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: WDR44

Gene summary for WDR44

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR44

Gene ID

54521

Gene nameWD repeat domain 44
Gene AliasRAB11BP
CytomapXq24
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q5JSH3


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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
54521WDR44CCI_2HumanCervixCC1.46e-048.08e-010.5249
54521WDR44CCI_3HumanCervixCC3.35e-065.01e-010.516
54521WDR44T3HumanCervixCC2.68e-021.14e-010.1389
54521WDR44LZE4THumanEsophagusESCC4.35e-081.54e-010.0811
54521WDR44LZE7THumanEsophagusESCC1.08e-063.18e-010.0667
54521WDR44LZE24THumanEsophagusESCC3.35e-122.56e-010.0596
54521WDR44P1T-EHumanEsophagusESCC4.92e-031.55e-010.0875
54521WDR44P2T-EHumanEsophagusESCC1.95e-131.84e-010.1177
54521WDR44P4T-EHumanEsophagusESCC3.86e-061.14e-010.1323
54521WDR44P5T-EHumanEsophagusESCC1.13e-048.77e-020.1327
54521WDR44P8T-EHumanEsophagusESCC3.38e-111.06e-010.0889
54521WDR44P9T-EHumanEsophagusESCC4.81e-071.40e-010.1131
54521WDR44P10T-EHumanEsophagusESCC1.91e-021.17e-010.116
54521WDR44P11T-EHumanEsophagusESCC1.24e-063.14e-010.1426
54521WDR44P12T-EHumanEsophagusESCC1.16e-071.56e-010.1122
54521WDR44P15T-EHumanEsophagusESCC1.66e-112.25e-010.1149
54521WDR44P16T-EHumanEsophagusESCC4.72e-053.55e-020.1153
54521WDR44P20T-EHumanEsophagusESCC1.31e-121.72e-010.1124
54521WDR44P21T-EHumanEsophagusESCC5.30e-203.27e-010.1617
54521WDR44P22T-EHumanEsophagusESCC7.22e-091.33e-010.1236
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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
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
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
WDR44SNVMissense_Mutationnovelc.880G>Ap.Glu294Lysp.E294KQ5JSH3protein_codingtolerated(0.13)benign(0.08)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
WDR44SNVMissense_Mutationrs753819771c.613N>Ap.Ala205Thrp.A205TQ5JSH3protein_codingtolerated_low_confidence(0.68)benign(0)TCGA-A2-A4S3-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDR44SNVMissense_Mutationc.758C>Ap.Pro253Hisp.P253HQ5JSH3protein_codingdeleterious(0.03)possibly_damaging(0.907)TCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WDR44SNVMissense_Mutationc.1460C>Tp.Ala487Valp.A487VQ5JSH3protein_codingtolerated(0.06)possibly_damaging(0.901)TCGA-A7-A13F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
WDR44SNVMissense_Mutationc.1853N>Gp.Asn618Serp.N618SQ5JSH3protein_codingtolerated(0.06)possibly_damaging(0.855)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WDR44SNVMissense_Mutationnovelc.1311G>Cp.Lys437Asnp.K437NQ5JSH3protein_codingtolerated(0.07)benign(0.334)TCGA-AO-A1KR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
WDR44SNVMissense_Mutationc.2378G>Ap.Ser793Asnp.S793NQ5JSH3protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-AR-A0TP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
WDR44SNVMissense_Mutationrs771913074c.1786N>Tp.Arg596Trpp.R596WQ5JSH3protein_codingdeleterious(0.05)probably_damaging(0.96)TCGA-AR-A5QP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
WDR44SNVMissense_Mutationc.2212C>Tp.Arg738Cysp.R738CQ5JSH3protein_codingdeleterious(0)probably_damaging(0.987)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
WDR44SNVMissense_Mutationc.1969N>Gp.Pro657Alap.P657AQ5JSH3protein_codingdeleterious(0.01)probably_damaging(1)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=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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