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: CDC20

Gene summary for CDC20

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDC20

Gene ID

991

Gene namecell division cycle 20
Gene AliasCDC20A
Cytomap1p34.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q12834


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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
991CDC20LZE2THumanEsophagusESCC6.57e-061.54e+000.082
991CDC20LZE7THumanEsophagusESCC1.26e-023.13e-010.0667
991CDC20LZE22THumanEsophagusESCC7.84e-039.44e-010.068
991CDC20LZE6THumanEsophagusESCC5.83e-097.41e-010.0845
991CDC20P2T-EHumanEsophagusESCC6.19e-128.47e-010.1177
991CDC20P4T-EHumanEsophagusESCC1.32e-141.14e+000.1323
991CDC20P5T-EHumanEsophagusESCC3.48e-251.31e+000.1327
991CDC20P9T-EHumanEsophagusESCC1.13e-117.04e-010.1131
991CDC20P10T-EHumanEsophagusESCC6.95e-108.74e-010.116
991CDC20P15T-EHumanEsophagusESCC4.66e-118.41e-010.1149
991CDC20P17T-EHumanEsophagusESCC1.92e-151.74e+000.1278
991CDC20P19T-EHumanEsophagusESCC1.31e-052.14e+000.1662
991CDC20P20T-EHumanEsophagusESCC3.57e-079.22e-010.1124
991CDC20P21T-EHumanEsophagusESCC1.08e-191.98e+000.1617
991CDC20P23T-EHumanEsophagusESCC1.77e-061.09e+000.108
991CDC20P24T-EHumanEsophagusESCC1.62e-321.78e+000.1287
991CDC20P26T-EHumanEsophagusESCC6.93e-067.24e-010.1276
991CDC20P27T-EHumanEsophagusESCC4.10e-026.72e-010.1055
991CDC20P28T-EHumanEsophagusESCC8.95e-311.07e+000.1149
991CDC20P30T-EHumanEsophagusESCC9.16e-045.89e-010.137
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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
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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:1903050111EsophagusESCCregulation of proteolysis involved in cellular protein catabolic process163/8552221/187231.44e-171.27e-15163
GO:0061136111EsophagusESCCregulation of proteasomal protein catabolic process142/8552187/187232.40e-172.00e-15142
GO:190285015EsophagusESCCmicrotubule cytoskeleton organization involved in mitosis116/8552147/187231.25e-169.91e-15116
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:0032434111EsophagusESCCregulation of proteasomal ubiquitin-dependent protein catabolic process107/8552134/187234.06e-162.93e-14107
GO:2000058111EsophagusESCCregulation of ubiquitin-dependent protein catabolic process125/8552164/187231.17e-157.76e-14125
GO:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
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
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa041146EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
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
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0411411EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
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
hsa052032LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa0412051LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa0516632LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa052033LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0412020Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
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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
CDC20SNVMissense_Mutationnovelc.1228N>Tp.His410Tyrp.H410YQ12834protein_codingdeleterious(0.03)benign(0.232)TCGA-3C-AAAU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyzoladexSD
CDC20SNVMissense_Mutationc.1429N>Gp.Pro477Alap.P477AQ12834protein_codingdeleterious(0.04)probably_damaging(1)TCGA-D8-A1JL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDC20SNVMissense_Mutationc.56N>Tp.Pro19Leup.P19LQ12834protein_codingdeleterious(0)benign(0.282)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
CDC20SNVMissense_Mutationnovelc.1312G>Ap.Glu438Lysp.E438KQ12834protein_codingdeleterious(0)possibly_damaging(0.745)TCGA-PL-A8LV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CDC20SNVMissense_Mutationc.166C>Tp.Pro56Serp.P56SQ12834protein_codingtolerated(0.11)possibly_damaging(0.685)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CDC20SNVMissense_Mutationnovelc.959N>Tp.Asp320Valp.D320VQ12834protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CDC20SNVMissense_Mutationnovelc.1235A>Gp.Lys412Argp.K412RQ12834protein_codingtolerated(0.1)benign(0.261)TCGA-EI-6511-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyoxaliplatinum+5-fuSD
CDC20SNVMissense_Mutationrs190674570c.836N>Gp.Tyr279Cysp.Y279CQ12834protein_codingdeleterious(0)possibly_damaging(0.827)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CDC20SNVMissense_Mutationc.1276N>Tp.Val426Phep.V426FQ12834protein_codingdeleterious(0.02)possibly_damaging(0.605)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CDC20SNVMissense_Mutationnovelc.785N>Ap.Arg262Glnp.R262QQ12834protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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