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: CACNA2D2

Gene summary for CACNA2D2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CACNA2D2

Gene ID

9254

Gene namecalcium voltage-gated channel auxiliary subunit alpha2delta 2
Gene AliasCACNA2D
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9NY47


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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
9254CACNA2D2TD9HumanLungIAC6.96e-08-3.19e-010.088
9254CACNA2D2RNA-P10T2-P10T2-4HumanLungAAH8.91e-06-4.24e-01-0.138
9254CACNA2D2RNA-P17T-P17T-2HumanLungIAC1.03e-04-5.30e-010.3371
9254CACNA2D2RNA-P25T1-P25T1-1HumanLungAIS7.99e-13-2.14e-01-0.2116
9254CACNA2D2RNA-P25T1-P25T1-2HumanLungAIS3.26e-04-3.48e-01-0.1941
9254CACNA2D2RNA-P25T1-P25T1-3HumanLungAIS3.17e-03-1.64e-01-0.2107
9254CACNA2D2RNA-P25T1-P25T1-4HumanLungAIS7.77e-098.45e-02-0.2119
9254CACNA2D2RNA-P3T-P3T-1HumanLungIAC1.21e-02-7.25e-010.1829
9254CACNA2D2RNA-P3T-P3T-2HumanLungIAC5.53e-03-7.25e-010.1835
9254CACNA2D2RNA-P3T-P3T-4HumanLungIAC3.29e-03-7.25e-010.1859
9254CACNA2D2RNA-P6T1-P6T1-1HumanLungMIAC4.09e-03-7.45e-02-0.0238
9254CACNA2D2RNA-P6T1-P6T1-4HumanLungMIAC3.54e-05-3.00e-01-0.0263
9254CACNA2D2RNA-P6T2-P6T2-1HumanLungIAC1.85e-12-9.94e-03-0.0166
9254CACNA2D2RNA-P6T2-P6T2-2HumanLungIAC1.57e-19-5.28e-02-0.0132
9254CACNA2D2RNA-P6T2-P6T2-3HumanLungIAC3.47e-217.52e-02-0.013
9254CACNA2D2RNA-P6T2-P6T2-4HumanLungIAC7.47e-121.61e-01-0.0121
9254CACNA2D2RNA-P7T1-P7T1-2HumanLungAIS1.82e-02-6.23e-01-0.0876
9254CACNA2D2RNA-P7T1-P7T1-3HumanLungAIS2.11e-02-5.00e-01-0.0822
9254CACNA2D2RNA-P7T1-P7T1-4HumanLungAIS4.25e-03-4.91e-01-0.0809
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0006816LungAIScalcium ion transport58/1849422/187236.08e-034.98e-0258
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa040108LungIACMAPK signaling pathway62/1053302/84653.54e-056.38e-044.24e-0462
hsa054126LungIACArrhythmogenic right ventricular cardiomyopathy22/105377/84651.15e-041.49e-039.88e-0422
hsa04921LungIACOxytocin signaling pathway33/1053154/84651.09e-037.82e-035.19e-0333
hsa05410LungIACHypertrophic cardiomyopathy20/105390/84656.44e-032.68e-021.78e-0220
hsa05414LungIACDilated cardiomyopathy20/105396/84651.33e-024.64e-023.08e-0220
hsa0401011LungIACMAPK signaling pathway62/1053302/84653.54e-056.38e-044.24e-0462
hsa0541211LungIACArrhythmogenic right ventricular cardiomyopathy22/105377/84651.15e-041.49e-039.88e-0422
hsa049211LungIACOxytocin signaling pathway33/1053154/84651.09e-037.82e-035.19e-0333
hsa054101LungIACHypertrophic cardiomyopathy20/105390/84656.44e-032.68e-021.78e-0220
hsa054141LungIACDilated cardiomyopathy20/105396/84651.33e-024.64e-023.08e-0220
hsa0401021LungAISMAPK signaling pathway57/961302/84656.41e-059.43e-046.03e-0457
hsa0541221LungAISArrhythmogenic right ventricular cardiomyopathy21/96177/84659.05e-051.18e-037.57e-0421
hsa049212LungAISOxytocin signaling pathway34/961154/84659.12e-051.18e-037.57e-0434
hsa054142LungAISDilated cardiomyopathy22/96196/84659.02e-047.11e-034.55e-0322
hsa054102LungAISHypertrophic cardiomyopathy20/96190/84652.25e-031.37e-028.80e-0320
hsa0401031LungAISMAPK signaling pathway57/961302/84656.41e-059.43e-046.03e-0457
hsa0541231LungAISArrhythmogenic right ventricular cardiomyopathy21/96177/84659.05e-051.18e-037.57e-0421
hsa049213LungAISOxytocin signaling pathway34/961154/84659.12e-051.18e-037.57e-0434
hsa054143LungAISDilated cardiomyopathy22/96196/84659.02e-047.11e-034.55e-0322
hsa054103LungAISHypertrophic cardiomyopathy20/96190/84652.25e-031.37e-028.80e-0320
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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
CACNA2D2SNVMissense_Mutationc.2833N>Ap.Ala945Thrp.A945TQ9NY47protein_codingtolerated(0.5)benign(0.011)TCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CACNA2D2SNVMissense_Mutationc.1796G>Tp.Gly599Valp.G599VQ9NY47protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CACNA2D2SNVMissense_Mutationnovelc.2716C>Ap.His906Asnp.H906NQ9NY47protein_codingtolerated(0.43)benign(0)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CACNA2D2SNVMissense_Mutationc.2857N>Ap.Gly953Serp.G953SQ9NY47protein_codingtolerated(0.26)possibly_damaging(0.619)TCGA-AO-A0J7-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
CACNA2D2SNVMissense_Mutationc.3007G>Ap.Glu1003Lysp.E1003KQ9NY47protein_codingtolerated(0.16)benign(0.311)TCGA-B6-A0X1-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CACNA2D2SNVMissense_Mutationc.650N>Ap.Gly217Aspp.G217DQ9NY47protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CACNA2D2SNVMissense_Mutationc.826N>Ap.Val276Ilep.V276IQ9NY47protein_codingdeleterious(0)probably_damaging(0.98)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
CACNA2D2SNVMissense_Mutationc.2932N>Ap.Ala978Thrp.A978TQ9NY47protein_codingtolerated(0.09)benign(0.02)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CACNA2D2insertionFrame_Shift_Insnovelc.2053_2054insGCp.Phe685CysfsTer12p.F685Cfs*12Q9NY47protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CACNA2D2insertionFrame_Shift_Insnovelc.2052_2053insCTCATGTACACACCGTCp.Phe685LeufsTer17p.F685Lfs*17Q9NY47protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
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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
9254CACNA2D2ION CHANNEL, DRUGGABLE GENOMEmodulatorCHEMBL2103836IMAGABALIN
9254CACNA2D2ION CHANNEL, DRUGGABLE GENOMEmodulatorCHEMBL940GABAPENTIN
9254CACNA2D2ION CHANNEL, DRUGGABLE GENOMEBUDIODARONEBUDIODARONE
9254CACNA2D2ION CHANNEL, DRUGGABLE GENOMEblockerCHEMBL1200382BEPRIDIL HYDROCHLORIDE
9254CACNA2D2ION CHANNEL, DRUGGABLE GENOMEmodulatorCHEMBL593430ATAGABALIN
9254CACNA2D2ION CHANNEL, DRUGGABLE GENOMEmodulatorCHEMBL1059PREGABALIN
9254CACNA2D2ION CHANNEL, DRUGGABLE GENOMEmodulatorCHEMBL3545257MIROGABALIN BESYLATE
9254CACNA2D2ION CHANNEL, DRUGGABLE GENOMEXP13512GABAPENTIN ENACARBIL
9254CACNA2D2ION CHANNEL, DRUGGABLE GENOMEGABAPENTINGABAPENTIN
9254CACNA2D2ION CHANNEL, DRUGGABLE GENOMESAFINAMIDESAFINAMIDE
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