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: SAV1

Gene summary for SAV1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SAV1

Gene ID

60485

Gene namesalvador family WW domain containing protein 1
Gene AliasSAV
Cytomap14q22.1
Gene Typeprotein-coding
GO ID

GO:0001942

UniProtAcc

Q9H4B6


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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
60485SAV1LZE4THumanEsophagusESCC1.21e-056.84e-020.0811
60485SAV1LZE5THumanEsophagusESCC1.86e-021.27e-030.0514
60485SAV1LZE20THumanEsophagusESCC7.47e-031.89e-020.0662
60485SAV1LZE21THumanEsophagusESCC1.27e-022.08e-010.0655
60485SAV1P1T-EHumanEsophagusESCC1.67e-04-1.76e-020.0875
60485SAV1P2T-EHumanEsophagusESCC6.28e-316.65e-010.1177
60485SAV1P4T-EHumanEsophagusESCC4.29e-121.94e-010.1323
60485SAV1P5T-EHumanEsophagusESCC6.52e-043.83e-030.1327
60485SAV1P8T-EHumanEsophagusESCC1.65e-255.31e-010.0889
60485SAV1P9T-EHumanEsophagusESCC1.82e-051.52e-010.1131
60485SAV1P10T-EHumanEsophagusESCC3.84e-275.59e-010.116
60485SAV1P11T-EHumanEsophagusESCC6.37e-092.57e-010.1426
60485SAV1P12T-EHumanEsophagusESCC3.29e-163.02e-010.1122
60485SAV1P15T-EHumanEsophagusESCC6.30e-196.59e-010.1149
60485SAV1P16T-EHumanEsophagusESCC3.15e-326.82e-010.1153
60485SAV1P17T-EHumanEsophagusESCC2.27e-034.81e-020.1278
60485SAV1P20T-EHumanEsophagusESCC4.91e-115.24e-020.1124
60485SAV1P21T-EHumanEsophagusESCC5.18e-161.46e-010.1617
60485SAV1P22T-EHumanEsophagusESCC5.12e-164.56e-030.1236
60485SAV1P23T-EHumanEsophagusESCC1.82e-172.41e-010.108
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00224053EsophagusESCChair cycle process53/855284/187239.62e-044.88e-0353
GO:0001942EsophagusESCChair follicle development51/855281/187231.27e-036.14e-0351
GO:0098773EsophagusESCCskin epidermis development53/855285/187231.43e-036.77e-0353
GO:00423033EsophagusESCCmolting cycle64/8552107/187232.24e-039.85e-0364
GO:00426333EsophagusESCChair cycle64/8552107/187232.24e-039.85e-0364
GO:006047913EsophagusESCClung cell differentiation18/855224/187233.43e-031.41e-0218
GO:006053716EsophagusESCCmuscle tissue development211/8552403/187233.84e-031.56e-02211
GO:20000361EsophagusESCCregulation of stem cell population maintenance23/855233/187234.57e-031.78e-0223
GO:00330025EsophagusESCCmuscle cell proliferation134/8552248/187234.80e-031.86e-02134
GO:00455984EsophagusESCCregulation of fat cell differentiation79/8552139/187235.23e-031.97e-0279
GO:00604872EsophagusESCClung epithelial cell differentiation17/855223/187235.73e-032.13e-0217
GO:00353297EsophagusESCChippo signaling26/855240/187231.08e-023.66e-0226
GO:001470615EsophagusESCCstriated muscle tissue development197/8552384/187231.46e-024.74e-02197
GO:003164720Oral cavityOSCCregulation of protein stability193/7305298/187231.30e-191.95e-17193
GO:005082120Oral cavityOSCCprotein stabilization122/7305191/187232.69e-121.09e-10122
GO:00435887Oral cavityOSCCskin development143/7305263/187232.77e-074.27e-06143
GO:00085449Oral cavityOSCCepidermis development171/7305324/187232.89e-074.43e-06171
GO:00987277Oral cavityOSCCmaintenance of cell number81/7305134/187233.96e-075.90e-0681
GO:00198276Oral cavityOSCCstem cell population maintenance79/7305131/187236.28e-078.96e-0679
GO:00459266Oral cavityOSCCnegative regulation of growth135/7305249/187237.29e-071.03e-05135
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0439016Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa0439017Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa0439025Oral cavityNEOLPHippo signaling pathway35/1112157/84659.91e-044.85e-033.05e-0335
hsa0439035Oral cavityNEOLPHippo signaling pathway35/1112157/84659.91e-044.85e-033.05e-0335
hsa0439010ProstateBPHHippo signaling pathway52/1718157/84659.93e-056.00e-043.71e-0452
hsa0439015ProstateBPHHippo signaling pathway52/1718157/84659.93e-056.00e-043.71e-0452
hsa0439024ProstateTumorHippo signaling pathway54/1791157/84657.52e-055.30e-043.28e-0454
hsa0439034ProstateTumorHippo signaling pathway54/1791157/84657.52e-055.30e-043.28e-0454
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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
SAV1SNVMissense_Mutationnovelc.760N>Cp.Asp254Hisp.D254HQ9H4B6protein_codingdeleterious(0.01)benign(0.08)TCGA-B6-A402-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePD
SAV1SNVMissense_Mutationnovelc.346T>Cp.Phe116Leup.F116LQ9H4B6protein_codingtolerated(0.48)benign(0.003)TCGA-PL-A8LV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SAV1insertionFrame_Shift_Insnovelc.553_554insATp.Ala185AspfsTer5p.A185Dfs*5Q9H4B6protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SAV1insertionIn_Frame_Insnovelc.552_553insTATTTGTGTp.Ala184_Ala185insTyrLeuCysp.A184_A185insYLCQ9H4B6protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SAV1deletionFrame_Shift_Delnovelc.833delNp.Pro278LeufsTer39p.P278Lfs*39Q9H4B6protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SAV1SNVMissense_Mutationnovelc.1142N>Cp.Lys381Thrp.K381TQ9H4B6protein_codingdeleterious_low_confidence(0.01)benign(0.179)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SAV1SNVMissense_Mutationc.914C>Tp.Pro305Leup.P305LQ9H4B6protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
SAV1insertionFrame_Shift_Insnovelc.553_554insTGATp.Ala185ValfsTer10p.A185Vfs*10Q9H4B6protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SAV1SNVMissense_Mutationnovelc.1084C>Tp.Leu362Phep.L362FQ9H4B6protein_codingtolerated(0.08)benign(0.073)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SAV1SNVMissense_Mutationnovelc.1147N>Gp.Phe383Valp.F383VQ9H4B6protein_codingdeleterious_low_confidence(0.01)benign(0.055)TCGA-AJ-A3EL-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
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