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: MREG

Gene summary for MREG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MREG

Gene ID

55686

Gene namemelanoregulin
Gene AliasDSU
Cytomap2q35
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8N565


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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
55686MREGP2T-EHumanEsophagusESCC4.37e-111.03e-010.1177
55686MREGP4T-EHumanEsophagusESCC1.04e-021.06e-010.1323
55686MREGP5T-EHumanEsophagusESCC2.76e-041.34e-010.1327
55686MREGP8T-EHumanEsophagusESCC6.01e-087.52e-020.0889
55686MREGP9T-EHumanEsophagusESCC2.50e-025.11e-020.1131
55686MREGP12T-EHumanEsophagusESCC2.53e-051.65e-010.1122
55686MREGP16T-EHumanEsophagusESCC3.00e-061.45e-010.1153
55686MREGP20T-EHumanEsophagusESCC5.75e-031.12e-010.1124
55686MREGP21T-EHumanEsophagusESCC2.50e-081.44e-010.1617
55686MREGP22T-EHumanEsophagusESCC1.44e-095.61e-020.1236
55686MREGP23T-EHumanEsophagusESCC3.94e-027.18e-020.108
55686MREGP24T-EHumanEsophagusESCC2.96e-051.82e-010.1287
55686MREGP26T-EHumanEsophagusESCC3.16e-061.45e-010.1276
55686MREGP27T-EHumanEsophagusESCC9.01e-078.05e-020.1055
55686MREGP28T-EHumanEsophagusESCC9.75e-082.22e-010.1149
55686MREGP30T-EHumanEsophagusESCC7.06e-052.35e-010.137
55686MREGP31T-EHumanEsophagusESCC5.87e-084.28e-020.1251
55686MREGP32T-EHumanEsophagusESCC9.33e-041.63e-010.1666
55686MREGP37T-EHumanEsophagusESCC4.54e-075.98e-020.1371
55686MREGP40T-EHumanEsophagusESCC8.22e-041.96e-010.109
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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:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:005165016EsophagusESCCestablishment of vesicle localization114/8552161/187238.20e-112.53e-09114
GO:003070518EsophagusESCCcytoskeleton-dependent intracellular transport133/8552195/187231.48e-104.27e-09133
GO:001097013EsophagusESCCtransport along microtubule107/8552155/187233.17e-096.80e-08107
GO:005164815EsophagusESCCvesicle localization119/8552177/187235.16e-091.08e-07119
GO:00723846EsophagusESCCorganelle transport along microtubule65/855285/187236.61e-091.35e-0765
GO:00330593EsophagusESCCcellular pigmentation40/855253/187239.67e-069.21e-0540
GO:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
GO:0090382EsophagusESCCphagosome maturation19/855225/187232.03e-039.08e-0319
GO:00434731EsophagusESCCpigmentation59/855298/187232.64e-031.12e-0259
GO:00307055LiverNAFLDcytoskeleton-dependent intracellular transport33/1882195/187231.98e-031.98e-0233
GO:00516565LiverNAFLDestablishment of organelle localization57/1882390/187232.52e-032.34e-0257
GO:00516485LiverNAFLDvesicle localization30/1882177/187233.01e-032.72e-0230
GO:00516505LiverNAFLDestablishment of vesicle localization27/1882161/187235.47e-034.20e-0227
GO:00109703LiverNAFLDtransport along microtubule26/1882155/187236.30e-034.69e-0226
GO:005165621LiverHCCestablishment of organelle localization226/7958390/187234.15e-101.34e-08226
GO:005165021LiverHCCestablishment of vesicle localization103/7958161/187232.94e-086.69e-07103
GO:005164821LiverHCCvesicle localization107/7958177/187231.05e-061.57e-05107
GO:00723843LiverHCCorganelle transport along microtubule56/795885/187231.13e-051.29e-0456
GO:003070521LiverHCCcytoskeleton-dependent intracellular transport111/7958195/187233.25e-053.28e-04111
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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
MREGdeletionFrame_Shift_Delnovelc.307delGp.Glu103LysfsTer2p.E103Kfs*2Q8N565protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MREGSNVMissense_Mutationrs543536857c.563G>Ap.Arg188Glnp.R188QQ8N565protein_codingtolerated(0.46)benign(0)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MREGSNVMissense_Mutationc.67G>Ap.Ala23Thrp.A23TQ8N565protein_codingtolerated_low_confidence(0.18)benign(0)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MREGSNVMissense_Mutationc.74C>Ap.Pro25Hisp.P25HQ8N565protein_codingdeleterious(0.04)benign(0.01)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
MREGSNVMissense_Mutationrs543536857c.563G>Ap.Arg188Glnp.R188QQ8N565protein_codingtolerated(0.46)benign(0)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
MREGdeletionFrame_Shift_Delc.420delNp.Ala142LeufsTer6p.A142Lfs*6Q8N565protein_codingTCGA-AA-3679-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicSD
MREGSNVMissense_Mutationnovelc.98N>Gp.Asp33Glyp.D33GQ8N565protein_codingtolerated(0.42)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MREGSNVMissense_Mutationrs757448435c.196N>Ap.Asp66Asnp.D66NQ8N565protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MREGSNVMissense_Mutationrs543536857c.563N>Ap.Arg188Glnp.R188QQ8N565protein_codingtolerated(0.46)benign(0)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MREGSNVMissense_Mutationnovelc.572C>Ap.Pro191Hisp.P191HQ8N565protein_codingdeleterious(0)possibly_damaging(0.875)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
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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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