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: CAMK2D

Gene summary for CAMK2D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAMK2D

Gene ID

817

Gene namecalcium/calmodulin dependent protein kinase II delta
Gene AliasCAMKD
Cytomap4q26
Gene Typeprotein-coding
GO ID

GO:0001508

UniProtAcc

A0A024RDK3


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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
817CAMK2DCCI_1HumanCervixCC1.60e-111.63e+000.528
817CAMK2DCCI_2HumanCervixCC9.00e-037.70e-010.5249
817CAMK2DCCI_3HumanCervixCC5.22e-068.41e-010.516
817CAMK2DTumorHumanCervixCC4.43e-021.30e-010.1241
817CAMK2Dsample3HumanCervixCC1.72e-032.08e-010.1387
817CAMK2DT3HumanCervixCC7.28e-051.58e-010.1389
817CAMK2DHTA11_3410_2000001011HumanColorectumAD3.63e-25-6.71e-010.0155
817CAMK2DHTA11_2951_2000001011HumanColorectumAD1.18e-02-7.16e-010.0216
817CAMK2DHTA11_347_2000001011HumanColorectumAD2.20e-157.65e-01-0.1954
817CAMK2DHTA11_411_2000001011HumanColorectumSER6.69e-078.66e-01-0.2602
817CAMK2DHTA11_9341_2000001011HumanColorectumSER2.02e-02-6.78e-01-0.00410000000000005
817CAMK2DHTA11_866_3004761011HumanColorectumAD2.98e-19-6.80e-010.096
817CAMK2DHTA11_9408_2000001011HumanColorectumAD1.01e-03-6.93e-010.0451
817CAMK2DHTA11_8622_2000001021HumanColorectumSER1.44e-09-7.34e-010.0528
817CAMK2DHTA11_10711_2000001011HumanColorectumAD6.45e-04-5.07e-010.0338
817CAMK2DHTA11_7696_3000711011HumanColorectumAD7.91e-30-6.21e-010.0674
817CAMK2DHTA11_11156_2000001011HumanColorectumAD8.19e-06-1.01e+000.0397
817CAMK2DHTA11_6818_2000001021HumanColorectumAD5.61e-04-4.95e-010.0588
817CAMK2DHTA11_99999970781_79442HumanColorectumMSS9.33e-21-5.53e-010.294
817CAMK2DHTA11_99999971662_82457HumanColorectumMSS4.67e-24-6.44e-010.3859
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:003297010CervixCCregulation of actin filament-based process96/2311397/187234.00e-118.54e-0996
GO:00512359CervixCCmaintenance of location78/2311327/187235.18e-094.92e-0778
GO:005165110CervixCCmaintenance of location in cell55/2311214/187236.63e-083.85e-0655
GO:00160498CervixCCcell growth92/2311482/187231.16e-052.49e-0492
GO:00181057CervixCCpeptidyl-serine phosphorylation63/2311315/187236.65e-059.47e-0463
GO:00182096CervixCCpeptidyl-serine modification66/2311338/187239.58e-051.25e-0366
GO:00015588CervixCCregulation of cell growth77/2311414/187231.40e-041.70e-0377
GO:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:00106444CervixCCcell communication by electrical coupling12/231132/187232.53e-042.79e-0312
GO:00106494CervixCCregulation of cell communication by electrical coupling8/231116/187232.73e-042.99e-038
GO:19023059CervixCCregulation of sodium ion transmembrane transport19/231168/187234.21e-044.25e-0319
GO:00324698CervixCCendoplasmic reticulum calcium ion homeostasis10/231125/187234.52e-044.49e-0310
GO:00300487CervixCCactin filament-based movement29/2311127/187236.91e-046.33e-0329
GO:00310565CervixCCregulation of histone modification33/2311152/187237.97e-047.00e-0333
GO:19018446CervixCCregulation of cell communication by electrical coupling involved in cardiac conduction6/231111/187239.33e-047.86e-036
GO:001003810CervixCCresponse to metal ion67/2311373/187239.67e-048.10e-0367
GO:00860644CervixCCcell communication by electrical coupling involved in cardiac conduction9/231125/187232.09e-031.52e-029
GO:00515926CervixCCresponse to calcium ion31/2311149/187232.31e-031.65e-0231
GO:00020288CervixCCregulation of sodium ion transport21/231190/187232.71e-031.85e-0221
GO:00551192CervixCCrelaxation of cardiac muscle7/231117/187232.72e-031.85e-027
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501220CervixCCParkinson disease102/1267266/84651.81e-211.47e-198.66e-20102
hsa0541520CervixCCDiabetic cardiomyopathy76/1267203/84651.40e-156.46e-143.82e-1476
hsa0502218CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa0541720CervixCCLipid and atherosclerosis65/1267215/84656.47e-091.10e-076.52e-0865
hsa0520516CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0401210CervixCCErbB signaling pathway28/126785/84652.40e-051.82e-041.08e-0428
hsa043609CervixCCAxon guidance47/1267182/84658.13e-055.38e-043.18e-0447
hsa052148CervixCCGlioma24/126775/84651.51e-049.20e-045.44e-0424
hsa043109CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa0472214CervixCCNeurotrophin signaling pathway32/1267119/84655.01e-042.42e-031.43e-0332
hsa0491212CervixCCGnRH signaling pathway26/126793/84658.72e-043.87e-032.29e-0326
hsa05152CervixCCTuberculosis42/1267180/84651.78e-037.21e-034.26e-0342
hsa0406618CervixCCHIF-1 signaling pathway27/1267109/84654.72e-031.64e-029.72e-0327
hsa0497116CervixCCGastric acid secretion20/126776/84656.93e-032.27e-021.34e-0220
hsa049218CervixCCOxytocin signaling pathway34/1267154/84651.12e-023.42e-022.02e-0234
hsa05012110CervixCCParkinson disease102/1267266/84651.81e-211.47e-198.66e-20102
hsa05415110CervixCCDiabetic cardiomyopathy76/1267203/84651.40e-156.46e-143.82e-1476
hsa0502219CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa05417110CervixCCLipid and atherosclerosis65/1267215/84656.47e-091.10e-076.52e-0865
hsa0520517CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
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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
CAMK2DSNVMissense_Mutationnovelc.709N>Ap.Glu237Lysp.E237Kprotein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CAMK2DSNVMissense_Mutationc.911T>Cp.Ile304Thrp.I304Tprotein_codingdeleterious_low_confidence(0)probably_damaging(0.953)TCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CAMK2DSNVMissense_Mutationc.1514N>Ap.Gly505Glup.G505Eprotein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.597)TCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CAMK2DinsertionFrame_Shift_Insnovelc.70dupGp.Ala24GlyfsTer30p.A24Gfs*30protein_codingTCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CAMK2DdeletionFrame_Shift_Delnovelc.1417delNp.Asp473MetfsTer64p.D473Mfs*64protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
CAMK2DSNVMissense_Mutationc.920C>Tp.Thr307Ilep.T307Iprotein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.675)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CAMK2DSNVMissense_Mutationc.289N>Cp.Glu97Glnp.E97Qprotein_codingdeleterious_low_confidence(0.01)probably_damaging(0.999)TCGA-AA-A02H-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
CAMK2DSNVMissense_Mutationnovelc.1328C>Gp.Pro443Argp.P443Rprotein_codingdeleterious_low_confidence(0.04)probably_damaging(0.994)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CAMK2DSNVMissense_Mutationnovelc.1327C>Tp.Pro443Serp.P443Sprotein_codingtolerated_low_confidence(0.1)probably_damaging(0.991)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CAMK2DSNVMissense_Mutationc.509N>Tp.Ala170Valp.A170Vprotein_codingtolerated_low_confidence(0.08)probably_damaging(0.999)TCGA-DM-A1D7-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
817CAMK2DTRANSCRIPTION FACTOR, TRANSPORTER, ENZYME, ION CHANNEL, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEGEFITINIBGEFITINIB
817CAMK2DTRANSCRIPTION FACTOR, TRANSPORTER, ENZYME, ION CHANNEL, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEGW441756XGW441756X
817CAMK2DTRANSCRIPTION FACTOR, TRANSPORTER, ENZYME, ION CHANNEL, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMETAE-684TAE-684
817CAMK2DTRANSCRIPTION FACTOR, TRANSPORTER, ENZYME, ION CHANNEL, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMESP-600125SP-600125
817CAMK2DTRANSCRIPTION FACTOR, TRANSPORTER, ENZYME, ION CHANNEL, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMELY-2090314LY-2090314
817CAMK2DTRANSCRIPTION FACTOR, TRANSPORTER, ENZYME, ION CHANNEL, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMELINIFANIBLINIFANIB
817CAMK2DTRANSCRIPTION FACTOR, TRANSPORTER, ENZYME, ION CHANNEL, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEILORASERTIBILORASERTIB
817CAMK2DTRANSCRIPTION FACTOR, TRANSPORTER, ENZYME, ION CHANNEL, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMESOTRASTAURINSOTRASTAURIN
817CAMK2DTRANSCRIPTION FACTOR, TRANSPORTER, ENZYME, ION CHANNEL, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEPF-562271PF-00562271
817CAMK2DTRANSCRIPTION FACTOR, TRANSPORTER, ENZYME, ION CHANNEL, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEinhibitor249565838
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