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: CAMK2G

Gene summary for CAMK2G

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAMK2G

Gene ID

818

Gene namecalcium/calmodulin dependent protein kinase II gamma
Gene AliasCAMK
Cytomap10q22.2
Gene Typeprotein-coding
GO ID

GO:0002790

UniProtAcc

A0A0A0MS52


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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
818CAMK2GHTA11_347_2000001011HumanColorectumAD9.70e-126.09e-01-0.1954
818CAMK2GHTA11_83_2000001011HumanColorectumSER6.75e-034.69e-01-0.1526
818CAMK2GHTA11_696_2000001011HumanColorectumAD3.88e-024.02e-01-0.1464
818CAMK2GHTA11_1391_2000001011HumanColorectumAD4.51e-034.59e-01-0.059
818CAMK2GF007HumanColorectumFAP1.41e-02-2.95e-010.1176
818CAMK2GA002-C-010HumanColorectumFAP1.96e-04-2.04e-010.242
818CAMK2GA001-C-207HumanColorectumFAP1.96e-05-3.02e-010.1278
818CAMK2GA015-C-203HumanColorectumFAP6.27e-18-3.83e-01-0.1294
818CAMK2GA015-C-204HumanColorectumFAP5.41e-06-2.89e-01-0.0228
818CAMK2GA014-C-040HumanColorectumFAP3.05e-03-3.67e-01-0.1184
818CAMK2GA002-C-201HumanColorectumFAP1.98e-10-2.41e-010.0324
818CAMK2GA002-C-203HumanColorectumFAP7.02e-03-1.73e-010.2786
818CAMK2GA001-C-119HumanColorectumFAP8.27e-07-3.60e-01-0.1557
818CAMK2GA001-C-108HumanColorectumFAP1.18e-10-3.04e-01-0.0272
818CAMK2GA002-C-205HumanColorectumFAP3.83e-17-3.98e-01-0.1236
818CAMK2GA001-C-104HumanColorectumFAP7.04e-07-2.96e-010.0184
818CAMK2GA015-C-005HumanColorectumFAP6.49e-05-2.86e-01-0.0336
818CAMK2GA015-C-006HumanColorectumFAP2.88e-11-2.67e-01-0.0994
818CAMK2GA015-C-106HumanColorectumFAP9.35e-11-2.84e-01-0.0511
818CAMK2GA002-C-114HumanColorectumFAP3.70e-13-2.82e-01-0.1561
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0006470ColorectumADprotein dephosphorylation88/3918281/187232.56e-054.89e-0488
GO:0010975ColorectumADregulation of neuron projection development129/3918445/187232.88e-055.37e-04129
GO:0009306ColorectumADprotein secretion105/3918359/187231.05e-041.57e-03105
GO:0035592ColorectumADestablishment of protein localization to extracellular region105/3918360/187231.18e-041.73e-03105
GO:0071692ColorectumADprotein localization to extracellular region106/3918368/187231.86e-042.49e-03106
GO:0030073ColorectumADinsulin secretion61/3918195/187234.28e-044.81e-0361
GO:0015833ColorectumADpeptide transport77/3918264/187238.90e-048.60e-0377
GO:0090257ColorectumADregulation of muscle system process73/3918252/187231.46e-031.24e-0273
GO:0030072ColorectumADpeptide hormone secretion68/3918236/187232.39e-031.85e-0268
GO:0002790ColorectumADpeptide secretion69/3918242/187232.97e-032.22e-0269
GO:0042886ColorectumADamide transport83/3918301/187233.37e-032.46e-0283
GO:0043502ColorectumADregulation of muscle adaptation31/391898/187238.45e-034.94e-0231
GO:00902571ColorectumSERregulation of muscle system process60/2897252/187233.28e-045.22e-0360
GO:00064701ColorectumSERprotein dephosphorylation65/2897281/187234.44e-046.51e-0365
GO:00093061ColorectumSERprotein secretion79/2897359/187235.99e-048.19e-0379
GO:00355921ColorectumSERestablishment of protein localization to extracellular region79/2897360/187236.54e-048.77e-0379
GO:00716921ColorectumSERprotein localization to extracellular region80/2897368/187238.13e-041.01e-0280
GO:00435021ColorectumSERregulation of muscle adaptation27/289798/187231.54e-031.65e-0227
GO:00109751ColorectumSERregulation of neuron projection development92/2897445/187231.85e-031.89e-0292
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541730Oral cavityOSCCLipid and atherosclerosis131/3704215/84652.20e-071.45e-067.37e-07131
hsa0472220Oral cavityOSCCNeurotrophin signaling pathway74/3704119/84653.55e-051.49e-047.58e-0574
hsa051526Oral cavityOSCCTuberculosis105/3704180/84655.00e-052.04e-041.04e-04105
hsa0406627Oral cavityOSCCHIF-1 signaling pathway68/3704109/84656.30e-052.48e-041.26e-0468
hsa0401216Oral cavityOSCCErbB signaling pathway55/370485/84657.46e-052.81e-041.43e-0455
hsa0521410Oral cavityOSCCGlioma49/370475/84651.27e-044.50e-042.29e-0449
hsa04114Oral cavityOSCCOocyte meiosis74/3704131/84652.13e-035.75e-032.92e-0374
hsa0436014Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa05012113Oral cavityOSCCParkinson disease188/3704266/84651.82e-191.52e-177.75e-18188
hsa05022112Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa05415113Oral cavityOSCCDiabetic cardiomyopathy131/3704203/84651.33e-091.49e-087.57e-09131
hsa05205111Oral cavityOSCCProteoglycans in cancer128/3704205/84654.00e-083.12e-071.59e-07128
hsa05417113Oral cavityOSCCLipid and atherosclerosis131/3704215/84652.20e-071.45e-067.37e-07131
hsa04722110Oral cavityOSCCNeurotrophin signaling pathway74/3704119/84653.55e-051.49e-047.58e-0574
hsa0515211Oral cavityOSCCTuberculosis105/3704180/84655.00e-052.04e-041.04e-04105
hsa04066112Oral cavityOSCCHIF-1 signaling pathway68/3704109/84656.30e-052.48e-041.26e-0468
hsa0401217Oral cavityOSCCErbB signaling pathway55/370485/84657.46e-052.81e-041.43e-0455
hsa0521416Oral cavityOSCCGlioma49/370475/84651.27e-044.50e-042.29e-0449
hsa041141Oral cavityOSCCOocyte meiosis74/3704131/84652.13e-035.75e-032.92e-0374
hsa0436015Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
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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
CAMK2GSNVMissense_Mutationc.191T>Cp.Ile64Thrp.I64TQ13555protein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
CAMK2GSNVMissense_Mutationnovelc.319N>Gp.Tyr107Aspp.Y107DQ13555protein_codingdeleterious_low_confidence(0)possibly_damaging(0.637)TCGA-A8-A08B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CAMK2GSNVMissense_Mutationnovelc.532C>Ap.Pro178Thrp.P178TQ13555protein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-E2-A56Z-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CAMK2GinsertionFrame_Shift_Insnovelc.316_317insGTGCAGAAGACATGGTTTCTGTCCTGp.Glu106GlyfsTer41p.E106Gfs*41Q13555protein_codingTCGA-A8-A08B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CAMK2GinsertionNonsense_Mutationnovelc.520_521insGACATACAAp.Phe174delinsTerp.F174delins*Q13555protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CAMK2GSNVMissense_Mutationc.1033G>Cp.Glu345Glnp.E345QQ13555protein_codingtolerated_low_confidence(0.31)benign(0.062)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
CAMK2GSNVMissense_Mutationnovelc.709G>Ap.Glu237Lysp.E237KQ13555protein_codingdeleterious_low_confidence(0)probably_damaging(0.986)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CAMK2GSNVMissense_Mutationnovelc.168G>Tp.Gln56Hisp.Q56HQ13555protein_codingdeleterious_low_confidence(0)benign(0.182)TCGA-VS-A9U7-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CAMK2GSNVMissense_Mutationc.787N>Ap.Ala263Thrp.A263TQ13555protein_codingdeleterious_low_confidence(0)probably_damaging(0.991)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CAMK2GSNVMissense_Mutationc.712N>Cp.Trp238Argp.W238RQ13555protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<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
818CAMK2GKINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMELINIFANIBLINIFANIB
818CAMK2GKINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMELITHIUMLITHIUM12614997
818CAMK2GKINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEinhibitor178102336BOSUTINIB
818CAMK2GKINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMECYC-116CYC-116
818CAMK2GKINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEANTIDEPRESSANTS12614997
818CAMK2GKINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEGEFITINIBGEFITINIB
818CAMK2GKINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMESP-600125SP-600125
818CAMK2GKINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMETAE-684TAE-684
818CAMK2GKINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMELY-2090314LY-2090314
818CAMK2GKINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEDOVITINIBDOVITINIB
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