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: RAB11A

Gene summary for RAB11A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB11A

Gene ID

8766

Gene nameRAB11A, member RAS oncogene family
Gene AliasYL8
Cytomap15q22.31
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

P62491


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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
8766RAB11ACA_HPV_1HumanCervixCC4.39e-05-1.31e-010.0264
8766RAB11AN_HPV_1HumanCervixN_HPV2.49e-03-9.69e-020.0079
8766RAB11ACCI_2HumanCervixCC7.53e-061.07e+000.5249
8766RAB11ATumorHumanCervixCC2.58e-144.78e-010.1241
8766RAB11Asample3HumanCervixCC3.38e-225.28e-010.1387
8766RAB11AT3HumanCervixCC4.64e-225.65e-010.1389
8766RAB11AHTA11_347_2000001011HumanColorectumAD2.28e-074.38e-01-0.1954
8766RAB11AHTA11_99999974143_84620HumanColorectumMSS1.81e-03-1.98e-010.3005
8766RAB11AA001-C-207HumanColorectumFAP1.35e-02-2.57e-010.1278
8766RAB11AA015-C-203HumanColorectumFAP1.47e-16-3.05e-01-0.1294
8766RAB11AA015-C-204HumanColorectumFAP3.09e-04-3.03e-01-0.0228
8766RAB11AA002-C-201HumanColorectumFAP1.01e-09-3.26e-010.0324
8766RAB11AA001-C-119HumanColorectumFAP1.50e-02-2.73e-01-0.1557
8766RAB11AA001-C-108HumanColorectumFAP7.54e-15-3.29e-01-0.0272
8766RAB11AA002-C-205HumanColorectumFAP9.06e-12-3.37e-01-0.1236
8766RAB11AA001-C-104HumanColorectumFAP9.80e-06-2.65e-010.0184
8766RAB11AA015-C-005HumanColorectumFAP3.18e-03-2.73e-01-0.0336
8766RAB11AA015-C-006HumanColorectumFAP3.16e-09-4.14e-01-0.0994
8766RAB11AA015-C-106HumanColorectumFAP2.86e-10-2.94e-01-0.0511
8766RAB11AA002-C-114HumanColorectumFAP1.75e-11-3.97e-01-0.1561
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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:19028507EsophagusHGINmicrotubule cytoskeleton organization involved in mitosis36/2587147/187233.61e-045.68e-0336
GO:00513033EsophagusHGINestablishment of chromosome localization23/258780/187233.71e-045.77e-0323
GO:001604919EsophagusHGINcell growth93/2587482/187234.49e-046.62e-0393
GO:00070518EsophagusHGINspindle organization42/2587184/187236.07e-048.49e-0342
GO:190547718EsophagusHGINpositive regulation of protein localization to membrane26/2587106/187232.17e-032.25e-0226
GO:00070803EsophagusHGINmitotic metaphase plate congression15/258750/187232.35e-032.39e-0215
GO:00619519EsophagusHGINestablishment of protein localization to plasma membrane17/258760/187232.46e-032.45e-0217
GO:00513103EsophagusHGINmetaphase plate congression18/258765/187232.46e-032.45e-0218
GO:00903077EsophagusHGINmitotic spindle assembly18/258765/187232.46e-032.45e-0218
GO:004593110EsophagusHGINpositive regulation of mitotic cell cycle28/2587121/187233.72e-033.39e-0228
GO:005165010EsophagusHGINestablishment of vesicle localization35/2587161/187233.89e-033.54e-0235
GO:00000703EsophagusHGINmitotic sister chromatid segregation36/2587168/187234.42e-033.87e-0236
GO:190437718EsophagusHGINpositive regulation of protein localization to cell periphery18/258769/187234.94e-034.18e-0218
GO:000155818EsophagusHGINregulation of cell growth76/2587414/187235.40e-034.42e-0276
GO:19019876EsophagusHGINregulation of cell cycle phase transition72/2587390/187235.78e-034.70e-0272
GO:005164810EsophagusHGINvesicle localization37/2587177/187236.03e-034.87e-0237
GO:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414418CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0516414CervixCCInfluenza A43/1267171/84653.03e-041.64e-039.68e-0443
hsa0414419CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0516415CervixCCInfluenza A43/1267171/84653.03e-041.64e-039.68e-0443
hsa0516441CervixN_HPVInfluenza A16/349171/84651.81e-031.12e-028.75e-0316
hsa0516451CervixN_HPVInfluenza A16/349171/84651.81e-031.12e-028.75e-0316
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa04961ColorectumADEndocrine and other factor-regulated calcium reabsorption24/209253/84658.49e-045.93e-033.78e-0324
hsa04972ColorectumADPancreatic secretion36/2092102/84651.06e-023.98e-022.54e-0236
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa049611ColorectumADEndocrine and other factor-regulated calcium reabsorption24/209253/84658.49e-045.93e-033.78e-0324
hsa049721ColorectumADPancreatic secretion36/2092102/84651.06e-023.98e-022.54e-0236
hsa049724ColorectumMSSPancreatic secretion33/1875102/84651.09e-023.75e-022.30e-0233
hsa049725ColorectumMSSPancreatic secretion33/1875102/84651.09e-023.75e-022.30e-0233
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa049726ColorectumFAPPancreatic secretion34/1404102/84652.43e-052.78e-041.69e-0434
hsa049616ColorectumFAPEndocrine and other factor-regulated calcium reabsorption18/140453/84651.52e-037.94e-034.83e-0318
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa049727ColorectumFAPPancreatic secretion34/1404102/84652.43e-052.78e-041.69e-0434
hsa049617ColorectumFAPEndocrine and other factor-regulated calcium reabsorption18/140453/84651.52e-037.94e-034.83e-0318
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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
RAB11ASNVMissense_Mutationnovelc.189G>Cp.Gln63Hisp.Q63HP62491protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RAB11ASNVMissense_Mutationc.31C>Tp.Leu11Phep.L11FP62491protein_codingdeleterious_low_confidence(0.01)benign(0.105)TCGA-AQ-A0Y5-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
RAB11ASNVMissense_Mutationrs759435629c.521N>Ap.Arg174Hisp.R174HP62491protein_codingtolerated_low_confidence(0.31)benign(0.001)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
RAB11ASNVMissense_Mutationnovelc.158N>Cp.Ile53Thrp.I53TP62491protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.519)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RAB11ASNVMissense_Mutationnovelc.382N>Gp.Leu128Valp.L128VP62491protein_codingdeleterious_low_confidence(0)possibly_damaging(0.822)TCGA-AG-3887-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyirinotecanSD
RAB11ASNVMissense_Mutationnovelc.86C>Ap.Ser29Tyrp.S29YP62491protein_codingdeleterious_low_confidence(0)possibly_damaging(0.711)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB11ASNVMissense_Mutationnovelc.461N>Tp.Ser154Leup.S154LP62491protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.994)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB11ASNVMissense_Mutationnovelc.221G>Ap.Arg74Glnp.R74QP62491protein_codingdeleterious_low_confidence(0)possibly_damaging(0.827)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
RAB11ASNVMissense_Mutationc.386G>Ap.Arg129Hisp.R129HP62491protein_codingdeleterious_low_confidence(0.02)benign(0.025)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
RAB11ASNVMissense_Mutationnovelc.70N>Cp.Lys24Glnp.K24QP62491protein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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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