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:00720737ProstateBPHkidney epithelium development42/3107136/187232.62e-053.10e-0442
GO:00025739ProstateBPHmyeloid leukocyte differentiation58/3107208/187232.76e-053.24e-0458
GO:00331436ProstateBPHregulation of intracellular steroid hormone receptor signaling pathway27/310774/187232.87e-053.33e-0427
GO:000862514ProstateBPHextrinsic apoptotic signaling pathway via death domain receptors29/310782/187232.92e-053.34e-0429
GO:00400135ProstateBPHnegative regulation of locomotion96/3107391/187233.11e-053.54e-0496
GO:00303365ProstateBPHnegative regulation of cell migration86/3107344/187233.93e-054.25e-0486
GO:00328729ProstateBPHregulation of stress-activated MAPK cascade54/3107192/187233.97e-054.28e-0454
GO:00308504ProstateBPHprostate gland development19/310745/187234.29e-054.56e-0419
GO:00331447ProstateBPHnegative regulation of intracellular steroid hormone receptor signaling pathway17/310738/187234.42e-054.67e-0417
GO:19016554ProstateBPHcellular response to ketone32/310796/187234.48e-054.73e-0432
GO:004340915ProstateBPHnegative regulation of MAPK cascade51/3107180/187235.20e-055.35e-0451
GO:00097559ProstateBPHhormone-mediated signaling pathway53/3107190/187235.92e-055.97e-0453
GO:00703029ProstateBPHregulation of stress-activated protein kinase signaling cascade54/3107195/187236.28e-056.28e-0454
GO:00085844ProstateBPHmale gonad development42/3107141/187236.69e-056.62e-0442
GO:0050680ProstateBPHnegative regulation of epithelial cell proliferation47/3107164/187237.39e-057.22e-0447
GO:00465464ProstateBPHdevelopment of primary male sexual characteristics42/3107142/187238.00e-057.66e-0442
GO:00720016ProstateBPHrenal system development76/3107302/187238.55e-058.09e-0476
GO:00466614ProstateBPHmale sex differentiation47/3107165/187238.70e-058.22e-0447
GO:00018225ProstateBPHkidney development74/3107293/187239.31e-058.76e-0474
GO:01501176ProstateBPHpositive regulation of cell-substrate junction organization15/310733/187239.91e-059.20e-0415
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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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