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: RAB28

Gene summary for RAB28

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB28

Gene ID

9364

Gene nameRAB28, member RAS oncogene family
Gene AliasCORD18
Cytomap4p15.33
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

P51157


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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
9364RAB28HTA11_3410_2000001011HumanColorectumAD1.36e-13-5.74e-010.0155
9364RAB28HTA11_2487_2000001011HumanColorectumSER6.43e-05-4.92e-01-0.1808
9364RAB28HTA11_3361_2000001011HumanColorectumAD6.15e-03-4.69e-01-0.1207
9364RAB28HTA11_696_2000001011HumanColorectumAD1.36e-04-3.74e-01-0.1464
9364RAB28HTA11_866_2000001011HumanColorectumAD2.74e-05-3.86e-01-0.1001
9364RAB28HTA11_866_3004761011HumanColorectumAD2.36e-07-4.77e-010.096
9364RAB28HTA11_7696_3000711011HumanColorectumAD6.77e-14-5.35e-010.0674
9364RAB28HTA11_6818_2000001021HumanColorectumAD7.98e-03-5.02e-010.0588
9364RAB28HTA11_99999970781_79442HumanColorectumMSS8.22e-09-4.47e-010.294
9364RAB28HTA11_99999971662_82457HumanColorectumMSS2.64e-05-4.03e-010.3859
9364RAB28HTA11_99999974143_84620HumanColorectumMSS5.10e-14-5.38e-010.3005
9364RAB28A015-C-203HumanColorectumFAP9.52e-19-3.44e-01-0.1294
9364RAB28A015-C-204HumanColorectumFAP1.02e-02-1.06e-01-0.0228
9364RAB28A014-C-040HumanColorectumFAP4.08e-02-4.09e-01-0.1184
9364RAB28A002-C-201HumanColorectumFAP6.54e-09-2.50e-010.0324
9364RAB28A001-C-119HumanColorectumFAP9.51e-04-2.99e-01-0.1557
9364RAB28A001-C-108HumanColorectumFAP9.59e-13-1.88e-01-0.0272
9364RAB28A002-C-205HumanColorectumFAP7.38e-15-3.93e-01-0.1236
9364RAB28A015-C-006HumanColorectumFAP3.01e-11-2.63e-01-0.0994
9364RAB28A015-C-106HumanColorectumFAP3.55e-06-1.95e-01-0.0511
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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
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
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
∗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:19019987EsophagusESCCtoxin transport28/855240/187231.61e-037.50e-0328
GO:19019986Oral cavityOSCCtoxin transport25/730540/187232.22e-031.00e-0225
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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
RAB28SNVMissense_Mutationc.476N>Tp.Ser159Leup.S159LP51157protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
RAB28SNVMissense_Mutationc.304N>Cp.Glu102Glnp.E102QP51157protein_codingtolerated(0.21)benign(0.091)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
RAB28SNVMissense_Mutationrs746466147c.651G>Ap.Met217Ilep.M217IP51157protein_codingtolerated(0.67)benign(0)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
RAB28SNVMissense_Mutationc.306N>Tp.Glu102Aspp.E102DP51157protein_codingtolerated(0.08)benign(0.007)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RAB28deletionFrame_Shift_Delc.433_436delNNNNp.Leu145GlyfsTer37p.L145Gfs*37P51157protein_codingTCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB28deletionFrame_Shift_Delc.433_436delNNNNp.Leu145GlyfsTer37p.L145Gfs*37P51157protein_codingTCGA-D5-6898-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RAB28SNVMissense_Mutationc.274G>Ap.Val92Ilep.V92IP51157protein_codingtolerated(0.14)possibly_damaging(0.61)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB28SNVMissense_Mutationnovelc.316N>Ap.Asp106Asnp.D106NP51157protein_codingdeleterious(0.03)possibly_damaging(0.742)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB28SNVMissense_Mutationc.427N>Cp.Lys143Glnp.K143QP51157protein_codingdeleterious(0.03)benign(0.09)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB28SNVMissense_Mutationc.628N>Ap.Val210Ilep.V210IP51157protein_codingtolerated(0.27)benign(0)TCGA-B5-A11H-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVHormone TherapymegaceSD
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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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