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
896CCND3EEC-subject4HumanEndometriumEEC2.64e-021.51e-01-0.2571
896CCND3GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC8.04e-039.38e-02-0.1875
896CCND3GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.78e-05-2.40e-02-0.1934
896CCND3GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.88e-061.81e-02-0.1917
896CCND3LZE4THumanEsophagusESCC4.21e-029.29e-020.0811
896CCND3LZE7THumanEsophagusESCC3.22e-083.58e-010.0667
896CCND3LZE8THumanEsophagusESCC4.16e-025.92e-020.067
896CCND3LZE20THumanEsophagusESCC9.88e-051.29e-020.0662
896CCND3LZE22THumanEsophagusESCC1.55e-023.09e-010.068
896CCND3LZE24THumanEsophagusESCC3.80e-329.54e-010.0596
896CCND3LZE6THumanEsophagusESCC2.25e-022.32e-010.0845
896CCND3P1T-EHumanEsophagusESCC2.88e-022.73e-010.0875
896CCND3P2T-EHumanEsophagusESCC2.64e-427.95e-010.1177
896CCND3P4T-EHumanEsophagusESCC3.85e-173.89e-010.1323
896CCND3P5T-EHumanEsophagusESCC1.37e-135.21e-010.1327
896CCND3P8T-EHumanEsophagusESCC3.43e-184.19e-010.0889
896CCND3P9T-EHumanEsophagusESCC1.51e-092.62e-010.1131
896CCND3P10T-EHumanEsophagusESCC5.85e-098.91e-020.116
896CCND3P11T-EHumanEsophagusESCC9.80e-074.57e-010.1426
896CCND3P12T-EHumanEsophagusESCC4.51e-102.70e-010.1122
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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:004477215Oral cavityLPmitotic cell cycle phase transition150/4623424/187234.38e-071.23e-05150
GO:000008213Oral cavityLPG1/S transition of mitotic cell cycle80/4623214/187232.30e-053.74e-0480
GO:004484313Oral cavityLPcell cycle G1/S phase transition88/4623241/187232.62e-054.21e-0488
GO:0043434110Oral cavityLPresponse to peptide hormone138/4623414/187234.00e-055.87e-04138
GO:190165317Oral cavityLPcellular response to peptide122/4623359/187234.22e-056.10e-04122
GO:190199012Oral cavityLPregulation of mitotic cell cycle phase transition104/4623299/187235.34e-057.41e-04104
GO:007190015Oral cavityLPregulation of protein serine/threonine kinase activity119/4623359/187231.70e-041.90e-03119
GO:190198712Oral cavityLPregulation of cell cycle phase transition126/4623390/187233.69e-043.64e-03126
GO:004593115Oral cavityLPpositive regulation of mitotic cell cycle46/4623121/187237.65e-046.80e-0346
GO:003286817Oral cavityLPresponse to insulin88/4623264/187239.19e-047.82e-0388
GO:003286917Oral cavityLPcellular response to insulin stimulus70/4623203/187231.07e-038.96e-0370
GO:007137515Oral cavityLPcellular response to peptide hormone stimulus95/4623290/187231.12e-039.19e-0395
GO:190280612Oral cavityLPregulation of cell cycle G1/S phase transition59/4623168/187231.55e-031.20e-0259
GO:200004512Oral cavityLPregulation of G1/S transition of mitotic cell cycle51/4623142/187231.81e-031.37e-0251
GO:190198912Oral cavityLPpositive regulation of cell cycle phase transition42/4623115/187233.06e-032.09e-0242
GO:004211017Oral cavityLPT cell activation146/4623487/187234.13e-032.66e-02146
GO:190199211Oral cavityLPpositive regulation of mitotic cell cycle phase transition34/462393/187237.08e-033.98e-0234
GO:000007911Oral cavityLPregulation of cyclin-dependent protein serine/threonine kinase activity34/462394/187238.52e-034.61e-0234
GO:004578715Oral cavityLPpositive regulation of cell cycle96/4623313/187239.08e-034.85e-0296
GO:000734619ThyroidPTCregulation of mitotic cell cycle212/5968457/187234.03e-111.44e-09212
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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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