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: MRAP2

Gene summary for MRAP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRAP2

Gene ID

112609

Gene namemelanocortin 2 receptor accessory protein 2
Gene AliasC6orf117
Cytomap6q14.2
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

Q96G30


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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
112609MRAP2P2T-EHumanEsophagusESCC1.22e-081.68e-010.1177
112609MRAP2P4T-EHumanEsophagusESCC3.41e-123.36e-010.1323
112609MRAP2P9T-EHumanEsophagusESCC7.92e-122.74e-010.1131
112609MRAP2P10T-EHumanEsophagusESCC1.15e-103.20e-010.116
112609MRAP2P15T-EHumanEsophagusESCC1.83e-082.80e-010.1149
112609MRAP2P20T-EHumanEsophagusESCC3.11e-021.18e-010.1124
112609MRAP2P22T-EHumanEsophagusESCC1.32e-051.31e-010.1236
112609MRAP2P23T-EHumanEsophagusESCC1.84e-031.47e-010.108
112609MRAP2P27T-EHumanEsophagusESCC8.14e-091.82e-010.1055
112609MRAP2P28T-EHumanEsophagusESCC3.16e-143.21e-010.1149
112609MRAP2P30T-EHumanEsophagusESCC8.40e-218.52e-010.137
112609MRAP2P31T-EHumanEsophagusESCC2.28e-031.33e-010.1251
112609MRAP2P39T-EHumanEsophagusESCC2.03e-122.53e-010.0894
112609MRAP2P42T-EHumanEsophagusESCC4.97e-041.68e-010.1175
112609MRAP2P48T-EHumanEsophagusESCC6.03e-092.29e-010.0959
112609MRAP2P52T-EHumanEsophagusESCC1.24e-083.90e-010.1555
112609MRAP2P54T-EHumanEsophagusESCC1.58e-021.27e-010.0975
112609MRAP2P65T-EHumanEsophagusESCC8.90e-036.50e-020.0978
112609MRAP2P74T-EHumanEsophagusESCC2.12e-029.90e-020.1479
112609MRAP2P128T-EHumanEsophagusESCC1.28e-298.41e-010.1241
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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
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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:190547519EsophagusESCCregulation of protein localization to membrane117/8552175/187231.14e-082.26e-07117
GO:190437519EsophagusESCCregulation of protein localization to cell periphery85/8552125/187233.63e-075.06e-0685
GO:1903076110EsophagusESCCregulation of protein localization to plasma membrane72/8552104/187239.74e-071.23e-0572
GO:19038289EsophagusESCCnegative regulation of cellular protein localization76/8552117/187231.97e-051.72e-0476
GO:19030778EsophagusESCCnegative regulation of protein localization to plasma membrane17/855224/187231.13e-023.81e-0217
GO:19043765EsophagusESCCnegative regulation of protein localization to cell periphery18/855226/187231.32e-024.31e-0218
GO:000609118Oral cavityOSCCgeneration of precursor metabolites and energy286/7305490/187231.45e-181.71e-16286
GO:001598018Oral cavityOSCCenergy derivation by oxidation of organic compounds190/7305318/187234.10e-142.26e-12190
GO:007265918Oral cavityOSCCprotein localization to plasma membrane169/7305284/187231.69e-127.21e-11169
GO:199077816Oral cavityOSCCprotein localization to cell periphery190/7305333/187231.46e-115.13e-10190
GO:190547516Oral cavityOSCCregulation of protein localization to membrane105/7305175/187231.42e-082.85e-07105
GO:190437516Oral cavityOSCCregulation of protein localization to cell periphery78/7305125/187239.80e-081.68e-0678
GO:190307617Oral cavityOSCCregulation of protein localization to plasma membrane67/7305104/187231.34e-072.24e-0667
GO:19038288Oral cavityOSCCnegative regulation of cellular protein localization65/7305117/187232.05e-041.36e-0365
GO:19030777Oral cavityOSCCnegative regulation of protein localization to plasma membrane16/730524/187235.63e-032.17e-0216
GO:19054764Oral cavityOSCCnegative regulation of protein localization to membrane19/730532/187231.56e-025.00e-0219
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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
MRAP2insertionNonsense_Mutationnovelc.483_484insCTACACTAGAATTGAATGTTGGAATCTAAAACAGGTGCCATCTp.Met162LeufsTer3p.M162Lfs*3Q96G30protein_codingTCGA-C8-A12L-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRAP2deletionIn_Frame_Delnovelc.559_582delNNNNNNNNNNNNNNNNNNNNNNNNp.Pro188_Pro195delp.P188_P195delQ96G30protein_codingTCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MRAP2SNVMissense_Mutationc.400N>Ap.Gln134Lysp.Q134KQ96G30protein_codingtolerated(1)benign(0)TCGA-A6-6650-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRAP2SNVMissense_Mutationc.39G>Tp.Gln13Hisp.Q13HQ96G30protein_codingtolerated(0.13)benign(0.001)TCGA-AA-3818-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MRAP2SNVMissense_Mutationc.125A>Cp.Lys42Thrp.K42TQ96G30protein_codingdeleterious(0.01)possibly_damaging(0.776)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRAP2SNVMissense_Mutationc.246N>Tp.Glu82Aspp.E82DQ96G30protein_codingtolerated(0.13)possibly_damaging(0.543)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MRAP2SNVMissense_Mutationnovelc.455N>Tp.Gly152Valp.G152VQ96G30protein_codingdeleterious(0.01)benign(0.109)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MRAP2SNVMissense_Mutationnovelc.295G>Ap.Glu99Lysp.E99KQ96G30protein_codingtolerated(0.14)benign(0.017)TCGA-AA-A004-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRAP2SNVMissense_Mutationc.512A>Tp.Asn171Ilep.N171IQ96G30protein_codingdeleterious(0)possibly_damaging(0.823)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRAP2SNVMissense_Mutationrs148904867c.373N>Tp.Arg125Cysp.R125CQ96G30protein_codingdeleterious(0.02)benign(0.311)TCGA-AZ-6599-01Colorectumcolon adenocarcinomaMale>=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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