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: RAB11FIP1

Gene summary for RAB11FIP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB11FIP1

Gene ID

80223

Gene nameRAB11 family interacting protein 1
Gene AliasNOEL1A
Cytomap8p11.23
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q6WKZ4


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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
80223RAB11FIP1GSM4909281HumanBreastIDC1.73e-03-3.09e-010.21
80223RAB11FIP1GSM4909285HumanBreastIDC3.90e-13-4.48e-010.21
80223RAB11FIP1GSM4909286HumanBreastIDC1.32e-08-3.97e-010.1081
80223RAB11FIP1GSM4909290HumanBreastIDC1.25e-05-4.23e-010.2096
80223RAB11FIP1GSM4909296HumanBreastIDC2.21e-10-3.74e-010.1524
80223RAB11FIP1GSM4909297HumanBreastIDC2.86e-387.16e-010.1517
80223RAB11FIP1GSM4909302HumanBreastIDC7.14e-073.95e-010.1545
80223RAB11FIP1GSM4909307HumanBreastIDC2.76e-03-3.18e-010.1569
80223RAB11FIP1GSM4909311HumanBreastIDC2.37e-27-5.00e-010.1534
80223RAB11FIP1GSM4909312HumanBreastIDC3.64e-22-4.65e-010.1552
80223RAB11FIP1GSM4909317HumanBreastIDC2.30e-449.53e-010.1355
80223RAB11FIP1GSM4909318HumanBreastIDC2.91e-189.34e-010.2031
80223RAB11FIP1GSM4909319HumanBreastIDC1.00e-30-4.00e-010.1563
80223RAB11FIP1GSM4909320HumanBreastIDC1.40e-02-3.78e-010.1575
80223RAB11FIP1GSM4909321HumanBreastIDC2.20e-11-1.95e-010.1559
80223RAB11FIP1ctrl6HumanBreastPrecancer4.92e-044.39e-01-0.0061
80223RAB11FIP1brca1HumanBreastPrecancer5.26e-05-3.02e-01-0.0338
80223RAB11FIP1brca10HumanBreastPrecancer2.25e-033.19e-01-0.0029
80223RAB11FIP1NCCBC11HumanBreastDCIS8.34e-054.24e-010.1232
80223RAB11FIP1NCCBC14HumanBreastDCIS2.52e-063.21e-020.2021
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00507086BreastPrecancerregulation of protein secretion28/1080268/187231.76e-031.74e-0228
GO:00716926BreastPrecancerprotein localization to extracellular region34/1080368/187234.65e-033.58e-0234
GO:00093067BreastPrecancerprotein secretion33/1080359/187235.65e-034.08e-0233
GO:00355927BreastPrecancerestablishment of protein localization to extracellular region33/1080360/187235.89e-034.21e-0233
GO:005070812BreastIDCregulation of protein secretion36/1434268/187236.93e-048.50e-0336
GO:007169212BreastIDCprotein localization to extracellular region42/1434368/187236.13e-034.38e-0242
GO:000930613BreastIDCprotein secretion41/1434359/187236.64e-034.63e-0241
GO:003559213BreastIDCestablishment of protein localization to extracellular region41/1434360/187236.96e-034.81e-0241
GO:005070822BreastDCISregulation of protein secretion35/1390268/187237.83e-049.11e-0335
GO:007169222BreastDCISprotein localization to extracellular region41/1390368/187236.01e-034.29e-0241
GO:000930622BreastDCISprotein secretion40/1390359/187236.59e-034.61e-0240
GO:003559222BreastDCISestablishment of protein localization to extracellular region40/1390360/187236.90e-034.77e-0240
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:0006887ColorectumADexocytosis96/3918352/187232.48e-031.90e-0296
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414416BreastDCISEndocytosis37/846251/84659.92e-034.40e-023.24e-0237
hsa0414417BreastDCISEndocytosis37/846251/84659.92e-034.40e-023.24e-0237
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
hsa0414420EndometriumAEHEndocytosis56/1197251/84652.58e-042.15e-031.57e-0356
hsa04144110EndometriumAEHEndocytosis56/1197251/84652.58e-042.15e-031.57e-0356
hsa0414424EndometriumEECEndocytosis57/1237251/84653.34e-042.82e-032.10e-0357
hsa0414434EndometriumEECEndocytosis57/1237251/84653.34e-042.82e-032.10e-0357
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
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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
RAB11FIP1SNVMissense_Mutationrs144979959c.2365N>Tp.Arg789Trpp.R789WQ6WKZ4protein_codingdeleterious(0)possibly_damaging(0.471)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RAB11FIP1SNVMissense_Mutationc.1109N>Tp.Ala370Valp.A370VQ6WKZ4protein_codingdeleterious(0.01)benign(0.059)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RAB11FIP1SNVMissense_Mutationrs558154048c.745C>Tp.Arg249Cysp.R249CQ6WKZ4protein_codingdeleterious(0)probably_damaging(0.969)TCGA-C8-A26V-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenCR
RAB11FIP1SNVMissense_Mutationnovelc.977N>Gp.Leu326Argp.L326RQ6WKZ4protein_codingtolerated(0.08)possibly_damaging(0.847)TCGA-C8-A26Z-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
RAB11FIP1SNVMissense_Mutationc.2041N>Cp.Glu681Glnp.E681QQ6WKZ4protein_codingtolerated(0.25)possibly_damaging(0.521)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
RAB11FIP1SNVMissense_Mutationc.3656C>Gp.Ala1219Glyp.A1219GQ6WKZ4protein_codingdeleterious(0.03)probably_damaging(0.961)TCGA-D8-A1XW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
RAB11FIP1SNVMissense_Mutationc.2245N>Cp.Asp749Hisp.D749HQ6WKZ4protein_codingtolerated(0.23)benign(0.003)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RAB11FIP1SNVMissense_Mutationc.3533C>Ap.Pro1178Hisp.P1178HQ6WKZ4protein_codingdeleterious(0)probably_damaging(0.994)TCGA-E9-A1ND-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
RAB11FIP1SNVMissense_Mutationrs375920711c.2795N>Ap.Gly932Aspp.G932DQ6WKZ4protein_codingdeleterious(0)probably_damaging(0.996)TCGA-E9-A1R2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereCR
RAB11FIP1SNVMissense_Mutationnovelc.2331N>Tp.Met777Ilep.M777IQ6WKZ4protein_codingtolerated(0.18)benign(0.018)TCGA-OL-A6VO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
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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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