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: CKB

Gene summary for CKB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CKB

Gene ID

1152

Gene namecreatine kinase B
Gene AliasB-CK
Cytomap14q32.33
Gene Typeprotein-coding
GO ID

GO:0006575

UniProtAcc

P12277


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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
1152CKBGSM4909281HumanBreastIDC3.49e-073.67e-010.21
1152CKBGSM4909285HumanBreastIDC7.01e-032.36e-010.21
1152CKBGSM4909286HumanBreastIDC3.61e-296.53e-010.1081
1152CKBGSM4909296HumanBreastIDC1.28e-05-1.73e-010.1524
1152CKBGSM4909297HumanBreastIDC2.26e-062.16e-010.1517
1152CKBGSM4909298HumanBreastIDC3.05e-03-1.81e-010.1551
1152CKBGSM4909302HumanBreastIDC2.61e-06-1.51e-010.1545
1152CKBGSM4909307HumanBreastIDC6.41e-04-1.83e-010.1569
1152CKBGSM4909308HumanBreastIDC2.57e-02-1.84e-010.158
1152CKBGSM4909311HumanBreastIDC3.69e-10-2.11e-010.1534
1152CKBGSM4909312HumanBreastIDC5.73e-08-1.89e-010.1552
1152CKBGSM4909315HumanBreastIDC1.45e-328.83e-010.21
1152CKBGSM4909316HumanBreastIDC7.29e-221.08e+000.21
1152CKBGSM4909317HumanBreastIDC4.31e-135.51e-010.1355
1152CKBGSM4909319HumanBreastIDC7.42e-11-2.03e-010.1563
1152CKBGSM4909321HumanBreastIDC4.10e-035.03e-030.1559
1152CKBP1HumanBreastIDC1.72e-02-1.80e-010.1527
1152CKBP2HumanBreastIDC4.60e-177.86e-010.21
1152CKBDCIS2HumanBreastDCIS7.35e-12-9.63e-020.0085
1152CKBCA_HPV_1HumanCervixCC1.93e-06-2.86e-010.0264
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:002176214BreastIDCsubstantia nigra development18/143444/187231.11e-091.07e-0718
GO:004885713BreastIDCneural nucleus development21/143464/187235.35e-094.28e-0721
GO:003090112BreastIDCmidbrain development24/143490/187234.35e-082.87e-0624
GO:002176223BreastDCISsubstantia nigra development17/139044/187235.72e-094.76e-0717
GO:004885723BreastDCISneural nucleus development20/139064/187231.87e-081.29e-0620
GO:003090122BreastDCISmidbrain development23/139090/187231.10e-075.93e-0623
GO:00309019CervixCCmidbrain development26/231190/187232.12e-053.82e-0426
GO:002176210CervixCCsubstantia nigra development16/231144/187233.81e-055.99e-0416
GO:00488579CervixCCneural nucleus development18/231164/187235.42e-045.23e-0318
GO:0021762ColorectumADsubstantia nigra development21/391844/187236.60e-051.07e-0321
GO:0048857ColorectumADneural nucleus development27/391864/187239.57e-051.45e-0327
GO:0006575ColorectumADcellular modified amino acid metabolic process59/3918188/187234.80e-045.27e-0359
GO:0030901ColorectumADmidbrain development32/391890/187239.45e-048.95e-0332
GO:0042398ColorectumADcellular modified amino acid biosynthetic process18/391846/187233.67e-032.60e-0218
GO:00217621ColorectumSERsubstantia nigra development21/289744/187234.77e-072.40e-0521
GO:00488571ColorectumSERneural nucleus development26/289764/187231.09e-065.11e-0526
GO:00309011ColorectumSERmidbrain development29/289790/187235.50e-051.30e-0329
GO:00217622ColorectumMSSsubstantia nigra development21/346744/187239.54e-062.33e-0421
GO:00488572ColorectumMSSneural nucleus development26/346764/187233.19e-056.30e-0426
GO:00423981ColorectumMSScellular modified amino acid biosynthetic process20/346746/187238.26e-051.35e-0320
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00330ColorectumADArginine and proline metabolism23/209250/84658.27e-045.90e-033.76e-0323
hsa003301ColorectumADArginine and proline metabolism23/209250/84658.27e-045.90e-033.76e-0323
hsa003302ColorectumSERArginine and proline metabolism17/158050/84657.12e-033.77e-022.74e-0217
hsa003303ColorectumSERArginine and proline metabolism17/158050/84657.12e-033.77e-022.74e-0217
hsa003304ColorectumMSSArginine and proline metabolism23/187550/84651.52e-041.24e-037.61e-0423
hsa003305ColorectumMSSArginine and proline metabolism23/187550/84651.52e-041.24e-037.61e-0423
hsa003306ColorectumFAPArginine and proline metabolism16/140450/84655.33e-032.10e-021.27e-0216
hsa003307ColorectumFAPArginine and proline metabolism16/140450/84655.33e-032.10e-021.27e-0216
hsa003308LiverCirrhoticArginine and proline metabolism25/253050/84652.18e-039.41e-035.80e-0325
hsa0033011LiverCirrhoticArginine and proline metabolism25/253050/84652.18e-039.41e-035.80e-0325
hsa0033021LiverHCCArginine and proline metabolism33/402050/84656.28e-031.77e-029.83e-0333
hsa0033031LiverHCCArginine and proline metabolism33/402050/84656.28e-031.77e-029.83e-0333
hsa0033010Oral cavityOSCCArginine and proline metabolism30/370450/84651.50e-023.26e-021.66e-0230
hsa0033013Oral cavityOSCCArginine and proline metabolism30/370450/84651.50e-023.26e-021.66e-0230
hsa0033023Oral cavityLPArginine and proline metabolism26/241850/84653.94e-042.08e-031.34e-0326
hsa0033033Oral cavityLPArginine and proline metabolism26/241850/84653.94e-042.08e-031.34e-0326
hsa0033022ProstateTumorArginine and proline metabolism19/179150/84654.73e-031.67e-021.03e-0219
hsa0033032ProstateTumorArginine and proline metabolism19/179150/84654.73e-031.67e-021.03e-0219
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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
CKBSNVMissense_Mutationc.940N>Tp.Arg314Trpp.R314WP12277protein_codingdeleterious(0)probably_damaging(0.959)TCGA-E9-A1RF-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
CKBinsertionFrame_Shift_Insnovelc.1122_1123insATGGGAGAGAGCGAGGGAGp.Asp375MetfsTer48p.D375Mfs*48P12277protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
CKBinsertionFrame_Shift_Insnovelc.1120_1121insGGCTGTGCAGGCAGGAp.Asp374GlyfsTer48p.D374Gfs*48P12277protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
CKBSNVMissense_Mutationnovelc.1003N>Ap.Asp335Asnp.D335NP12277protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CKBSNVMissense_Mutationc.130G>Ap.Ala44Thrp.A44TP12277protein_codingdeleterious(0.03)benign(0)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CKBSNVMissense_Mutationc.908N>Ap.Gly303Aspp.G303DP12277protein_codingtolerated(0.06)benign(0.027)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CKBSNVMissense_Mutationc.143C>Gp.Pro48Argp.P48RP12277protein_codingdeleterious(0)probably_damaging(0.937)TCGA-AG-3732-01Colorectumrectum adenocarcinomaFemale>=65I/IIChemotherapycapecitabineSD
CKBSNVMissense_Mutationnovelc.669N>Tp.Lys223Asnp.K223NP12277protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CKBSNVMissense_Mutationnovelc.577N>Ap.Leu193Ilep.L193IP12277protein_codingdeleterious(0.02)possibly_damaging(0.551)TCGA-AP-A1DM-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CKBSNVMissense_Mutationnovelc.1136N>Tp.Ala379Valp.A379VP12277protein_codingdeleterious(0.03)benign(0.02)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<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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