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: SIRT2

Gene summary for SIRT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SIRT2

Gene ID

22933

Gene namesirtuin 2
Gene AliasSIR2
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A0A0MRF5


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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
22933SIRT2LZE2THumanEsophagusESCC4.48e-021.98e-010.082
22933SIRT2LZE4THumanEsophagusESCC4.05e-143.10e-010.0811
22933SIRT2LZE7THumanEsophagusESCC1.29e-042.03e-010.0667
22933SIRT2LZE8THumanEsophagusESCC3.31e-091.32e-010.067
22933SIRT2LZE20THumanEsophagusESCC2.91e-03-2.22e-020.0662
22933SIRT2LZE22D1HumanEsophagusHGIN9.77e-071.27e-010.0595
22933SIRT2LZE24THumanEsophagusESCC4.70e-092.45e-010.0596
22933SIRT2LZE6THumanEsophagusESCC2.36e-032.38e-020.0845
22933SIRT2P1T-EHumanEsophagusESCC2.30e-159.91e-010.0875
22933SIRT2P2T-EHumanEsophagusESCC8.87e-173.32e-010.1177
22933SIRT2P4T-EHumanEsophagusESCC3.42e-163.44e-010.1323
22933SIRT2P5T-EHumanEsophagusESCC3.56e-098.50e-020.1327
22933SIRT2P8T-EHumanEsophagusESCC6.70e-356.80e-010.0889
22933SIRT2P9T-EHumanEsophagusESCC2.73e-081.32e-010.1131
22933SIRT2P10T-EHumanEsophagusESCC5.18e-306.59e-010.116
22933SIRT2P11T-EHumanEsophagusESCC2.53e-167.47e-010.1426
22933SIRT2P12T-EHumanEsophagusESCC1.97e-183.79e-010.1122
22933SIRT2P15T-EHumanEsophagusESCC1.29e-163.30e-010.1149
22933SIRT2P16T-EHumanEsophagusESCC5.53e-161.76e-010.1153
22933SIRT2P17T-EHumanEsophagusESCC4.16e-064.33e-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
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
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:00028325EsophagusHGINnegative regulation of response to biotic stimulus25/2587108/187235.87e-034.77e-0225
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:1903050111EsophagusESCCregulation of proteolysis involved in cellular protein catabolic process163/8552221/187231.44e-171.27e-15163
GO:0061136111EsophagusESCCregulation of proteasomal protein catabolic process142/8552187/187232.40e-172.00e-15142
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
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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
SIRT2SNVMissense_Mutationc.562N>Ap.Gly188Serp.G188SQ8IXJ6protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SIRT2SNVMissense_Mutationrs199855116c.1036C>Tp.Arg346Trpp.R346WQ8IXJ6protein_codingdeleterious(0)possibly_damaging(0.466)TCGA-D8-A1Y3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
SIRT2SNVMissense_Mutationnovelc.1150N>Ap.Glu384Lysp.E384KQ8IXJ6protein_codingtolerated_low_confidence(0.1)benign(0.049)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SIRT2SNVMissense_Mutationnovelc.788C>Ap.Ser263Tyrp.S263YQ8IXJ6protein_codingdeleterious(0)probably_damaging(1)TCGA-4J-AA1J-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SIRT2SNVMissense_Mutationrs200811137c.1048G>Ap.Ala350Thrp.A350TQ8IXJ6protein_codingtolerated(0.35)benign(0.006)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SIRT2SNVMissense_Mutationc.911N>Ap.Gly304Glup.G304EQ8IXJ6protein_codingtolerated(0.18)benign(0.015)TCGA-EA-A439-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
SIRT2SNVMissense_Mutationc.94N>Ap.Ala32Thrp.A32TQ8IXJ6protein_codingtolerated(0.46)benign(0)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SIRT2SNVMissense_Mutationrs200616294c.586N>Ap.Val196Ilep.V196IQ8IXJ6protein_codingtolerated(0.52)benign(0.001)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
SIRT2SNVMissense_Mutationrs199856206c.383N>Tp.Pro128Leup.P128LQ8IXJ6protein_codingdeleterious(0)probably_damaging(1)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SIRT2SNVMissense_Mutationc.389N>Ap.Pro130Hisp.P130HQ8IXJ6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-A00Y-01Colorectumrectum 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
22933SIRT2TRANSCRIPTION FACTOR BINDING, TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYME, KINASE, TRANSCRIPTION FACTORZINC915379
22933SIRT2TRANSCRIPTION FACTOR BINDING, TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYME, KINASE, TRANSCRIPTION FACTORBDBM50363782
22933SIRT2TRANSCRIPTION FACTOR BINDING, TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYME, KINASE, TRANSCRIPTION FACTORGW5074CHEMBL179405120030343
22933SIRT2TRANSCRIPTION FACTOR BINDING, TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYME, KINASE, TRANSCRIPTION FACTORUS9359293, TM
22933SIRT2TRANSCRIPTION FACTOR BINDING, TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYME, KINASE, TRANSCRIPTION FACTORBDBM50363773
22933SIRT2TRANSCRIPTION FACTOR BINDING, TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYME, KINASE, TRANSCRIPTION FACTORinhibitor249565779
22933SIRT2TRANSCRIPTION FACTOR BINDING, TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYME, KINASE, TRANSCRIPTION FACTORAC1LOJYQ
22933SIRT2TRANSCRIPTION FACTOR BINDING, TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYME, KINASE, TRANSCRIPTION FACTORUS9359293, TB
22933SIRT2TRANSCRIPTION FACTOR BINDING, TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYME, KINASE, TRANSCRIPTION FACTORAC1LFGWU
22933SIRT2TRANSCRIPTION FACTOR BINDING, TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYME, KINASE, TRANSCRIPTION FACTORTRICHOSTATINTRICHOSTATIN20030343,17149860
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