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: FZD10

Gene summary for FZD10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FZD10

Gene ID

11211

Gene namefrizzled class receptor 10
Gene AliasCD350
Cytomap12q24.33
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q6NSL8


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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
11211FZD10P2T-EHumanEsophagusESCC3.34e-549.47e-010.1177
11211FZD10P4T-EHumanEsophagusESCC2.22e-134.26e-010.1323
11211FZD10P9T-EHumanEsophagusESCC1.30e-071.38e-010.1131
11211FZD10P10T-EHumanEsophagusESCC2.47e-069.55e-020.116
11211FZD10P12T-EHumanEsophagusESCC1.25e-063.29e-020.1122
11211FZD10P15T-EHumanEsophagusESCC9.88e-144.18e-010.1149
11211FZD10P16T-EHumanEsophagusESCC1.85e-032.25e-020.1153
11211FZD10P22T-EHumanEsophagusESCC1.63e-147.97e-020.1236
11211FZD10P23T-EHumanEsophagusESCC1.40e-035.18e-020.108
11211FZD10P26T-EHumanEsophagusESCC2.54e-071.41e-010.1276
11211FZD10P27T-EHumanEsophagusESCC2.79e-153.30e-010.1055
11211FZD10P28T-EHumanEsophagusESCC1.33e-123.04e-010.1149
11211FZD10P30T-EHumanEsophagusESCC1.73e-095.46e-010.137
11211FZD10P31T-EHumanEsophagusESCC9.78e-142.30e-010.1251
11211FZD10P36T-EHumanEsophagusESCC1.71e-021.64e-010.1187
11211FZD10P37T-EHumanEsophagusESCC2.87e-074.02e-010.1371
11211FZD10P39T-EHumanEsophagusESCC5.64e-111.45e-010.0894
11211FZD10P42T-EHumanEsophagusESCC5.12e-061.99e-010.1175
11211FZD10P47T-EHumanEsophagusESCC1.39e-102.34e-010.1067
11211FZD10P48T-EHumanEsophagusESCC6.97e-081.87e-010.0959
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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
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: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:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:00719029EsophagusESCCpositive regulation of protein serine/threonine kinase activity124/8552200/187232.27e-062.61e-05124
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:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
GO:00434055EsophagusESCCregulation of MAP kinase activity102/8552177/187238.89e-044.55e-03102
GO:00355671EsophagusESCCnon-canonical Wnt signaling pathway45/855272/187232.97e-031.24e-0245
GO:00325261EsophagusESCCresponse to retinoic acid63/8552107/187234.05e-031.62e-0263
GO:004308715EsophagusESCCregulation of GTPase activity183/8552348/187235.34e-032.00e-02183
GO:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
GO:003297022LiverHCCregulation of actin filament-based process222/7958397/187233.81e-088.30e-07222
GO:003295622LiverHCCregulation of actin cytoskeleton organization202/7958358/187236.18e-081.29e-06202
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
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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
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
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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
WNT5BFZD10WNT5B_FZD10ncWNTCRCMSI-H
WNT5AFZD10WNT5A_FZD10ncWNTEsophagusESCC
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
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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
FZD10SNVMissense_Mutationrs767950238c.1270N>Tp.Arg424Trpp.R424WQ9ULW2protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
FZD10SNVMissense_Mutationc.1333N>Ap.Gly445Argp.G445RQ9ULW2protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FZD10SNVMissense_Mutationnovelc.1430N>Tp.Ala477Valp.A477VQ9ULW2protein_codingtolerated(0.25)benign(0.031)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FZD10SNVMissense_Mutationnovelc.1085N>Tp.Pro362Leup.P362LQ9ULW2protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A7UI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FZD10SNVMissense_Mutationc.353C>Gp.Ser118Cysp.S118CQ9ULW2protein_codingdeleterious(0.04)probably_damaging(0.957)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
FZD10SNVMissense_Mutationc.865N>Ap.Ala289Thrp.A289TQ9ULW2protein_codingdeleterious(0)probably_damaging(0.981)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FZD10SNVMissense_Mutationnovelc.791N>Cp.Ile264Thrp.I264TQ9ULW2protein_codingdeleterious(0)probably_damaging(0.973)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
FZD10SNVMissense_Mutationc.31N>Tp.Val11Phep.V11FQ9ULW2protein_codingdeleterious(0.04)benign(0.047)TCGA-A6-2682-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5PD
FZD10SNVMissense_Mutationc.727G>Ap.Ala243Thrp.A243TQ9ULW2protein_codingtolerated(0.37)benign(0.269)TCGA-A6-4105-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
FZD10SNVMissense_Mutationc.1361C>Tp.Pro454Leup.P454LQ9ULW2protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3685-01Colorectumcolon 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
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