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:004217627EsophagusHGINregulation of protein catabolic process119/2587391/187238.09e-182.43e-15119
GO:001049826EsophagusHGINproteasomal protein catabolic process139/2587490/187231.20e-173.41e-15139
GO:004586227EsophagusHGINpositive regulation of proteolysis107/2587372/187232.61e-144.60e-12107
GO:004316126EsophagusHGINproteasome-mediated ubiquitin-dependent protein catabolic process114/2587412/187237.00e-141.20e-11114
GO:190336227EsophagusHGINregulation of cellular protein catabolic process81/2587255/187231.16e-131.93e-1181
GO:000989626EsophagusHGINpositive regulation of catabolic process126/2587492/187231.46e-122.09e-10126
GO:003133126EsophagusHGINpositive regulation of cellular catabolic process112/2587427/187235.15e-126.72e-10112
GO:190305027EsophagusHGINregulation of proteolysis involved in cellular protein catabolic process70/2587221/187236.21e-127.76e-1070
GO:006113627EsophagusHGINregulation of proteasomal protein catabolic process60/2587187/187231.10e-101.12e-0860
GO:004573227EsophagusHGINpositive regulation of protein catabolic process69/2587231/187231.66e-101.64e-0869
GO:000989520EsophagusHGINnegative regulation of catabolic process87/2587320/187231.74e-101.68e-0887
GO:003133026EsophagusHGINnegative regulation of cellular catabolic process74/2587262/187236.27e-105.30e-0874
GO:200005827EsophagusHGINregulation of ubiquitin-dependent protein catabolic process53/2587164/187239.89e-108.13e-0853
GO:190336427EsophagusHGINpositive regulation of cellular protein catabolic process51/2587155/187231.01e-098.15e-0851
GO:001050616EsophagusHGINregulation of autophagy84/2587317/187231.39e-091.08e-0784
GO:190180020EsophagusHGINpositive regulation of proteasomal protein catabolic process41/2587114/187232.25e-091.67e-0741
GO:190305219EsophagusHGINpositive regulation of proteolysis involved in cellular protein catabolic process45/2587133/187233.55e-092.53e-0745
GO:000697927EsophagusHGINresponse to oxidative stress107/2587446/187233.91e-092.76e-07107
GO:003243427EsophagusHGINregulation of proteasomal ubiquitin-dependent protein catabolic process45/2587134/187234.64e-093.12e-0745
GO:003243620EsophagusHGINpositive regulation of proteasomal ubiquitin-dependent protein catabolic process32/258790/187231.71e-078.47e-0632
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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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