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: FZD5

Gene summary for FZD5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FZD5

Gene ID

7855

Gene namefrizzled class receptor 5
Gene AliasC2orf31
Cytomap2q33.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q13467


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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
7855FZD5HTA11_78_2000001011HumanColorectumAD3.23e-044.73e-01-0.1088
7855FZD5HTA11_347_2000001011HumanColorectumAD3.89e-287.91e-01-0.1954
7855FZD5HTA11_411_2000001011HumanColorectumSER1.67e-026.33e-01-0.2602
7855FZD5HTA11_5212_2000001011HumanColorectumAD1.06e-024.42e-01-0.2061
7855FZD5HTA11_7862_2000001011HumanColorectumAD3.48e-045.00e-01-0.0179
7855FZD5HTA11_7663_2000001011HumanColorectumSER1.24e-024.52e-010.0131
7855FZD5HTA11_99999970781_79442HumanColorectumMSS1.70e-032.71e-010.294
7855FZD5A015-C-203HumanColorectumFAP3.46e-02-1.18e-01-0.1294
7855FZD5A001-C-119HumanColorectumFAP2.01e-02-1.94e-01-0.1557
7855FZD5A001-C-108HumanColorectumFAP2.75e-02-1.63e-01-0.0272
7855FZD5A002-C-205HumanColorectumFAP4.71e-02-1.52e-01-0.1236
7855FZD5A001-C-104HumanColorectumFAP2.42e-02-1.55e-010.0184
7855FZD5A015-C-006HumanColorectumFAP5.93e-03-1.94e-01-0.0994
7855FZD5A002-C-114HumanColorectumFAP4.22e-02-1.79e-01-0.1561
7855FZD5A015-C-104HumanColorectumFAP2.05e-06-1.94e-01-0.1899
7855FZD5A002-C-116HumanColorectumFAP1.24e-03-1.38e-01-0.0452
7855FZD5HCC1_MengHumanLiverHCC6.08e-641.06e-010.0246
7855FZD5HCC2_MengHumanLiverHCC6.65e-251.78e-010.0107
7855FZD5HCC1HumanLiverHCC1.03e-031.99e+000.5336
7855FZD5HCC2HumanLiverHCC8.35e-071.81e+000.5341
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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
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:009031621LiverHCCpositive regulation of intracellular protein transport121/7958160/187231.27e-171.39e-15121
GO:190495122LiverHCCpositive regulation of establishment of protein localization207/7958319/187233.95e-163.29e-14207
GO:000662612LiverHCCprotein targeting to mitochondrion82/7958100/187234.93e-164.05e-1482
GO:190300811LiverHCCorganelle disassembly89/7958114/187238.68e-155.73e-1389
GO:005122222LiverHCCpositive regulation of protein transport194/7958303/187232.41e-141.56e-12194
GO:000042211LiverHCCautophagy of mitochondrion64/795881/187231.96e-117.72e-1064
GO:006172611LiverHCCmitochondrion disassembly64/795881/187231.96e-117.72e-1064
GO:190374911LiverHCCpositive regulation of establishment of protein localization to mitochondrion33/795836/187237.67e-102.37e-0833
GO:19039551LiverHCCpositive regulation of protein targeting to mitochondrion30/795832/187231.19e-093.58e-0830
GO:001082112LiverHCCregulation of mitochondrion organization96/7958144/187233.82e-091.02e-0796
GO:190353311LiverHCCregulation of protein targeting60/795881/187237.70e-091.94e-0760
GO:190374711LiverHCCregulation of establishment of protein localization to mitochondrion41/795850/187231.14e-082.83e-0741
GO:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
GO:190321411LiverHCCregulation of protein targeting to mitochondrion36/795844/187231.02e-071.98e-0636
GO:000170111LiverHCCin utero embryonic development204/7958367/187232.44e-074.30e-06204
GO:190314611LiverHCCregulation of autophagy of mitochondrion28/795833/187236.57e-071.03e-0528
GO:007190021LiverHCCregulation of protein serine/threonine kinase activity189/7958359/187235.97e-055.47e-04189
GO:006007021LiverHCCcanonical Wnt signaling pathway162/7958303/187237.00e-056.32e-04162
GO:000189211LiverHCCembryonic placenta development50/795882/187235.62e-043.61e-0350
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa05205ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa05225ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa04310ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa050101ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa052051ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa052251ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa043101ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa050102ColorectumSERAlzheimer disease146/1580384/84656.52e-202.40e-181.75e-18146
hsa050222ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa052052ColorectumSERProteoglycans in cancer58/1580205/84654.37e-043.82e-032.77e-0358
hsa050103ColorectumSERAlzheimer disease146/1580384/84656.52e-202.40e-181.75e-18146
hsa050223ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa052053ColorectumSERProteoglycans in cancer58/1580205/84654.37e-043.82e-032.77e-0358
hsa050104ColorectumMSSAlzheimer disease169/1875384/84651.21e-221.01e-206.21e-21169
hsa050224ColorectumMSSPathways of neurodegeneration - multiple diseases192/1875476/84652.79e-201.04e-186.36e-19192
hsa052252ColorectumMSSHepatocellular carcinoma56/1875168/84655.04e-043.45e-032.11e-0356
hsa052054ColorectumMSSProteoglycans in cancer65/1875205/84658.66e-045.38e-033.29e-0365
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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
WNT5BFZD5WNT5B_FZD5ncWNTCRCAD
WNT4FZD5_LRP5WNT4_FZD5_LRP5WNTCRCAD
WNT5BFZD5WNT5B_FZD5ncWNTCRCADJ
WNT5BFZD5WNT5B_FZD5ncWNTCRCMSI-H
WNT5BFZD5WNT5B_FZD5ncWNTCRCSER
WNT5AFZD5WNT5A_FZD5ncWNTEsophagusESCC
WNT5BFZD5WNT5B_FZD5ncWNTEsophagusESCC
WNT10AFZD5_LRP6WNT10A_FZD5_LRP6WNTEsophagusESCC
WNT10BFZD5_LRP6WNT10B_FZD5_LRP6WNTEsophagusESCC
WNT2FZD5_LRP6WNT2_FZD5_LRP6WNTEsophagusESCC
WNT2BFZD5_LRP6WNT2B_FZD5_LRP6WNTEsophagusESCC
WNT3AFZD5_LRP6WNT3A_FZD5_LRP6WNTEsophagusESCC
WNT7BFZD5_LRP6WNT7B_FZD5_LRP6WNTEsophagusESCC
WNT9AFZD5_LRP6WNT9A_FZD5_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
FZD5SNVMissense_Mutationrs772754333c.533C>Tp.Ser178Leup.S178LQ13467protein_codingtolerated(0.36)benign(0.038)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
FZD5SNVMissense_Mutationnovelc.741C>Ap.Phe247Leup.F247LQ13467protein_codingtolerated(0.97)benign(0.348)TCGA-AC-A8OR-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FZD5SNVMissense_Mutationrs753318203c.577N>Tp.Arg193Cysp.R193CQ13467protein_codingdeleterious(0)possibly_damaging(0.886)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
FZD5SNVMissense_Mutationnovelc.103G>Ap.Glu35Lysp.E35KQ13467protein_codingtolerated(0.05)possibly_damaging(0.785)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FZD5SNVMissense_Mutationc.1627C>Tp.Arg543Cysp.R543CQ13467protein_codingdeleterious(0.02)benign(0.248)TCGA-LP-A4AW-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FZD5SNVMissense_Mutationc.263N>Tp.Ser88Phep.S88FQ13467protein_codingdeleterious(0)probably_damaging(0.999)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FZD5insertionFrame_Shift_Insnovelc.1501_1502insTp.Trp501LeufsTer98p.W501Lfs*98Q13467protein_codingTCGA-VS-A8Q8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
FZD5SNVMissense_Mutationnovelc.1153C>Ap.Pro385Thrp.P385TQ13467protein_codingtolerated(0.28)possibly_damaging(0.904)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
FZD5SNVMissense_Mutationnovelc.242A>Gp.Asp81Glyp.D81GQ13467protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
FZD5insertionFrame_Shift_Insnovelc.1046_1047insGp.Asn350GlnfsTer249p.N350Qfs*249Q13467protein_codingTCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=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
7855FZD5G PROTEIN COUPLED RECEPTOR, KINASE, CELL SURFACEantibody381118907VANTICTUMAB
7855FZD5G PROTEIN COUPLED RECEPTOR, KINASE, CELL SURFACEantagonistCHEMBL2364652VANTICTUMAB
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