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: RAD51

Gene summary for RAD51

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAD51

Gene ID

5888

Gene nameRAD51 recombinase
Gene AliasBRCC5
Cytomap15q15.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q06609


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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
5888RAD51C04HumanOral cavityOSCC3.29e-043.47e-010.2633
5888RAD51C21HumanOral cavityOSCC1.84e-157.32e-010.2678
5888RAD51C30HumanOral cavityOSCC2.32e-085.10e-010.3055
5888RAD51C38HumanOral cavityOSCC3.86e-066.90e-010.172
5888RAD51C43HumanOral cavityOSCC4.33e-082.03e-010.1704
5888RAD51C46HumanOral cavityOSCC7.11e-123.46e-010.1673
5888RAD51C51HumanOral cavityOSCC5.98e-063.47e-010.2674
5888RAD51C57HumanOral cavityOSCC1.93e-052.32e-010.1679
5888RAD51C08HumanOral cavityOSCC2.00e-083.00e-010.1919
5888RAD51LN22HumanOral cavityOSCC1.51e-074.08e-010.1733
5888RAD51LN46HumanOral cavityOSCC7.17e-113.75e-010.1666
5888RAD51LP15HumanOral cavityLP2.57e-033.01e-010.2174
5888RAD51SYSMH2HumanOral cavityOSCC8.75e-052.23e-010.2326
5888RAD51SYSMH3HumanOral cavityOSCC9.26e-072.39e-010.2442
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00070627EsophagusESCCsister chromatid cohesion40/855262/187232.14e-039.54e-0340
GO:20007793EsophagusESCCregulation of double-strand break repair52/855285/187232.86e-031.21e-0252
GO:00007241EsophagusESCCdouble-strand break repair via homologous recombination79/8552138/187234.05e-031.62e-0279
GO:00007251EsophagusESCCrecombinational repair80/8552140/187234.10e-031.63e-0280
GO:00109712EsophagusESCCpositive regulation of G2/M transition of mitotic cell cycle19/855227/187238.35e-032.95e-0219
GO:20007813EsophagusESCCpositive regulation of double-strand break repair26/855240/187231.08e-023.66e-0226
GO:00008191LiverHCCsister chromatid segregation128/7958202/187231.59e-094.73e-08128
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
GO:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:0007059LiverHCCchromosome segregation197/7958346/187233.57e-087.87e-07197
GO:000072311LiverHCCtelomere maintenance85/7958131/187231.86e-073.40e-0685
GO:19019901LiverHCCregulation of mitotic cell cycle phase transition167/7958299/187231.96e-062.71e-05167
GO:19019871LiverHCCregulation of cell cycle phase transition211/7958390/187232.11e-062.89e-05211
GO:0098813LiverHCCnuclear chromosome segregation157/7958281/187233.82e-064.95e-05157
GO:004578711LiverHCCpositive regulation of cell cycle172/7958313/187235.29e-066.58e-05172
GO:0048285LiverHCCorganelle fission254/7958488/187231.07e-051.23e-04254
GO:0000280LiverHCCnuclear division220/7958439/187236.90e-044.25e-03220
GO:00900683LiverHCCpositive regulation of cell cycle process125/7958236/187237.21e-044.40e-03125
GO:004593111LiverHCCpositive regulation of mitotic cell cycle69/7958121/187238.79e-045.20e-0369
GO:00063021LiverHCCdouble-strand break repair131/7958251/187231.17e-036.54e-03131
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0521210Oral cavityOSCCPancreatic cancer60/370476/84653.32e-104.45e-092.26e-0960
hsa0521215Oral cavityOSCCPancreatic cancer60/370476/84653.32e-104.45e-092.26e-0960
hsa0521223Oral cavityLPPancreatic cancer40/241876/84658.08e-066.11e-053.94e-0540
hsa0521233Oral cavityLPPancreatic cancer40/241876/84658.08e-066.11e-053.94e-0540
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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
RAD51SNVMissense_Mutationc.656T>Gp.Leu219Argp.L219RQ06609protein_codingdeleterious(0)probably_damaging(0.991)TCGA-BH-A0HW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RAD51SNVMissense_Mutationc.448N>Ap.Asp150Asnp.D150NQ06609protein_codingtolerated(0.14)benign(0.117)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RAD51SNVMissense_Mutationnovelc.146N>Cp.Val49Alap.V49AQ06609protein_codingtolerated(0.06)benign(0.082)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAD51SNVMissense_Mutationnovelc.87N>Tp.Glu29Aspp.E29DQ06609protein_codingdeleterious(0.04)benign(0.021)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAD51SNVMissense_Mutationc.584C>Tp.Ala195Valp.A195VQ06609protein_codingdeleterious(0.02)possibly_damaging(0.483)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
RAD51SNVMissense_Mutationnovelc.922N>Tp.Gly308Trpp.G308WQ06609protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAD51SNVMissense_Mutationc.629N>Tp.Ala210Valp.A210VQ06609protein_codingdeleterious(0.02)possibly_damaging(0.703)TCGA-AX-A0IZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAD51SNVMissense_Mutationnovelc.949G>Ap.Asp317Asnp.D317NQ06609protein_codingdeleterious(0)probably_damaging(0.91)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
RAD51SNVMissense_Mutationnovelc.52N>Ap.Glu18Lysp.E18KQ06609protein_codingtolerated(0.08)benign(0.014)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAD51SNVMissense_Mutationc.171N>Tp.Lys57Asnp.K57NQ06609protein_codingdeleterious(0)possibly_damaging(0.726)TCGA-BS-A0UJ-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
5888RAD51CLINICALLY ACTIONABLE, DRUGGABLE GENOME, DNA REPAIRAMUVATINIBAMUVATINIB
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