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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: SPDEF

Gene summary for SPDEF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPDEF

Gene ID

25803

Gene nameSAM pointed domain containing ETS transcription factor
Gene AliasPDEF
Cytomap6p21.31
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O95238


Top

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
25803SPDEFGSM4909282HumanBreastIDC8.30e-08-2.24e-01-0.0288
25803SPDEFGSM4909285HumanBreastIDC8.46e-03-1.97e-010.21
25803SPDEFGSM4909287HumanBreastIDC2.83e-03-1.97e-010.2057
25803SPDEFGSM4909290HumanBreastIDC6.21e-226.66e-010.2096
25803SPDEFGSM4909291HumanBreastIDC6.74e-166.19e-010.1753
25803SPDEFGSM4909293HumanBreastIDC9.57e-275.48e-010.1581
25803SPDEFGSM4909294HumanBreastIDC3.43e-196.76e-010.2022
25803SPDEFGSM4909297HumanBreastIDC6.54e-043.04e-010.1517
25803SPDEFGSM4909298HumanBreastIDC7.98e-174.59e-010.1551
25803SPDEFGSM4909302HumanBreastIDC6.67e-043.23e-010.1545
25803SPDEFGSM4909303HumanBreastIDC4.19e-055.19e-010.0438
25803SPDEFGSM4909304HumanBreastIDC1.87e-245.28e-010.1636
25803SPDEFGSM4909306HumanBreastIDC7.09e-124.63e-010.1564
25803SPDEFGSM4909308HumanBreastIDC4.03e-022.54e-010.158
25803SPDEFGSM4909311HumanBreastIDC5.95e-108.94e-020.1534
25803SPDEFGSM4909312HumanBreastIDC1.55e-257.19e-010.1552
25803SPDEFGSM4909315HumanBreastIDC2.58e-053.79e-010.21
25803SPDEFGSM4909317HumanBreastIDC1.85e-196.05e-010.1355
25803SPDEFGSM4909318HumanBreastIDC3.41e-035.39e-010.2031
25803SPDEFGSM4909319HumanBreastIDC2.15e-121.20e-010.1563
Page: 1 2 

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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00604792BreastPrecancerlung cell differentiation6/108024/187231.99e-031.90e-026
GO:00020649BreastPrecancerepithelial cell development23/1080220/187234.28e-033.35e-0223
GO:00303244BreastIDClung development28/1434177/187231.90e-043.15e-0328
GO:00303234BreastIDCrespiratory tube development28/1434181/187232.78e-044.26e-0328
GO:00605412BreastIDCrespiratory system development30/1434203/187233.85e-045.40e-0330
GO:000206414BreastIDCepithelial cell development28/1434220/187235.53e-034.05e-0228
GO:003032413BreastDCISlung development27/1390177/187232.73e-044.09e-0327
GO:003032313BreastDCISrespiratory tube development27/1390181/187233.93e-045.41e-0327
GO:006054111BreastDCISrespiratory system development28/1390203/187231.10e-031.19e-0228
GO:006047911BreastDCISlung cell differentiation6/139024/187236.97e-034.78e-026
GO:0002064ColorectumADepithelial cell development89/3918220/187232.98e-113.52e-0989
GO:000206420EsophagusESCCepithelial cell development136/8552220/187239.50e-071.21e-05136
GO:00303239EsophagusESCCrespiratory tube development112/8552181/187237.82e-067.69e-05112
GO:00605417EsophagusESCCrespiratory system development123/8552203/187231.26e-051.15e-04123
GO:00303249EsophagusESCClung development109/8552177/187231.40e-051.27e-04109
GO:00604284EsophagusESCClung epithelium development27/855237/187237.00e-043.66e-0327
GO:00605763EsophagusESCCintestinal epithelial cell development12/855214/187232.51e-031.08e-0212
GO:006047913EsophagusESCClung cell differentiation18/855224/187233.43e-031.41e-0218
GO:0002066EsophagusESCCcolumnar/cuboidal epithelial cell development29/855244/187235.41e-032.02e-0229
GO:00604872EsophagusESCClung epithelial cell differentiation17/855223/187235.73e-032.13e-0217
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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
SPDEFKERCervixHealthyCXCL5,MUC5B,CXCL6, etc.2.65e-01The 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.
SPDEFIMGOBColorectumADTFF3,SPINK4,FCGBP, etc.1.76e-01The 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.
SPDEFGOBColorectumADJMUC2,ANO7,CAPN9, etc.2.64e-01The 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.
SPDEFIMGOBColorectumADJMUC2,ANO7,CAPN9, etc.1.15e-01The 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.
SPDEFGOBColorectumCRCMUC2,ANO7,CAPN9, etc.3.52e-02The 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.
SPDEFGOBColorectumMSI-HTFF3,SPINK4,FCGBP, etc.4.51e-01The 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.
SPDEFIMGOBColorectumMSI-HTFF3,SPINK4,FCGBP, etc.2.39e-01The 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.
SPDEFIMGOBColorectumMSSTFF3,SPINK4,FCGBP, etc.1.41e-01The 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.
SPDEFGOBColorectumMSSTFF3,SPINK4,FCGBP, etc.1.50e-01The 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.
SPDEFIMGOBColorectumSERTFF3,SPINK4,FCGBP, etc.5.85e-02The 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.
∗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.
Page: 1 2 

Top

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
SPDEFSNVMissense_Mutationrs776586725c.928N>Tp.Arg310Cysp.R310CO95238protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A1AQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SPDEFSNVMissense_Mutationnovelc.289N>Cp.Asp97Hisp.D97HO95238protein_codingdeleterious(0)probably_damaging(0.972)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SPDEFSNVMissense_Mutationc.573C>Ap.Phe191Leup.F191LO95238protein_codingtolerated(0.06)possibly_damaging(0.88)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
SPDEFSNVMissense_Mutationrs755931546c.154G>Ap.Glu52Lysp.E52KO95238protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.797)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
SPDEFSNVMissense_Mutationnovelc.281N>Gp.Pro94Argp.P94RO95238protein_codingdeleterious(0)probably_damaging(0.97)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
SPDEFinsertionFrame_Shift_Insnovelc.278_279insGGCTTp.Cys93TrpfsTer22p.C93Wfs*22O95238protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
SPDEFSNVMissense_Mutationc.350N>Gp.His117Argp.H117RO95238protein_codingtolerated(0.83)benign(0.001)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SPDEFSNVMissense_Mutationnovelc.721N>Ap.Asp241Asnp.D241NO95238protein_codingtolerated(0.06)benign(0.383)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SPDEFSNVMissense_Mutationc.784C>Tp.Pro262Serp.P262SO95238protein_codingdeleterious(0.03)probably_damaging(0.967)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
SPDEFSNVMissense_Mutationc.572N>Cp.Phe191Serp.F191SO95238protein_codingdeleterious(0.02)probably_damaging(0.99)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
Page: 1 2 3 

Top

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
Page: 1