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: CC2D2A

Gene summary for CC2D2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CC2D2A

Gene ID

57545

Gene namecoiled-coil and C2 domain containing 2A
Gene AliasCOACH2
Cytomap4p15.32
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q9P2K1


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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
57545CC2D2AHCC1_MengHumanLiverHCC3.95e-352.17e-020.0246
57545CC2D2AHCC2_MengHumanLiverHCC1.28e-031.46e-030.0107
57545CC2D2AHCC1HumanLiverHCC4.34e-091.83e+000.5336
57545CC2D2AHCC2HumanLiverHCC1.51e-301.90e+000.5341
57545CC2D2AHCC5HumanLiverHCC1.06e-091.50e+000.4932
57545CC2D2AC04HumanOral cavityOSCC3.67e-022.00e-010.2633
57545CC2D2AC21HumanOral cavityOSCC4.62e-092.98e-010.2678
57545CC2D2AC30HumanOral cavityOSCC1.29e-227.34e-010.3055
57545CC2D2AC06HumanOral cavityOSCC2.03e-066.19e-010.2699
57545CC2D2ASYSMH3HumanOral cavityOSCC1.45e-062.04e-010.2442
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00018415LiverHCCneural tube formation62/7958102/187231.47e-041.18e-0362
GO:00018433LiverHCCneural tube closure53/795888/187235.95e-043.75e-0353
GO:00140204LiverHCCprimary neural tube formation56/795894/187236.19e-043.86e-0356
GO:00606063LiverHCCtube closure53/795889/187238.67e-045.14e-0353
GO:00016553LiverHCCurogenital system development170/7958338/187232.15e-031.08e-02170
GO:00219154LiverHCCneural tube development82/7958152/187232.83e-031.33e-0282
GO:00018222LiverHCCkidney development148/7958293/187233.25e-031.49e-02148
GO:00720012LiverHCCrenal system development152/7958302/187233.45e-031.56e-02152
GO:00018384LiverHCCembryonic epithelial tube formation66/7958121/187234.94e-032.07e-0266
GO:00721754LiverHCCepithelial tube formation70/7958132/187239.29e-033.57e-0270
GO:00351484LiverHCCtube formation77/7958148/187231.20e-024.39e-0277
GO:000184110Oral cavityOSCCneural tube formation60/7305102/187233.90e-053.43e-0460
GO:00140208Oral cavityOSCCprimary neural tube formation55/730594/187239.87e-057.43e-0455
GO:00018437Oral cavityOSCCneural tube closure52/730588/187231.06e-047.84e-0452
GO:00606066Oral cavityOSCCtube closure52/730589/187231.59e-041.10e-0352
GO:00018388Oral cavityOSCCembryonic epithelial tube formation66/7305121/187233.70e-042.26e-0366
GO:003514810Oral cavityOSCCtube formation78/7305148/187234.82e-042.85e-0378
GO:00163315Oral cavityOSCCmorphogenesis of embryonic epithelium77/7305147/187236.63e-043.72e-0377
GO:00016558Oral cavityOSCCurogenital system development160/7305338/187231.03e-035.31e-03160
GO:00721758Oral cavityOSCCepithelial tube formation69/7305132/187231.32e-036.56e-0369
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
CC2D2ASNVMissense_Mutationc.1975A>Tp.Ser659Cysp.S659CQ9P2K1protein_codingdeleterious(0.01)possibly_damaging(0.698)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
CC2D2ASNVMissense_Mutationc.2740N>Tp.Leu914Phep.L914FQ9P2K1protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CC2D2ASNVMissense_Mutationnovelc.3074N>Ap.Arg1025Lysp.R1025KQ9P2K1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CC2D2ASNVMissense_Mutationc.2482C>Tp.Arg828Trpp.R828WQ9P2K1protein_codingtolerated(0.18)possibly_damaging(0.888)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CC2D2ASNVMissense_Mutationc.3233N>Tp.Ala1078Valp.A1078VQ9P2K1protein_codingtolerated(0.14)benign(0.009)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CC2D2ASNVMissense_Mutationnovelc.4053G>Cp.Trp1351Cysp.W1351CQ9P2K1protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0AL-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CC2D2ASNVMissense_Mutationnovelc.1103N>Tp.Thr368Ilep.T368IQ9P2K1protein_codingtolerated(0.09)benign(0.047)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CC2D2ASNVMissense_Mutationc.238G>Tp.Gly80Cysp.G80CQ9P2K1protein_codingdeleterious_low_confidence(0)probably_damaging(0.976)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CC2D2AinsertionNonsense_Mutationnovelc.4845_4846insTTTTGAAAGTACp.Ser1615_Leu1616insPheTerLysTyrp.S1615_L1616insF*KYQ9P2K1protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CC2D2AinsertionFrame_Shift_Insnovelc.4847_4848insAGp.Ile1617ValfsTer16p.I1617Vfs*16Q9P2K1protein_codingTCGA-AR-A0U0-01Breastbreast invasive 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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