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: WDR37

Gene summary for WDR37

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR37

Gene ID

22884

Gene nameWD repeat domain 37
Gene AliasNOCGUS
Cytomap10p15.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9Y2I8


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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
22884WDR37CCI_1HumanCervixCC5.94e-116.88e-010.528
22884WDR37CCI_2HumanCervixCC7.01e-141.11e+000.5249
22884WDR37CCI_3HumanCervixCC2.71e-075.78e-010.516
22884WDR37C30HumanOral cavityOSCC6.68e-085.21e-010.3055
22884WDR37C46HumanOral cavityOSCC9.66e-084.72e-020.1673
22884WDR37C06HumanOral cavityOSCC4.83e-028.84e-010.2699
22884WDR37EOLP-1HumanOral cavityEOLP1.04e-083.03e-01-0.0202
22884WDR37NEOLP-3HumanOral cavityNEOLP5.67e-032.45e-01-0.0191
22884WDR37SYSMH1HumanOral cavityOSCC9.85e-04-1.11e-020.1127
22884WDR37SYSMH3HumanOral cavityOSCC9.08e-035.85e-020.2442
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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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
WDR37SNVMissense_Mutationnovelc.1346N>Tp.Ser449Ilep.S449IQ9Y2I8protein_codingdeleterious(0.01)benign(0.028)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
WDR37SNVMissense_Mutationrs139912371c.980N>Tp.Thr327Metp.T327MQ9Y2I8protein_codingdeleterious(0)probably_damaging(0.977)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
WDR37SNVMissense_Mutationc.622C>Tp.His208Tyrp.H208YQ9Y2I8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WDR37SNVMissense_Mutationrs754128557c.488N>Ap.Ser163Asnp.S163NQ9Y2I8protein_codingtolerated(0.05)benign(0.043)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WDR37SNVMissense_Mutationrs139912371c.980N>Tp.Thr327Metp.T327MQ9Y2I8protein_codingdeleterious(0)probably_damaging(0.977)TCGA-A6-6137-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilSD
WDR37SNVMissense_Mutationc.266N>Ap.Arg89Hisp.R89HQ9Y2I8protein_codingdeleterious(0)benign(0.247)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
WDR37SNVMissense_Mutationnovelc.607N>Cp.Asn203Hisp.N203HQ9Y2I8protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
WDR37SNVMissense_Mutationc.847N>Ap.Val283Metp.V283MQ9Y2I8protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
WDR37SNVMissense_Mutationc.1217G>Ap.Arg406Hisp.R406HQ9Y2I8protein_codingdeleterious(0)probably_damaging(0.962)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WDR37SNVMissense_Mutationc.532G>Ap.Asp178Asnp.D178NQ9Y2I8protein_codingdeleterious(0)possibly_damaging(0.845)TCGA-AF-2687-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyxelodaPD
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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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