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: CCNG2

Gene summary for CCNG2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCNG2

Gene ID

901

Gene namecyclin G2
Gene AliasCCNG2
Cytomap4q21.1
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

A0A024RDC7


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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
901CCNG2HCC1_MengHumanLiverHCC5.65e-21-2.67e-020.0246
901CCNG2HCC2_MengHumanLiverHCC4.43e-256.29e-020.0107
901CCNG2cirrhotic2HumanLiverCirrhotic1.72e-121.72e-010.0201
901CCNG2HCC1HumanLiverHCC2.21e-051.85e+000.5336
901CCNG2HCC2HumanLiverHCC2.73e-041.85e+000.5341
901CCNG2Adj_PTCwithHT_6HumanThyroidHT1.73e-04-4.74e-010.02
901CCNG2PTCwithHT_6HumanThyroidHT1.94e-07-4.50e-010.02
901CCNG2PTCwithHT_8HumanThyroidHT1.06e-06-4.97e-010.0351
901CCNG2PTCwithoutHT_2HumanThyroidPTC1.06e-09-5.56e-010.0419
901CCNG2PTCwithoutHT_7HumanThyroidPTC2.68e-02-5.50e-010.0381
901CCNG2male-WTAHumanThyroidPTC5.85e-50-1.52e-010.1037
901CCNG2PTC01HumanThyroidPTC3.20e-15-2.86e-010.1899
901CCNG2PTC03HumanThyroidPTC4.76e-07-4.22e-010.1784
901CCNG2PTC04HumanThyroidPTC9.49e-14-2.03e-010.1927
901CCNG2PTC05HumanThyroidPTC9.17e-044.00e-010.2065
901CCNG2PTC06HumanThyroidPTC2.77e-093.67e-010.2057
901CCNG2PTC07HumanThyroidPTC2.06e-151.14e-010.2044
901CCNG2ATC08HumanThyroidATC6.61e-04-5.74e-010.0541
901CCNG2ATC09HumanThyroidATC1.39e-06-4.61e-010.2871
901CCNG2ATC11HumanThyroidATC1.85e-02-2.05e-010.3386
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00447724BreastDCISmitotic cell cycle phase transition46/1390424/187236.16e-034.39e-0246
GO:00447721LiverCirrhoticmitotic cell cycle phase transition139/4634424/187231.02e-041.06e-03139
GO:007190011LiverCirrhoticregulation of protein serine/threonine kinase activity110/4634359/187236.19e-033.08e-02110
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
GO:007190021LiverHCCregulation of protein serine/threonine kinase activity189/7958359/187235.97e-055.47e-04189
GO:0000079LiverHCCregulation of cyclin-dependent protein serine/threonine kinase activity55/795894/187231.25e-036.91e-0355
GO:1904029LiverHCCregulation of cyclin-dependent protein kinase activity57/795898/187231.26e-036.92e-0357
GO:00447727ProstateBPHmitotic cell cycle phase transition112/3107424/187231.57e-073.58e-06112
GO:00719009ProstateBPHregulation of protein serine/threonine kinase activity97/3107359/187233.42e-077.23e-0697
GO:19040292ProstateBPHregulation of cyclin-dependent protein kinase activity34/310798/187231.00e-051.39e-0434
GO:00000792ProstateBPHregulation of cyclin-dependent protein serine/threonine kinase activity32/310794/187232.79e-053.27e-0432
GO:007190014ProstateTumorregulation of protein serine/threonine kinase activity98/3246359/187231.39e-062.51e-0598
GO:19040291ProstateTumorregulation of cyclin-dependent protein kinase activity34/324698/187232.60e-053.18e-0434
GO:004477214ProstateTumormitotic cell cycle phase transition106/3246424/187233.61e-054.21e-04106
GO:00000791ProstateTumorregulation of cyclin-dependent protein serine/threonine kinase activity32/324694/187236.75e-057.21e-0432
GO:007190019ThyroidHTregulation of protein serine/threonine kinase activity43/1272359/187232.09e-043.01e-0343
GO:19040296ThyroidHTregulation of cyclin-dependent protein kinase activity15/127298/187232.47e-032.08e-0215
GO:00000796ThyroidHTregulation of cyclin-dependent protein serine/threonine kinase activity14/127294/187234.36e-033.17e-0214
GO:004477218ThyroidPTCmitotic cell cycle phase transition196/5968424/187233.17e-101.02e-08196
GO:0071900110ThyroidPTCregulation of protein serine/threonine kinase activity164/5968359/187232.41e-085.43e-07164
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041157BreastIDCp53 signaling pathway16/86774/84652.86e-031.86e-021.39e-0216
hsa0411512BreastIDCp53 signaling pathway16/86774/84652.86e-031.86e-021.39e-0216
hsa0411521BreastDCISp53 signaling pathway16/84674/84652.23e-031.47e-021.08e-0216
hsa0411531BreastDCISp53 signaling pathway16/84674/84652.23e-031.47e-021.08e-0216
hsa040682LiverCirrhoticFoxO signaling pathway52/2530131/84659.98e-033.32e-022.05e-0252
hsa040683LiverCirrhoticFoxO signaling pathway52/2530131/84659.98e-033.32e-022.05e-0252
hsa040684LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa041156LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
hsa040685LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa0411511LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
hsa040687ProstateBPHFoxO signaling pathway54/1718131/84653.05e-083.59e-072.22e-0754
hsa041158ProstateBPHp53 signaling pathway30/171874/84655.15e-053.40e-042.10e-0430
hsa0406812ProstateBPHFoxO signaling pathway54/1718131/84653.05e-083.59e-072.22e-0754
hsa0411513ProstateBPHp53 signaling pathway30/171874/84655.15e-053.40e-042.10e-0430
hsa0406822ProstateTumorFoxO signaling pathway54/1791131/84651.32e-071.51e-069.36e-0754
hsa0411522ProstateTumorp53 signaling pathway29/179174/84652.99e-041.65e-031.02e-0329
hsa0406832ProstateTumorFoxO signaling pathway54/1791131/84651.32e-071.51e-069.36e-0754
hsa0411532ProstateTumorp53 signaling pathway29/179174/84652.99e-041.65e-031.02e-0329
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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
CCNG2SNVMissense_Mutationrs558158350c.200C>Tp.Ala67Valp.A67VQ16589protein_codingdeleterious(0.01)benign(0.065)TCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCNG2insertionIn_Frame_Insnovelc.374_375insCCTTCAGCTCAAAGTCCTCATCAGGCCAAAp.Val125_Ile126insLeuGlnLeuLysValLeuIleArgProLysp.V125_I126insLQLKVLIRPKQ16589protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCNG2insertionIn_Frame_Insnovelc.501_502insATTATATATTATGAATTTCATAAGTCTGAAATACAAp.Ile169_Leu170insTyrTyrGluPheHisLysSerGluIleGlnIleIlep.I169_L170insYYEFHKSEIQIIQ16589protein_codingTCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
CCNG2insertionIn_Frame_Insnovelc.453_454insTCTCTTCAAAGCAGGp.Tyr151_Glu152insSerLeuGlnSerArgp.Y151_E152insSLQSRQ16589protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
CCNG2insertionNonsense_Mutationnovelc.455_456insGCCATGGTTTTATTAACAGTCACCAGCp.Glu152_Leu153insProTrpPheTyrTerGlnSerProAlap.E152_L153insPWFY*QSPAQ16589protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
CCNG2SNVMissense_Mutationc.707N>Cp.Ile236Thrp.I236TQ16589protein_codingdeleterious(0.01)benign(0.045)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CCNG2SNVMissense_Mutationc.938N>Ap.Cys313Tyrp.C313YQ16589protein_codingdeleterious_low_confidence(0)benign(0.172)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCNG2deletionFrame_Shift_Delnovelc.205delNp.Phe70LeufsTer22p.F70Lfs*22Q16589protein_codingTCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCNG2insertionFrame_Shift_Insnovelc.430_431insACAAGAGGCTTCTp.Ile144AsnfsTer13p.I144Nfs*13Q16589protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CCNG2SNVMissense_Mutationnovelc.829G>Tp.Ala277Serp.A277SQ16589protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-AP-A051-01Endometriumuterine 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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