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: RBM28

Gene summary for RBM28

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBM28

Gene ID

55131

Gene nameRNA binding motif protein 28
Gene AliasANES
Cytomap7q32.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9NW13


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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
55131RBM28SYSMH2HumanOral cavityOSCC1.54e-154.77e-010.2326
55131RBM28SYSMH3HumanOral cavityOSCC7.63e-316.95e-010.2442
55131RBM28SYSMH5HumanOral cavityOSCC1.61e-062.64e-010.0647
55131RBM28P4_S8_cSCCHumanSkincSCC4.61e-082.36e-01-0.3095
55131RBM28P1_cSCCHumanSkincSCC2.93e-043.60e-010.0292
55131RBM28P2_cSCCHumanSkincSCC2.65e-063.73e-01-0.024
55131RBM28P4_cSCCHumanSkincSCC1.15e-094.29e-01-0.00290000000000005
55131RBM28P10_cSCCHumanSkincSCC2.15e-166.21e-010.1017
55131RBM28male-WTAHumanThyroidPTC5.66e-161.29e-010.1037
55131RBM28PTC01HumanThyroidPTC3.82e-149.79e-020.1899
55131RBM28PTC03HumanThyroidPTC4.76e-071.67e-010.1784
55131RBM28PTC04HumanThyroidPTC3.51e-141.78e-010.1927
55131RBM28PTC05HumanThyroidPTC3.90e-113.05e-010.2065
55131RBM28PTC06HumanThyroidPTC9.21e-266.42e-010.2057
55131RBM28PTC07HumanThyroidPTC3.42e-244.18e-010.2044
55131RBM28ATC09HumanThyroidATC6.70e-072.58e-010.2871
55131RBM28ATC11HumanThyroidATC5.62e-044.23e-010.3386
55131RBM28ATC12HumanThyroidATC1.04e-245.45e-010.34
55131RBM28ATC13HumanThyroidATC3.40e-346.60e-010.34
55131RBM28ATC1HumanThyroidATC5.68e-083.06e-010.2878
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:0008380112SkincSCCRNA splicing263/4864434/187232.45e-535.13e-50263
GO:0008380113ThyroidPTCRNA splicing273/5968434/187234.44e-411.40e-37273
GO:000838034ThyroidATCRNA splicing270/6293434/187237.50e-351.19e-31270
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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
RBM28SNVMissense_Mutationc.41N>Gp.Ser14Trpp.S14WQ9NW13protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RBM28SNVMissense_Mutationnovelc.2236N>Gp.Lys746Glup.K746EQ9NW13protein_codingtolerated(0.1)benign(0.138)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RBM28SNVMissense_Mutationc.754G>Ap.Glu252Lysp.E252KQ9NW13protein_codingtolerated(0.21)benign(0.018)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
RBM28SNVMissense_Mutationc.776N>Tp.Ser259Leup.S259LQ9NW13protein_codingtolerated(0.1)benign(0.001)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RBM28SNVMissense_Mutationrs145208220c.1355C>Tp.Thr452Metp.T452MQ9NW13protein_codingdeleterious(0)probably_damaging(0.996)TCGA-E9-A1RI-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
RBM28SNVMissense_Mutationnovelc.2252N>Ap.Ala751Glup.A751EQ9NW13protein_codingtolerated(0.8)benign(0)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
RBM28insertionFrame_Shift_Insnovelc.1346_1347insCp.Ala450CysfsTer13p.A450Cfs*13Q9NW13protein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
RBM28insertionNonsense_Mutationnovelc.1345_1346insTCTTGCCTCAGCCTCCTGAGTAGCTGGGACTACAGGTp.Arg449LeufsTer8p.R449Lfs*8Q9NW13protein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
RBM28insertionFrame_Shift_Insnovelc.1688_1689insCCTCCACCTTCTGGGTTCAAGTGATTCTCTTGCCp.Pro564LeufsTer34p.P564Lfs*34Q9NW13protein_codingTCGA-BH-A0EB-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RBM28SNVMissense_Mutationnovelc.650C>Tp.Ser217Leup.S217LQ9NW13protein_codingtolerated(0.67)benign(0)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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