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: CAMKMT

Gene summary for CAMKMT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAMKMT

Gene ID

79823

Gene namecalmodulin-lysine N-methyltransferase
Gene AliasC2orf34
Cytomap2p21
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q7Z624


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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
79823CAMKMTCCI_1HumanCervixCC4.56e-121.04e+000.528
79823CAMKMTCCI_2HumanCervixCC3.19e-191.49e+000.5249
79823CAMKMTCCI_3HumanCervixCC4.74e-198.77e-010.516
79823CAMKMTHTA11_3410_2000001011HumanColorectumAD1.36e-11-5.68e-010.0155
79823CAMKMTHTA11_347_2000001011HumanColorectumAD7.46e-034.38e-01-0.1954
79823CAMKMTHTA11_3361_2000001011HumanColorectumAD1.78e-02-5.06e-01-0.1207
79823CAMKMTHTA11_5212_2000001011HumanColorectumAD3.66e-04-6.35e-01-0.2061
79823CAMKMTHTA11_7862_2000001011HumanColorectumAD1.80e-02-4.64e-01-0.0179
79823CAMKMTHTA11_866_3004761011HumanColorectumAD8.00e-03-4.11e-010.096
79823CAMKMTHTA11_9408_2000001011HumanColorectumAD3.86e-04-7.44e-010.0451
79823CAMKMTHTA11_8622_2000001021HumanColorectumSER1.03e-04-6.30e-010.0528
79823CAMKMTHTA11_99999970781_79442HumanColorectumMSS4.85e-02-2.71e-010.294
79823CAMKMTHTA11_99999965104_69814HumanColorectumMSS4.06e-128.72e-010.281
79823CAMKMTHTA11_99999974143_84620HumanColorectumMSS1.49e-15-4.87e-010.3005
79823CAMKMTA015-C-203HumanColorectumFAP3.62e-41-6.42e-01-0.1294
79823CAMKMTA015-C-204HumanColorectumFAP5.91e-06-5.02e-01-0.0228
79823CAMKMTA014-C-040HumanColorectumFAP1.23e-05-5.65e-01-0.1184
79823CAMKMTA002-C-201HumanColorectumFAP2.48e-15-5.75e-010.0324
79823CAMKMTA001-C-119HumanColorectumFAP9.73e-11-6.67e-01-0.1557
79823CAMKMTA001-C-108HumanColorectumFAP6.71e-19-3.70e-01-0.0272
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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
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
∗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:00712148CervixCCcellular response to abiotic stimulus69/2311331/187237.36e-061.73e-0469
GO:01040048CervixCCcellular response to environmental stimulus69/2311331/187237.36e-061.73e-0469
GO:00093149CervixCCresponse to radiation86/2311456/187233.50e-055.63e-0486
GO:00714786CervixCCcellular response to radiation41/2311186/187231.41e-041.71e-0341
GO:00180224CervixCCpeptidyl-lysine methylation28/2311131/187232.43e-031.71e-0228
GO:00064795CervixCCprotein methylation36/2311181/187232.46e-031.71e-0236
GO:00082135CervixCCprotein alkylation36/2311181/187232.46e-031.71e-0236
GO:00094163CervixCCresponse to light stimulus54/2311320/187231.03e-024.97e-0254
GO:00182054CervixCCpeptidyl-lysine modification62/2311376/187231.04e-024.97e-0262
GO:0006479ColorectumFAPprotein methylation39/2622181/187233.60e-032.58e-0239
GO:0008213ColorectumFAPprotein alkylation39/2622181/187233.60e-032.58e-0239
GO:0071214ColorectumFAPcellular response to abiotic stimulus63/2622331/187236.38e-033.99e-0263
GO:0104004ColorectumFAPcellular response to environmental stimulus63/2622331/187236.38e-033.99e-0263
GO:00712149EndometriumAEHcellular response to abiotic stimulus55/2100331/187231.85e-031.46e-0255
GO:01040049EndometriumAEHcellular response to environmental stimulus55/2100331/187231.85e-031.46e-0255
GO:000931410EndometriumAEHresponse to radiation70/2100456/187233.99e-032.68e-0270
GO:007121414EndometriumEECcellular response to abiotic stimulus58/2168331/187238.25e-047.64e-0358
GO:010400414EndometriumEECcellular response to environmental stimulus58/2168331/187238.25e-047.64e-0358
GO:000931413EndometriumEECresponse to radiation71/2168456/187235.69e-033.42e-0271
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00310ColorectumADLysine degradation27/209263/84651.17e-037.75e-034.94e-0327
hsa003101ColorectumADLysine degradation27/209263/84651.17e-037.75e-034.94e-0327
hsa003102ColorectumMSSLysine degradation24/187563/84652.94e-031.39e-028.50e-0324
hsa003103ColorectumMSSLysine degradation24/187563/84652.94e-031.39e-028.50e-0324
hsa003104ColorectumFAPLysine degradation23/140463/84651.04e-049.46e-045.76e-0423
hsa003105ColorectumFAPLysine degradation23/140463/84651.04e-049.46e-045.76e-0423
hsa003106ColorectumCRCLysine degradation18/109163/84657.21e-046.34e-034.30e-0318
hsa003107ColorectumCRCLysine degradation18/109163/84657.21e-046.34e-034.30e-0318
hsa0031010EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031013EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa003109LungIACLysine degradation17/105363/84651.35e-038.63e-035.73e-0317
hsa0031012LungIACLysine degradation17/105363/84651.35e-038.63e-035.73e-0317
hsa0031022LungAISLysine degradation16/96163/84651.41e-039.49e-036.07e-0316
hsa0031032LungAISLysine degradation16/96163/84651.41e-039.49e-036.07e-0316
hsa0031042LungMIACLysine degradation10/50763/84653.93e-033.18e-022.30e-0210
hsa0031052LungMIACLysine degradation10/50763/84653.93e-033.18e-022.30e-0210
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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
CAMKMTSNVMissense_Mutationc.215N>Tp.Ser72Leup.S72LQ7Z624protein_codingdeleterious(0.01)benign(0.335)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CAMKMTSNVMissense_Mutationc.770C>Tp.Ala257Valp.A257VQ7Z624protein_codingtolerated(0.13)probably_damaging(0.999)TCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
CAMKMTSNVMissense_Mutationc.509N>Tp.Asp170Valp.D170VQ7Z624protein_codingdeleterious(0)possibly_damaging(0.864)TCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
CAMKMTSNVMissense_Mutationc.215C>Tp.Ser72Leup.S72LQ7Z624protein_codingdeleterious(0.01)benign(0.335)TCGA-BH-A0H5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
CAMKMTSNVMissense_Mutationc.472A>Gp.Thr158Alap.T158AQ7Z624protein_codingdeleterious(0)benign(0.027)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CAMKMTSNVMissense_Mutationc.721N>Tp.Ala241Serp.A241SQ7Z624protein_codingtolerated(0.13)possibly_damaging(0.67)TCGA-C5-A7UE-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CAMKMTSNVMissense_Mutationc.719N>Ap.Arg240Lysp.R240KQ7Z624protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
CAMKMTSNVMissense_Mutationrs201075899c.787N>Tp.Arg263Cysp.R263CQ7Z624protein_codingtolerated(0.21)possibly_damaging(0.761)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CAMKMTSNVMissense_Mutationrs759924384c.173G>Ap.Arg58Glnp.R58QQ7Z624protein_codingtolerated(0.62)benign(0.013)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CAMKMTdeletionFrame_Shift_Delnovelc.300delNp.Ser100ArgfsTer4p.S100Rfs*4Q7Z624protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<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
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