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: CCNA2

Gene summary for CCNA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCNA2

Gene ID

890

Gene namecyclin A2
Gene AliasCCN1
Cytomap4q27
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

P20248


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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
890CCNA2LZE2THumanEsophagusESCC9.54e-066.08e-010.082
890CCNA2P2T-EHumanEsophagusESCC2.06e-086.26e-010.1177
890CCNA2P4T-EHumanEsophagusESCC4.27e-095.18e-010.1323
890CCNA2P5T-EHumanEsophagusESCC4.30e-103.11e-010.1327
890CCNA2P9T-EHumanEsophagusESCC8.38e-031.56e-010.1131
890CCNA2P10T-EHumanEsophagusESCC1.78e-031.78e-010.116
890CCNA2P15T-EHumanEsophagusESCC1.31e-021.92e-010.1149
890CCNA2P16T-EHumanEsophagusESCC8.40e-041.52e-010.1153
890CCNA2P17T-EHumanEsophagusESCC1.29e-085.60e-010.1278
890CCNA2P19T-EHumanEsophagusESCC5.57e-055.72e-010.1662
890CCNA2P21T-EHumanEsophagusESCC2.06e-084.05e-010.1617
890CCNA2P22T-EHumanEsophagusESCC3.97e-043.75e-010.1236
890CCNA2P24T-EHumanEsophagusESCC6.56e-156.21e-010.1287
890CCNA2P26T-EHumanEsophagusESCC1.88e-042.56e-010.1276
890CCNA2P28T-EHumanEsophagusESCC9.44e-072.53e-010.1149
890CCNA2P31T-EHumanEsophagusESCC2.03e-094.15e-010.1251
890CCNA2P32T-EHumanEsophagusESCC2.93e-157.46e-010.1666
890CCNA2P36T-EHumanEsophagusESCC1.12e-055.51e-010.1187
890CCNA2P37T-EHumanEsophagusESCC7.83e-072.70e-010.1371
890CCNA2P38T-EHumanEsophagusESCC2.41e-076.46e-010.127
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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
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:007137510Oral cavityOSCCcellular response to peptide hormone stimulus153/7305290/187231.23e-061.63e-05153
GO:004343419Oral cavityOSCCresponse to peptide hormone208/7305414/187231.83e-062.35e-05208
GO:19040293Oral cavityOSCCregulation of cyclin-dependent protein kinase activity60/730598/187236.90e-067.56e-0560
GO:00000793Oral cavityOSCCregulation of cyclin-dependent protein serine/threonine kinase activity58/730594/187236.92e-067.57e-0558
GO:007145317Oral cavityOSCCcellular response to oxygen levels98/7305177/187237.10e-067.75e-0598
GO:00714569Oral cavityOSCCcellular response to hypoxia84/7305151/187232.46e-052.30e-0484
GO:00323559Oral cavityOSCCresponse to estradiol79/7305141/187233.01e-052.76e-0479
GO:003629417Oral cavityOSCCcellular response to decreased oxygen levels88/7305161/187233.91e-053.43e-0488
GO:00062753Oral cavityOSCCregulation of DNA replication62/7305107/187235.49e-054.54e-0462
GO:00481446Oral cavityOSCCfibroblast proliferation49/730581/187237.27e-055.72e-0449
GO:00481457Oral cavityOSCCregulation of fibroblast proliferation48/730580/187231.14e-048.35e-0448
GO:00311008Oral cavityOSCCanimal organ regeneration45/730576/187232.83e-041.79e-0345
GO:007124115Oral cavityOSCCcellular response to inorganic substance111/7305226/187231.22e-036.10e-03111
GO:0016572Oral cavityOSCChistone phosphorylation24/730539/187233.64e-031.51e-0224
GO:00481463Oral cavityOSCCpositive regulation of fibroblast proliferation28/730548/187235.17e-032.02e-0228
GO:004477223SkincSCCmitotic cell cycle phase transition180/4864424/187237.09e-144.45e-12180
GO:001657024SkincSCChistone modification179/4864463/187239.65e-103.74e-08179
GO:000726523SkincSCCRas protein signal transduction132/4864337/187236.17e-081.57e-06132
GO:000626012SkincSCCDNA replication106/4864260/187231.18e-072.77e-06106
GO:007048226SkincSCCresponse to oxygen levels133/4864347/187232.39e-075.07e-06133
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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
hsa05169210EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa051619EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
hsa052215EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
hsa0415210EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
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
hsa0516937EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa0421838EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0516114EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
hsa0522113EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
hsa0415213EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
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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
CCNA2SNVMissense_Mutationrs750866939c.364C>Tp.Arg122Cysp.R122CP20248protein_codingtolerated(0.18)benign(0)TCGA-A2-A0YH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
CCNA2SNVMissense_Mutationc.944N>Cp.Leu315Prop.L315PP20248protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A8-A07B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCNA2SNVMissense_Mutationnovelc.567G>Tp.Met189Ilep.M189IP20248protein_codingtolerated(0.34)benign(0.18)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCNA2SNVMissense_Mutationc.37N>Ap.Glu13Lysp.E13KP20248protein_codingtolerated_low_confidence(0.05)benign(0.043)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCNA2SNVMissense_Mutationc.253N>Tp.Val85Phep.V85FP20248protein_codingtolerated(0.75)benign(0.031)TCGA-BH-A204-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCNA2SNVMissense_Mutationnovelc.850G>Tp.Asp284Tyrp.D284YP20248protein_codingdeleterious(0.01)possibly_damaging(0.681)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCNA2SNVMissense_Mutationc.1242N>Cp.Lys414Asnp.K414NP20248protein_codingdeleterious(0)possibly_damaging(0.566)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCNA2SNVMissense_Mutationc.1247N>Tp.Ser416Leup.S416LP20248protein_codingdeleterious(0.01)benign(0.405)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCNA2SNVMissense_Mutationc.620N>Gp.Thr207Serp.T207SP20248protein_codingdeleterious(0.02)benign(0.231)TCGA-AA-A01T-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
CCNA2SNVMissense_Mutationc.926N>Gp.Pro309Argp.P309RP20248protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A01V-01Colorectumcolon adenocarcinomaMale<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
890CCNA2DRUGGABLE GENOME, KINASEETHINYL ESTRADIOL9806355
890CCNA2DRUGGABLE GENOME, KINASEtamoxifenTAMOXIFEN24622579
890CCNA2DRUGGABLE GENOME, KINASESURAMINSURAMIN10208280
890CCNA2DRUGGABLE GENOME, KINASETNF-ALPHA15965500
890CCNA2DRUGGABLE GENOME, KINASE3-DEOXYADENOSINE11566717
890CCNA2DRUGGABLE GENOME, KINASESELICICLIBSELICICLIB21080703
890CCNA2DRUGGABLE GENOME, KINASEGENISTEINGENISTEIN9664138
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