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: DIABLO

Gene summary for DIABLO

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DIABLO

Gene ID

56616

Gene namediablo IAP-binding mitochondrial protein
Gene AliasDFNA64
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

K7X1S0


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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
56616DIABLOLZE4THumanEsophagusESCC3.18e-051.77e-010.0811
56616DIABLOLZE7THumanEsophagusESCC1.02e-031.80e-010.0667
56616DIABLOLZE8THumanEsophagusESCC1.65e-041.52e-010.067
56616DIABLOLZE20THumanEsophagusESCC4.88e-051.71e-010.0662
56616DIABLOLZE22THumanEsophagusESCC1.54e-042.36e-010.068
56616DIABLOLZE24THumanEsophagusESCC2.47e-194.00e-010.0596
56616DIABLOLZE21THumanEsophagusESCC1.37e-063.72e-010.0655
56616DIABLOLZE6THumanEsophagusESCC5.35e-041.73e-010.0845
56616DIABLOP1T-EHumanEsophagusESCC7.17e-167.08e-010.0875
56616DIABLOP2T-EHumanEsophagusESCC1.69e-1161.81e+000.1177
56616DIABLOP4T-EHumanEsophagusESCC1.02e-661.30e+000.1323
56616DIABLOP5T-EHumanEsophagusESCC1.41e-528.59e-010.1327
56616DIABLOP8T-EHumanEsophagusESCC1.85e-558.24e-010.0889
56616DIABLOP9T-EHumanEsophagusESCC4.80e-254.95e-010.1131
56616DIABLOP10T-EHumanEsophagusESCC6.99e-517.82e-010.116
56616DIABLOP11T-EHumanEsophagusESCC3.33e-421.13e+000.1426
56616DIABLOP12T-EHumanEsophagusESCC1.01e-761.28e+000.1122
56616DIABLOP15T-EHumanEsophagusESCC5.99e-458.11e-010.1149
56616DIABLOP16T-EHumanEsophagusESCC2.02e-609.92e-010.1153
56616DIABLOP17T-EHumanEsophagusESCC2.37e-185.70e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
GO:2000116111EsophagusESCCregulation of cysteine-type endopeptidase activity158/8552235/187231.67e-115.90e-10158
GO:0043281111EsophagusESCCregulation of cysteine-type endopeptidase activity involved in apoptotic process143/8552209/187232.12e-117.31e-10143
GO:0010952111EsophagusESCCpositive regulation of peptidase activity133/8552197/187234.31e-101.14e-08133
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:0008631110EsophagusESCCintrinsic apoptotic signaling pathway in response to oxidative stress38/855245/187238.42e-081.43e-0638
GO:0010950111EsophagusESCCpositive regulation of endopeptidase activity116/8552179/187231.77e-072.79e-06116
GO:000862519EsophagusESCCextrinsic apoptotic signaling pathway via death domain receptors59/855282/187231.23e-061.52e-0559
GO:0051402110EsophagusESCCneuron apoptotic process148/8552246/187233.08e-063.47e-05148
GO:0043280110EsophagusESCCpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process84/8552129/187236.38e-066.55e-0584
GO:2001056110EsophagusESCCpositive regulation of cysteine-type endopeptidase activity94/8552148/187238.87e-068.59e-0594
GO:000691915EsophagusESCCactivation of cysteine-type endopeptidase activity involved in apoptotic process54/855278/187232.17e-051.87e-0454
GO:003647320EsophagusESCCcell death in response to oxidative stress59/855295/187239.12e-044.65e-0359
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421027EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa042156EsophagusESCCApoptosis - multiple species25/420532/84659.13e-042.92e-031.49e-0325
hsa0421037EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa0421511EsophagusESCCApoptosis - multiple species25/420532/84659.13e-042.92e-031.49e-0325
hsa042102LiverHCCApoptosis83/4020136/84659.51e-043.58e-031.99e-0383
hsa042103LiverHCCApoptosis83/4020136/84659.51e-043.58e-031.99e-0383
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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
DIABLOPVAPancreasADJSHISA2,UBXN2A,C12orf76, etc.2.50e-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.
DIABLOMSCPancreasADJSHISA2,UBXN2A,C12orf76, etc.0.00e+00The 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.
DIABLOINCAFPancreasADJSHISA2,UBXN2A,C12orf76, etc.0.00e+00The 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.
DIABLOCAFPancreasADJSHISA2,UBXN2A,C12orf76, etc.0.00e+00The 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.
DIABLOFIBPancreasADJSHISA2,UBXN2A,C12orf76, etc.0.00e+00The 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.
DIABLOERYPancreasHealthySHISA2,UBXN2A,C12orf76, etc.0.00e+00The 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.
DIABLOAPCAFPancreasHealthySHISA2,UBXN2A,C12orf76, etc.0.00e+00The 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.
DIABLOMSCPancreasPanINSHISA2,UBXN2A,C12orf76, etc.0.00e+00The 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.
DIABLOCAFPancreasPanINSHISA2,UBXN2A,C12orf76, etc.0.00e+00The 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.
DIABLOMEGAPancreasPDACSHISA2,UBXN2A,C12orf76, etc.0.00e+00The 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.
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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
DIABLOSNVMissense_Mutationrs760073847c.545N>Ap.Thr182Asnp.T182NQ9NR28protein_codingdeleterious(0)possibly_damaging(0.837)TCGA-A2-A04N-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
DIABLOSNVMissense_Mutationc.490N>Cp.Ser164Prop.S164PQ9NR28protein_codingtolerated(0.07)probably_damaging(0.985)TCGA-A2-A0ER-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DIABLOSNVMissense_Mutationrs760073847c.545C>Ap.Thr182Asnp.T182NQ9NR28protein_codingdeleterious(0)possibly_damaging(0.837)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DIABLOSNVMissense_Mutationrs760073847c.545C>Ap.Thr182Asnp.T182NQ9NR28protein_codingdeleterious(0)possibly_damaging(0.837)TCGA-AR-A0TQ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
DIABLOSNVMissense_Mutationrs762741062c.49N>Gp.Arg17Glyp.R17GQ9NR28protein_codingtolerated(0.13)benign(0.438)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DIABLOSNVMissense_Mutationnovelc.643N>Ap.Glu215Lysp.E215KQ9NR28protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A1BF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
DIABLOSNVMissense_Mutationnovelc.422N>Tp.Ala141Valp.A141VQ9NR28protein_codingtolerated(1)benign(0)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DIABLOSNVMissense_Mutationc.167N>Tp.Ala56Valp.A56VQ9NR28protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DIABLOSNVMissense_Mutationc.167C>Tp.Ala56Valp.A56VQ9NR28protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
DIABLOSNVMissense_Mutationc.502N>Ap.Ala168Thrp.A168TQ9NR28protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
56616DIABLONACEPHALOSTATIN14695204
56616DIABLONARESVERATROLRESVERATROL15837718,15469386
56616DIABLONATRAIL10950947,12941843,15137068,12670926
56616DIABLONASTAUROSPORINESTAUROSPORINE14985459,15466201
56616DIABLONAPMA12920112
56616DIABLONACASPASE INHIBITOR12823542,15843890
56616DIABLONAUCN-01UCN-0112488556
56616DIABLONANM-315574755
56616DIABLONAANTIOXIDANT16115949
56616DIABLONAHYDROGEN PEROXIDE16085184,14987999
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