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: FZD6

Gene summary for FZD6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FZD6

Gene ID

8323

Gene namefrizzled class receptor 6
Gene AliasFZ-6
Cytomap8q22.3
Gene Typeprotein-coding
GO ID

GO:0001736

UniProtAcc

A0A024R9E9


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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
8323FZD6CA_HPV_1HumanCervixCC2.54e-02-1.49e-010.0264
8323FZD6CCI_2HumanCervixCC1.09e-048.08e-010.5249
8323FZD6TumorHumanCervixCC7.08e-286.57e-010.1241
8323FZD6sample3HumanCervixCC2.55e-275.94e-010.1387
8323FZD6T3HumanCervixCC4.15e-255.80e-010.1389
8323FZD6LZE2THumanEsophagusESCC1.30e-058.66e-010.082
8323FZD6LZE4THumanEsophagusESCC4.54e-299.92e-010.0811
8323FZD6LZE7THumanEsophagusESCC2.15e-074.01e-010.0667
8323FZD6LZE8THumanEsophagusESCC1.43e-052.23e-010.067
8323FZD6LZE20THumanEsophagusESCC5.23e-113.83e-010.0662
8323FZD6LZE24THumanEsophagusESCC2.72e-217.38e-010.0596
8323FZD6LZE21THumanEsophagusESCC2.49e-043.15e-010.0655
8323FZD6LZE6THumanEsophagusESCC1.35e-033.76e-020.0845
8323FZD6P1T-EHumanEsophagusESCC2.07e-032.97e-010.0875
8323FZD6P2T-EHumanEsophagusESCC2.05e-397.79e-010.1177
8323FZD6P4T-EHumanEsophagusESCC1.27e-226.34e-010.1323
8323FZD6P5T-EHumanEsophagusESCC2.78e-214.13e-010.1327
8323FZD6P8T-EHumanEsophagusESCC2.68e-225.78e-010.0889
8323FZD6P9T-EHumanEsophagusESCC1.01e-186.00e-010.1131
8323FZD6P10T-EHumanEsophagusESCC2.36e-601.11e+000.116
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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
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:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:00435884CervixCCskin development71/2311263/187238.04e-111.46e-0871
GO:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:00608287CervixCCregulation of canonical Wnt signaling pathway58/2311253/187231.83e-065.89e-0558
GO:00600707CervixCCcanonical Wnt signaling pathway66/2311303/187232.47e-067.35e-0566
GO:005087810CervixCCregulation of body fluid levels78/2311379/187233.20e-068.77e-0578
GO:00510904CervixCCregulation of DNA-binding transcription factor activity87/2311440/187234.85e-061.22e-0487
GO:00309019CervixCCmidbrain development26/231190/187232.12e-053.82e-0426
GO:00508176CervixCCcoagulation45/2311222/187235.08e-044.94e-0345
GO:00075966CervixCCblood coagulation44/2311217/187235.78e-045.52e-0344
GO:00301682CervixCCplatelet activation28/2311123/187238.92e-047.71e-0328
GO:00075996CervixCChemostasis44/2311222/187239.47e-047.95e-0344
GO:00301784CervixCCnegative regulation of Wnt signaling pathway35/2311170/187231.52e-031.17e-0235
GO:00487365CervixCCappendage development35/2311172/187231.88e-031.39e-0235
GO:00601735CervixCClimb development35/2311172/187231.88e-031.39e-0235
GO:00351487CervixCCtube formation31/2311148/187232.07e-031.51e-0231
GO:00017384CervixCCmorphogenesis of a polarized epithelium22/231194/187232.09e-031.52e-0222
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501018CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0502218CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa0520516CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa051657CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa043109CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa043908CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa0522510CervixCCHepatocellular carcinoma40/1267168/84651.52e-036.39e-033.78e-0340
hsa05224CervixCCBreast cancer32/1267147/84651.66e-024.88e-022.88e-0232
hsa0501019CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0502219CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa0520517CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0516512CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa0431012CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa0439013CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa0522513CervixCCHepatocellular carcinoma40/1267168/84651.52e-036.39e-033.78e-0340
hsa052241CervixCCBreast cancer32/1267147/84651.66e-024.88e-022.88e-0232
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0520529EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
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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
WNT5AFZD6WNT5A_FZD6ncWNTCervixADJ
WNT7BFZD6_LRP5WNT7B_FZD6_LRP5WNTCervixADJ
WNT5AFZD6WNT5A_FZD6ncWNTCervixCC
WNT5BFZD6WNT5B_FZD6ncWNTCervixCC
WNT2BFZD6_LRP5WNT2B_FZD6_LRP5WNTCervixCC
WNT9AFZD6_LRP5WNT9A_FZD6_LRP5WNTCervixCC
WNT2BFZD6_LRP6WNT2B_FZD6_LRP6WNTCervixCC
WNT9AFZD6_LRP6WNT9A_FZD6_LRP6WNTCervixCC
WNT5BFZD6WNT5B_FZD6ncWNTCRCMSI-H
WNT5AFZD6WNT5A_FZD6ncWNTEndometriumADJ
WNT2FZD6_LRP5WNT2_FZD6_LRP5WNTEndometriumADJ
WNT4FZD6_LRP5WNT4_FZD6_LRP5WNTEndometriumADJ
WNT2FZD6_LRP6WNT2_FZD6_LRP6WNTEndometriumADJ
WNT4FZD6_LRP6WNT4_FZD6_LRP6WNTEndometriumADJ
WNT2FZD6_LRP6WNT2_FZD6_LRP6WNTEndometriumEEC
WNT2BFZD6_LRP6WNT2B_FZD6_LRP6WNTEndometriumEEC
WNT5AFZD6WNT5A_FZD6ncWNTEsophagusESCC
WNT5BFZD6WNT5B_FZD6ncWNTEsophagusESCC
WNT10AFZD6_LRP6WNT10A_FZD6_LRP6WNTEsophagusESCC
WNT10BFZD6_LRP6WNT10B_FZD6_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
FZD6SNVMissense_Mutationc.795N>Cp.Glu265Aspp.E265DO60353protein_codingtolerated(0.47)benign(0.02)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
FZD6SNVMissense_Mutationnovelc.1516N>Gp.Phe506Valp.F506VO60353protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FZD6SNVMissense_Mutationrs201432167c.1939N>Tp.Arg647Trpp.R647WO60353protein_codingdeleterious_low_confidence(0)benign(0.394)TCGA-BH-A204-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FZD6SNVMissense_Mutationc.1045N>Ap.Glu349Lysp.E349KO60353protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
FZD6SNVMissense_Mutationnovelc.226N>Cp.Phe76Leup.F76LO60353protein_codingdeleterious(0)probably_damaging(0.996)TCGA-LL-A8F5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
FZD6SNVMissense_Mutationrs186016315c.1213C>Tp.Arg405Trpp.R405WO60353protein_codingdeleterious(0)probably_damaging(0.993)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FZD6SNVMissense_Mutationc.683N>Cp.Arg228Thrp.R228TO60353protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EK-A2H0-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FZD6SNVMissense_Mutationrs763949530c.1247N>Ap.Arg416Glnp.R416QO60353protein_codingdeleterious(0)probably_damaging(0.998)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FZD6SNVMissense_Mutationc.683N>Cp.Arg228Thrp.R228TO60353protein_codingdeleterious(0)probably_damaging(0.998)TCGA-ZJ-A8QQ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
FZD6SNVMissense_Mutationnovelc.383N>Gp.Tyr128Cysp.Y128CO60353protein_codingtolerated(0.17)possibly_damaging(0.796)TCGA-AA-3837-01Colorectumcolon 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
8323FZD6CELL SURFACE, G PROTEIN COUPLED RECEPTOR, KINASEagonist135651914
8323FZD6CELL SURFACE, G PROTEIN COUPLED RECEPTOR, KINASEagonist135651915
8323FZD6CELL SURFACE, G PROTEIN COUPLED RECEPTOR, KINASEagonist135651916
8323FZD6CELL SURFACE, G PROTEIN COUPLED RECEPTOR, KINASEagonist381745008
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