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: RASSF5

Gene summary for RASSF5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RASSF5

Gene ID

83593

Gene nameRas association domain family member 5
Gene AliasMaxp1
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A8K5F3


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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
83593RASSF5C21HumanOral cavityOSCC1.52e-064.00e-010.2678
83593RASSF5C38HumanOral cavityOSCC4.13e-045.43e-010.172
83593RASSF5C43HumanOral cavityOSCC4.69e-386.91e-010.1704
83593RASSF5C46HumanOral cavityOSCC4.35e-144.44e-010.1673
83593RASSF5C57HumanOral cavityOSCC1.41e-032.54e-010.1679
83593RASSF5C08HumanOral cavityOSCC3.63e-071.71e-010.1919
83593RASSF5LN46HumanOral cavityOSCC1.39e-188.66e-010.1666
83593RASSF5EOLP-1HumanOral cavityEOLP7.46e-123.95e-01-0.0202
83593RASSF5EOLP-2HumanOral cavityEOLP3.67e-114.21e-01-0.0203
83593RASSF5NEOLP-1HumanOral cavityNEOLP1.66e-144.67e-01-0.0194
83593RASSF5SYSMH1HumanOral cavityOSCC5.19e-031.81e-010.1127
83593RASSF5SYSMH2HumanOral cavityOSCC1.11e-038.69e-020.2326
83593RASSF5SYSMH3HumanOral cavityOSCC4.04e-035.09e-020.2442
83593RASSF5SYSMH6HumanOral cavityOSCC3.22e-051.66e-010.1275
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:003450415Oral cavityOSCCprotein localization to nucleus193/7305290/187231.22e-212.35e-19193
GO:190332020Oral cavityOSCCregulation of protein modification by small protein conjugation or removal165/7305242/187232.52e-203.99e-18165
GO:003139620Oral cavityOSCCregulation of protein ubiquitination143/7305210/187231.01e-179.80e-16143
GO:190018015Oral cavityOSCCregulation of protein localization to nucleus93/7305136/187233.46e-121.35e-1093
GO:19033227Oral cavityOSCCpositive regulation of protein modification by small protein conjugation or removal88/7305138/187233.24e-097.39e-0888
GO:00313986Oral cavityOSCCpositive regulation of protein ubiquitination75/7305119/187239.46e-081.65e-0675
GO:190332026Oral cavityEOLPregulation of protein modification by small protein conjugation or removal73/2218242/187231.41e-146.47e-1273
GO:003139626Oral cavityEOLPregulation of protein ubiquitination62/2218210/187233.86e-127.34e-1062
GO:003450422Oral cavityEOLPprotein localization to nucleus72/2218290/187235.47e-104.31e-0872
GO:190332221Oral cavityEOLPpositive regulation of protein modification by small protein conjugation or removal33/2218138/187235.51e-057.04e-0433
GO:003139821Oral cavityEOLPpositive regulation of protein ubiquitination28/2218119/187232.61e-042.53e-0328
GO:190018021Oral cavityEOLPregulation of protein localization to nucleus30/2218136/187235.23e-044.52e-0330
GO:190332033Oral cavityNEOLPregulation of protein modification by small protein conjugation or removal72/2005242/187232.44e-161.61e-1372
GO:003139633Oral cavityNEOLPregulation of protein ubiquitination62/2005210/187234.31e-141.60e-1162
GO:003450432Oral cavityNEOLPprotein localization to nucleus71/2005290/187231.49e-112.21e-0971
GO:190018031Oral cavityNEOLPregulation of protein localization to nucleus37/2005136/187236.09e-082.39e-0637
GO:190332231Oral cavityNEOLPpositive regulation of protein modification by small protein conjugation or removal31/2005138/187234.77e-056.58e-0431
GO:003139831Oral cavityNEOLPpositive regulation of protein ubiquitination26/2005119/187233.00e-042.97e-0326
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421820Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa052236Oral cavityOSCCNon-small cell lung cancer46/370472/84654.37e-041.32e-036.72e-0446
hsa0467030Oral cavityOSCCLeukocyte transendothelial migration63/3704114/84658.46e-031.96e-029.95e-0363
hsa0401518Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
hsa04218110Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa0522315Oral cavityOSCCNon-small cell lung cancer46/370472/84654.37e-041.32e-036.72e-0446
hsa04670113Oral cavityOSCCLeukocyte transendothelial migration63/3704114/84658.46e-031.96e-029.95e-0363
hsa0401519Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
hsa0421845Oral cavityEOLPCellular senescence50/1218156/84651.27e-081.83e-071.08e-0750
hsa04670210Oral cavityEOLPLeukocyte transendothelial migration37/1218114/84657.00e-076.85e-064.04e-0637
hsa0522322Oral cavityEOLPNon-small cell lung cancer19/121872/84655.29e-031.63e-029.60e-0319
hsa0421855Oral cavityEOLPCellular senescence50/1218156/84651.27e-081.83e-071.08e-0750
hsa0467038Oral cavityEOLPLeukocyte transendothelial migration37/1218114/84657.00e-076.85e-064.04e-0637
hsa0522332Oral cavityEOLPNon-small cell lung cancer19/121872/84655.29e-031.63e-029.60e-0319
hsa0421861Oral cavityNEOLPCellular senescence43/1112156/84651.05e-061.19e-057.49e-0643
hsa0467046Oral cavityNEOLPLeukocyte transendothelial migration31/1112114/84654.39e-053.41e-042.14e-0431
hsa0401524Oral cavityNEOLPRap1 signaling pathway40/1112210/84659.07e-033.17e-021.99e-0240
hsa0421871Oral cavityNEOLPCellular senescence43/1112156/84651.05e-061.19e-057.49e-0643
hsa0467056Oral cavityNEOLPLeukocyte transendothelial migration31/1112114/84654.39e-053.41e-042.14e-0431
hsa0401534Oral cavityNEOLPRap1 signaling pathway40/1112210/84659.07e-033.17e-021.99e-0240
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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
RASSF5SNVMissense_Mutationc.601G>Ap.Glu201Lysp.E201KQ8WWW0protein_codingtolerated(0.29)benign(0.007)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RASSF5SNVMissense_Mutationnovelc.1069T>Gp.Phe357Valp.F357VQ8WWW0protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RASSF5SNVMissense_Mutationc.1221N>Cp.Glu407Aspp.E407DQ8WWW0protein_codingdeleterious(0)benign(0.277)TCGA-AO-A0J6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RASSF5SNVMissense_Mutationc.1191G>Cp.Lys397Asnp.K397NQ8WWW0protein_codingtolerated(0.07)benign(0.003)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RASSF5SNVMissense_Mutationnovelc.760N>Cp.Ala254Prop.A254PQ8WWW0protein_codingtolerated(0.2)benign(0.042)TCGA-GM-A3XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
RASSF5SNVMissense_Mutationrs781811232c.488G>Tp.Arg163Leup.R163LQ8WWW0protein_codingdeleterious(0)benign(0.038)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RASSF5SNVMissense_Mutationc.523N>Cp.Gly175Argp.G175RQ8WWW0protein_codingtolerated(0.42)benign(0.006)TCGA-A6-3808-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RASSF5SNVMissense_Mutationc.329N>Tp.Pro110Leup.P110LQ8WWW0protein_codingdeleterious(0.04)benign(0.054)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RASSF5SNVMissense_Mutationc.847N>Ap.Pro283Thrp.P283TQ8WWW0protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RASSF5SNVMissense_Mutationnovelc.1206N>Gp.Phe402Leup.F402LQ8WWW0protein_codingtolerated(0.12)benign(0.416)TCGA-AA-3841-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
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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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