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: SIRT6

Gene summary for SIRT6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SIRT6

Gene ID

51548

Gene namesirtuin 6
Gene AliasSIR2L6
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

Q8N6T7


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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
51548SIRT6HTA11_2487_2000001011HumanColorectumSER1.24e-145.57e-01-0.1808
51548SIRT6HTA11_3361_2000001011HumanColorectumAD2.52e-033.31e-01-0.1207
51548SIRT6HTA11_696_2000001011HumanColorectumAD1.78e-043.44e-01-0.1464
51548SIRT6HTA11_1391_2000001011HumanColorectumAD1.60e-022.35e-01-0.059
51548SIRT6LZE4THumanEsophagusESCC3.93e-051.43e-010.0811
51548SIRT6LZE7THumanEsophagusESCC1.32e-063.05e-010.0667
51548SIRT6LZE8THumanEsophagusESCC1.29e-041.82e-010.067
51548SIRT6LZE20THumanEsophagusESCC4.56e-081.46e-010.0662
51548SIRT6LZE22THumanEsophagusESCC3.34e-022.51e-010.068
51548SIRT6LZE24THumanEsophagusESCC7.12e-092.23e-010.0596
51548SIRT6LZE21THumanEsophagusESCC1.34e-042.25e-010.0655
51548SIRT6LZE6THumanEsophagusESCC5.08e-052.52e-010.0845
51548SIRT6P1T-EHumanEsophagusESCC5.05e-082.48e-010.0875
51548SIRT6P2T-EHumanEsophagusESCC1.30e-152.52e-010.1177
51548SIRT6P4T-EHumanEsophagusESCC1.37e-183.52e-010.1323
51548SIRT6P5T-EHumanEsophagusESCC1.13e-081.87e-010.1327
51548SIRT6P8T-EHumanEsophagusESCC2.28e-355.94e-010.0889
51548SIRT6P9T-EHumanEsophagusESCC8.65e-213.56e-010.1131
51548SIRT6P10T-EHumanEsophagusESCC1.01e-324.74e-010.116
51548SIRT6P11T-EHumanEsophagusESCC4.89e-113.99e-010.1426
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00457321ColorectumSERpositive regulation of protein catabolic process77/2897231/187239.91e-121.90e-0977
GO:00104981ColorectumSERproteasomal protein catabolic process132/2897490/187233.08e-115.55e-09132
GO:00098961ColorectumSERpositive regulation of catabolic process132/2897492/187234.16e-116.72e-09132
GO:00458621ColorectumSERpositive regulation of proteolysis106/2897372/187238.40e-111.20e-08106
GO:19033641ColorectumSERpositive regulation of cellular protein catabolic process56/2897155/187232.09e-102.85e-0856
GO:20000581ColorectumSERregulation of ubiquitin-dependent protein catabolic process57/2897164/187237.98e-108.74e-0857
GO:00313311ColorectumSERpositive regulation of cellular catabolic process114/2897427/187231.22e-091.27e-07114
GO:00611361ColorectumSERregulation of proteasomal protein catabolic process62/2897187/187231.28e-091.31e-0762
GO:19030521ColorectumSERpositive regulation of proteolysis involved in cellular protein catabolic process47/2897133/187231.30e-081.02e-0647
GO:20000601ColorectumSERpositive regulation of ubiquitin-dependent protein catabolic process40/2897107/187232.57e-081.79e-0640
GO:00431611ColorectumSERproteasome-mediated ubiquitin-dependent protein catabolic process105/2897412/187237.48e-084.70e-06105
GO:00324341ColorectumSERregulation of proteasomal ubiquitin-dependent protein catabolic process45/2897134/187231.48e-078.67e-0645
GO:19018001ColorectumSERpositive regulation of proteasomal protein catabolic process38/2897114/187231.65e-067.23e-0538
GO:00324361ColorectumSERpositive regulation of proteasomal ubiquitin-dependent protein catabolic process32/289790/187232.23e-069.31e-0532
GO:00316671ColorectumSERresponse to nutrient levels106/2897474/187233.94e-051.00e-03106
GO:00510541ColorectumSERpositive regulation of DNA metabolic process53/2897201/187234.51e-051.13e-0353
GO:00322061ColorectumSERpositive regulation of telomere maintenance20/289752/187234.80e-051.18e-0320
GO:20012521ColorectumSERpositive regulation of chromosome organization27/289782/187236.44e-051.49e-0327
GO:00510521ColorectumSERregulation of DNA metabolic process83/2897359/187238.03e-051.77e-0383
GO:00322041ColorectumSERregulation of telomere maintenance24/289780/187237.57e-049.73e-0324
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04714ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa05230ColorectumADCentral carbon metabolism in cancer33/209270/84653.61e-053.19e-042.03e-0433
hsa047141ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa052301ColorectumADCentral carbon metabolism in cancer33/209270/84653.61e-053.19e-042.03e-0433
hsa047142ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa052302ColorectumSERCentral carbon metabolism in cancer25/158070/84655.43e-044.51e-033.27e-0325
hsa047143ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa052303ColorectumSERCentral carbon metabolism in cancer25/158070/84655.43e-044.51e-033.27e-0325
hsa04714211EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0523018EsophagusESCCCentral carbon metabolism in cancer50/420570/84651.70e-046.62e-043.39e-0450
hsa04714310EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0523019EsophagusESCCCentral carbon metabolism in cancer50/420570/84651.70e-046.62e-043.39e-0450
hsa0471430Oral cavityOSCCThermogenesis138/3704232/84657.67e-074.35e-062.22e-06138
hsa0523016Oral cavityOSCCCentral carbon metabolism in cancer49/370470/84657.57e-063.59e-051.83e-0549
hsa04714113Oral cavityOSCCThermogenesis138/3704232/84657.67e-074.35e-062.22e-06138
hsa0523017Oral cavityOSCCCentral carbon metabolism in cancer49/370470/84657.57e-063.59e-051.83e-0549
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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
SIRT6BASBreastIDCHIST1H2BN,LY6K,CA2, etc.8.16e-03The 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.
SIRT6CD8TRMBreastPrecancerKCNAB2,FBXO33,PPP2R2B, etc.5.57e-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.
SIRT6IMENTColorectumADJCDHR5,INF2,C1QTNF12, etc.2.95e-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.
SIRT6IMENTColorectumCRCCDHR5,INF2,C1QTNF12, etc.7.08e-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.
SIRT6ABSColorectumCRCCDHR5,INF2,C1QTNF12, etc.5.20e-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.
SIRT6IMENTColorectumFAPCDHR5,INF2,C1QTNF12, etc.1.63e-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.
SIRT6INCAFColorectumADZNF335,ESRRA,STK32A, etc.2.92e-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.
SIRT6NKLiverHealthyCLECL1,QTRT1,KLHDC3, etc.6.03e-03The 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.
SIRT6BNLiverNAFLDCLECL1,QTRT1,KLHDC3, etc.1.56e-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.
SIRT6HSCLiverHealthySIGLEC7,LY6E,RP13-143G15.4, etc.9.24e-03The 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
SIRT6SNVMissense_Mutationrs540970217c.583C>Tp.Arg195Trpp.R195WQ8N6T7protein_codingdeleterious(0)benign(0.344)TCGA-BH-A203-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SIRT6deletionFrame_Shift_Delnovelc.193delNp.Arg65GlyfsTer95p.R65Gfs*95Q8N6T7protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SIRT6deletionFrame_Shift_Delc.671delNp.Asn224ThrfsTer39p.N224Tfs*39Q8N6T7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SIRT6SNVMissense_Mutationc.787N>Cp.Thr263Prop.T263PQ8N6T7protein_codingtolerated(0.09)benign(0.046)TCGA-C5-A1BF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SIRT6SNVMissense_Mutationc.956N>Tp.Pro319Leup.P319LQ8N6T7protein_codingdeleterious(0)benign(0.133)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
SIRT6SNVMissense_Mutationc.806N>Ap.Leu269Glnp.L269QQ8N6T7protein_codingdeleterious(0)probably_damaging(0.997)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SIRT6SNVMissense_Mutationc.94N>Tp.Arg32Trpp.R32WQ8N6T7protein_codingdeleterious(0.02)possibly_damaging(0.466)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SIRT6SNVMissense_Mutationnovelc.908N>Ap.Ser303Tyrp.S303YQ8N6T7protein_codingtolerated(0.05)benign(0.085)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SIRT6SNVMissense_Mutationnovelc.1055N>Tp.Ala352Valp.A352VQ8N6T7protein_codingtolerated_low_confidence(0.33)benign(0)TCGA-AX-A0IZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SIRT6SNVMissense_Mutationnovelc.653N>Gp.Gln218Argp.Q218RQ8N6T7protein_codingdeleterious(0)benign(0.327)TCGA-BG-A222-01Endometriumuterine 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
51548SIRT6TRANSCRIPTION FACTOR, ENZYMEinhibitor252827474
51548SIRT6TRANSCRIPTION FACTOR, ENZYMEallosteric modulator381118833
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