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: RAB21

Gene summary for RAB21

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB21

Gene ID

23011

Gene nameRAB21, member RAS oncogene family
Gene AliasRAB21
Cytomap12q21.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A024RBA9


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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
23011RAB21AEH-subject1HumanEndometriumAEH1.17e-021.86e-01-0.3059
23011RAB21EEC-subject3HumanEndometriumEEC7.65e-03-9.88e-03-0.2525
23011RAB21GSM5276934HumanEndometriumEEC5.45e-246.18e-01-0.0913
23011RAB21GSM5276937HumanEndometriumEEC1.49e-155.34e-01-0.0897
23011RAB21GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC5.30e-093.30e-02-0.1869
23011RAB21GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC8.34e-08-4.99e-02-0.1875
23011RAB21GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.16e-127.92e-02-0.1883
23011RAB21GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC9.93e-073.90e-02-0.1934
23011RAB21GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.43e-135.71e-02-0.1917
23011RAB21GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC7.85e-141.21e-01-0.1916
23011RAB21GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC4.76e-021.38e-01-0.1269
23011RAB21LZE4THumanEsophagusESCC1.71e-094.44e-010.0811
23011RAB21LZE8THumanEsophagusESCC6.67e-086.87e-030.067
23011RAB21LZE24THumanEsophagusESCC2.76e-131.86e-010.0596
23011RAB21LZE21THumanEsophagusESCC2.00e-031.86e-020.0655
23011RAB21P1T-EHumanEsophagusESCC3.06e-053.12e-010.0875
23011RAB21P2T-EHumanEsophagusESCC3.44e-264.39e-010.1177
23011RAB21P4T-EHumanEsophagusESCC1.02e-174.61e-010.1323
23011RAB21P5T-EHumanEsophagusESCC1.79e-202.72e-010.1327
23011RAB21P8T-EHumanEsophagusESCC3.73e-194.21e-010.0889
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:002260415EndometriumAEHregulation of cell morphogenesis79/2100309/187231.04e-122.24e-1079
GO:003164716EndometriumAEHregulation of protein stability77/2100298/187231.13e-122.26e-1077
GO:005082116EndometriumAEHprotein stabilization55/2100191/187232.19e-113.20e-0955
GO:001076910EndometriumAEHregulation of cell morphogenesis involved in differentiation31/210096/187232.70e-081.56e-0631
GO:00160499EndometriumAEHcell growth93/2100482/187231.00e-074.99e-0693
GO:003253510EndometriumAEHregulation of cellular component size78/2100383/187231.10e-075.29e-0678
GO:00605607EndometriumAEHdevelopmental growth involved in morphogenesis53/2100234/187234.02e-071.67e-0553
GO:00074098EndometriumAEHaxonogenesis81/2100418/187235.54e-072.12e-0581
GO:00615648EndometriumAEHaxon development88/2100467/187236.39e-072.38e-0588
GO:003238810EndometriumAEHpositive regulation of intracellular transport46/2100202/187231.96e-065.93e-0546
GO:00107709EndometriumAEHpositive regulation of cell morphogenesis involved in differentiation24/210079/187233.33e-069.03e-0524
GO:00323869EndometriumAEHregulation of intracellular transport66/2100337/187234.18e-061.10e-0466
GO:00486757EndometriumAEHaxon extension31/2100120/187236.13e-061.50e-0431
GO:00015589EndometriumAEHregulation of cell growth75/2100414/187231.79e-053.65e-0475
GO:00482598EndometriumAEHregulation of receptor-mediated endocytosis28/2100110/187232.28e-054.35e-0428
GO:00485887EndometriumAEHdevelopmental cell growth48/2100234/187232.39e-054.53e-0448
GO:19901386EndometriumAEHneuron projection extension38/2100172/187233.03e-055.56e-0438
GO:00072657EndometriumAEHRas protein signal transduction63/2100337/187233.09e-055.66e-0463
GO:00301009EndometriumAEHregulation of endocytosis44/2100211/187233.39e-056.05e-0444
GO:00068988EndometriumAEHreceptor-mediated endocytosis49/2100244/187233.54e-056.24e-0449
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
RAB21SNVMissense_Mutationrs867698104c.452C>Tp.Ala151Valp.A151VQ9UL25protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A8-A08B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
RAB21SNVMissense_Mutationc.398N>Gp.Lys133Argp.K133RQ9UL25protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RAB21SNVMissense_Mutationrs764554005c.506T>Cp.Ile169Thrp.I169TQ9UL25protein_codingdeleterious(0)probably_damaging(0.993)TCGA-E2-A14V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
RAB21SNVMissense_Mutationc.155T>Cp.Leu52Prop.L52PQ9UL25protein_codingdeleterious(0)probably_damaging(0.973)TCGA-E9-A1R3-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapymethotrexateSD
RAB21SNVMissense_Mutationnovelc.503N>Ap.Gly168Glup.G168EQ9UL25protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RAB21SNVMissense_Mutationrs750306178c.132N>Gp.Phe44Leup.F44LQ9UL25protein_codingdeleterious(0)probably_damaging(0.985)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RAB21SNVMissense_Mutationc.49N>Tp.Ala17Serp.A17SQ9UL25protein_codingtolerated(1)benign(0)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
RAB21SNVMissense_Mutationnovelc.513A>Cp.Glu171Aspp.E171DQ9UL25protein_codingtolerated(0.16)benign(0.062)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RAB21SNVMissense_Mutationnovelc.269G>Ap.Arg90Lysp.R90KQ9UL25protein_codingdeleterious(0)probably_damaging(0.922)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB21SNVMissense_Mutationc.524A>Cp.Asp175Alap.D175AQ9UL25protein_codingtolerated(0.11)benign(0.038)TCGA-AP-A056-01Endometriumuterine 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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