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: SNF8

Gene summary for SNF8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SNF8

Gene ID

11267

Gene nameSNF8 subunit of ESCRT-II
Gene AliasDot3
Cytomap17q21.32
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q96H20


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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
11267SNF8P23T-EHumanEsophagusESCC1.68e-419.79e-010.108
11267SNF8P24T-EHumanEsophagusESCC1.52e-399.73e-010.1287
11267SNF8P26T-EHumanEsophagusESCC3.49e-509.39e-010.1276
11267SNF8P27T-EHumanEsophagusESCC1.16e-315.54e-010.1055
11267SNF8P28T-EHumanEsophagusESCC3.55e-409.24e-010.1149
11267SNF8P30T-EHumanEsophagusESCC1.32e-197.01e-010.137
11267SNF8P31T-EHumanEsophagusESCC2.21e-438.07e-010.1251
11267SNF8P32T-EHumanEsophagusESCC6.15e-491.10e+000.1666
11267SNF8P36T-EHumanEsophagusESCC4.36e-268.71e-010.1187
11267SNF8P37T-EHumanEsophagusESCC8.05e-428.89e-010.1371
11267SNF8P38T-EHumanEsophagusESCC2.97e-237.46e-010.127
11267SNF8P39T-EHumanEsophagusESCC1.38e-235.13e-010.0894
11267SNF8P40T-EHumanEsophagusESCC1.63e-216.83e-010.109
11267SNF8P42T-EHumanEsophagusESCC3.39e-245.83e-010.1175
11267SNF8P44T-EHumanEsophagusESCC2.51e-195.15e-010.1096
11267SNF8P47T-EHumanEsophagusESCC6.78e-529.70e-010.1067
11267SNF8P48T-EHumanEsophagusESCC4.96e-194.75e-010.0959
11267SNF8P49T-EHumanEsophagusESCC1.92e-111.46e+000.1768
11267SNF8P52T-EHumanEsophagusESCC7.21e-541.01e+000.1555
11267SNF8P54T-EHumanEsophagusESCC3.43e-204.02e-010.0975
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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
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
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:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0045732ColorectumADpositive regulation of protein catabolic process92/3918231/187233.85e-114.47e-0992
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0098876ColorectumADvesicle-mediated transport to the plasma membrane57/3918136/187232.30e-081.27e-0657
GO:1990182ColorectumADexosomal secretion16/391820/187232.67e-081.47e-0616
GO:0097734ColorectumADextracellular exosome biogenesis16/391821/187239.02e-084.52e-0616
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0007034ColorectumADvacuolar transport60/3918157/187234.97e-071.85e-0560
GO:0140112ColorectumADextracellular vesicle biogenesis16/391823/187237.04e-072.49e-0516
GO:1903541ColorectumADregulation of exosomal secretion13/391817/187231.46e-064.58e-0513
GO:0050792ColorectumADregulation of viral process59/3918164/187235.95e-061.52e-0459
GO:1903543ColorectumADpositive regulation of exosomal secretion11/391815/187231.95e-054.01e-0411
GO:0036257ColorectumADmultivesicular body organization17/391831/187233.45e-056.29e-0417
GO:0071985ColorectumADmultivesicular body sorting pathway19/391837/187234.08e-057.26e-0419
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041442ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0414428Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414436Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414425ProstateBPHEndocytosis89/1718251/84651.06e-081.29e-077.99e-0889
hsa04144111ProstateBPHEndocytosis89/1718251/84651.06e-081.29e-077.99e-0889
hsa0414426ProstateTumorEndocytosis92/1791251/84657.83e-091.04e-076.43e-0892
hsa0414435ProstateTumorEndocytosis92/1791251/84657.83e-091.04e-076.43e-0892
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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
SNF8SNVMissense_Mutationc.52N>Cp.Glu18Glnp.E18QQ96H20protein_codingtolerated(1)benign(0.084)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SNF8SNVMissense_Mutationc.171N>Cp.Glu57Aspp.E57DQ96H20protein_codingtolerated(0.87)benign(0.005)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SNF8SNVMissense_Mutationc.39N>Tp.Lys13Asnp.K13NQ96H20protein_codingtolerated(0.3)probably_damaging(0.994)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SNF8SNVMissense_Mutationc.594N>Gp.Ile198Metp.I198MQ96H20protein_codingdeleterious(0)possibly_damaging(0.572)TCGA-C8-A278-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
SNF8deletionFrame_Shift_Delnovelc.691delNp.Glu231ArgfsTer95p.E231Rfs*95Q96H20protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SNF8deletionFrame_Shift_Delnovelc.578delTp.Val193GlyfsTer25p.V193Gfs*25Q96H20protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SNF8SNVMissense_Mutationnovelc.494N>Ap.Gly165Aspp.G165DQ96H20protein_codingtolerated(0.08)possibly_damaging(0.658)TCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SNF8SNVMissense_Mutationc.295N>Ap.Glu99Lysp.E99KQ96H20protein_codingdeleterious(0)probably_damaging(0.986)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SNF8SNVMissense_Mutationc.350G>Cp.Gly117Alap.G117AQ96H20protein_codingdeleterious(0)benign(0.158)TCGA-DM-A1D4-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SNF8SNVMissense_Mutationc.170N>Tp.Glu57Valp.E57VQ96H20protein_codingdeleterious(0)possibly_damaging(0.514)TCGA-F5-6702-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyoxaliplatinPD
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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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