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
818CAMK2GP28T-EHumanEsophagusESCC8.73e-234.02e-010.1149
818CAMK2GP30T-EHumanEsophagusESCC2.27e-258.39e-010.137
818CAMK2GP31T-EHumanEsophagusESCC5.27e-265.06e-010.1251
818CAMK2GP32T-EHumanEsophagusESCC1.17e-142.33e-010.1666
818CAMK2GP36T-EHumanEsophagusESCC3.96e-225.51e-010.1187
818CAMK2GP37T-EHumanEsophagusESCC3.93e-174.09e-010.1371
818CAMK2GP38T-EHumanEsophagusESCC2.75e-041.67e-010.127
818CAMK2GP39T-EHumanEsophagusESCC3.52e-224.57e-010.0894
818CAMK2GP40T-EHumanEsophagusESCC1.02e-164.41e-010.109
818CAMK2GP42T-EHumanEsophagusESCC8.67e-224.81e-010.1175
818CAMK2GP44T-EHumanEsophagusESCC1.31e-143.07e-010.1096
818CAMK2GP47T-EHumanEsophagusESCC3.76e-253.19e-010.1067
818CAMK2GP48T-EHumanEsophagusESCC3.02e-143.92e-010.0959
818CAMK2GP49T-EHumanEsophagusESCC3.76e-121.26e+000.1768
818CAMK2GP52T-EHumanEsophagusESCC1.89e-327.12e-010.1555
818CAMK2GP54T-EHumanEsophagusESCC2.04e-225.01e-010.0975
818CAMK2GP56T-EHumanEsophagusESCC2.95e-068.64e-010.1613
818CAMK2GP57T-EHumanEsophagusESCC6.46e-242.40e-010.0926
818CAMK2GP61T-EHumanEsophagusESCC3.17e-122.35e-010.099
818CAMK2GP62T-EHumanEsophagusESCC9.98e-427.13e-010.1302
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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
hsa05012ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa05415ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa04066ColorectumADHIF-1 signaling pathway48/2092109/84657.25e-067.84e-055.00e-0548
hsa04722ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa04922ColorectumADGlucagon signaling pathway41/2092107/84651.18e-037.75e-034.94e-0341
hsa05417ColorectumADLipid and atherosclerosis73/2092215/84651.31e-038.27e-035.27e-0373
hsa05205ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa04912ColorectumADGnRH signaling pathway35/209293/84653.69e-031.90e-021.21e-0235
hsa04360ColorectumADAxon guidance61/2092182/84654.36e-032.17e-021.38e-0261
hsa04728ColorectumADDopaminergic synapse46/2092132/84655.55e-032.48e-021.58e-0246
hsa04971ColorectumADGastric acid secretion29/209276/84656.25e-032.68e-021.71e-0229
hsa04720ColorectumADLong-term potentiation26/209267/84657.26e-032.97e-021.89e-0226
hsa04012ColorectumADErbB signaling pathway31/209285/84651.02e-023.91e-022.50e-0231
hsa04310ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa050121ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa054151ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa040661ColorectumADHIF-1 signaling pathway48/2092109/84657.25e-067.84e-055.00e-0548
hsa047221ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
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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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