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: RAD51B

Gene summary for RAD51B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAD51B

Gene ID

5890

Gene nameRAD51 paralog B
Gene AliasR51H2
Cytomap14q24.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O15315


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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
5890RAD51BCCI_1HumanCervixCC1.18e-271.84e+000.528
5890RAD51BCCI_2HumanCervixCC5.52e-086.87e-010.5249
5890RAD51BCCI_3HumanCervixCC2.72e-271.38e+000.516
5890RAD51BCCII_1HumanCervixCC2.11e-043.30e-010.3249
5890RAD51BHTA11_2951_2000001011HumanColorectumAD2.60e-03-1.95e-010.0216
5890RAD51BHTA11_1938_2000001011HumanColorectumAD2.89e-024.98e-01-0.0811
5890RAD51BHTA11_78_2000001011HumanColorectumAD2.34e-035.63e-01-0.1088
5890RAD51BHTA11_1391_2000001011HumanColorectumAD3.40e-046.09e-01-0.059
5890RAD51BHTA11_6801_2000001011HumanColorectumSER8.48e-03-6.27e-010.0171
5890RAD51BHTA11_99999965104_69814HumanColorectumMSS2.80e-261.51e+000.281
5890RAD51BA015-C-203HumanColorectumFAP2.85e-25-4.88e-01-0.1294
5890RAD51BA015-C-204HumanColorectumFAP2.43e-04-3.61e-01-0.0228
5890RAD51BA014-C-040HumanColorectumFAP4.96e-03-3.30e-01-0.1184
5890RAD51BA002-C-201HumanColorectumFAP2.26e-08-3.80e-010.0324
5890RAD51BA001-C-119HumanColorectumFAP4.51e-10-6.62e-01-0.1557
5890RAD51BA001-C-108HumanColorectumFAP2.26e-11-3.19e-01-0.0272
5890RAD51BA002-C-205HumanColorectumFAP5.45e-24-5.90e-01-0.1236
5890RAD51BA015-C-005HumanColorectumFAP3.03e-03-3.63e-01-0.0336
5890RAD51BA015-C-006HumanColorectumFAP1.18e-12-4.76e-01-0.0994
5890RAD51BA015-C-106HumanColorectumFAP4.17e-06-1.67e-01-0.0511
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:00457876CervixCCpositive regulation of cell cycle66/2311313/187237.78e-061.81e-0466
GO:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
GO:19019903CervixCCregulation of mitotic cell cycle phase transition63/2311299/187231.27e-052.60e-0463
GO:00459316CervixCCpositive regulation of mitotic cell cycle32/2311121/187231.88e-053.47e-0432
GO:19019922CervixCCpositive regulation of mitotic cell cycle phase transition26/231193/187233.97e-056.18e-0426
GO:00017018CervixCCin utero embryonic development71/2311367/187237.21e-051.00e-0371
GO:00900685CervixCCpositive regulation of cell cycle process50/2311236/187238.25e-051.11e-0350
GO:19019873CervixCCregulation of cell cycle phase transition74/2311390/187239.80e-051.27e-0374
GO:19019892CervixCCpositive regulation of cell cycle phase transition28/2311115/187232.82e-043.07e-0328
GO:1902751CervixCCpositive regulation of cell cycle G2/M phase transition11/231130/187235.71e-045.45e-0311
GO:0010971CervixCCpositive regulation of G2/M transition of mitotic cell cycle10/231127/187239.25e-047.84e-0310
GO:00448392CervixCCcell cycle G2/M phase transition31/2311148/187232.07e-031.51e-0231
GO:00000862CervixCCG2/M transition of mitotic cell cycle29/2311137/187232.40e-031.70e-0229
GO:00482851CervixCCorganelle fission78/2311488/187239.70e-034.79e-0278
GO:0001701ColorectumADin utero embryonic development110/3918367/187232.36e-054.62e-04110
GO:0007346ColorectumADregulation of mitotic cell cycle119/3918457/187234.60e-033.14e-02119
GO:0045787ColorectumADpositive regulation of cell cycle85/3918313/187234.76e-033.22e-0285
GO:0045931ColorectumADpositive regulation of mitotic cell cycle37/3918121/187237.88e-034.73e-0237
GO:00017011ColorectumSERin utero embryonic development77/2897367/187232.77e-032.48e-0277
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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
RAD51BSNVMissense_Mutationc.751N>Gp.Ile251Valp.I251Vprotein_codingtolerated(0.05)benign(0.207)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RAD51BSNVMissense_Mutationc.189N>Tp.Lys63Asnp.K63Nprotein_codingtolerated(0.11)benign(0.422)TCGA-EW-A1IX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfemaraSD
RAD51BdeletionFrame_Shift_Delnovelc.1197_1200delAACTp.Thr400SerfsTer29p.T400Sfs*29protein_codingTCGA-DG-A2KJ-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
RAD51BSNVMissense_Mutationc.982G>Tp.Ala328Serp.A328Sprotein_codingtolerated(0.45)possibly_damaging(0.451)TCGA-AA-A02J-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
RAD51BSNVMissense_Mutationnovelc.120G>Tp.Lys40Asnp.K40Nprotein_codingdeleterious(0.03)benign(0.316)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RAD51BSNVMissense_Mutationc.111N>Tp.Glu37Aspp.E37Dprotein_codingtolerated(0.17)benign(0.263)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
RAD51BSNVMissense_Mutationnovelc.653A>Cp.Lys218Thrp.K218Tprotein_codingtolerated(0.11)benign(0.285)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAD51BSNVMissense_Mutationnovelc.521N>Tp.Ser174Ilep.S174Iprotein_codingdeleterious(0.01)benign(0.029)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
RAD51BSNVMissense_Mutationnovelc.578A>Cp.Glu193Alap.E193Aprotein_codingdeleterious(0.02)benign(0.238)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
RAD51BSNVMissense_Mutationnovelc.398N>Ap.Gly133Glup.G133Eprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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