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: DMWD

Gene summary for DMWD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DMWD

Gene ID

1762

Gene nameDM1 locus, WD repeat containing
Gene AliasD19S593E
Cytomap19q13.32
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q09019


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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
1762DMWDC21HumanOral cavityOSCC1.96e-063.10e-010.2678
1762DMWDC30HumanOral cavityOSCC9.16e-198.44e-010.3055
1762DMWDC38HumanOral cavityOSCC1.70e-026.34e-010.172
1762DMWDC43HumanOral cavityOSCC7.84e-081.50e-010.1704
1762DMWDC46HumanOral cavityOSCC1.52e-101.42e-010.1673
1762DMWDC51HumanOral cavityOSCC4.06e-023.37e-010.2674
1762DMWDC08HumanOral cavityOSCC7.63e-102.33e-010.1919
1762DMWDC09HumanOral cavityOSCC6.29e-031.70e-010.1431
1762DMWDLN22HumanOral cavityOSCC7.15e-036.37e-010.1733
1762DMWDNEOLP-2HumanOral cavityNEOLP3.71e-021.14e-01-0.0196
1762DMWDSYSMH1HumanOral cavityOSCC1.99e-062.00e-010.1127
1762DMWDSYSMH2HumanOral cavityOSCC2.93e-072.26e-010.2326
1762DMWDSYSMH3HumanOral cavityOSCC2.66e-153.45e-010.2442
1762DMWDSYSMH5HumanOral cavityOSCC9.83e-132.77e-010.0647
1762DMWDSYSMH6HumanOral cavityOSCC4.76e-041.19e-010.1275
1762DMWDmale-WTAHumanThyroidPTC3.75e-141.43e-010.1037
1762DMWDPTC01HumanThyroidPTC5.36e-041.27e-010.1899
1762DMWDPTC04HumanThyroidPTC9.72e-131.68e-010.1927
1762DMWDPTC05HumanThyroidPTC4.54e-052.52e-010.2065
1762DMWDPTC06HumanThyroidPTC8.25e-194.39e-010.2057
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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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
DMWDSNVMissense_Mutationnovelc.1929N>Cp.Gln643Hisp.Q643HQ09019protein_codingtolerated_low_confidence(0.23)probably_damaging(0.948)TCGA-AQ-A7U7-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyrituximabCR
DMWDSNVMissense_Mutationnovelc.466N>Ap.Asp156Asnp.D156NQ09019protein_codingdeleterious(0)probably_damaging(0.984)TCGA-C8-A133-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DMWDSNVMissense_Mutationnovelc.1781N>Gp.Glu594Glyp.E594GQ09019protein_codingdeleterious(0)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DMWDSNVMissense_Mutationrs778597417c.746N>Tp.Ser249Leup.S249LQ09019protein_codingtolerated(0.21)benign(0.07)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DMWDSNVMissense_Mutationnovelc.966N>Ap.Met322Ilep.M322IQ09019protein_codingdeleterious(0.01)possibly_damaging(0.838)TCGA-C5-A7CK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
DMWDSNVMissense_Mutationc.687N>Gp.Phe229Leup.F229LQ09019protein_codingdeleterious(0.04)benign(0.039)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DMWDSNVMissense_Mutationnovelc.408C>Gp.Phe136Leup.F136LQ09019protein_codingtolerated(0.07)possibly_damaging(0.899)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DMWDSNVMissense_Mutationc.1002G>Cp.Trp334Cysp.W334CQ09019protein_codingdeleterious(0)probably_damaging(0.998)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DMWDSNVMissense_Mutationrs755365606c.1075N>Tp.Arg359Cysp.R359CQ09019protein_codingdeleterious(0)probably_damaging(0.998)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
DMWDSNVMissense_Mutationnovelc.500N>Ap.Cys167Tyrp.C167YQ09019protein_codingdeleterious(0)benign(0.078)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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