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: SIRT5

Gene summary for SIRT5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SIRT5

Gene ID

23408

Gene namesirtuin 5
Gene AliasSIR2L5
Cytomap6p23
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9NXA8


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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
23408SIRT5LZE4THumanEsophagusESCC2.66e-071.67e-010.0811
23408SIRT5LZE7THumanEsophagusESCC1.20e-095.52e-010.0667
23408SIRT5LZE8THumanEsophagusESCC6.93e-061.63e-010.067
23408SIRT5LZE22THumanEsophagusESCC3.59e-022.25e-010.068
23408SIRT5LZE24THumanEsophagusESCC2.71e-093.59e-010.0596
23408SIRT5LZE6THumanEsophagusESCC3.88e-031.62e-010.0845
23408SIRT5P1T-EHumanEsophagusESCC5.73e-053.05e-010.0875
23408SIRT5P2T-EHumanEsophagusESCC8.72e-162.69e-010.1177
23408SIRT5P4T-EHumanEsophagusESCC8.22e-122.90e-010.1323
23408SIRT5P5T-EHumanEsophagusESCC3.53e-057.75e-020.1327
23408SIRT5P8T-EHumanEsophagusESCC1.80e-101.85e-010.0889
23408SIRT5P9T-EHumanEsophagusESCC2.99e-112.39e-010.1131
23408SIRT5P10T-EHumanEsophagusESCC2.90e-142.93e-010.116
23408SIRT5P11T-EHumanEsophagusESCC4.64e-042.54e-010.1426
23408SIRT5P12T-EHumanEsophagusESCC6.20e-173.00e-010.1122
23408SIRT5P15T-EHumanEsophagusESCC1.63e-181.88e-010.1149
23408SIRT5P16T-EHumanEsophagusESCC2.84e-162.38e-010.1153
23408SIRT5P17T-EHumanEsophagusESCC7.39e-063.47e-010.1278
23408SIRT5P20T-EHumanEsophagusESCC3.44e-091.45e-010.1124
23408SIRT5P21T-EHumanEsophagusESCC3.92e-101.95e-010.1617
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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
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
∗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:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:00356015EsophagusESCCprotein deacylation79/8552112/187238.30e-081.42e-0679
GO:00987325EsophagusESCCmacromolecule deacylation80/8552116/187233.19e-074.50e-0680
GO:00064765EsophagusESCCprotein deacetylation70/8552101/187231.29e-061.58e-0570
GO:200037718EsophagusESCCregulation of reactive oxygen species metabolic process100/8552157/187233.87e-064.17e-05100
GO:007259318EsophagusESCCreactive oxygen species metabolic process137/8552239/187231.82e-041.16e-03137
GO:00620129EsophagusESCCregulation of small molecule metabolic process184/8552334/187233.11e-041.85e-03184
GO:00421805EsophagusESCCcellular ketone metabolic process120/8552211/187236.70e-043.55e-03120
GO:20003783EsophagusESCCnegative regulation of reactive oxygen species metabolic process34/855252/187233.26e-031.35e-0234
GO:0006471EsophagusESCCprotein ADP-ribosylation24/855235/187235.25e-031.97e-0224
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
GO:00356014Oral cavityOSCCprotein deacylation74/7305112/187235.88e-091.26e-0774
GO:003166720Oral cavityOSCCresponse to nutrient levels245/7305474/187231.02e-082.10e-07245
GO:00987324Oral cavityOSCCmacromolecule deacylation74/7305116/187235.52e-081.01e-0674
GO:00064764Oral cavityOSCCprotein deacetylation66/7305101/187237.36e-081.30e-0666
GO:200037716Oral cavityOSCCregulation of reactive oxygen species metabolic process92/7305157/187234.96e-077.27e-0692
GO:00421804Oral cavityOSCCcellular ketone metabolic process111/7305211/187233.94e-053.45e-04111
GO:007259316Oral cavityOSCCreactive oxygen species metabolic process122/7305239/187239.73e-057.34e-04122
GO:20003782Oral cavityOSCCnegative regulation of reactive oxygen species metabolic process31/730552/187232.08e-039.59e-0331
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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
SIRT5SNVMissense_Mutationrs765381829c.131G>Ap.Arg44Glnp.R44QQ9NXA8protein_codingtolerated(0.13)possibly_damaging(0.679)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SIRT5SNVMissense_Mutationc.520N>Cp.Glu174Glnp.E174QQ9NXA8protein_codingtolerated(0.32)benign(0.015)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SIRT5SNVMissense_Mutationc.844N>Gp.Thr282Alap.T282AQ9NXA8protein_codingtolerated(0.05)possibly_damaging(0.76)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SIRT5SNVMissense_Mutationrs547625145c.358N>Ap.Ala120Thrp.A120TQ9NXA8protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SIRT5SNVMissense_Mutationrs550780850c.884N>Tp.Thr295Metp.T295MQ9NXA8protein_codingdeleterious(0.02)benign(0.175)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
SIRT5SNVMissense_Mutationrs765381829c.131N>Ap.Arg44Glnp.R44QQ9NXA8protein_codingtolerated(0.13)possibly_damaging(0.679)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
SIRT5SNVMissense_Mutationnovelc.61N>Tp.Pro21Serp.P21SQ9NXA8protein_codingtolerated_low_confidence(0.37)benign(0.001)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SIRT5SNVMissense_Mutationrs771260132c.401N>Ap.Arg134Glnp.R134QQ9NXA8protein_codingtolerated(0.24)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SIRT5SNVMissense_Mutationnovelc.359C>Tp.Ala120Valp.A120VQ9NXA8protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SIRT5SNVMissense_Mutationnovelc.661N>Ap.Val221Metp.V221MQ9NXA8protein_codingdeleterious(0.03)probably_damaging(0.995)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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
23408SIRT5ENZYMEGNF-PF-1720CHEMBL578329
23408SIRT5ENZYMEOLEOYL DOPAMINEOLEOYL DOPAMINE
23408SIRT5ENZYMECEFIXIMECEFIXIME
23408SIRT5ENZYMEinhibitor252827480
23408SIRT5ENZYMENSC-74859CHEMBL477936
23408SIRT5ENZYMESURAMINSURAMIN25818461,23195732
23408SIRT5ENZYMEGW7647GW7647
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