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:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:1903320ColorectumADregulation of protein modification by small protein conjugation or removal86/3918242/187239.43e-084.65e-0686
GO:0006913ColorectumADnucleocytoplasmic transport102/3918301/187231.00e-074.85e-06102
GO:0051169ColorectumADnuclear transport102/3918301/187231.00e-074.85e-06102
GO:0010821ColorectumADregulation of mitochondrion organization57/3918144/187232.43e-079.92e-0657
GO:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0032386ColorectumADregulation of intracellular transport109/3918337/187235.33e-071.95e-05109
GO:0033157ColorectumADregulation of intracellular protein transport80/3918229/187235.81e-072.09e-0580
GO:0031396ColorectumADregulation of protein ubiquitination72/3918210/187234.50e-061.21e-0472
GO:0019318ColorectumADhexose metabolic process77/3918237/187231.96e-054.01e-0477
GO:0046822ColorectumADregulation of nucleocytoplasmic transport41/3918106/187232.17e-054.33e-0441
GO:0031397ColorectumADnegative regulation of protein ubiquitination34/391883/187232.66e-055.04e-0434
GO:2001020ColorectumADregulation of response to DNA damage stimulus71/3918219/187234.38e-057.65e-0471
GO:1903321ColorectumADnegative regulation of protein modification by small protein conjugation or removal37/391895/187234.49e-057.83e-0437
GO:0044262ColorectumADcellular carbohydrate metabolic process87/3918283/187236.00e-051.01e-0387
GO:0051168ColorectumADnuclear export53/3918154/187236.89e-051.11e-0353
GO:0005996ColorectumADmonosaccharide metabolic process80/3918257/187237.31e-051.17e-0380
GO:0006006ColorectumADglucose metabolic process62/3918196/187232.76e-043.39e-0362
GO:0001649ColorectumADosteoblast differentiation70/3918229/187233.59e-044.18e-0370
GO:0006611ColorectumADprotein export from nucleus23/391857/187236.62e-046.80e-0323
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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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