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: CAMK2B

Gene summary for CAMK2B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAMK2B

Gene ID

816

Gene namecalcium/calmodulin dependent protein kinase II beta
Gene AliasCAM2
Cytomap7p13
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A4D2J9


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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
816CAMK2BHTA11_3410_2000001011HumanColorectumAD3.47e-031.03e-010.0155
816CAMK2BHTA11_2487_2000001011HumanColorectumSER2.89e-041.44e-01-0.1808
816CAMK2BHTA11_347_2000001011HumanColorectumAD8.18e-051.32e-01-0.1954
816CAMK2BHTA11_3361_2000001011HumanColorectumAD5.46e-031.46e-01-0.1207
816CAMK2BHTA11_696_2000001011HumanColorectumAD2.07e-071.70e-01-0.1464
816CAMK2BHTA11_1391_2000001011HumanColorectumAD6.96e-051.50e-01-0.059
816CAMK2BHTA11_5216_2000001011HumanColorectumSER3.40e-021.93e-01-0.1462
816CAMK2BHTA11_10623_2000001011HumanColorectumAD8.98e-031.67e-01-0.0177
816CAMK2BHTA11_10711_2000001011HumanColorectumAD3.52e-051.74e-010.0338
816CAMK2BHTA11_7696_3000711011HumanColorectumAD8.62e-041.10e-010.0674
816CAMK2BHTA11_6818_2000001011HumanColorectumAD2.86e-095.04e-010.0112
816CAMK2BHTA11_7469_2000001011HumanColorectumAD3.81e-022.45e-01-0.0124
816CAMK2BHTA11_6818_2000001021HumanColorectumAD7.45e-082.54e-010.0588
816CAMK2BHTA11_99999973899_84307HumanColorectumMSS5.79e-041.99e-010.2585
816CAMK2BLZE7THumanEsophagusESCC1.41e-033.02e-010.0667
816CAMK2BP2T-EHumanEsophagusESCC6.56e-103.24e-010.1177
816CAMK2BP8T-EHumanEsophagusESCC3.08e-124.97e-010.0889
816CAMK2BP20T-EHumanEsophagusESCC3.22e-156.37e-010.1124
816CAMK2BP27T-EHumanEsophagusESCC2.34e-031.28e-010.1055
816CAMK2BP42T-EHumanEsophagusESCC9.64e-042.58e-010.1175
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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
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:0022604ColorectumADregulation of cell morphogenesis109/3918309/187233.08e-092.07e-07109
GO:0046777ColorectumADprotein autophosphorylation74/3918227/187232.48e-054.76e-0474
GO:0010975ColorectumADregulation of neuron projection development129/3918445/187232.88e-055.37e-04129
GO:0106027ColorectumADneuron projection organization36/391893/187236.58e-051.07e-0336
GO:0031346ColorectumADpositive regulation of cell projection organization104/3918353/187238.26e-051.30e-03104
GO:0010769ColorectumADregulation of cell morphogenesis involved in differentiation35/391896/187233.26e-043.85e-0335
GO:0010770ColorectumADpositive regulation of cell morphogenesis involved in differentiation30/391879/187233.81e-044.38e-0330
GO:0010720ColorectumADpositive regulation of cell development87/3918298/187234.17e-044.71e-0387
GO:0097061ColorectumADdendritic spine organization31/391884/187235.48e-045.83e-0331
GO:0090257ColorectumADregulation of muscle system process73/3918252/187231.46e-031.24e-0273
GO:0050767ColorectumADregulation of neurogenesis99/3918364/187232.35e-031.82e-0299
GO:0099173ColorectumADpostsynapse organization51/3918168/187232.47e-031.90e-0251
GO:0016358ColorectumADdendrite development69/3918243/187233.32e-032.42e-0269
GO:0050808ColorectumADsynapse organization112/3918426/187234.25e-032.92e-02112
GO:0050807ColorectumADregulation of synapse organization60/3918211/187235.67e-033.64e-0260
GO:0043502ColorectumADregulation of muscle adaptation31/391898/187238.45e-034.94e-0231
GO:00226041ColorectumSERregulation of cell morphogenesis89/2897309/187231.51e-091.52e-0789
GO:01060271ColorectumSERneuron projection organization33/289793/187231.64e-067.23e-0533
GO:00970611ColorectumSERdendritic spine organization29/289784/187231.27e-054.01e-0429
GO:00467771ColorectumSERprotein autophosphorylation60/2897227/187231.36e-054.25e-0460
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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
CAMK2BSNVMissense_Mutationnovelc.121G>Ap.Ala41Thrp.A41TQ13554protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-A7-A56D-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CAMK2BSNVMissense_Mutationnovelc.1639N>Ap.Glu547Lysp.E547KQ13554protein_codingdeleterious_low_confidence(0)probably_damaging(0.997)TCGA-JL-A3YW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CAMK2BSNVMissense_Mutationrs773190468c.1882G>Ap.Gly628Argp.G628RQ13554protein_codingtolerated_low_confidence(0.21)possibly_damaging(0.834)TCGA-S3-A6ZF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
CAMK2BSNVMissense_Mutationnovelc.1309N>Ap.Pro437Thrp.P437TQ13554protein_codingtolerated_low_confidence(0.47)benign(0.027)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CAMK2BinsertionNonsense_Mutationnovelc.716_717insAGGCATTAGAGGGTAGAGGTGATp.Asp239GlufsTer6p.D239Efs*6Q13554protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CAMK2BSNVMissense_Mutationrs758417712c.196N>Tp.Arg66Cysp.R66CQ13554protein_codingdeleterious_low_confidence(0)probably_damaging(0.995)TCGA-DS-A7WF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CAMK2BSNVMissense_Mutationc.452N>Ap.Ala151Aspp.A151DQ13554protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-FU-A5XV-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
CAMK2BSNVMissense_Mutationnovelc.328N>Ap.Glu110Lysp.E110KQ13554protein_codingdeleterious_low_confidence(0)probably_damaging(0.933)TCGA-VS-A954-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
CAMK2BSNVMissense_Mutationrs773875653c.1400N>Gp.Glu467Glyp.E467GQ13554protein_codingtolerated_low_confidence(0.28)benign(0.007)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
CAMK2BSNVMissense_Mutationrs757820225c.1843N>Ap.Ala615Thrp.A615TQ13554protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-A6-6780-01Colorectumcolon 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
816CAMK2BDRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMETRIFLUOPERAZINETRIFLUOPERAZINE15845548
816CAMK2BDRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMETAE-684TAE-684
816CAMK2BDRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEGSK-269962AGSK-269962A
816CAMK2BDRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEHYDROGEN PEROXIDE15304367
816CAMK2BDRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMELINIFANIBLINIFANIB
816CAMK2BDRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEinhibitor135652717STAUROSPORINE
816CAMK2BDRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMESOTRASTAURINSOTRASTAURIN
816CAMK2BDRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEIONOMYCINIONOMYCIN12193581,15845548
816CAMK2BDRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEVASOPRESSINVASOPRESSIN15845548
816CAMK2BDRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMECEDIRANIBCEDIRANIB
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