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: RAB11FIP2

Gene summary for RAB11FIP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB11FIP2

Gene ID

22841

Gene nameRAB11 family interacting protein 2
Gene AliasRab11-FIP2
Cytomap10q26.11
Gene Typeprotein-coding
GO ID

GO:0001678

UniProtAcc

Q7L804


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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
22841RAB11FIP2HCC1_MengHumanLiverHCC2.98e-19-2.40e-020.0246
22841RAB11FIP2HCC2_MengHumanLiverHCC2.20e-128.50e-020.0107
22841RAB11FIP2HCC1HumanLiverHCC1.97e-052.73e+000.5336
22841RAB11FIP2HCC2HumanLiverHCC1.30e-072.85e+000.5341
22841RAB11FIP2S014HumanLiverHCC6.48e-211.05e+000.2254
22841RAB11FIP2S015HumanLiverHCC6.44e-147.69e-010.2375
22841RAB11FIP2S016HumanLiverHCC1.80e-271.06e+000.2243
22841RAB11FIP2S028HumanLiverHCC4.54e-094.59e-010.2503
22841RAB11FIP2male-WTAHumanThyroidPTC4.28e-181.23e-010.1037
22841RAB11FIP2PTC01HumanThyroidPTC1.90e-051.30e-010.1899
22841RAB11FIP2PTC03HumanThyroidPTC4.05e-041.07e-010.1784
22841RAB11FIP2PTC04HumanThyroidPTC4.38e-119.39e-020.1927
22841RAB11FIP2PTC05HumanThyroidPTC3.45e-175.02e-010.2065
22841RAB11FIP2PTC06HumanThyroidPTC1.20e-204.17e-010.2057
22841RAB11FIP2PTC07HumanThyroidPTC1.53e-303.57e-010.2044
22841RAB11FIP2ATC09HumanThyroidATC1.54e-026.73e-020.2871
22841RAB11FIP2ATC11HumanThyroidATC1.80e-073.09e-010.3386
22841RAB11FIP2ATC12HumanThyroidATC4.33e-051.15e-010.34
22841RAB11FIP2ATC13HumanThyroidATC5.24e-234.25e-010.34
22841RAB11FIP2ATC1HumanThyroidATC5.16e-039.41e-020.2878
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:190382922LiverHCCpositive regulation of cellular protein localization199/7958276/187231.15e-232.62e-21199
GO:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
GO:199077821LiverHCCprotein localization to cell periphery200/7958333/187236.07e-112.23e-09200
GO:190547511LiverHCCregulation of protein localization to membrane113/7958175/187232.90e-097.78e-08113
GO:000716322LiverHCCestablishment or maintenance of cell polarity133/7958218/187232.48e-085.73e-07133
GO:190437521LiverHCCregulation of protein localization to cell periphery83/7958125/187235.60e-081.19e-0683
GO:000974322LiverHCCresponse to carbohydrate149/7958253/187239.55e-081.89e-06149
GO:00022211LiverHCCpattern recognition receptor signaling pathway107/7958172/187231.37e-072.58e-06107
GO:190307621LiverHCCregulation of protein localization to plasma membrane69/7958104/187237.58e-071.17e-0569
GO:003428422LiverHCCresponse to monosaccharide131/7958225/187231.32e-061.91e-05131
GO:000974622LiverHCCresponse to hexose126/7958219/187234.81e-066.06e-05126
GO:190547711LiverHCCpositive regulation of protein localization to membrane68/7958106/187235.50e-066.82e-0568
GO:000974912LiverHCCresponse to glucose121/7958212/187231.24e-051.39e-04121
GO:190437712LiverHCCpositive regulation of protein localization to cell periphery45/795869/187231.16e-049.80e-0445
GO:003001022LiverHCCestablishment of cell polarity82/7958143/187232.38e-041.79e-0382
GO:004259322LiverHCCglucose homeostasis137/7958258/187233.59e-042.49e-03137
GO:190307812LiverHCCpositive regulation of protein localization to plasma membrane40/795862/187233.84e-042.62e-0340
GO:003350022LiverHCCcarbohydrate homeostasis137/7958259/187234.45e-042.98e-03137
GO:000167822LiverHCCcellular glucose homeostasis95/7958172/187234.95e-043.24e-0395
GO:007133112LiverHCCcellular response to hexose stimulus85/7958153/187237.47e-044.52e-0385
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
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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
RAB11FIP2SNVMissense_Mutationrs778880042c.19G>Cp.Ala7Prop.A7PQ7L804protein_codingdeleterious(0.01)benign(0.445)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RAB11FIP2SNVMissense_Mutationc.646N>Ap.Leu216Ilep.L216IQ7L804protein_codingdeleterious(0.02)probably_damaging(0.971)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RAB11FIP2SNVMissense_Mutationnovelc.244C>Gp.Leu82Valp.L82VQ7L804protein_codingtolerated(0.09)possibly_damaging(0.895)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RAB11FIP2deletionFrame_Shift_Delnovelc.1256delCp.Pro419HisfsTer8p.P419Hfs*8Q7L804protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RAB11FIP2SNVMissense_Mutationrs761769278c.386N>Ap.Arg129Glnp.R129QQ7L804protein_codingdeleterious(0.05)benign(0.003)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAB11FIP2SNVMissense_Mutationc.319N>Tp.Asp107Tyrp.D107YQ7L804protein_codingdeleterious(0)possibly_damaging(0.492)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RAB11FIP2SNVMissense_Mutationc.1301N>Ap.Arg434Lysp.R434KQ7L804protein_codingtolerated(0.95)possibly_damaging(0.745)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
RAB11FIP2SNVMissense_Mutationc.1180N>Ap.Glu394Lysp.E394KQ7L804protein_codingtolerated(0.79)benign(0.113)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RAB11FIP2SNVMissense_Mutationnovelc.874N>Ap.Glu292Lysp.E292KQ7L804protein_codingtolerated(0.13)benign(0.003)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RAB11FIP2SNVMissense_Mutationc.58N>Tp.Leu20Phep.L20FQ7L804protein_codingdeleterious(0.01)possibly_damaging(0.874)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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