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: CCNB2

Gene summary for CCNB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCNB2

Gene ID

9133

Gene namecyclin B2
Gene AliasHsT17299
Cytomap15q22.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O95067


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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
9133CCNB2LZE2THumanEsophagusESCC2.18e-041.41e+000.082
9133CCNB2LZE7THumanEsophagusESCC1.62e-042.79e-010.0667
9133CCNB2LZE6THumanEsophagusESCC1.16e-118.81e-010.0845
9133CCNB2P2T-EHumanEsophagusESCC6.62e-201.06e+000.1177
9133CCNB2P4T-EHumanEsophagusESCC1.32e-231.25e+000.1323
9133CCNB2P5T-EHumanEsophagusESCC1.53e-195.55e-010.1327
9133CCNB2P8T-EHumanEsophagusESCC2.02e-063.04e-010.0889
9133CCNB2P9T-EHumanEsophagusESCC2.38e-115.82e-010.1131
9133CCNB2P10T-EHumanEsophagusESCC2.93e-158.58e-010.116
9133CCNB2P12T-EHumanEsophagusESCC3.75e-032.74e-010.1122
9133CCNB2P15T-EHumanEsophagusESCC3.16e-137.43e-010.1149
9133CCNB2P16T-EHumanEsophagusESCC4.30e-103.27e-010.1153
9133CCNB2P17T-EHumanEsophagusESCC4.79e-044.51e-010.1278
9133CCNB2P19T-EHumanEsophagusESCC3.75e-071.05e+000.1662
9133CCNB2P20T-EHumanEsophagusESCC8.62e-073.53e-010.1124
9133CCNB2P21T-EHumanEsophagusESCC2.56e-166.85e-010.1617
9133CCNB2P22T-EHumanEsophagusESCC2.06e-084.26e-010.1236
9133CCNB2P23T-EHumanEsophagusESCC6.05e-086.26e-010.108
9133CCNB2P24T-EHumanEsophagusESCC7.52e-238.98e-010.1287
9133CCNB2P26T-EHumanEsophagusESCC9.35e-104.94e-010.1276
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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
∗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:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:00512256EsophagusESCCspindle assembly85/8552117/187232.72e-095.98e-0885
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:19040294EsophagusESCCregulation of cyclin-dependent protein kinase activity69/855298/187236.04e-077.91e-0669
GO:00000794EsophagusESCCregulation of cyclin-dependent protein serine/threonine kinase activity66/855294/187231.24e-061.53e-0566
GO:0048872111EsophagusESCChomeostasis of number of cells163/8552272/187231.40e-061.69e-05163
GO:00485386EsophagusESCCthymus development33/855245/187231.54e-041.02e-0333
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
GO:000705111LiverHCCspindle organization116/7958184/187231.40e-083.40e-07116
GO:004873222LiverHCCgland development242/7958436/187232.26e-085.28e-07242
GO:000170111LiverHCCin utero embryonic development204/7958367/187232.44e-074.30e-06204
GO:005122511LiverHCCspindle assembly75/7958117/187231.92e-062.67e-0575
GO:0048285LiverHCCorganelle fission254/7958488/187231.07e-051.23e-04254
GO:007190021LiverHCCregulation of protein serine/threonine kinase activity189/7958359/187235.97e-055.47e-04189
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0411524EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa040689EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa041146EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa05166310EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0411534EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0421838EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0517038EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa0406814EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0411411EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa0516622LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa0421822LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa040684LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa051709LiverHCCHuman immunodeficiency virus 1 infection125/4020212/84654.51e-041.94e-031.08e-03125
hsa041156LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
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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
CCNB2SNVMissense_Mutationnovelc.260C>Tp.Ala87Valp.A87VO95067protein_codingtolerated(0.53)benign(0)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CCNB2SNVMissense_Mutationnovelc.275N>Tp.Ser92Phep.S92FO95067protein_codingdeleterious(0.01)benign(0.115)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCNB2SNVMissense_Mutationc.872T>Cp.Met291Thrp.M291TO95067protein_codingdeleterious(0.02)possibly_damaging(0.894)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCNB2SNVMissense_Mutationnovelc.820N>Cp.Ser274Prop.S274PO95067protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AA-3976-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolinicCR
CCNB2SNVMissense_Mutationc.1165N>Ap.Asp389Asnp.D389NO95067protein_codingtolerated(0.28)benign(0)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CCNB2SNVMissense_Mutationnovelc.910C>Tp.His304Tyrp.H304YO95067protein_codingtolerated(1)benign(0.062)TCGA-AA-A029-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCNB2SNVMissense_Mutationc.947C>Tp.Ser316Phep.S316FO95067protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AZ-5407-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CCNB2SNVMissense_Mutationrs759811496c.496C>Tp.Arg166Cysp.R166CO95067protein_codingdeleterious(0)probably_damaging(1)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCNB2SNVMissense_Mutationc.95G>Ap.Arg32Glnp.R32QO95067protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CCNB2SNVMissense_Mutationrs531597901c.694G>Tp.Asp232Tyrp.D232YO95067protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0GP-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
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