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: RBM15B

Gene summary for RBM15B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBM15B

Gene ID

29890

Gene nameRNA binding motif protein 15B
Gene AliasHUMAGCGB
Cytomap3p21.2
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q8NDT2


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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
29890RBM15BHTA11_3410_2000001011HumanColorectumAD1.40e-052.13e-010.0155
29890RBM15BHTA11_1938_2000001011HumanColorectumAD7.63e-052.70e-01-0.0811
29890RBM15BHTA11_78_2000001011HumanColorectumAD9.24e-062.42e-01-0.1088
29890RBM15BHTA11_347_2000001011HumanColorectumAD8.81e-153.20e-01-0.1954
29890RBM15BHTA11_3361_2000001011HumanColorectumAD6.12e-052.71e-01-0.1207
29890RBM15BHTA11_696_2000001011HumanColorectumAD1.73e-102.98e-01-0.1464
29890RBM15BHTA11_866_2000001011HumanColorectumAD1.60e-042.12e-01-0.1001
29890RBM15BHTA11_1391_2000001011HumanColorectumAD7.97e-094.29e-01-0.059
29890RBM15BHTA11_546_2000001011HumanColorectumAD2.71e-032.47e-01-0.0842
29890RBM15BHTA11_7862_2000001011HumanColorectumAD2.51e-022.77e-01-0.0179
29890RBM15BHTA11_866_3004761011HumanColorectumAD1.55e-215.39e-010.096
29890RBM15BHTA11_8622_2000001021HumanColorectumSER2.23e-063.93e-010.0528
29890RBM15BHTA11_10623_2000001011HumanColorectumAD1.24e-032.89e-01-0.0177
29890RBM15BHTA11_6801_2000001011HumanColorectumSER6.12e-044.94e-010.0171
29890RBM15BHTA11_10711_2000001011HumanColorectumAD1.22e-063.60e-010.0338
29890RBM15BHTA11_7696_3000711011HumanColorectumAD2.96e-194.64e-010.0674
29890RBM15BHTA11_6818_2000001021HumanColorectumAD1.33e-064.11e-010.0588
29890RBM15BHTA11_99999970781_79442HumanColorectumMSS5.68e-225.07e-010.294
29890RBM15BHTA11_99999965104_69814HumanColorectumMSS2.07e-062.81e-010.281
29890RBM15BHTA11_99999971662_82457HumanColorectumMSS9.35e-245.82e-010.3859
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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
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
∗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:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:0000377ColorectumADRNA splicing, via transesterification reactions with bulged adenosine as nucleophile130/3918320/187235.88e-162.16e-13130
GO:0000398ColorectumADmRNA splicing, via spliceosome130/3918320/187235.88e-162.16e-13130
GO:0000375ColorectumADRNA splicing, via transesterification reactions131/3918324/187237.11e-162.22e-13131
GO:1903311ColorectumADregulation of mRNA metabolic process117/3918288/187231.69e-144.23e-12117
GO:0043484ColorectumADregulation of RNA splicing70/3918148/187236.47e-131.16e-1070
GO:0048024ColorectumADregulation of mRNA splicing, via spliceosome50/3918101/187231.62e-101.56e-0850
GO:0050684ColorectumADregulation of mRNA processing61/3918137/187234.23e-103.58e-0861
GO:0006913ColorectumADnucleocytoplasmic transport102/3918301/187231.00e-074.85e-06102
GO:0051169ColorectumADnuclear transport102/3918301/187231.00e-074.85e-06102
GO:0006403ColorectumADRNA localization71/3918201/187231.54e-064.76e-0571
GO:0000380ColorectumADalternative mRNA splicing, via spliceosome33/391877/187231.13e-052.55e-0433
GO:0051236ColorectumADestablishment of RNA localization58/3918166/187231.95e-054.01e-0458
GO:0015931ColorectumADnucleobase-containing compound transport73/3918222/187232.02e-054.10e-0473
GO:0050657ColorectumADnucleic acid transport57/3918163/187232.22e-054.39e-0457
GO:0050658ColorectumADRNA transport57/3918163/187232.22e-054.39e-0457
GO:0000381ColorectumADregulation of alternative mRNA splicing, via spliceosome27/391860/187232.41e-054.66e-0427
GO:0051168ColorectumADnuclear export53/3918154/187236.89e-051.11e-0353
GO:0051028ColorectumADmRNA transport42/3918130/187231.57e-031.32e-0242
GO:00083801ColorectumSERRNA splicing123/2897434/187233.84e-128.41e-10123
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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
RBM15BSNVMissense_Mutationc.2207N>Gp.Ser736Cysp.S736CQ8NDT2protein_codingdeleterious(0.02)benign(0.029)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
RBM15BSNVMissense_Mutationrs368511938c.1679N>Ap.Arg560Glnp.R560QQ8NDT2protein_codingdeleterious(0.03)probably_damaging(0.95)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RBM15BSNVMissense_Mutationnovelc.2349C>Gp.Ile783Metp.I783MQ8NDT2protein_codingdeleterious(0.03)probably_damaging(0.977)TCGA-AQ-A7U7-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyrituximabCR
RBM15BSNVMissense_Mutationc.2135N>Tp.Ser712Leup.S712LQ8NDT2protein_codingtolerated(0.07)benign(0.436)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RBM15BSNVMissense_Mutationrs782106242c.1480N>Ap.Glu494Lysp.E494KQ8NDT2protein_codingtolerated(0.07)benign(0.438)TCGA-E2-A9RU-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
RBM15BSNVMissense_Mutationnovelc.2325G>Tp.Lys775Asnp.K775NQ8NDT2protein_codingdeleterious(0)probably_damaging(0.977)TCGA-S3-AA10-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
RBM15BSNVMissense_Mutationrs782554512c.1255C>Tp.Arg419Cysp.R419CQ8NDT2protein_codingdeleterious(0.04)possibly_damaging(0.708)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RBM15BSNVMissense_Mutationnovelc.1555C>Tp.Arg519Trpp.R519WQ8NDT2protein_codingdeleterious(0.03)probably_damaging(0.989)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RBM15BSNVMissense_Mutationnovelc.1712N>Ap.Arg571Hisp.R571HQ8NDT2protein_codingtolerated(0.1)probably_damaging(0.997)TCGA-A6-2678-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fluorouracilSD
RBM15BSNVMissense_Mutationrs372043035c.1729C>Tp.Arg577Cysp.R577CQ8NDT2protein_codingdeleterious(0.03)probably_damaging(0.913)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=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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