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: SFRP1

Gene summary for SFRP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SFRP1

Gene ID

6422

Gene namesecreted frizzled related protein 1
Gene AliasFRP
Cytomap8p11.21
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q8N474


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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
6422SFRP1GSM4909281HumanBreastIDC3.65e-14-5.99e-010.21
6422SFRP1GSM4909282HumanBreastIDC3.92e-063.22e-01-0.0288
6422SFRP1GSM4909285HumanBreastIDC1.08e-22-6.60e-010.21
6422SFRP1GSM4909286HumanBreastIDC4.48e-10-2.24e-010.1081
6422SFRP1GSM4909290HumanBreastIDC5.68e-41-1.06e+000.2096
6422SFRP1GSM4909291HumanBreastIDC2.53e-34-1.06e+000.1753
6422SFRP1GSM4909292HumanBreastIDC4.95e-06-1.03e+000.1236
6422SFRP1GSM4909293HumanBreastIDC1.98e-30-7.28e-010.1581
6422SFRP1GSM4909294HumanBreastIDC3.65e-51-9.71e-010.2022
6422SFRP1GSM4909296HumanBreastIDC1.65e-49-1.03e+000.1524
6422SFRP1GSM4909297HumanBreastIDC9.17e-45-9.94e-010.1517
6422SFRP1GSM4909298HumanBreastIDC9.89e-35-8.24e-010.1551
6422SFRP1GSM4909299HumanBreastIDC1.75e-084.47e-010.035
6422SFRP1GSM4909301HumanBreastIDC7.38e-56-1.05e+000.1577
6422SFRP1GSM4909302HumanBreastIDC8.32e-40-9.56e-010.1545
6422SFRP1GSM4909304HumanBreastIDC3.77e-60-1.06e+000.1636
6422SFRP1GSM4909306HumanBreastIDC2.55e-24-6.21e-010.1564
6422SFRP1GSM4909307HumanBreastIDC1.33e-20-6.60e-010.1569
6422SFRP1GSM4909308HumanBreastIDC1.95e-46-1.06e+000.158
6422SFRP1GSM4909311HumanBreastIDC7.18e-39-8.75e-010.1534
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:007030226ThyroidATCregulation of stress-activated protein kinase signaling cascade89/6293195/187233.05e-041.93e-0389
GO:000182321ThyroidATCmesonephros development49/629396/187233.08e-041.94e-0349
GO:005149616ThyroidATCpositive regulation of stress fiber assembly30/629352/187233.08e-041.94e-0330
GO:004666112ThyroidATCmale sex differentiation77/6293165/187233.27e-042.04e-0377
GO:007135627ThyroidATCcellular response to tumor necrosis factor102/6293229/187233.52e-042.18e-03102
GO:003287226ThyroidATCregulation of stress-activated MAPK cascade87/6293192/187234.72e-042.77e-0387
GO:004340926ThyroidATCnegative regulation of MAPK cascade82/6293180/187235.51e-043.19e-0382
GO:003314414ThyroidATCnegative regulation of intracellular steroid hormone receptor signaling pathway23/629338/187236.05e-043.44e-0323
GO:009010111ThyroidATCnegative regulation of transmembrane receptor protein serine/threonine kinase signaling pathway62/6293131/187237.59e-044.20e-0362
GO:005073211ThyroidATCnegative regulation of peptidyl-tyrosine phosphorylation32/629359/187238.74e-044.72e-0332
GO:001821211ThyroidATCpeptidyl-tyrosine modification156/6293378/187231.01e-035.36e-03156
GO:000758418ThyroidATCresponse to nutrient78/6293174/187231.31e-036.85e-0378
GO:001016511ThyroidATCresponse to X-ray20/629333/187231.33e-036.96e-0320
GO:004001316ThyroidATCnegative regulation of locomotion160/6293391/187231.36e-037.07e-03160
GO:190495013ThyroidATCnegative regulation of establishment of protein localization61/6293131/187231.38e-037.16e-0361
GO:000840613ThyroidATCgonad development96/6293221/187231.40e-037.25e-0396
GO:000725424ThyroidATCJNK cascade75/6293167/187231.51e-037.68e-0375
GO:00487715ThyroidATCtissue remodeling78/6293175/187231.60e-038.04e-0378
GO:003033616ThyroidATCnegative regulation of cell migration142/6293344/187231.64e-038.22e-03142
GO:005122413ThyroidATCnegative regulation of protein transport59/6293127/187231.75e-038.71e-0359
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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
hsa0431016Oral cavityEOLPWnt signaling pathway37/1218171/84656.23e-031.83e-021.08e-0237
hsa0431017Oral cavityEOLPWnt signaling pathway37/1218171/84656.23e-031.83e-021.08e-0237
hsa0431014ProstateBPHWnt signaling pathway50/1718171/84653.11e-031.15e-027.14e-0350
hsa0431015ProstateBPHWnt signaling pathway50/1718171/84653.11e-031.15e-027.14e-0350
hsa0431023ProstateTumorWnt signaling pathway50/1791171/84657.32e-032.37e-021.47e-0250
hsa0431033ProstateTumorWnt signaling pathway50/1791171/84657.32e-032.37e-021.47e-0250
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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
SFRP1SNVMissense_Mutationrs765603358c.934G>Ap.Val312Metp.V312MQ8N474protein_codingdeleterious(0.02)possibly_damaging(0.721)TCGA-A7-A4SD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SFRP1SNVMissense_Mutationc.262G>Ap.Ala88Thrp.A88TQ8N474protein_codingtolerated(0.17)benign(0.062)TCGA-AR-A0TT-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SFRP1SNVMissense_Mutationnovelc.153C>Gp.Phe51Leup.F51LQ8N474protein_codingtolerated(0.31)benign(0.041)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SFRP1SNVMissense_Mutationnovelc.97G>Ap.Glu33Lysp.E33KQ8N474protein_codingdeleterious(0.01)probably_damaging(0.922)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SFRP1SNVMissense_Mutationc.400G>Ap.Glu134Lysp.E134KQ8N474protein_codingdeleterious(0.01)probably_damaging(0.934)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SFRP1SNVMissense_Mutationrs761465184c.845N>Tp.Thr282Metp.T282MQ8N474protein_codingtolerated(0.19)benign(0.354)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SFRP1SNVMissense_Mutationc.383C>Tp.Pro128Leup.P128LQ8N474protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
SFRP1SNVMissense_Mutationc.103N>Ap.Asp35Asnp.D35NQ8N474protein_codingdeleterious(0)possibly_damaging(0.856)TCGA-EI-6506-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SFRP1SNVMissense_Mutationnovelc.457N>Ap.Glu153Lysp.E153KQ8N474protein_codingtolerated(0.05)benign(0.338)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SFRP1SNVMissense_Mutationnovelc.629G>Tp.Arg210Metp.R210MQ8N474protein_codingdeleterious(0)probably_damaging(0.964)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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