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: RAD23B

Gene summary for RAD23B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAD23B

Gene ID

5887

Gene nameRAD23 homolog B, nucleotide excision repair protein
Gene AliasHHR23B
Cytomap9q31.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

B7Z4W4


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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
5887RAD23BCA_HPV_1HumanCervixCC1.02e-02-5.32e-020.0264
5887RAD23BCCI_1HumanCervixCC1.36e-035.63e-010.528
5887RAD23BCCI_2HumanCervixCC8.08e-036.70e-010.5249
5887RAD23BCCI_3HumanCervixCC5.96e-066.05e-010.516
5887RAD23BT3HumanCervixCC2.43e-032.70e-010.1389
5887RAD23BLZE4THumanEsophagusESCC1.13e-154.53e-020.0811
5887RAD23BLZE8THumanEsophagusESCC4.11e-02-4.98e-020.067
5887RAD23BLZE20THumanEsophagusESCC3.97e-031.98e-010.0662
5887RAD23BLZE22D1HumanEsophagusHGIN1.27e-07-1.31e-010.0595
5887RAD23BLZE24THumanEsophagusESCC4.30e-176.37e-010.0596
5887RAD23BLZE6THumanEsophagusESCC3.58e-02-4.10e-030.0845
5887RAD23BP1T-EHumanEsophagusESCC1.08e-036.46e-010.0875
5887RAD23BP2T-EHumanEsophagusESCC6.55e-591.39e+000.1177
5887RAD23BP4T-EHumanEsophagusESCC5.11e-431.29e+000.1323
5887RAD23BP5T-EHumanEsophagusESCC2.01e-601.56e+000.1327
5887RAD23BP8T-EHumanEsophagusESCC1.84e-174.30e-010.0889
5887RAD23BP9T-EHumanEsophagusESCC1.96e-165.83e-010.1131
5887RAD23BP10T-EHumanEsophagusESCC4.76e-297.28e-010.116
5887RAD23BP11T-EHumanEsophagusESCC2.75e-151.10e+000.1426
5887RAD23BP12T-EHumanEsophagusESCC5.83e-246.68e-010.1122
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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
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
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
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:004217610CervixCCregulation of protein catabolic process104/2311391/187239.39e-159.36e-12104
GO:190336210CervixCCregulation of cellular protein catabolic process72/2311255/187235.98e-122.10e-0972
GO:001049810CervixCCproteasomal protein catabolic process111/2311490/187238.98e-111.58e-08111
GO:190305010CervixCCregulation of proteolysis involved in cellular protein catabolic process60/2311221/187231.82e-091.98e-0760
GO:200005810CervixCCregulation of ubiquitin-dependent protein catabolic process47/2311164/187231.63e-081.25e-0647
GO:004316110CervixCCproteasome-mediated ubiquitin-dependent protein catabolic process91/2311412/187231.65e-081.25e-0691
GO:006113610CervixCCregulation of proteasomal protein catabolic process48/2311187/187234.63e-071.77e-0548
GO:003243410CervixCCregulation of proteasomal ubiquitin-dependent protein catabolic process38/2311134/187234.99e-071.88e-0538
GO:00987609CervixCCresponse to interleukin-77/231115/187231.13e-039.29e-037
GO:00987619CervixCCcellular response to interleukin-77/231115/187231.13e-039.29e-037
GO:004217627EsophagusHGINregulation of protein catabolic process119/2587391/187238.09e-182.43e-15119
GO:001049826EsophagusHGINproteasomal protein catabolic process139/2587490/187231.20e-173.41e-15139
GO:004316126EsophagusHGINproteasome-mediated ubiquitin-dependent protein catabolic process114/2587412/187237.00e-141.20e-11114
GO:190336227EsophagusHGINregulation of cellular protein catabolic process81/2587255/187231.16e-131.93e-1181
GO:190305027EsophagusHGINregulation of proteolysis involved in cellular protein catabolic process70/2587221/187236.21e-127.76e-1070
GO:006113627EsophagusHGINregulation of proteasomal protein catabolic process60/2587187/187231.10e-101.12e-0860
GO:200005827EsophagusHGINregulation of ubiquitin-dependent protein catabolic process53/2587164/187239.89e-108.13e-0853
GO:003243427EsophagusHGINregulation of proteasomal ubiquitin-dependent protein catabolic process45/2587134/187234.64e-093.12e-0745
GO:009876019EsophagusHGINresponse to interleukin-78/258715/187233.41e-045.55e-038
GO:009876119EsophagusHGINcellular response to interleukin-78/258715/187233.41e-045.55e-038
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414120CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa04141110CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa0414139EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa034205EsophagusHGINNucleotide excision repair29/138363/84652.96e-085.36e-074.26e-0729
hsa04141114EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa0342012EsophagusHGINNucleotide excision repair29/138363/84652.96e-085.36e-074.26e-0729
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0342022EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0342032EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa0414114LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa03420LiverCirrhoticNucleotide excision repair29/253063/84654.81e-031.74e-021.07e-0229
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa034201LiverCirrhoticNucleotide excision repair29/253063/84654.81e-031.74e-021.07e-0229
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa034202LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa034203LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa034204Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
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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
RAD23BSNVMissense_Mutationc.1180N>Ap.Glu394Lysp.E394KP54727protein_codingdeleterious(0.02)probably_damaging(0.951)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RAD23BSNVMissense_Mutationnovelc.586G>Ap.Glu196Lysp.E196KP54727protein_codingdeleterious(0.01)probably_damaging(0.96)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
RAD23BSNVMissense_Mutationc.866N>Ap.Arg289Lysp.R289KP54727protein_codingdeleterious(0.01)probably_damaging(0.966)TCGA-BH-A0WA-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RAD23BSNVMissense_Mutationc.448N>Ap.Glu150Lysp.E150KP54727protein_codingdeleterious(0.02)probably_damaging(0.971)TCGA-C5-A1BL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAD23BSNVMissense_Mutationc.1016N>Cp.Gly339Alap.G339AP54727protein_codingtolerated(0.6)benign(0.267)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAD23BSNVMissense_Mutationrs140228782c.923G>Ap.Arg308Glnp.R308QP54727protein_codingtolerated(0.71)benign(0.203)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAD23BSNVMissense_Mutationnovelc.1111N>Cp.Glu371Glnp.E371QP54727protein_codingdeleterious(0)probably_damaging(0.999)TCGA-MY-A5BF-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
RAD23BSNVMissense_Mutationc.629N>Tp.Ala210Valp.A210VP54727protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RAD23BSNVMissense_Mutationc.1157N>Tp.Ala386Valp.A386VP54727protein_codingdeleterious(0.03)probably_damaging(0.954)TCGA-AA-3684-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RAD23BSNVMissense_Mutationc.557C>Tp.Thr186Metp.T186MP54727protein_codingtolerated(0.21)benign(0.195)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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