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: RAB11FIP3

Gene summary for RAB11FIP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB11FIP3

Gene ID

9727

Gene nameRAB11 family interacting protein 3
Gene AliasCART1
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0000910

UniProtAcc

O75154


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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
9727RAB11FIP3HTA11_1391_2000001011HumanColorectumAD9.55e-035.91e-01-0.059
9727RAB11FIP3HTA11_866_3004761011HumanColorectumAD5.53e-044.36e-010.096
9727RAB11FIP3HTA11_7696_3000711011HumanColorectumAD9.72e-124.87e-010.0674
9727RAB11FIP3HTA11_99999965104_69814HumanColorectumMSS9.73e-055.59e-010.281
9727RAB11FIP3HTA11_99999971662_82457HumanColorectumMSS3.00e-126.46e-010.3859
9727RAB11FIP3HTA11_99999973899_84307HumanColorectumMSS1.18e-079.54e-010.2585
9727RAB11FIP3HTA11_99999974143_84620HumanColorectumMSS4.56e-022.66e-010.3005
9727RAB11FIP3A015-C-203HumanColorectumFAP2.35e-07-2.34e-02-0.1294
9727RAB11FIP3A002-C-201HumanColorectumFAP3.76e-04-1.36e-010.0324
9727RAB11FIP3A001-C-108HumanColorectumFAP1.65e-02-8.44e-02-0.0272
9727RAB11FIP3A002-C-205HumanColorectumFAP8.23e-06-1.27e-01-0.1236
9727RAB11FIP3A015-C-006HumanColorectumFAP8.72e-04-8.62e-02-0.0994
9727RAB11FIP3A002-C-114HumanColorectumFAP4.85e-04-6.56e-02-0.1561
9727RAB11FIP3A015-C-104HumanColorectumFAP7.64e-11-1.12e-01-0.1899
9727RAB11FIP3A001-C-014HumanColorectumFAP2.42e-02-8.94e-020.0135
9727RAB11FIP3A015-C-002HumanColorectumFAP3.72e-02-1.65e-01-0.0763
9727RAB11FIP3A002-C-116HumanColorectumFAP4.00e-09-1.74e-01-0.0452
9727RAB11FIP3A014-C-008HumanColorectumFAP4.19e-02-6.49e-02-0.191
9727RAB11FIP3A018-E-020HumanColorectumFAP1.37e-05-1.68e-01-0.2034
9727RAB11FIP3F034HumanColorectumFAP1.42e-03-6.08e-02-0.0665
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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
∗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:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0098876ColorectumADvesicle-mediated transport to the plasma membrane57/3918136/187232.30e-081.27e-0657
GO:0000910ColorectumADcytokinesis59/3918173/187233.74e-056.75e-0459
GO:0050708ColorectumADregulation of protein secretion83/3918268/187236.59e-051.07e-0383
GO:0009306ColorectumADprotein secretion105/3918359/187231.05e-041.57e-03105
GO:0035592ColorectumADestablishment of protein localization to extracellular region105/3918360/187231.18e-041.73e-03105
GO:0071692ColorectumADprotein localization to extracellular region106/3918368/187231.86e-042.49e-03106
GO:0032456ColorectumADendocytic recycling28/391873/187234.87e-045.30e-0328
GO:00988762ColorectumMSSvesicle-mediated transport to the plasma membrane54/3467136/187236.20e-093.95e-0754
GO:00161972ColorectumMSSendosomal transport79/3467230/187237.04e-094.39e-0779
GO:00507082ColorectumMSSregulation of protein secretion78/3467268/187231.47e-053.33e-0478
GO:00093062ColorectumMSSprotein secretion98/3467359/187232.43e-055.09e-0498
GO:00355922ColorectumMSSestablishment of protein localization to extracellular region98/3467360/187232.75e-055.58e-0498
GO:00716922ColorectumMSSprotein localization to extracellular region99/3467368/187234.17e-057.83e-0499
GO:00324561ColorectumMSSendocytic recycling26/346773/187234.05e-044.99e-0326
GO:00009102ColorectumMSScytokinesis49/3467173/187231.02e-031.02e-0249
GO:00510511ColorectumMSSnegative regulation of transport110/3467470/187234.20e-033.04e-02110
GO:00988763ColorectumFAPvesicle-mediated transport to the plasma membrane42/2622136/187233.16e-071.78e-0542
GO:00507083ColorectumFAPregulation of protein secretion66/2622268/187232.21e-068.87e-0566
GO:00161973ColorectumFAPendosomal transport56/2622230/187231.79e-054.53e-0456
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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
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041448ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa041449ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
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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
RAB11FIP3SNVMissense_Mutationc.721N>Tp.Asp241Tyrp.D241YO75154protein_codingdeleterious(0.05)probably_damaging(0.993)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RAB11FIP3deletionFrame_Shift_Delnovelc.948delCp.Tyr317ThrfsTer67p.Y317Tfs*67O75154protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
RAB11FIP3SNVMissense_Mutationnovelc.1679N>Tp.Ser560Phep.S560FO75154protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
RAB11FIP3SNVMissense_Mutationc.1684N>Tp.Thr562Serp.T562SO75154protein_codingtolerated(0.06)benign(0.164)TCGA-AA-3952-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
RAB11FIP3SNVMissense_Mutationc.1970G>Ap.Arg657Hisp.R657HO75154protein_codingdeleterious(0.03)benign(0.139)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RAB11FIP3SNVMissense_Mutationc.2086N>Ap.Ala696Thrp.A696TO75154protein_codingdeleterious(0)probably_damaging(0.992)TCGA-CM-6163-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RAB11FIP3SNVMissense_Mutationrs777219325c.1415G>Ap.Arg472Hisp.R472HO75154protein_codingtolerated(0.06)probably_damaging(0.996)TCGA-G4-6311-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
RAB11FIP3SNVMissense_Mutationrs766981935c.971N>Tp.Thr324Metp.T324MO75154protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RAB11FIP3SNVMissense_Mutationc.711N>Tp.Glu237Aspp.E237DO75154protein_codingtolerated(0.28)benign(0.054)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB11FIP3SNVMissense_Mutationc.1424N>Cp.Glu475Alap.E475AO75154protein_codingtolerated(0.06)probably_damaging(0.989)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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