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: FZD7

Gene summary for FZD7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FZD7

Gene ID

8324

Gene namefrizzled class receptor 7
Gene AliasFzE3
Cytomap2q33.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

O75084


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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
8324FZD7LZE2THumanEsophagusESCC3.47e-037.11e-010.082
8324FZD7LZE4THumanEsophagusESCC1.96e-022.13e-010.0811
8324FZD7LZE7THumanEsophagusESCC5.39e-031.46e-010.0667
8324FZD7P2T-EHumanEsophagusESCC2.75e-274.45e-010.1177
8324FZD7P4T-EHumanEsophagusESCC6.20e-165.23e-010.1323
8324FZD7P8T-EHumanEsophagusESCC3.91e-056.61e-020.0889
8324FZD7P9T-EHumanEsophagusESCC2.52e-246.07e-010.1131
8324FZD7P10T-EHumanEsophagusESCC1.64e-711.23e+000.116
8324FZD7P12T-EHumanEsophagusESCC1.39e-367.11e-010.1122
8324FZD7P15T-EHumanEsophagusESCC7.31e-421.06e+000.1149
8324FZD7P16T-EHumanEsophagusESCC1.47e-457.89e-010.1153
8324FZD7P20T-EHumanEsophagusESCC1.23e-028.09e-030.1124
8324FZD7P22T-EHumanEsophagusESCC1.23e-123.23e-010.1236
8324FZD7P24T-EHumanEsophagusESCC1.91e-023.89e-020.1287
8324FZD7P26T-EHumanEsophagusESCC7.73e-183.69e-010.1276
8324FZD7P27T-EHumanEsophagusESCC8.83e-122.38e-010.1055
8324FZD7P28T-EHumanEsophagusESCC5.32e-306.31e-010.1149
8324FZD7P30T-EHumanEsophagusESCC7.06e-321.25e+000.137
8324FZD7P31T-EHumanEsophagusESCC3.53e-367.22e-010.1251
8324FZD7P32T-EHumanEsophagusESCC5.09e-064.42e-020.1666
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:001081020EsophagusESCCregulation of cell-substrate adhesion144/8552221/187233.55e-097.45e-08144
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:009872714EsophagusESCCmaintenance of cell number90/8552134/187233.94e-075.43e-0690
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:001982714EsophagusESCCstem cell population maintenance88/8552131/187235.23e-076.97e-0688
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
GO:005140318EsophagusESCCstress-activated MAPK cascade147/8552239/187235.43e-077.18e-06147
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:006082817EsophagusESCCregulation of canonical Wnt signaling pathway153/8552253/187231.38e-061.67e-05153
GO:003109910EsophagusESCCregeneration122/8552198/187234.26e-064.57e-05122
GO:00073698EsophagusESCCgastrulation115/8552185/187234.35e-064.64e-05115
GO:007030217EsophagusESCCregulation of stress-activated protein kinase signaling cascade119/8552195/187231.07e-051.01e-04119
GO:00017387EsophagusESCCmorphogenesis of a polarized epithelium63/855294/187232.34e-052.00e-0463
GO:003287217EsophagusESCCregulation of stress-activated MAPK cascade116/8552192/187232.63e-052.21e-04116
GO:00072549EsophagusESCCJNK cascade102/8552167/187234.22e-053.39e-04102
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:00017044EsophagusESCCformation of primary germ layer75/8552121/187232.17e-041.36e-0375
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
hsa0522518EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501038EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0520537EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0522519EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0501028Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa0502228Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa051659Oral cavityOSCCHuman papillomavirus infection200/3704331/84653.83e-104.93e-092.51e-09200
hsa0520526Oral cavityOSCCProteoglycans in cancer128/3704205/84654.00e-083.12e-071.59e-07128
hsa0522516Oral cavityOSCCHepatocellular carcinoma97/3704168/84651.63e-045.52e-042.81e-0497
hsa041504Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
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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
WNT5AFZD7WNT5A_FZD7ncWNTCervixADJ
WNT5AFZD7WNT5A_FZD7ncWNTEndometriumAEH
WNT5BFZD7WNT5B_FZD7ncWNTEndometriumAEH
WNT5AFZD7WNT5A_FZD7ncWNTHNSCCOSCC
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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
FZD7SNVMissense_Mutationc.268G>Cp.Val90Leup.V90LO75084protein_codingdeleterious(0)possibly_damaging(0.774)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FZD7SNVMissense_Mutationnovelc.394N>Ap.Glu132Lysp.E132KO75084protein_codingtolerated(0.06)possibly_damaging(0.88)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FZD7SNVMissense_Mutationc.400N>Gp.Leu134Valp.L134VO75084protein_codingdeleterious(0.03)benign(0.428)TCGA-E9-A1NA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
FZD7insertionNonsense_Mutationnovelc.1077_1078insCTACCGCTTCCTGGGTGAGCGCGATTGTGGCGCCCCGTGCGAp.Leu359_Thr360insLeuProLeuProGlyTerAlaArgLeuTrpArgProValArgp.L359_T360insLPLPG*ARLWRPVRO75084protein_codingTCGA-A7-A0CD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
FZD7SNVMissense_Mutationc.365N>Gp.Ser122Cysp.S122CO75084protein_codingdeleterious(0)probably_damaging(0.978)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
FZD7SNVMissense_Mutationc.1680N>Gp.Phe560Leup.F560LO75084protein_codingtolerated(0.21)probably_damaging(0.968)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FZD7SNVMissense_Mutationc.1672C>Tp.Arg558Cysp.R558CO75084protein_codingdeleterious(0)probably_damaging(0.953)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
FZD7SNVMissense_Mutationc.1259N>Tp.Ala420Valp.A420VO75084protein_codingtolerated(0.28)possibly_damaging(0.871)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
FZD7SNVMissense_Mutationc.1403T>Cp.Met468Thrp.M468TO75084protein_codingdeleterious(0)possibly_damaging(0.838)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FZD7SNVMissense_Mutationrs185267840c.497N>Tp.Ser166Leup.S166LO75084protein_codingdeleterious(0.01)benign(0.217)TCGA-AZ-6598-01Colorectumcolon 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
8324FZD7G PROTEIN COUPLED RECEPTOR, KINASEantagonist381745004
8324FZD7G PROTEIN COUPLED RECEPTOR, KINASEOMP-18R5VANTICTUMAB
8324FZD7G PROTEIN COUPLED RECEPTOR, KINASEantagonist381745005
8324FZD7G PROTEIN COUPLED RECEPTOR, KINASEantagonistCHEMBL2364652VANTICTUMAB
8324FZD7G PROTEIN COUPLED RECEPTOR, KINASEantibody381118907VANTICTUMAB
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