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: CCND3

Gene summary for CCND3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCND3

Gene ID

896

Gene namecyclin D3
Gene AliasCCND3
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

P30281


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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
896CCND3C08HumanOral cavityOSCC2.38e-113.32e-010.1919
896CCND3C09HumanOral cavityOSCC1.95e-042.09e-010.1431
896CCND3LN22HumanOral cavityOSCC1.14e-045.58e-010.1733
896CCND3LN38HumanOral cavityOSCC6.70e-061.20e+000.168
896CCND3LN46HumanOral cavityOSCC4.15e-229.85e-010.1666
896CCND3LP15HumanOral cavityLP2.33e-037.12e-010.2174
896CCND3LP17HumanOral cavityLP1.58e-025.12e-010.2349
896CCND3SYSMH2HumanOral cavityOSCC2.16e-093.98e-010.2326
896CCND3SYSMH3HumanOral cavityOSCC7.26e-093.54e-010.2442
896CCND3SYSMH4HumanOral cavityOSCC1.65e-067.62e-020.1226
896CCND3SYSMH6HumanOral cavityOSCC4.88e-082.59e-010.1275
896CCND3HTA12-15-2HumanPancreasPDAC4.44e-054.82e-010.2315
896CCND3HTA12-25-1HumanPancreasPDAC2.10e-035.58e-010.313
896CCND3HTA12-26-1HumanPancreasPDAC3.36e-116.41e-010.3728
896CCND3HTA12-29-1HumanPancreasPDAC1.36e-042.25e-010.3722
896CCND3HTA12-30-1HumanPancreasPDAC1.07e-031.07e+000.3671
896CCND3male-WTAHumanThyroidPTC1.80e-444.87e-010.1037
896CCND3PTC01HumanThyroidPTC1.07e-175.30e-010.1899
896CCND3PTC04HumanThyroidPTC3.23e-217.03e-010.1927
896CCND3PTC05HumanThyroidPTC2.15e-258.31e-010.2065
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:190165314EndometriumEECcellular response to peptide68/2168359/187232.75e-054.83e-0468
GO:003367415EndometriumEECpositive regulation of kinase activity83/2168467/187234.32e-057.10e-0483
GO:004211014EndometriumEECT cell activation85/2168487/187236.81e-051.01e-0385
GO:004343416EndometriumEECresponse to peptide hormone74/2168414/187239.11e-051.28e-0374
GO:004578713EndometriumEECpositive regulation of cell cycle59/2168313/187231.04e-041.44e-0359
GO:004586014EndometriumEECpositive regulation of protein kinase activity69/2168386/187231.55e-041.96e-0369
GO:007190212EndometriumEECpositive regulation of protein serine/threonine kinase activity39/2168200/187237.39e-047.01e-0339
GO:007190013EndometriumEECregulation of protein serine/threonine kinase activity62/2168359/187238.17e-047.61e-0362
GO:004477213EndometriumEECmitotic cell cycle phase transition71/2168424/187238.68e-047.97e-0371
GO:007137513EndometriumEECcellular response to peptide hormone stimulus52/2168290/187238.77e-048.01e-0352
GO:009006812EndometriumEECpositive regulation of cell cycle process44/2168236/187239.39e-048.42e-0344
GO:003286914EndometriumEECcellular response to insulin stimulus39/2168203/187239.93e-048.79e-0339
GO:000828613EndometriumEECinsulin receptor signaling pathway25/2168116/187231.50e-031.21e-0225
GO:004209814EndometriumEECT cell proliferation37/2168199/187232.40e-031.77e-0237
GO:004593113EndometriumEECpositive regulation of mitotic cell cycle25/2168121/187232.76e-031.97e-0225
GO:003286814EndometriumEECresponse to insulin46/2168264/187233.01e-032.10e-0246
GO:19019893EndometriumEECpositive regulation of cell cycle phase transition23/2168115/187236.04e-033.57e-0223
GO:00073467EndometriumEECregulation of mitotic cell cycle70/2168457/187238.76e-034.74e-0270
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421825EndometriumEECCellular senescence40/1237156/84651.89e-041.68e-031.25e-0340
hsa0516627EndometriumEECHuman T-cell leukemia virus 1 infection52/1237222/84652.73e-042.36e-031.76e-0352
hsa0439023EndometriumEECHippo signaling pathway39/1237157/84654.54e-043.47e-032.59e-0339
hsa0516925EndometriumEECEpstein-Barr virus infection47/1237202/84656.17e-044.41e-033.29e-0347
hsa0421835EndometriumEECCellular senescence40/1237156/84651.89e-041.68e-031.25e-0340
hsa0516636EndometriumEECHuman T-cell leukemia virus 1 infection52/1237222/84652.73e-042.36e-031.76e-0352
hsa0439033EndometriumEECHippo signaling pathway39/1237157/84654.54e-043.47e-032.59e-0339
hsa0516934EndometriumEECEpstein-Barr virus infection47/1237202/84656.17e-044.41e-033.29e-0347
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
hsa0411524EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0516425EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0451020EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa051629EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
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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
CCND3SNVMissense_Mutationc.314N>Ap.Val105Aspp.V105DP30281protein_codingdeleterious(0.01)probably_damaging(0.944)TCGA-D8-A145-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CCND3SNVMissense_Mutationc.833C>Gp.Pro278Argp.P278RP30281protein_codingtolerated(0.44)benign(0.115)TCGA-E2-A1IE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
CCND3SNVMissense_Mutationnovelc.332N>Ap.Ser111Tyrp.S111YP30281protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CCND3SNVMissense_Mutationc.731A>Gp.Gln244Argp.Q244RP30281protein_codingdeleterious(0)probably_damaging(0.976)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCND3SNVMissense_Mutationnovelc.737N>Tp.Gln246Leup.Q246LP30281protein_codingdeleterious(0.02)possibly_damaging(0.458)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
CCND3SNVMissense_Mutationrs374294883c.521G>Ap.Arg174Glnp.R174QP30281protein_codingtolerated(0.14)benign(0.306)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
CCND3SNVMissense_Mutationnovelc.284G>Ap.Arg95Glnp.R95QP30281protein_codingtolerated(0.31)benign(0.129)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CCND3SNVMissense_Mutationnovelc.742G>Ap.Glu248Lysp.E248KP30281protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
CCND3SNVMissense_Mutationrs142862109c.797C>Tp.Ala266Valp.A266VP30281protein_codingtolerated(0.33)benign(0)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CCND3SNVMissense_Mutationc.574G>Tp.Asp192Tyrp.D192YP30281protein_codingdeleterious(0)probably_damaging(0.986)TCGA-B5-A11E-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
896CCND3CLINICALLY ACTIONABLE, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEPALBOCICLIBPALBOCICLIB23079656
896CCND3CLINICALLY ACTIONABLE, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMELY2835219ABEMACICLIB
896CCND3CLINICALLY ACTIONABLE, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEBAY1000394
896CCND3CLINICALLY ACTIONABLE, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMELEE011RIBOCICLIB
896CCND3CLINICALLY ACTIONABLE, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEPD 0332991
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