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: WDR13

Gene summary for WDR13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR13

Gene ID

64743

Gene nameWD repeat domain 13
Gene AliasMG21
CytomapXp11.23
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q9H1Z4


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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
64743WDR13LZE4THumanEsophagusESCC9.13e-162.79e-010.0811
64743WDR13LZE7THumanEsophagusESCC1.99e-022.45e-010.0667
64743WDR13LZE8THumanEsophagusESCC1.53e-081.26e-010.067
64743WDR13LZE20THumanEsophagusESCC1.30e-052.00e-010.0662
64743WDR13LZE24THumanEsophagusESCC1.23e-143.36e-010.0596
64743WDR13LZE22D3HumanEsophagusHGIN1.21e-034.15e-010.0653
64743WDR13P1T-EHumanEsophagusESCC5.80e-042.12e-010.0875
64743WDR13P2T-EHumanEsophagusESCC5.40e-345.36e-010.1177
64743WDR13P4T-EHumanEsophagusESCC1.54e-123.11e-010.1323
64743WDR13P5T-EHumanEsophagusESCC7.75e-152.28e-010.1327
64743WDR13P8T-EHumanEsophagusESCC9.23e-202.99e-010.0889
64743WDR13P9T-EHumanEsophagusESCC4.05e-204.12e-010.1131
64743WDR13P10T-EHumanEsophagusESCC5.57e-192.07e-010.116
64743WDR13P11T-EHumanEsophagusESCC3.79e-196.37e-010.1426
64743WDR13P12T-EHumanEsophagusESCC8.39e-172.58e-010.1122
64743WDR13P15T-EHumanEsophagusESCC1.27e-132.59e-010.1149
64743WDR13P16T-EHumanEsophagusESCC1.02e-314.88e-010.1153
64743WDR13P17T-EHumanEsophagusESCC6.48e-105.44e-010.1278
64743WDR13P19T-EHumanEsophagusESCC7.22e-119.42e-010.1662
64743WDR13P20T-EHumanEsophagusESCC3.08e-162.72e-010.1124
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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:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:005067817EsophagusESCCregulation of epithelial cell proliferation206/8552381/187235.51e-043.02e-03206
GO:00443423EsophagusESCCtype B pancreatic cell proliferation15/855221/187231.54e-024.96e-0215
GO:005067310Oral cavityOSCCepithelial cell proliferation212/7305437/187232.82e-052.61e-04212
GO:005067810Oral cavityOSCCregulation of epithelial cell proliferation180/7305381/187235.88e-043.35e-03180
GO:005067324SkincSCCepithelial cell proliferation144/4864437/187236.07e-044.38e-03144
GO:004434211SkincSCCtype B pancreatic cell proliferation11/486421/187238.71e-034.01e-0211
GO:0050673111ThyroidATCepithelial cell proliferation174/6293437/187233.49e-031.55e-02174
GO:0050678110ThyroidATCregulation of epithelial cell proliferation151/6293381/187237.47e-032.92e-02151
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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
WDR13SNVMissense_Mutationc.541N>Ap.Ala181Thrp.A181TQ9H1Z4protein_codingdeleterious(0)probably_damaging(0.988)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
WDR13SNVMissense_Mutationnovelc.455C>Tp.Thr152Metp.T152MQ9H1Z4protein_codingtolerated(0.09)possibly_damaging(0.812)TCGA-AR-A2LK-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyanastrozolePD
WDR13SNVMissense_Mutationc.718N>Gp.Thr240Alap.T240AQ9H1Z4protein_codingdeleterious(0.05)benign(0.03)TCGA-E2-A15M-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
WDR13SNVMissense_Mutationnovelc.1166N>Gp.Asn389Serp.N389SQ9H1Z4protein_codingtolerated(0.53)benign(0.358)TCGA-E2-A570-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
WDR13SNVMissense_Mutationc.962C>Tp.Ala321Valp.A321VQ9H1Z4protein_codingtolerated(0.12)possibly_damaging(0.532)TCGA-E9-A1N9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
WDR13deletionFrame_Shift_Delnovelc.319delNp.His108ThrfsTer16p.H108Tfs*16Q9H1Z4protein_codingTCGA-A7-A0D9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
WDR13SNVMissense_Mutationrs782786399c.631C>Tp.Arg211Cysp.R211CQ9H1Z4protein_codingtolerated(0.33)benign(0)TCGA-MY-A5BE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WDR13SNVMissense_Mutationnovelc.97N>Tp.Arg33Trpp.R33WQ9H1Z4protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3549-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WDR13SNVMissense_Mutationnovelc.247N>Ap.Val83Ilep.V83IQ9H1Z4protein_codingtolerated(0.43)benign(0.005)TCGA-AA-3854-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WDR13SNVMissense_Mutationrs782245413c.535N>Tp.Arg179Cysp.R179CQ9H1Z4protein_codingdeleterious(0)possibly_damaging(0.498)TCGA-AA-3949-01Colorectumcolon 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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