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: SFRP5

Gene summary for SFRP5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SFRP5

Gene ID

6425

Gene namesecreted frizzled related protein 5
Gene AliasSARP3
Cytomap10q24.2
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q5T4F7


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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
6425SFRP5S43HumanLiverCirrhotic1.06e-426.08e-01-0.0187
6425SFRP5HCC1_MengHumanLiverHCC4.27e-25-6.36e-010.0246
6425SFRP5HCC2_MengHumanLiverHCC1.78e-25-6.26e-010.0107
6425SFRP5cirrhotic1HumanLiverCirrhotic5.86e-149.03e-020.0202
6425SFRP5cirrhotic2HumanLiverCirrhotic1.09e-173.59e-010.0201
6425SFRP5cirrhotic3HumanLiverCirrhotic1.51e-02-6.59e-020.0215
6425SFRP5p6HumanLiverCyst6.31e-037.06e-01-0.0218
6425SFRP5HCC1HumanLiverHCC3.02e-04-6.37e-010.5336
6425SFRP5HCC2HumanLiverHCC1.73e-06-6.37e-010.5341
6425SFRP5HCC5HumanLiverHCC8.17e-10-6.37e-010.4932
6425SFRP5Pt13.aHumanLiverHCC7.37e-26-6.37e-010.021
6425SFRP5Pt13.bHumanLiverHCC1.06e-17-6.37e-010.0251
6425SFRP5Pt13.cHumanLiverHCC1.28e-11-6.37e-010.0076
6425SFRP5Pt14.bHumanLiverHCC7.42e-03-6.37e-010.018
6425SFRP5Pt14.cHumanLiverHCC9.32e-04-6.37e-010.0054
6425SFRP5Pt14.dHumanLiverHCC3.38e-23-6.34e-010.0143
6425SFRP5S014HumanLiverHCC3.29e-12-6.29e-010.2254
6425SFRP5S015HumanLiverHCC6.78e-10-6.37e-010.2375
6425SFRP5S016HumanLiverHCC5.93e-18-6.37e-010.2243
6425SFRP5S028HumanLiverHCC9.31e-07-5.90e-010.2503
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:001605511LiverCirrhoticWnt signaling pathway150/4634444/187239.75e-061.42e-04150
GO:019873811LiverCirrhoticcell-cell signaling by wnt150/4634446/187231.28e-051.80e-04150
GO:000716312LiverCirrhoticestablishment or maintenance of cell polarity82/4634218/187231.55e-052.11e-0482
GO:003011111LiverCirrhoticregulation of Wnt signaling pathway112/4634328/187237.57e-058.40e-04112
GO:006082811LiverCirrhoticregulation of canonical Wnt signaling pathway86/4634253/187235.70e-044.46e-0386
GO:006007011LiverCirrhoticcanonical Wnt signaling pathway97/4634303/187232.42e-031.46e-0297
GO:000717811LiverCirrhotictransmembrane receptor protein serine/threonine kinase signaling pathway111/4634355/187232.98e-031.70e-02111
GO:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:000716322LiverHCCestablishment or maintenance of cell polarity133/7958218/187232.48e-085.73e-07133
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
GO:003011121LiverHCCregulation of Wnt signaling pathway180/7958328/187233.62e-064.72e-05180
GO:006007021LiverHCCcanonical Wnt signaling pathway162/7958303/187237.00e-056.32e-04162
GO:006082821LiverHCCregulation of canonical Wnt signaling pathway137/7958253/187231.15e-049.70e-04137
GO:00510902LiverHCCregulation of DNA-binding transcription factor activity220/7958440/187238.04e-044.82e-03220
GO:000716331LiverCystestablishment or maintenance of cell polarity17/496218/187237.45e-053.66e-0317
GO:0043491LiverCystprotein kinase B signaling16/496211/187231.67e-046.59e-0316
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
SFRP5SNVMissense_Mutationc.775N>Cp.Asp259Hisp.D259HQ5T4F7protein_codingtolerated(0.07)probably_damaging(0.95)TCGA-D8-A1JS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SFRP5SNVMissense_Mutationnovelc.217N>Gp.Leu73Valp.L73VQ5T4F7protein_codingdeleterious(0.01)probably_damaging(0.964)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
SFRP5SNVMissense_Mutationnovelc.215N>Ap.Arg72Glnp.R72QQ5T4F7protein_codingtolerated(0.05)possibly_damaging(0.806)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
SFRP5SNVMissense_Mutationc.214C>Tp.Arg72Trpp.R72WQ5T4F7protein_codingdeleterious(0.02)possibly_damaging(0.608)TCGA-A6-2677-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
SFRP5SNVMissense_Mutationc.619N>Tp.Arg207Cysp.R207CQ5T4F7protein_codingdeleterious(0)benign(0.262)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SFRP5SNVMissense_Mutationnovelc.184N>Ap.Leu62Ilep.L62IQ5T4F7protein_codingdeleterious(0)possibly_damaging(0.896)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SFRP5insertionFrame_Shift_Insnovelc.949_950insCp.His317ProfsTer55p.H317Pfs*55Q5T4F7protein_codingTCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
SFRP5SNVMissense_Mutationc.619N>Tp.Arg207Cysp.R207CQ5T4F7protein_codingdeleterious(0)benign(0.262)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SFRP5SNVMissense_Mutationnovelc.155N>Gp.Gln52Argp.Q52RQ5T4F7protein_codingdeleterious(0.01)benign(0.075)TCGA-AJ-A3OJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
SFRP5SNVMissense_Mutationrs769455490c.724N>Tp.Arg242Trpp.R242WQ5T4F7protein_codingdeleterious(0)probably_damaging(0.968)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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
6425SFRP5DRUGGABLE GENOMEBisphosphonates
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