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: FZD3

Gene summary for FZD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FZD3

Gene ID

7976

Gene namefrizzled class receptor 3
Gene AliasFz-3
Cytomap8p21.1
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q9NPG1


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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
7976FZD3HCC1_MengHumanLiverHCC5.27e-06-2.71e-020.0246
7976FZD3HCC1HumanLiverHCC1.84e-082.41e+000.5336
7976FZD3HCC2HumanLiverHCC5.99e-182.23e+000.5341
7976FZD3HCC5HumanLiverHCC5.71e-112.23e+000.4932
7976FZD3S028HumanLiverHCC2.57e-042.78e-010.2503
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
GO:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
GO:0045786LiverHCCnegative regulation of cell cycle204/7958385/187231.84e-051.99e-04204
GO:0045930LiverHCCnegative regulation of mitotic cell cycle130/7958235/187234.69e-054.50e-04130
GO:006007021LiverHCCcanonical Wnt signaling pathway162/7958303/187237.00e-056.32e-04162
GO:00018415LiverHCCneural tube formation62/7958102/187231.47e-041.18e-0362
GO:001072011LiverHCCpositive regulation of cell development155/7958298/187235.39e-043.48e-03155
GO:00018433LiverHCCneural tube closure53/795888/187235.95e-043.75e-0353
GO:003090121LiverHCCmidbrain development54/795890/187236.04e-043.79e-0354
GO:00140204LiverHCCprimary neural tube formation56/795894/187236.19e-043.86e-0356
GO:00606063LiverHCCtube closure53/795889/187238.67e-045.14e-0353
GO:00219154LiverHCCneural tube development82/7958152/187232.83e-031.33e-0282
GO:00507674LiverHCCregulation of neurogenesis181/7958364/187233.00e-031.40e-02181
GO:00507693LiverHCCpositive regulation of neurogenesis116/7958225/187233.67e-031.63e-02116
GO:00018384LiverHCCembryonic epithelial tube formation66/7958121/187234.94e-032.07e-0266
GO:0097194LiverHCCexecution phase of apoptosis48/795885/187236.47e-032.63e-0248
GO:00721754LiverHCCepithelial tube formation70/7958132/187239.29e-033.57e-0270
GO:1900117LiverHCCregulation of execution phase of apoptosis19/795829/187231.05e-023.89e-0219
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501022LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa052258LiverHCCHepatocellular carcinoma106/4020168/84652.87e-051.85e-041.03e-04106
hsa051652LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0520521LiverHCCProteoglycans in cancer121/4020205/84655.22e-042.18e-031.21e-03121
hsa0501032LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0522511LiverHCCHepatocellular carcinoma106/4020168/84652.87e-051.85e-041.03e-04106
hsa051653LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa0415011LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0520531LiverHCCProteoglycans in cancer121/4020205/84655.22e-042.18e-031.21e-03121
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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
WNT5BFZD3WNT5B_FZD3ncWNTCRCMSI-H
WNT5AFZD3WNT5A_FZD3ncWNTEsophagusESCC
WNT5BFZD3WNT5B_FZD3ncWNTEsophagusESCC
WNT10AFZD3_LRP6WNT10A_FZD3_LRP6WNTEsophagusESCC
WNT10BFZD3_LRP6WNT10B_FZD3_LRP6WNTEsophagusESCC
WNT2FZD3_LRP6WNT2_FZD3_LRP6WNTEsophagusESCC
WNT2BFZD3_LRP6WNT2B_FZD3_LRP6WNTEsophagusESCC
WNT3AFZD3_LRP6WNT3A_FZD3_LRP6WNTEsophagusESCC
WNT7BFZD3_LRP6WNT7B_FZD3_LRP6WNTEsophagusESCC
WNT9AFZD3_LRP6WNT9A_FZD3_LRP6WNTEsophagusESCC
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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
FZD3SNVMissense_Mutationc.1409C>Tp.Thr470Ilep.T470IQ9NPG1protein_codingtolerated(0.15)benign(0.433)TCGA-AN-A0AL-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
FZD3SNVMissense_Mutationc.1606N>Ap.Leu536Ilep.L536IQ9NPG1protein_codingtolerated(0.18)possibly_damaging(0.632)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FZD3SNVMissense_Mutationc.794N>Gp.Asn265Serp.N265SQ9NPG1protein_codingdeleterious(0.02)possibly_damaging(0.837)TCGA-BH-A0H3-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FZD3SNVMissense_Mutationc.1057N>Ap.Glu353Lysp.E353KQ9NPG1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FZD3deletionFrame_Shift_Delnovelc.1546delNp.Glu518ArgfsTer2p.E518Rfs*2Q9NPG1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
FZD3SNVMissense_Mutationnovelc.221C>Tp.Ser74Phep.S74FQ9NPG1protein_codingdeleterious(0.01)probably_damaging(1)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FZD3SNVMissense_Mutationrs200012243c.547N>Tp.Arg183Cysp.R183CQ9NPG1protein_codingdeleterious(0.01)possibly_damaging(0.676)TCGA-VS-A9UR-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
FZD3SNVMissense_Mutationnovelc.1777C>Tp.Arg593Cysp.R593CQ9NPG1protein_codingdeleterious(0)probably_damaging(0.927)TCGA-5M-AATE-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
FZD3SNVMissense_Mutationrs372290611c.1099N>Ap.Asp367Asnp.D367NQ9NPG1protein_codingtolerated(0.39)benign(0.341)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FZD3SNVMissense_Mutationnovelc.510N>Cp.Lys170Asnp.K170NQ9NPG1protein_codingdeleterious(0)probably_damaging(0.909)TCGA-AA-3984-01Colorectumcolon 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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