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: FZD1

Gene summary for FZD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FZD1

Gene ID

8321

Gene namefrizzled class receptor 1
Gene AliasFZD1
Cytomap7q21.13
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

Q9UP38


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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
8321FZD1P2T-EHumanEsophagusESCC1.50e-132.43e-010.1177
8321FZD1P4T-EHumanEsophagusESCC5.08e-127.94e-020.1323
8321FZD1P5T-EHumanEsophagusESCC7.71e-082.90e-020.1327
8321FZD1P8T-EHumanEsophagusESCC1.15e-059.79e-030.0889
8321FZD1P9T-EHumanEsophagusESCC1.01e-071.24e-020.1131
8321FZD1P10T-EHumanEsophagusESCC1.88e-193.96e-010.116
8321FZD1P11T-EHumanEsophagusESCC1.10e-053.04e-010.1426
8321FZD1P12T-EHumanEsophagusESCC5.80e-131.29e-010.1122
8321FZD1P15T-EHumanEsophagusESCC2.81e-052.98e-010.1149
8321FZD1P16T-EHumanEsophagusESCC1.85e-832.17e+000.1153
8321FZD1P20T-EHumanEsophagusESCC1.08e-04-2.87e-020.1124
8321FZD1P21T-EHumanEsophagusESCC1.12e-07-1.04e-020.1617
8321FZD1P23T-EHumanEsophagusESCC2.19e-021.26e-010.108
8321FZD1P26T-EHumanEsophagusESCC5.71e-201.62e-010.1276
8321FZD1P27T-EHumanEsophagusESCC1.75e-101.03e-010.1055
8321FZD1P28T-EHumanEsophagusESCC1.18e-03-3.24e-020.1149
8321FZD1P31T-EHumanEsophagusESCC3.39e-261.76e-010.1251
8321FZD1P32T-EHumanEsophagusESCC2.11e-096.30e-020.1666
8321FZD1P36T-EHumanEsophagusESCC3.65e-021.94e-030.1187
8321FZD1P37T-EHumanEsophagusESCC6.17e-053.27e-020.1371
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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
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:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:0032970111EsophagusESCCregulation of actin filament-based process231/8552397/187232.91e-074.20e-06231
GO:0032956111EsophagusESCCregulation of actin cytoskeleton organization210/8552358/187234.40e-076.00e-06210
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:000164918EsophagusESCCosteoblast differentiation140/8552229/187231.63e-061.95e-05140
GO:00719029EsophagusESCCpositive regulation of protein serine/threonine kinase activity124/8552200/187232.27e-062.61e-05124
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:00510918EsophagusESCCpositive regulation of DNA-binding transcription factor activity155/8552260/187233.83e-064.14e-05155
GO:004586018EsophagusESCCpositive regulation of protein kinase activity219/8552386/187236.91e-066.97e-05219
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
GO:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:003090118EsophagusESCCmidbrain development58/855290/187232.52e-041.55e-0358
GO:003432918EsophagusESCCcell junction assembly227/8552420/187233.06e-041.83e-03227
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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
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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
WNT5AFZD1WNT5A_FZD1ncWNTCervixADJ
WNT5BFZD1WNT5B_FZD1ncWNTCRCAD
WNT5BFZD10WNT5B_FZD10ncWNTCRCMSI-H
WNT5AFZD1WNT5A_FZD1ncWNTEsophagusESCC
WNT5AFZD10WNT5A_FZD10ncWNTEsophagusESCC
WNT5BFZD1WNT5B_FZD1ncWNTEsophagusESCC
WNT5BFZD10WNT5B_FZD10ncWNTEsophagusESCC
WNT10AFZD10_LRP6WNT10A_FZD10_LRP6WNTEsophagusESCC
WNT10BFZD10_LRP6WNT10B_FZD10_LRP6WNTEsophagusESCC
WNT2FZD10_LRP6WNT2_FZD10_LRP6WNTEsophagusESCC
WNT2BFZD10_LRP6WNT2B_FZD10_LRP6WNTEsophagusESCC
WNT3AFZD10_LRP6WNT3A_FZD10_LRP6WNTEsophagusESCC
WNT7BFZD10_LRP6WNT7B_FZD10_LRP6WNTEsophagusESCC
WNT9AFZD10_LRP6WNT9A_FZD10_LRP6WNTEsophagusESCC
WNT5AFZD1WNT5A_FZD1ncWNTHNSCCOSCC
WNT5AFZD1WNT5A_FZD1ncWNTHNSCCPrecancer
WNT5BFZD1WNT5B_FZD1ncWNTLungIAC
WNT5AFZD1WNT5A_FZD1ncWNTSkincSCC
WNT5AFZD1WNT5A_FZD1ncWNTTHCACancer
WNT2FZD1_LRP5WNT2_FZD1_LRP5WNTTHCACancer
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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
FZD1SNVMissense_Mutationrs749347940c.1069N>Ap.Phe357Ilep.F357IQ9UP38protein_codingdeleterious(0.01)probably_damaging(0.967)TCGA-A2-A04U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
FZD1SNVMissense_Mutationrs752224375c.1763N>Ap.Gly588Glup.G588EQ9UP38protein_codingtolerated(0.18)benign(0.006)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FZD1SNVMissense_Mutationnovelc.859A>Cp.Asn287Hisp.N287HQ9UP38protein_codingtolerated(0.3)benign(0.017)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
FZD1insertionFrame_Shift_Insnovelc.1183_1184insTGGCTATGGGATCTTGTACAAATTACTTp.Gln395LeufsTer97p.Q395Lfs*97Q9UP38protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
FZD1SNVMissense_Mutationnovelc.326N>Gp.Ser109Cysp.S109CQ9UP38protein_codingdeleterious(0.01)possibly_damaging(0.894)TCGA-C5-A1MN-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
FZD1SNVMissense_Mutationnovelc.1560N>Ap.Met520Ilep.M520IQ9UP38protein_codingtolerated(0.68)benign(0.074)TCGA-XS-A8TJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
FZD1SNVMissense_Mutationrs751566731c.341G>Ap.Gly114Aspp.G114DQ9UP38protein_codingdeleterious(0.03)possibly_damaging(0.609)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
FZD1SNVMissense_Mutationc.440G>Ap.Gly147Aspp.G147DQ9UP38protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
FZD1SNVMissense_Mutationnovelc.1828A>Tp.Thr610Serp.T610SQ9UP38protein_codingtolerated(0.44)benign(0.241)TCGA-A6-6782-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FZD1SNVMissense_Mutationnovelc.1219A>Gp.Met407Valp.M407VQ9UP38protein_codingtolerated(0.09)probably_damaging(0.919)TCGA-AA-3710-01Colorectumcolon 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
8321FZD1G PROTEIN COUPLED RECEPTOR, CELL SURFACE, KINASEGNF-PF-3411CHEMBL59372623453073
8321FZD1G PROTEIN COUPLED RECEPTOR, CELL SURFACE, KINASENICLOSAMIDENICLOSAMIDE23453073
8321FZD1G PROTEIN COUPLED RECEPTOR, CELL SURFACE, KINASETCMDC-124051CHEMBL46424923453073
8321FZD1G PROTEIN COUPLED RECEPTOR, CELL SURFACE, KINASEantagonistCHEMBL2364652VANTICTUMAB
8321FZD1G PROTEIN COUPLED RECEPTOR, CELL SURFACE, KINASEantibody381118907VANTICTUMAB
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