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: MARVELD3

Gene summary for MARVELD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MARVELD3

Gene ID

91862

Gene nameMARVEL domain containing 3
Gene AliasMARVD3
Cytomap16q22.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q96A59


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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
91862MARVELD3HTA11_2487_2000001011HumanColorectumSER4.17e-086.34e-01-0.1808
91862MARVELD3HTA11_78_2000001011HumanColorectumAD3.39e-023.80e-01-0.1088
91862MARVELD3HTA11_347_2000001011HumanColorectumAD4.86e-156.60e-01-0.1954
91862MARVELD3A002-C-010HumanColorectumFAP3.05e-04-1.88e-010.242
91862MARVELD3A001-C-207HumanColorectumFAP7.54e-03-2.45e-010.1278
91862MARVELD3A015-C-203HumanColorectumFAP3.23e-10-2.12e-01-0.1294
91862MARVELD3A002-C-201HumanColorectumFAP4.80e-05-2.27e-010.0324
91862MARVELD3A002-C-203HumanColorectumFAP1.66e-04-1.98e-010.2786
91862MARVELD3A001-C-119HumanColorectumFAP2.73e-06-3.56e-01-0.1557
91862MARVELD3A001-C-108HumanColorectumFAP1.41e-09-2.47e-01-0.0272
91862MARVELD3A002-C-205HumanColorectumFAP7.04e-10-3.01e-01-0.1236
91862MARVELD3A001-C-104HumanColorectumFAP4.77e-06-2.47e-010.0184
91862MARVELD3A015-C-006HumanColorectumFAP4.48e-05-2.95e-01-0.0994
91862MARVELD3A015-C-106HumanColorectumFAP1.27e-06-2.16e-01-0.0511
91862MARVELD3A002-C-114HumanColorectumFAP4.58e-07-2.90e-01-0.1561
91862MARVELD3A015-C-104HumanColorectumFAP1.76e-11-2.48e-01-0.1899
91862MARVELD3A001-C-014HumanColorectumFAP8.79e-06-2.29e-010.0135
91862MARVELD3A002-C-016HumanColorectumFAP5.18e-10-3.00e-010.0521
91862MARVELD3A015-C-002HumanColorectumFAP1.92e-04-2.92e-01-0.0763
91862MARVELD3A001-C-203HumanColorectumFAP4.20e-08-2.26e-01-0.0481
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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:009013220EsophagusESCCepithelium migration188/8552360/187236.96e-032.54e-02188
GO:009013020EsophagusESCCtissue migration190/8552365/187237.91e-032.82e-02190
GO:004521612LiverCirrhoticcell-cell junction organization70/4634200/187237.23e-045.36e-0370
GO:003109812LiverCirrhoticstress-activated protein kinase signaling cascade83/4634247/187231.04e-037.28e-0383
GO:000697011LiverCirrhoticresponse to osmotic stress34/463484/187231.06e-037.40e-0334
GO:005140312LiverCirrhoticstress-activated MAPK cascade80/4634239/187231.43e-039.54e-0380
GO:000166712LiverCirrhoticameboidal-type cell migration145/4634475/187232.23e-031.36e-02145
GO:00106327LiverCirrhoticregulation of epithelial cell migration93/4634292/187233.46e-031.92e-0293
GO:00106317LiverCirrhoticepithelial cell migration110/4634357/187235.14e-032.65e-02110
GO:00070437LiverCirrhoticcell-cell junction assembly50/4634146/187236.23e-033.09e-0250
GO:007030212LiverCirrhoticregulation of stress-activated protein kinase signaling cascade64/4634195/187236.61e-033.27e-0264
GO:00901327LiverCirrhoticepithelium migration110/4634360/187236.79e-033.35e-02110
GO:00901307LiverCirrhotictissue migration111/4634365/187237.66e-033.61e-02111
GO:00432976LiverCirrhoticapical junction assembly29/463478/187239.80e-034.41e-0229
GO:003287212LiverCirrhoticregulation of stress-activated MAPK cascade62/4634192/187231.08e-024.77e-0262
GO:003109822LiverHCCstress-activated protein kinase signaling cascade138/7958247/187231.43e-051.57e-04138
GO:005140322LiverHCCstress-activated MAPK cascade134/7958239/187231.50e-051.64e-04134
GO:00069702LiverHCCresponse to osmotic stress52/795884/187232.58e-041.92e-0352
GO:00434097LiverHCCnegative regulation of MAPK cascade98/7958180/187237.88e-044.74e-0398
GO:007030222LiverHCCregulation of stress-activated protein kinase signaling cascade105/7958195/187238.79e-045.20e-03105
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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
hsa045302ColorectumSERTight junction59/1580169/84653.24e-075.98e-064.34e-0659
hsa045303ColorectumSERTight junction59/1580169/84653.24e-075.98e-064.34e-0659
hsa045308ColorectumFAPTight junction60/1404169/84651.40e-099.33e-085.67e-0860
hsa045309ColorectumFAPTight junction60/1404169/84651.40e-099.33e-085.67e-0860
hsa0453010ColorectumCRCTight junction44/1091169/84652.51e-067.61e-055.16e-0544
hsa0453011ColorectumCRCTight junction44/1091169/84652.51e-067.61e-055.16e-0544
hsa04530211EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa04530310EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa0453022LiverCirrhoticTight junction82/2530169/84652.14e-072.85e-061.76e-0682
hsa0453032LiverCirrhoticTight junction82/2530169/84652.14e-072.85e-061.76e-0682
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
MARVELD3SNVMissense_Mutationnovelc.196G>Ap.Asp66Asnp.D66NQ96A59protein_codingtolerated(0.35)benign(0.33)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MARVELD3SNVMissense_Mutationrs554767506c.994G>Ap.Asp332Asnp.D332NQ96A59protein_codingtolerated(0.07)probably_damaging(0.985)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
MARVELD3SNVMissense_Mutationnovelc.1179A>Cp.Glu393Aspp.E393DQ96A59protein_codingdeleterious(0.01)benign(0.21)TCGA-AA-3681-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
MARVELD3SNVMissense_Mutationrs762726448c.1160N>Ap.Arg387Hisp.R387HQ96A59protein_codingtolerated(0.43)benign(0)TCGA-AA-3854-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MARVELD3SNVMissense_Mutationc.737N>Ap.Gly246Aspp.G246DQ96A59protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MARVELD3SNVMissense_Mutationnovelc.665N>Ap.Val222Aspp.V222DQ96A59protein_codingtolerated(0.08)probably_damaging(0.982)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MARVELD3SNVMissense_Mutationc.545N>Tp.Ala182Valp.A182VQ96A59protein_codingdeleterious(0)possibly_damaging(0.714)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MARVELD3SNVMissense_Mutationnovelc.1060N>Ap.Ala354Thrp.A354TQ96A59protein_codingtolerated(0.43)benign(0.091)TCGA-AD-6899-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
MARVELD3SNVMissense_Mutationnovelc.257N>Gp.Asp86Glyp.D86GQ96A59protein_codingdeleterious(0.03)benign(0.006)TCGA-DM-A28F-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
MARVELD3SNVMissense_Mutationrs780239821c.479N>Tp.Ser160Leup.S160LQ96A59protein_codingdeleterious(0.04)benign(0.039)TCGA-AG-A002-01Colorectumrectum 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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