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: SIRT7

Gene summary for SIRT7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SIRT7

Gene ID

51547

Gene namesirtuin 7
Gene AliasSIR2L7
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9NRC8


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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
51547SIRT7HTA11_2487_2000001011HumanColorectumSER2.30e-085.58e-01-0.1808
51547SIRT7HTA11_1938_2000001011HumanColorectumAD3.56e-032.61e-01-0.0811
51547SIRT7HTA11_347_2000001011HumanColorectumAD1.59e-073.09e-01-0.1954
51547SIRT7HTA11_411_2000001011HumanColorectumSER1.38e-037.64e-01-0.2602
51547SIRT7HTA11_2112_2000001011HumanColorectumSER7.85e-035.89e-01-0.2196
51547SIRT7HTA11_83_2000001011HumanColorectumSER1.34e-054.13e-01-0.1526
51547SIRT7HTA11_696_2000001011HumanColorectumAD3.69e-043.39e-01-0.1464
51547SIRT7HTA11_866_2000001011HumanColorectumAD3.74e-042.47e-01-0.1001
51547SIRT7HTA11_1391_2000001011HumanColorectumAD7.43e-073.17e-01-0.059
51547SIRT7A002-C-205HumanColorectumFAP1.15e-02-1.40e-01-0.1236
51547SIRT7A002-C-116HumanColorectumFAP7.37e-03-1.05e-01-0.0452
51547SIRT7LZE2THumanEsophagusESCC2.02e-023.72e-010.082
51547SIRT7LZE7THumanEsophagusESCC2.59e-093.56e-010.0667
51547SIRT7LZE20THumanEsophagusESCC1.04e-052.18e-010.0662
51547SIRT7LZE22THumanEsophagusESCC2.78e-145.42e-010.068
51547SIRT7LZE24THumanEsophagusESCC4.83e-347.81e-010.0596
51547SIRT7LZE21THumanEsophagusESCC5.65e-106.14e-010.0655
51547SIRT7P1T-EHumanEsophagusESCC7.67e-226.81e-010.0875
51547SIRT7P2T-EHumanEsophagusESCC1.36e-152.79e-010.1177
51547SIRT7P4T-EHumanEsophagusESCC6.07e-183.66e-010.1323
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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
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:00060941LiverCirrhoticgluconeogenesis32/463475/187235.00e-043.98e-0332
GO:00106751LiverCirrhoticregulation of cellular carbohydrate metabolic process54/4634146/187236.53e-044.96e-0354
GO:200102011LiverCirrhoticregulation of response to DNA damage stimulus75/4634219/187239.75e-046.89e-0375
GO:005105211LiverCirrhoticregulation of DNA metabolic process114/4634359/187231.48e-039.85e-03114
GO:00015035LiverCirrhoticossification127/4634408/187231.89e-031.19e-02127
GO:00064791LiverCirrhoticprotein methylation61/4634181/187234.13e-032.21e-0261
GO:00082131LiverCirrhoticprotein alkylation61/4634181/187234.13e-032.21e-0261
GO:00165711LiverCirrhotichistone methylation49/4634141/187234.90e-032.56e-0249
GO:0035601LiverCirrhoticprotein deacylation39/4634112/187231.08e-024.75e-0239
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:001607212LiverHCCrRNA metabolic process193/7958236/187231.26e-351.14e-32193
GO:000636421LiverHCCrRNA processing185/7958225/187238.14e-356.45e-32185
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:003238621LiverHCCregulation of intracellular transport231/7958337/187231.99e-223.40e-20231
GO:000691322LiverHCCnucleocytoplasmic transport208/7958301/187235.51e-218.12e-19208
GO:005116922LiverHCCnuclear transport208/7958301/187235.51e-218.12e-19208
GO:003315721LiverHCCregulation of intracellular protein transport165/7958229/187238.37e-201.15e-17165
GO:190332022LiverHCCregulation of protein modification by small protein conjugation or removal167/7958242/187234.99e-174.72e-15167
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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
SIRT7SNVMissense_Mutationc.1076C>Gp.Ser359Trpp.S359WQ9NRC8protein_codingtolerated(0.18)possibly_damaging(0.652)TCGA-AR-A24Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SIRT7SNVMissense_Mutationc.1191N>Cp.Lys397Asnp.K397NQ9NRC8protein_codingdeleterious_low_confidence(0)benign(0.092)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SIRT7SNVMissense_Mutationnovelc.710T>Cp.Val237Alap.V237AQ9NRC8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SIRT7SNVMissense_Mutationrs781471662c.1042C>Tp.Arg348Cysp.R348CQ9NRC8protein_codingtolerated(0.06)benign(0.007)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
SIRT7SNVMissense_Mutationrs757485586c.1043G>Ap.Arg348Hisp.R348HQ9NRC8protein_codingtolerated(0.09)benign(0.018)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SIRT7SNVMissense_Mutationnovelc.1185N>Cp.Lys395Asnp.K395NQ9NRC8protein_codingdeleterious_low_confidence(0.01)benign(0.436)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SIRT7SNVMissense_Mutationrs200982525c.952G>Ap.Val318Ilep.V318IQ9NRC8protein_codingdeleterious(0.03)possibly_damaging(0.459)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
SIRT7SNVMissense_Mutationrs190336639c.994N>Ap.Ala332Thrp.A332TQ9NRC8protein_codingtolerated(0.56)benign(0.001)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
SIRT7SNVMissense_Mutationrs747584480c.1031N>Tp.Ala344Valp.A344VQ9NRC8protein_codingdeleterious(0.02)benign(0.352)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SIRT7SNVMissense_Mutationc.941A>Cp.Lys314Thrp.K314TQ9NRC8protein_codingdeleterious(0)benign(0.265)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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
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