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: SFRP4

Gene summary for SFRP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SFRP4

Gene ID

6424

Gene namesecreted frizzled related protein 4
Gene AliasFRP-4
Cytomap7p14.1
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q6FHJ7


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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
6424SFRP4AEH-subject1HumanEndometriumAEH1.20e-85-1.83e+00-0.3059
6424SFRP4AEH-subject2HumanEndometriumAEH1.24e-68-1.72e+00-0.2525
6424SFRP4AEH-subject3HumanEndometriumAEH5.47e-38-1.12e+00-0.2576
6424SFRP4AEH-subject4HumanEndometriumAEH1.99e-17-7.81e-01-0.2657
6424SFRP4AEH-subject5HumanEndometriumAEH9.23e-92-1.87e+00-0.2953
6424SFRP4EEC-subject1HumanEndometriumEEC3.63e-79-1.79e+00-0.2682
6424SFRP4EEC-subject2HumanEndometriumEEC1.01e-92-1.85e+00-0.2607
6424SFRP4EEC-subject3HumanEndometriumEEC1.48e-84-1.78e+00-0.2525
6424SFRP4EEC-subject4HumanEndometriumEEC3.71e-82-1.81e+00-0.2571
6424SFRP4EEC-subject5HumanEndometriumEEC2.94e-80-1.78e+00-0.249
6424SFRP4GSM5276934HumanEndometriumEEC4.88e-22-7.25e-01-0.0913
6424SFRP4GSM5276935HumanEndometriumEEC5.77e-96-1.88e+00-0.123
6424SFRP4GSM5276937HumanEndometriumEEC1.10e-09-4.68e-01-0.0897
6424SFRP4GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC6.25e-76-1.89e+00-0.1869
6424SFRP4GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC5.19e-69-1.89e+00-0.1875
6424SFRP4GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.93e-78-1.89e+00-0.1883
6424SFRP4GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC2.55e-89-1.86e+00-0.1934
6424SFRP4GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC5.01e-99-1.89e+00-0.1917
6424SFRP4GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.13e-96-1.89e+00-0.1916
6424SFRP4GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC3.75e-59-1.56e+00-0.1269
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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:00301118EndometriumAEHregulation of Wnt signaling pathway71/2100328/187233.31e-081.87e-0671
GO:00160558EndometriumAEHWnt signaling pathway85/2100444/187234.99e-071.97e-0585
GO:01987388EndometriumAEHcell-cell signaling by wnt85/2100446/187236.07e-072.29e-0585
GO:00608288EndometriumAEHregulation of canonical Wnt signaling pathway54/2100253/187232.22e-066.56e-0554
GO:00301777EndometriumAEHpositive regulation of Wnt signaling pathway34/2100140/187239.62e-062.23e-0434
GO:00071787EndometriumAEHtransmembrane receptor protein serine/threonine kinase signaling pathway67/2100355/187231.28e-052.80e-0467
GO:00482598EndometriumAEHregulation of receptor-mediated endocytosis28/2100110/187232.28e-054.35e-0428
GO:00600708EndometriumAEHcanonical Wnt signaling pathway58/2100303/187233.12e-055.66e-0458
GO:00301009EndometriumAEHregulation of endocytosis44/2100211/187233.39e-056.05e-0444
GO:00068988EndometriumAEHreceptor-mediated endocytosis49/2100244/187233.54e-056.24e-0449
GO:00902637EndometriumAEHpositive regulation of canonical Wnt signaling pathway26/2100106/187238.63e-051.27e-0326
GO:00482608EndometriumAEHpositive regulation of receptor-mediated endocytosis16/210052/187231.18e-041.66e-0316
GO:00510515EndometriumAEHnegative regulation of transport79/2100470/187231.51e-041.99e-0379
GO:00431128EndometriumAEHreceptor metabolic process35/2100166/187231.64e-042.15e-0335
GO:00308564EndometriumAEHregulation of epithelial cell differentiation33/2100154/187231.81e-042.32e-0333
GO:00458078EndometriumAEHpositive regulation of endocytosis24/2100100/187232.27e-042.75e-0324
GO:00316237EndometriumAEHreceptor internalization26/2100113/187232.62e-043.08e-0326
GO:00305092EndometriumAEHBMP signaling pathway32/2100152/187233.15e-043.54e-0332
GO:00301785EndometriumAEHnegative regulation of Wnt signaling pathway34/2100170/187235.63e-045.62e-0334
GO:00020902EndometriumAEHregulation of receptor internalization15/210056/187239.88e-048.90e-0315
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0431010EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
hsa0431013EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
hsa0431022EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
hsa0431032EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
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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
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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
SFRP4SNVMissense_Mutationrs748182253c.785N>Ap.Arg262Hisp.R262HQ6FHJ7protein_codingtolerated(0.16)possibly_damaging(0.616)TCGA-A8-A076-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
SFRP4SNVMissense_Mutationc.722N>Gp.Ser241Cysp.S241CQ6FHJ7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SFRP4SNVMissense_Mutationrs140561432c.514C>Tp.Arg172Cysp.R172CQ6FHJ7protein_codingtolerated(0.11)benign(0.28)TCGA-D8-A27W-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
SFRP4SNVMissense_Mutationc.951G>Cp.Lys317Asnp.K317NQ6FHJ7protein_codingtolerated_low_confidence(0.53)benign(0)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
SFRP4SNVMissense_Mutationc.653N>Gp.Val218Glyp.V218GQ6FHJ7protein_codingdeleterious(0)probably_damaging(1)TCGA-E9-A1RE-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
SFRP4insertionFrame_Shift_Insnovelc.77_78insAAAGGGAGCCTTCGATGATGTTTGCATTTATAGTp.Val27LysfsTer117p.V27Kfs*117Q6FHJ7protein_codingTCGA-BH-A0HW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SFRP4deletionFrame_Shift_Delnovelc.687delNp.Ile230SerfsTer36p.I230Sfs*36Q6FHJ7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SFRP4SNVMissense_Mutationnovelc.105G>Ap.Met35Ilep.M35IQ6FHJ7protein_codingdeleterious(0.01)benign(0.289)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SFRP4SNVMissense_Mutationc.1017G>Cp.Lys339Asnp.K339NQ6FHJ7protein_codingdeleterious_low_confidence(0)benign(0.115)TCGA-C5-A7X8-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SFRP4SNVMissense_Mutationc.83G>Ap.Arg28Hisp.R28HQ6FHJ7protein_codingdeleterious(0.01)probably_damaging(0.953)TCGA-EK-A2R9-01Cervixcervical & endocervical cancerFemale<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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