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
23011RAB21P9T-EHumanEsophagusESCC5.59e-086.81e-020.1131
23011RAB21P10T-EHumanEsophagusESCC3.86e-172.50e-010.116
23011RAB21P11T-EHumanEsophagusESCC2.29e-072.80e-010.1426
23011RAB21P12T-EHumanEsophagusESCC4.61e-122.02e-010.1122
23011RAB21P15T-EHumanEsophagusESCC4.24e-202.36e-010.1149
23011RAB21P16T-EHumanEsophagusESCC4.74e-193.32e-020.1153
23011RAB21P17T-EHumanEsophagusESCC4.21e-021.09e-020.1278
23011RAB21P20T-EHumanEsophagusESCC3.90e-141.95e-010.1124
23011RAB21P21T-EHumanEsophagusESCC6.56e-183.31e-010.1617
23011RAB21P22T-EHumanEsophagusESCC3.61e-241.31e-010.1236
23011RAB21P23T-EHumanEsophagusESCC1.77e-214.45e-010.108
23011RAB21P24T-EHumanEsophagusESCC2.07e-088.42e-030.1287
23011RAB21P26T-EHumanEsophagusESCC3.00e-263.26e-010.1276
23011RAB21P27T-EHumanEsophagusESCC2.93e-152.90e-010.1055
23011RAB21P28T-EHumanEsophagusESCC5.88e-195.70e-010.1149
23011RAB21P30T-EHumanEsophagusESCC2.56e-124.50e-010.137
23011RAB21P31T-EHumanEsophagusESCC4.42e-141.58e-010.1251
23011RAB21P32T-EHumanEsophagusESCC9.62e-271.30e-010.1666
23011RAB21P36T-EHumanEsophagusESCC5.18e-08-2.16e-020.1187
23011RAB21P37T-EHumanEsophagusESCC1.73e-244.16e-010.1371
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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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