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: CAMK1

Gene summary for CAMK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAMK1

Gene ID

8536

Gene namecalcium/calmodulin dependent protein kinase I
Gene AliasCAMKI
Cytomap3p25.3
Gene Typeprotein-coding
GO ID

GO:0000768

UniProtAcc

B0YIY3


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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
8536CAMK1HCC1_MengHumanLiverHCC4.83e-487.33e-020.0246
8536CAMK1Pt13.bHumanLiverHCC1.41e-133.10e-010.0251
8536CAMK1Pt14.bHumanLiverHCC3.96e-021.87e-010.018
8536CAMK1S014HumanLiverHCC4.83e-281.02e+000.2254
8536CAMK1S015HumanLiverHCC7.59e-239.75e-010.2375
8536CAMK1S016HumanLiverHCC5.68e-331.02e+000.2243
8536CAMK1S027HumanLiverHCC1.93e-151.07e+000.2446
8536CAMK1S028HumanLiverHCC1.21e-281.31e+000.2503
8536CAMK1S029HumanLiverHCC3.22e-281.47e+000.2581
8536CAMK1male-WTAHumanThyroidPTC5.96e-081.16e-010.1037
8536CAMK1PTC01HumanThyroidPTC5.96e-081.92e-010.1899
8536CAMK1PTC04HumanThyroidPTC1.28e-082.51e-010.1927
8536CAMK1PTC05HumanThyroidPTC7.01e-073.67e-010.2065
8536CAMK1PTC06HumanThyroidPTC1.53e-174.65e-010.2057
8536CAMK1PTC07HumanThyroidPTC2.34e-183.57e-010.2044
8536CAMK1ATC11HumanThyroidATC1.06e-035.26e-010.3386
8536CAMK1ATC13HumanThyroidATC1.21e-244.92e-010.34
8536CAMK1ATC3HumanThyroidATC5.09e-073.37e-010.338
8536CAMK1ATC5HumanThyroidATC4.60e-305.24e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00716219EndometriumEECgranulocyte chemotaxis24/2168125/187238.60e-034.70e-0224
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:00510918EsophagusESCCpositive regulation of DNA-binding transcription factor activity155/8552260/187233.83e-064.14e-05155
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:00109764EsophagusESCCpositive regulation of neuron projection development91/8552163/187235.72e-032.13e-0291
GO:000268515EsophagusESCCregulation of leukocyte migration114/8552210/187237.26e-032.63e-02114
GO:001635816EsophagusESCCdendrite development130/8552243/187238.33e-032.95e-02130
GO:00321032LiverCirrhoticpositive regulation of response to external stimulus131/4634427/187232.90e-031.66e-02131
GO:00026904LiverCirrhoticpositive regulation of leukocyte chemotaxis35/463494/187234.75e-032.49e-0235
GO:00026876LiverCirrhoticpositive regulation of leukocyte migration47/4634135/187235.55e-032.81e-0247
GO:00026886LiverCirrhoticregulation of leukocyte chemotaxis42/4634122/187231.04e-024.62e-0242
GO:003238621LiverHCCregulation of intracellular transport231/7958337/187231.99e-223.40e-20231
GO:000691322LiverHCCnucleocytoplasmic transport208/7958301/187235.51e-218.12e-19208
GO:005116922LiverHCCnuclear transport208/7958301/187235.51e-218.12e-19208
GO:003315721LiverHCCregulation of intracellular protein transport165/7958229/187238.37e-201.15e-17165
GO:003238821LiverHCCpositive regulation of intracellular transport148/7958202/187235.15e-196.66e-17148
GO:009031621LiverHCCpositive regulation of intracellular protein transport121/7958160/187231.27e-171.39e-15121
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052142LiverHCCGlioma47/402075/84655.67e-031.62e-029.02e-0347
hsa0521411LiverHCCGlioma47/402075/84655.67e-031.62e-029.02e-0347
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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
CAMK1SNVMissense_Mutationc.433N>Ap.Glu145Lysp.E145KQ14012protein_codingdeleterious(0.03)possibly_damaging(0.816)TCGA-BH-A18H-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
CAMK1SNVMissense_Mutationrs747682193c.730G>Ap.Asp244Asnp.D244NQ14012protein_codingtolerated(0.06)benign(0.034)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CAMK1SNVMissense_Mutationrs781010077c.948G>Ap.Met316Ilep.M316IQ14012protein_codingtolerated(0.15)benign(0.034)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CAMK1SNVMissense_Mutationc.737N>Gp.Ser246Cysp.S246CQ14012protein_codingdeleterious(0)probably_damaging(1)TCGA-JX-A3PZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CAMK1SNVMissense_Mutationc.501G>Cp.Lys167Asnp.K167NQ14012protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CAMK1SNVMissense_Mutationc.583T>Cp.Tyr195Hisp.Y195HQ14012protein_codingdeleterious(0.02)probably_damaging(0.958)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CAMK1SNVMissense_Mutationrs746723292c.317N>Ap.Arg106Hisp.R106HQ14012protein_codingdeleterious(0.03)probably_damaging(0.973)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CAMK1SNVMissense_Mutationc.486N>Ap.Asp162Glup.D162EQ14012protein_codingdeleterious(0.01)probably_damaging(0.978)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CAMK1SNVMissense_Mutationc.600N>Gp.Asp200Glup.D200EQ14012protein_codingdeleterious(0)possibly_damaging(0.828)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
CAMK1SNVMissense_Mutationc.341N>Tp.Thr114Metp.T114MQ14012protein_codingdeleterious(0)probably_damaging(0.998)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
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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
8536CAMK1ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMELINIFANIBLINIFANIB
8536CAMK1ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMELAUROGUADINELAUROGUADINE
8536CAMK1ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEILORASERTIBILORASERTIB
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