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: CCNG1

Gene summary for CCNG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCNG1

Gene ID

900

Gene namecyclin G1
Gene AliasCCNG
Cytomap5q34
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

P51959


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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
900CCNG1LZE4THumanEsophagusESCC9.88e-081.01e-010.0811
900CCNG1LZE7THumanEsophagusESCC2.13e-031.30e-010.0667
900CCNG1LZE24THumanEsophagusESCC1.13e-021.61e-010.0596
900CCNG1LZE21THumanEsophagusESCC1.11e-02-2.48e-010.0655
900CCNG1LZE6THumanEsophagusESCC8.83e-08-9.06e-030.0845
900CCNG1P2T-EHumanEsophagusESCC5.64e-203.52e-010.1177
900CCNG1P4T-EHumanEsophagusESCC5.44e-101.49e-010.1323
900CCNG1P5T-EHumanEsophagusESCC1.94e-17-6.32e-020.1327
900CCNG1P8T-EHumanEsophagusESCC1.81e-14-6.34e-020.0889
900CCNG1P9T-EHumanEsophagusESCC3.14e-14-7.34e-020.1131
900CCNG1P10T-EHumanEsophagusESCC1.81e-145.99e-030.116
900CCNG1P12T-EHumanEsophagusESCC1.05e-071.89e-010.1122
900CCNG1P15T-EHumanEsophagusESCC4.66e-101.38e-010.1149
900CCNG1P16T-EHumanEsophagusESCC6.58e-219.66e-020.1153
900CCNG1P20T-EHumanEsophagusESCC5.16e-03-9.79e-020.1124
900CCNG1P21T-EHumanEsophagusESCC2.49e-111.86e-010.1617
900CCNG1P22T-EHumanEsophagusESCC3.35e-221.90e-010.1236
900CCNG1P23T-EHumanEsophagusESCC2.31e-101.15e-010.108
900CCNG1P24T-EHumanEsophagusESCC4.09e-10-2.78e-020.1287
900CCNG1P26T-EHumanEsophagusESCC3.48e-181.80e-010.1276
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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
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
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:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:19040294EsophagusESCCregulation of cyclin-dependent protein kinase activity69/855298/187236.04e-077.91e-0669
GO:00000794EsophagusESCCregulation of cyclin-dependent protein serine/threonine kinase activity66/855294/187231.24e-061.53e-0566
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:00447728Oral cavityOSCCmitotic cell cycle phase transition255/7305424/187235.29e-196.98e-17255
GO:007190010Oral cavityOSCCregulation of protein serine/threonine kinase activity201/7305359/187233.90e-111.27e-09201
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:004477215Oral cavityLPmitotic cell cycle phase transition150/4623424/187234.38e-071.23e-05150
GO:007190015Oral cavityLPregulation of protein serine/threonine kinase activity119/4623359/187231.70e-041.90e-03119
GO:000007911Oral cavityLPregulation of cyclin-dependent protein serine/threonine kinase activity34/462394/187238.52e-034.61e-0234
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411524EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0411534EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa041156LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
hsa0411511LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
hsa041159Oral cavityOSCCp53 signaling pathway57/370474/84654.99e-095.07e-082.58e-0857
hsa0411514Oral cavityOSCCp53 signaling pathway57/370474/84654.99e-095.07e-082.58e-0857
hsa0411523Oral cavityLPp53 signaling pathway38/241874/84652.82e-051.92e-041.24e-0438
hsa0411533Oral cavityLPp53 signaling pathway38/241874/84652.82e-051.92e-041.24e-0438
hsa041158ProstateBPHp53 signaling pathway30/171874/84655.15e-053.40e-042.10e-0430
hsa0411513ProstateBPHp53 signaling pathway30/171874/84655.15e-053.40e-042.10e-0430
hsa0411522ProstateTumorp53 signaling pathway29/179174/84652.99e-041.65e-031.02e-0329
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
CCNG1insertionIn_Frame_Insnovelc.135_136insCTGAGATTCACACTCACCACAATTATTCCTGTTAACAGTCTGCCACATp.Leu45_Arg46insLeuArgPheThrLeuThrThrIleIleProValAsnSerLeuProHisp.L45_R46insLRFTLTTIIPVNSLPHP51959protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
CCNG1SNVMissense_Mutationnovelc.405N>Ap.Met135Ilep.M135IP51959protein_codingtolerated(0.33)benign(0.163)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
CCNG1SNVMissense_Mutationc.629N>Cp.Leu210Serp.L210SP51959protein_codingtolerated(0.08)probably_damaging(0.929)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
CCNG1SNVMissense_Mutationc.157N>Ap.Asp53Asnp.D53NP51959protein_codingtolerated(0.41)benign(0.062)TCGA-AA-3854-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCNG1SNVMissense_Mutationnovelc.555A>Tp.Gln185Hisp.Q185HP51959protein_codingdeleterious(0.04)benign(0.026)TCGA-AG-3731-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyfolinicPR
CCNG1SNVMissense_Mutationnovelc.141G>Tp.Met47Ilep.M47IP51959protein_codingtolerated(0.51)benign(0.021)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CCNG1SNVMissense_Mutationnovelc.872C>Ap.Pro291Hisp.P291HP51959protein_codingdeleterious(0.05)probably_damaging(0.998)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CCNG1SNVMissense_Mutationc.809N>Ap.Ser270Tyrp.S270YP51959protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CCNG1SNVMissense_Mutationc.107T>Gp.Leu36Argp.L36RP51959protein_codingdeleterious(0)probably_damaging(0.948)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CCNG1SNVMissense_Mutationnovelc.61N>Ap.Leu21Metp.L21MP51959protein_codingdeleterious(0.03)benign(0.218)TCGA-AP-A1DK-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
900CCNG1KINASEMX-DNG1
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