192MCOLN1P21T-EHumanEsophagusESCC9.26e-102.59e-010.1617
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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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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
∗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:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:007121419EsophagusESCCcellular response to abiotic stimulus206/8552331/187237.52e-101.88e-08206
GO:010400419EsophagusESCCcellular response to environmental stimulus206/8552331/187237.52e-101.88e-08206
GO:0051235110EsophagusESCCmaintenance of location200/8552327/187231.01e-082.02e-07200
GO:00973523EsophagusESCCautophagosome maturation31/855240/187234.04e-053.26e-0431
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:0051651111EsophagusESCCmaintenance of location in cell126/8552214/187236.57e-055.00e-04126
GO:00512623EsophagusESCCprotein tetramerization54/855287/187231.50e-037.06e-0354
GO:0090382EsophagusESCCphagosome maturation19/855225/187232.03e-039.08e-0319
GO:007124117EsophagusESCCcellular response to inorganic substance125/8552226/187232.17e-039.67e-03125
GO:00512592EsophagusESCCprotein complex oligomerization130/8552238/187233.29e-031.36e-02130
GO:001623621LiverHCCmacroautophagy204/7958291/187238.66e-221.41e-19204
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:003298411LiverHCCprotein-containing complex disassembly138/7958224/187235.59e-091.46e-07138
GO:001003822LiverHCCresponse to metal ion208/7958373/187231.35e-072.56e-06208
GO:005123521LiverHCCmaintenance of location185/7958327/187231.70e-073.12e-06185
GO:007121421LiverHCCcellular response to abiotic stimulus183/7958331/187231.59e-062.26e-05183
GO:010400421LiverHCCcellular response to environmental stimulus183/7958331/187231.59e-062.26e-05183
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414221Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
hsa0414231Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
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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
MCOLN1SNVMissense_Mutationc.1711N>Gp.Pro571Alap.P571AQ9GZU1protein_codingtolerated(0.62)benign(0)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MCOLN1SNVMissense_Mutationnovelc.1373N>Tp.Ser458Phep.S458FQ9GZU1protein_codingdeleterious(0)possibly_damaging(0.674)TCGA-AC-A4ZE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MCOLN1SNVMissense_Mutationc.103C>Ap.Pro35Thrp.P35TQ9GZU1protein_codingtolerated(0.42)benign(0.001)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MCOLN1SNVMissense_Mutationc.1255C>Tp.Arg419Trpp.R419WQ9GZU1protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MCOLN1SNVMissense_Mutationnovelc.1040G>Tp.Arg347Leup.R347LQ9GZU1protein_codingdeleterious(0)benign(0.382)TCGA-AR-A1AT-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
MCOLN1SNVMissense_Mutationc.150N>Ap.Met50Ilep.M50IQ9GZU1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MCOLN1SNVMissense_Mutationnovelc.907N>Tp.Val303Leup.V303LQ9GZU1protein_codingtolerated(0.34)benign(0.001)TCGA-VS-A8QF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MCOLN1SNVMissense_Mutationrs760754683c.952C>Tp.Arg318Cysp.R318CQ9GZU1protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MCOLN1SNVMissense_Mutationrs368837514c.1013G>Ap.Arg338Glnp.R338QQ9GZU1protein_codingdeleterious(0.03)benign(0)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MCOLN1SNVMissense_Mutationrs760754683c.952N>Tp.Arg318Cysp.R318CQ9GZU1protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3966-01Colorectumcolon 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
57192MCOLN1ION CHANNEL, DRUGGABLE GENOME, TRANSPORTERopioids31362332
57192MCOLN1ION CHANNEL, DRUGGABLE GENOME, TRANSPORTERactivator178103003
57192MCOLN1ION CHANNEL, DRUGGABLE GENOME, TRANSPORTERactivator178103002
57192MCOLN1ION CHANNEL, DRUGGABLE GENOME, TRANSPORTERactivator178100233
57192MCOLN1ION CHANNEL, DRUGGABLE GENOME, TRANSPORTERactivator354702256
57192MCOLN1ION CHANNEL, DRUGGABLE GENOME, TRANSPORTERactivator178103005
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