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: WDR41

Gene summary for WDR41

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR41

Gene ID

55255

Gene nameWD repeat domain 41
Gene AliasMSTP048
Cytomap5q13.3-q14.1
Gene Typeprotein-coding
GO ID

GO:0006914

UniProtAcc

A0A0S2Z5E0


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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
55255WDR41HTA11_78_2000001011HumanColorectumAD6.13e-119.90e-01-0.1088
55255WDR41HTA11_347_2000001011HumanColorectumAD3.00e-201.20e+00-0.1954
55255WDR41HTA11_99999965104_69814HumanColorectumMSS7.42e-563.74e+000.281
55255WDR41HTA11_99999971662_82457HumanColorectumMSS1.00e-044.11e-010.3859
55255WDR41A015-C-203HumanColorectumFAP6.13e-08-2.48e-01-0.1294
55255WDR41A002-C-201HumanColorectumFAP2.70e-04-2.62e-010.0324
55255WDR41A001-C-108HumanColorectumFAP1.32e-05-2.22e-01-0.0272
55255WDR41A002-C-205HumanColorectumFAP3.11e-05-2.46e-01-0.1236
55255WDR41A015-C-006HumanColorectumFAP2.58e-02-2.03e-01-0.0994
55255WDR41A015-C-106HumanColorectumFAP1.10e-03-2.21e-01-0.0511
55255WDR41A002-C-114HumanColorectumFAP1.40e-05-2.90e-01-0.1561
55255WDR41A015-C-104HumanColorectumFAP2.63e-11-3.17e-01-0.1899
55255WDR41A002-C-016HumanColorectumFAP1.12e-04-2.35e-010.0521
55255WDR41A001-C-007HumanColorectumCRC3.38e-03-3.25e-010.1899
55255WDR41A001-C-203HumanColorectumFAP2.42e-02-1.86e-01-0.0481
55255WDR41A002-C-116HumanColorectumFAP2.33e-09-2.64e-01-0.0452
55255WDR41A018-E-020HumanColorectumFAP1.08e-03-2.41e-01-0.2034
55255WDR41F034HumanColorectumFAP2.12e-06-2.43e-01-0.0665
55255WDR41F072BHumanColorectumFAP5.35e-05-2.26e-010.257
55255WDR41CRC-3-11773HumanColorectumCRC1.35e-02-2.00e-010.2564
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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
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:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:00105062ColorectumMSSregulation of autophagy95/3467317/187234.36e-071.71e-0595
GO:00105063ColorectumFAPregulation of autophagy80/2622317/187236.43e-084.54e-0680
GO:00105064ColorectumCRCregulation of autophagy62/2078317/187236.04e-062.35e-0462
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:001050610Oral cavityOSCCregulation of autophagy198/7305317/187231.63e-171.51e-15198
GO:001050622Oral cavityEOLPregulation of autophagy74/2218317/187235.84e-093.07e-0774
GO:001050631Oral cavityNEOLPregulation of autophagy60/2005317/187238.06e-061.57e-0460
GO:001050619SkincSCCregulation of autophagy127/4864317/187232.36e-086.71e-07127
GO:0010506110ThyroidPTCregulation of autophagy172/5968317/187238.76e-177.57e-15172
GO:001050632ThyroidATCregulation of autophagy180/6293317/187231.34e-171.46e-15180
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa04140ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa050141ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa041401ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa050224ColorectumMSSPathways of neurodegeneration - multiple diseases192/1875476/84652.79e-201.04e-186.36e-19192
hsa050144ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa041404ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa050225ColorectumMSSPathways of neurodegeneration - multiple diseases192/1875476/84652.79e-201.04e-186.36e-19192
hsa050145ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa041405ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa050228ColorectumFAPPathways of neurodegeneration - multiple diseases117/1404476/84652.81e-064.47e-052.72e-05117
hsa050148ColorectumFAPAmyotrophic lateral sclerosis91/1404364/84651.84e-052.36e-041.44e-0491
hsa050229ColorectumFAPPathways of neurodegeneration - multiple diseases117/1404476/84652.81e-064.47e-052.72e-05117
hsa050149ColorectumFAPAmyotrophic lateral sclerosis91/1404364/84651.84e-052.36e-041.44e-0491
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
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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
WDR41SNVMissense_Mutationrs370753681c.121N>Cp.Ala41Prop.A41PQ9HAD4protein_codingdeleterious(0.02)probably_damaging(0.937)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
WDR41SNVMissense_Mutationnovelc.1004G>Tp.Arg335Metp.R335MQ9HAD4protein_codingdeleterious(0.01)probably_damaging(0.947)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WDR41SNVMissense_Mutationc.893N>Ap.Ala298Aspp.A298DQ9HAD4protein_codingdeleterious(0)benign(0.303)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WDR41SNVMissense_Mutationc.877N>Ap.Glu293Lysp.E293KQ9HAD4protein_codingtolerated(0.33)benign(0.214)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
WDR41SNVMissense_Mutationrs144473455c.140N>Ap.Arg47Glnp.R47QQ9HAD4protein_codingtolerated(0.09)probably_damaging(0.999)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
WDR41SNVMissense_Mutationrs765902291c.692T>Cp.Val231Alap.V231AQ9HAD4protein_codingdeleterious(0)benign(0.166)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WDR41SNVMissense_Mutationnovelc.1090N>Gp.Thr364Alap.T364AQ9HAD4protein_codingtolerated(0.21)benign(0.005)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
WDR41SNVMissense_Mutationnovelc.258N>Tp.Lys86Asnp.K86NQ9HAD4protein_codingtolerated(0.06)probably_damaging(0.978)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
WDR41SNVMissense_Mutationnovelc.31N>Ap.Glu11Lysp.E11KQ9HAD4protein_codingtolerated(0.15)benign(0.133)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
WDR41insertionFrame_Shift_Insrs748110033c.1101_1102insTp.Asn368Terp.N368*Q9HAD4protein_codingTCGA-A6-3809-01Colorectumcolon 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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