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: MARVELD2

Gene summary for MARVELD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MARVELD2

Gene ID

153562

Gene nameMARVEL domain containing 2
Gene AliasDFNB49
Cytomap5q13.2
Gene Typeprotein-coding
GO ID

GO:0001885

UniProtAcc

Q8N4S9


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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
153562MARVELD2HTA11_1938_2000001011HumanColorectumAD1.29e-023.33e-01-0.0811
153562MARVELD2HTA11_78_2000001011HumanColorectumAD2.60e-064.23e-01-0.1088
153562MARVELD2HTA11_347_2000001011HumanColorectumAD4.30e-174.93e-01-0.1954
153562MARVELD2HTA11_99999971662_82457HumanColorectumMSS2.18e-023.37e-010.3859
153562MARVELD2A002-C-116HumanColorectumFAP3.65e-02-3.86e-02-0.0452
153562MARVELD2LZE8THumanEsophagusESCC3.00e-021.65e-010.067
153562MARVELD2LZE20THumanEsophagusESCC3.01e-021.62e-010.0662
153562MARVELD2LZE24THumanEsophagusESCC4.55e-134.26e-010.0596
153562MARVELD2LZE21THumanEsophagusESCC1.16e-021.71e-010.0655
153562MARVELD2P1T-EHumanEsophagusESCC4.93e-053.13e-010.0875
153562MARVELD2P2T-EHumanEsophagusESCC5.65e-314.48e-010.1177
153562MARVELD2P4T-EHumanEsophagusESCC1.07e-042.25e-010.1323
153562MARVELD2P5T-EHumanEsophagusESCC9.42e-064.83e-020.1327
153562MARVELD2P8T-EHumanEsophagusESCC6.56e-152.97e-010.0889
153562MARVELD2P9T-EHumanEsophagusESCC1.35e-061.14e-010.1131
153562MARVELD2P10T-EHumanEsophagusESCC1.79e-059.94e-020.116
153562MARVELD2P11T-EHumanEsophagusESCC8.16e-074.05e-010.1426
153562MARVELD2P12T-EHumanEsophagusESCC3.93e-184.04e-010.1122
153562MARVELD2P15T-EHumanEsophagusESCC6.18e-113.11e-010.1149
153562MARVELD2P16T-EHumanEsophagusESCC4.39e-231.56e-010.1153
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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
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:0002064ColorectumADepithelial cell development89/3918220/187232.98e-113.52e-0989
GO:0045216ColorectumADcell-cell junction organization80/3918200/187235.57e-104.58e-0880
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:0007043ColorectumADcell-cell junction assembly57/3918146/187234.18e-071.61e-0557
GO:0043297ColorectumADapical junction assembly34/391878/187235.31e-061.37e-0434
GO:0061028ColorectumADestablishment of endothelial barrier23/391846/187231.14e-052.57e-0423
GO:0120193ColorectumADtight junction organization33/391880/187232.93e-055.42e-0433
GO:0120192ColorectumADtight junction assembly31/391874/187233.53e-056.43e-0431
GO:0070830ColorectumADbicellular tight junction assembly28/391870/187232.15e-042.83e-0328
GO:0001885ColorectumADendothelial cell development26/391864/187232.67e-043.29e-0326
GO:0003158ColorectumADendothelium development44/3918136/187231.20e-031.07e-0244
GO:0045446ColorectumADendothelial cell differentiation39/3918118/187231.42e-031.22e-0239
GO:00020642ColorectumMSSepithelial cell development81/3467220/187231.02e-101.06e-0881
GO:00452162ColorectumMSScell-cell junction organization69/3467200/187235.07e-082.70e-0669
GO:00343292ColorectumMSScell junction assembly120/3467420/187232.51e-071.07e-05120
GO:00070432ColorectumMSScell-cell junction assembly50/3467146/187234.24e-061.21e-0450
GO:00610282ColorectumMSSestablishment of endothelial barrier20/346746/187238.26e-051.35e-0320
GO:00432972ColorectumMSSapical junction assembly28/346778/187232.12e-042.95e-0328
GO:01201932ColorectumMSStight junction organization27/346780/187238.31e-048.68e-0327
GO:01201922ColorectumMSStight junction assembly25/346774/187231.25e-031.20e-0225
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04530ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa045301ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa045304ColorectumMSSTight junction66/1875169/84654.10e-076.25e-063.83e-0666
hsa045305ColorectumMSSTight junction66/1875169/84654.10e-076.25e-063.83e-0666
hsa045308ColorectumFAPTight junction60/1404169/84651.40e-099.33e-085.67e-0860
hsa045309ColorectumFAPTight junction60/1404169/84651.40e-099.33e-085.67e-0860
hsa04530211EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa04530310EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa0453042LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa0453052LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa0453030Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
hsa04530114Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
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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
MARVELD2SNVMissense_Mutationc.1418C>Gp.Ser473Cysp.S473CQ8N4S9protein_codingdeleterious(0.01)probably_damaging(0.937)TCGA-D8-A1J9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MARVELD2insertionFrame_Shift_Insnovelc.997_998insGCTTAGTAAAAGTGCATTTTCTAp.Val333GlyfsTer13p.V333Gfs*13Q8N4S9protein_codingTCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MARVELD2SNVMissense_Mutationrs774571921c.1369C>Tp.Arg457Cysp.R457CQ8N4S9protein_codingdeleterious(0)probably_damaging(0.983)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MARVELD2SNVMissense_Mutationc.1470N>Cp.Met490Ilep.M490IQ8N4S9protein_codingtolerated(0.1)benign(0.181)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MARVELD2SNVMissense_Mutationc.238C>Tp.Arg80Cysp.R80CQ8N4S9protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AA-3852-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MARVELD2SNVMissense_Mutationnovelc.614N>Gp.Ala205Glyp.A205GQ8N4S9protein_codingtolerated(0.41)possibly_damaging(0.572)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MARVELD2SNVMissense_Mutationc.1625N>Tp.Arg542Ilep.R542IQ8N4S9protein_codingdeleterious(0)possibly_damaging(0.685)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MARVELD2SNVMissense_Mutationnovelc.322T>Cp.Tyr108Hisp.Y108HQ8N4S9protein_codingtolerated(0.33)benign(0.011)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MARVELD2SNVMissense_Mutationrs752573907c.383N>Tp.Ser128Leup.S128LQ8N4S9protein_codingtolerated(0.22)benign(0.278)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
MARVELD2SNVMissense_Mutationnovelc.261N>Tp.Lys87Asnp.K87NQ8N4S9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-F5-6814-01Colorectumrectum 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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