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: DVL1

Gene summary for DVL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DVL1

Gene ID

1855

Gene namedishevelled segment polarity protein 1
Gene AliasDRS2
Cytomap1p36.33
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

O14640


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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
1855DVL1LZE7THumanEsophagusESCC6.63e-031.01e-010.0667
1855DVL1LZE20THumanEsophagusESCC1.62e-041.24e-010.0662
1855DVL1LZE24THumanEsophagusESCC9.22e-081.31e-010.0596
1855DVL1LZE21THumanEsophagusESCC1.29e-028.75e-020.0655
1855DVL1P1T-EHumanEsophagusESCC6.15e-093.04e-010.0875
1855DVL1P2T-EHumanEsophagusESCC6.73e-071.08e-020.1177
1855DVL1P4T-EHumanEsophagusESCC3.65e-151.72e-010.1323
1855DVL1P5T-EHumanEsophagusESCC9.88e-089.93e-020.1327
1855DVL1P8T-EHumanEsophagusESCC3.28e-163.73e-010.0889
1855DVL1P9T-EHumanEsophagusESCC3.14e-074.08e-020.1131
1855DVL1P10T-EHumanEsophagusESCC9.40e-148.76e-020.116
1855DVL1P11T-EHumanEsophagusESCC3.28e-061.57e-010.1426
1855DVL1P12T-EHumanEsophagusESCC1.69e-02-2.70e-020.1122
1855DVL1P15T-EHumanEsophagusESCC4.33e-111.25e-010.1149
1855DVL1P16T-EHumanEsophagusESCC1.69e-04-4.12e-020.1153
1855DVL1P17T-EHumanEsophagusESCC7.08e-051.74e-010.1278
1855DVL1P20T-EHumanEsophagusESCC5.31e-087.68e-020.1124
1855DVL1P21T-EHumanEsophagusESCC1.83e-103.37e-010.1617
1855DVL1P22T-EHumanEsophagusESCC2.81e-07-1.02e-030.1236
1855DVL1P23T-EHumanEsophagusESCC6.07e-171.41e-010.108
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:1903050111EsophagusESCCregulation of proteolysis involved in cellular protein catabolic process163/8552221/187231.44e-171.27e-15163
GO:0061136111EsophagusESCCregulation of proteasomal protein catabolic process142/8552187/187232.40e-172.00e-15142
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
GO:0032434111EsophagusESCCregulation of proteasomal ubiquitin-dependent protein catabolic process107/8552134/187234.06e-162.93e-14107
GO:2000058111EsophagusESCCregulation of ubiquitin-dependent protein catabolic process125/8552164/187231.17e-157.76e-14125
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:1903364111EsophagusESCCpositive regulation of cellular protein catabolic process117/8552155/187233.25e-141.66e-12117
GO:1901800110EsophagusESCCpositive regulation of proteasomal protein catabolic process91/8552114/187236.74e-143.34e-1291
GO:1903052110EsophagusESCCpositive regulation of proteolysis involved in cellular protein catabolic process101/8552133/187239.58e-134.19e-11101
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0522518EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa043306EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501038EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0522519EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0433013EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0501022LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa052258LiverHCCHepatocellular carcinoma106/4020168/84652.87e-051.85e-041.03e-04106
hsa051652LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0501032LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
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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
DVL1SNVMissense_Mutationc.1625N>Tp.Tyr542Phep.Y542FO14640protein_codingtolerated(0.11)possibly_damaging(0.596)TCGA-A7-A0DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DVL1SNVMissense_Mutationrs766988615c.817N>Tp.Arg273Cysp.R273CO14640protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BH-A18T-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DVL1SNVMissense_Mutationnovelc.586G>Ap.Glu196Lysp.E196KO14640protein_codingdeleterious(0.01)possibly_damaging(0.593)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DVL1SNVMissense_Mutationnovelc.1345N>Ap.Asp449Asnp.D449NO14640protein_codingdeleterious(0.05)probably_damaging(0.978)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DVL1SNVMissense_Mutationrs766432002c.1324N>Ap.Ala442Thrp.A442TO14640protein_codingdeleterious(0)possibly_damaging(0.863)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
DVL1SNVMissense_Mutationnovelc.595N>Gp.Ser199Glyp.S199GO14640protein_codingtolerated(0.29)benign(0.01)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DVL1SNVMissense_Mutationc.1061C>Tp.Pro354Leup.P354LO14640protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
DVL1SNVMissense_Mutationnovelc.17T>Ap.Ile6Asnp.I6NO14640protein_codingdeleterious(0)possibly_damaging(0.659)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DVL1SNVMissense_Mutationrs376597258c.857G>Ap.Gly286Aspp.G286DO14640protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DVL1SNVMissense_Mutationc.1130A>Gp.Tyr377Cysp.Y377CO14640protein_codingdeleterious(0.01)probably_damaging(0.949)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
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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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