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: WDR43

Gene summary for WDR43

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR43

Gene ID

23160

Gene nameWD repeat domain 43
Gene AliasNET12
Cytomap2p23.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q15061


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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
23160WDR43N_HPV_2HumanCervixN_HPV9.55e-031.95e-01-0.0131
23160WDR43CCI_2HumanCervixCC1.16e-091.12e+000.5249
23160WDR43CCI_3HumanCervixCC1.20e-045.30e-010.516
23160WDR43HTA11_3410_2000001011HumanColorectumAD1.98e-11-5.44e-010.0155
23160WDR43HTA11_2487_2000001011HumanColorectumSER1.61e-05-5.58e-01-0.1808
23160WDR43HTA11_3361_2000001011HumanColorectumAD1.24e-06-6.37e-01-0.1207
23160WDR43HTA11_696_2000001011HumanColorectumAD1.17e-21-5.19e-01-0.1464
23160WDR43HTA11_866_2000001011HumanColorectumAD1.03e-14-4.84e-01-0.1001
23160WDR43HTA11_10711_2000001011HumanColorectumAD1.55e-02-4.99e-010.0338
23160WDR43HTA11_7696_3000711011HumanColorectumAD2.85e-09-4.12e-010.0674
23160WDR43HTA11_6818_2000001021HumanColorectumAD3.78e-03-5.41e-010.0588
23160WDR43HTA11_99999970781_79442HumanColorectumMSS2.55e-09-2.73e-010.294
23160WDR43HTA11_99999974143_84620HumanColorectumMSS1.97e-07-3.41e-010.3005
23160WDR43A002-C-010HumanColorectumFAP4.50e-04-2.97e-010.242
23160WDR43A001-C-207HumanColorectumFAP2.82e-02-1.94e-010.1278
23160WDR43A015-C-203HumanColorectumFAP6.32e-28-5.15e-01-0.1294
23160WDR43A015-C-204HumanColorectumFAP3.09e-06-2.99e-01-0.0228
23160WDR43A014-C-040HumanColorectumFAP8.73e-06-5.96e-01-0.1184
23160WDR43A002-C-201HumanColorectumFAP4.12e-13-4.10e-010.0324
23160WDR43A002-C-203HumanColorectumFAP3.43e-05-2.48e-010.2786
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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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:002261310CervixCCribonucleoprotein complex biogenesis88/2311463/187232.11e-053.82e-0488
GO:004225410CervixCCribosome biogenesis62/2311299/187232.48e-054.27e-0462
GO:00987275CervixCCmaintenance of cell number30/2311134/187237.98e-047.00e-0330
GO:00198274CervixCCstem cell population maintenance29/2311131/187231.17e-039.47e-0329
GO:00063684CervixCCtranscription elongation from RNA polymerase II promoter17/231169/187233.65e-032.33e-0217
GO:00063545CervixCCDNA-templated transcription, elongation20/231191/187236.88e-033.74e-0220
GO:00160727CervixCCrRNA metabolic process42/2311236/187239.12e-034.60e-0242
GO:002261325CervixN_HPVribonucleoprotein complex biogenesis30/534463/187232.78e-057.49e-0430
GO:004225424CervixN_HPVribosome biogenesis21/534299/187231.46e-042.68e-0321
GO:000636415CervixN_HPVrRNA processing14/534225/187235.35e-033.84e-0214
GO:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:0042254ColorectumADribosome biogenesis84/3918299/187231.82e-031.50e-0284
GO:0006354ColorectumADDNA-templated transcription, elongation31/391891/187232.46e-031.90e-0231
GO:0006368ColorectumADtranscription elongation from RNA polymerase II promoter24/391869/187235.35e-033.52e-0224
GO:00226131ColorectumSERribonucleoprotein complex biogenesis112/2897463/187235.01e-072.48e-05112
GO:00422541ColorectumSERribosome biogenesis66/2897299/187231.48e-031.60e-0266
GO:00226132ColorectumMSSribonucleoprotein complex biogenesis144/3467463/187232.76e-113.67e-09144
GO:00422542ColorectumMSSribosome biogenesis79/3467299/187234.32e-045.23e-0379
GO:00063541ColorectumMSSDNA-templated transcription, elongation29/346791/187231.52e-031.39e-0229
GO:0006364ColorectumMSSrRNA processing58/3467225/187234.17e-033.03e-0258
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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
WDR43SNVMissense_Mutationrs752884679c.1376N>Tp.Thr459Metp.T459MQ15061protein_codingdeleterious(0)benign(0.037)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
WDR43SNVMissense_Mutationrs779467686c.563N>Ap.Arg188Glnp.R188QQ15061protein_codingtolerated(0.07)possibly_damaging(0.616)TCGA-BH-A1EV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
WDR43insertionFrame_Shift_Insnovelc.1421_1422insCCCACTCAACCAAAAGp.Phe475ProfsTer7p.F475Pfs*7Q15061protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
WDR43insertionIn_Frame_Insnovelc.2013_2014insTTTp.Glu671_Asn672insPhep.E671_N672insFQ15061protein_codingTCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
WDR43insertionFrame_Shift_Insnovelc.2014_2015insCTTTTAGAAATp.Asn672ThrfsTer75p.N672Tfs*75Q15061protein_codingTCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
WDR43SNVMissense_Mutationrs371667538c.1393C>Tp.Leu465Phep.L465FQ15061protein_codingdeleterious(0)probably_damaging(0.974)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WDR43SNVMissense_Mutationrs775251293c.862G>Ap.Ala288Thrp.A288TQ15061protein_codingtolerated(0.13)probably_damaging(0.942)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WDR43SNVMissense_Mutationnovelc.1741N>Ap.Ala581Thrp.A581TQ15061protein_codingtolerated(0.21)benign(0.012)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
WDR43SNVMissense_Mutationc.544N>Gp.Met182Valp.M182VQ15061protein_codingtolerated(0.46)benign(0.05)TCGA-AA-A01V-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
WDR43SNVMissense_Mutationnovelc.1102G>Ap.Glu368Lysp.E368KQ15061protein_codingdeleterious(0.01)benign(0.24)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<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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