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: WDR60

Gene summary for WDR60

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR60

Gene ID

55112

Gene namedynein 2 intermediate chain 1
Gene AliasCFAP163
Cytomap7q36.3
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

A0A140VK66


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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
55112WDR60HTA11_3410_2000001011HumanColorectumAD6.58e-28-5.69e-010.0155
55112WDR60HTA11_2487_2000001011HumanColorectumSER1.18e-16-5.69e-01-0.1808
55112WDR60HTA11_2951_2000001011HumanColorectumAD1.69e-03-5.69e-010.0216
55112WDR60HTA11_1938_2000001011HumanColorectumAD1.14e-12-5.69e-01-0.0811
55112WDR60HTA11_78_2000001011HumanColorectumAD1.42e-19-5.69e-01-0.1088
55112WDR60HTA11_347_2000001011HumanColorectumAD6.30e-30-5.69e-01-0.1954
55112WDR60HTA11_2112_2000001011HumanColorectumSER7.01e-03-5.69e-01-0.2196
55112WDR60HTA11_3361_2000001011HumanColorectumAD3.70e-13-5.69e-01-0.1207
55112WDR60HTA11_83_2000001011HumanColorectumSER1.58e-10-5.69e-01-0.1526
55112WDR60HTA11_696_2000001011HumanColorectumAD8.56e-30-5.69e-01-0.1464
55112WDR60HTA11_866_2000001011HumanColorectumAD1.89e-27-5.69e-01-0.1001
55112WDR60HTA11_1391_2000001011HumanColorectumAD1.07e-22-5.69e-01-0.059
55112WDR60HTA11_2992_2000001011HumanColorectumSER1.04e-04-5.69e-01-0.1706
55112WDR60HTA11_5212_2000001011HumanColorectumAD1.36e-05-5.69e-01-0.2061
55112WDR60HTA11_5216_2000001011HumanColorectumSER1.69e-03-5.69e-01-0.1462
55112WDR60HTA11_546_2000001011HumanColorectumAD4.43e-09-5.69e-01-0.0842
55112WDR60HTA11_7862_2000001011HumanColorectumAD2.65e-07-5.69e-01-0.0179
55112WDR60HTA11_866_3004761011HumanColorectumAD1.08e-24-5.69e-010.096
55112WDR60HTA11_4255_2000001011HumanColorectumSER1.69e-03-5.69e-010.0446
55112WDR60HTA11_9408_2000001011HumanColorectumAD2.99e-02-5.69e-010.0451
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
WDR60SNVMissense_Mutationnovelc.1484N>Tp.Arg495Leup.R495LQ8WVS4protein_codingdeleterious(0.03)benign(0.045)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
WDR60SNVMissense_Mutationrs769059621c.2692A>Cp.Lys898Glnp.K898QQ8WVS4protein_codingdeleterious(0.03)benign(0.393)TCGA-AR-A1AP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
WDR60SNVMissense_Mutationrs769059621c.2692N>Cp.Lys898Glnp.K898QQ8WVS4protein_codingdeleterious(0.03)benign(0.393)TCGA-BH-A1FM-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
WDR60SNVMissense_Mutationnovelc.448N>Ap.Asp150Asnp.D150NQ8WVS4protein_codingdeleterious(0.05)benign(0.027)TCGA-C8-A278-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
WDR60SNVMissense_Mutationc.1981C>Ap.His661Asnp.H661NQ8WVS4protein_codingdeleterious(0)probably_damaging(0.948)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
WDR60insertionFrame_Shift_Insnovelc.2614_2615insCTATp.Asp872AlafsTer4p.D872Afs*4Q8WVS4protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDR60insertionFrame_Shift_Insnovelc.300_301insCCTGGTGAGCTGGCTGTCCGGATGCCGCCTTTCCCGGCACGCACp.Lys101ProfsTer19p.K101Pfs*19Q8WVS4protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WDR60insertionFrame_Shift_Insnovelc.2474_2475insACGGGGTCTGACCCATGGGCAAp.Ser826ArgfsTer9p.S826Rfs*9Q8WVS4protein_codingTCGA-B6-A0I5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDR60SNVMissense_Mutationnovelc.2323G>Ap.Val775Ilep.V775IQ8WVS4protein_codingtolerated(0.19)benign(0.037)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WDR60SNVMissense_Mutationc.2035N>Cp.Cys679Argp.C679RQ8WVS4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DR-A0ZL-01Cervixcervical & endocervical cancerFemale<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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