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: CKMT1B

Gene summary for CKMT1B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CKMT1B

Gene ID

1159

Gene namecreatine kinase, mitochondrial 1B
Gene AliasCKMT
Cytomap15q15.3
Gene Typeprotein-coding
GO ID

GO:0006575

UniProtAcc

P12532


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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
1159CKMT1BP12T-EHumanEsophagusESCC1.19e-098.37e-020.1122
1159CKMT1BP15T-EHumanEsophagusESCC1.07e-028.23e-020.1149
1159CKMT1BP23T-EHumanEsophagusESCC2.76e-022.59e-020.108
1159CKMT1BP27T-EHumanEsophagusESCC2.82e-075.53e-020.1055
1159CKMT1BP28T-EHumanEsophagusESCC2.45e-071.36e-010.1149
1159CKMT1BP31T-EHumanEsophagusESCC1.73e-055.61e-020.1251
1159CKMT1BP37T-EHumanEsophagusESCC4.48e-061.08e-010.1371
1159CKMT1BP52T-EHumanEsophagusESCC6.39e-065.53e-020.1555
1159CKMT1BP54T-EHumanEsophagusESCC3.46e-059.72e-020.0975
1159CKMT1BP65T-EHumanEsophagusESCC1.74e-074.87e-020.0978
1159CKMT1BP74T-EHumanEsophagusESCC4.45e-061.23e-010.1479
1159CKMT1BP89T-EHumanEsophagusESCC4.37e-032.01e-010.1752
1159CKMT1BP91T-EHumanEsophagusESCC4.97e-055.72e-010.1828
1159CKMT1BP107T-EHumanEsophagusESCC1.99e-204.70e-010.171
1159CKMT1BP128T-EHumanEsophagusESCC3.52e-091.80e-010.1241
1159CKMT1BP130T-EHumanEsophagusESCC5.24e-132.71e-010.1676
1159CKMT1BC04HumanOral cavityOSCC1.20e-094.48e-010.2633
1159CKMT1BC21HumanOral cavityOSCC1.20e-257.28e-010.2678
1159CKMT1BC30HumanOral cavityOSCC1.90e-138.77e-010.3055
1159CKMT1BC38HumanOral cavityOSCC7.78e-161.26e+000.172
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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
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
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
∗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:0006575ColorectumADcellular modified amino acid metabolic process59/3918188/187234.80e-045.27e-0359
GO:0042398ColorectumADcellular modified amino acid biosynthetic process18/391846/187233.67e-032.60e-0218
GO:00423981ColorectumMSScellular modified amino acid biosynthetic process20/346746/187238.26e-051.35e-0320
GO:00065751ColorectumMSScellular modified amino acid metabolic process55/3467188/187232.16e-043.01e-0355
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:00423986EsophagusESCCcellular modified amino acid biosynthetic process34/855246/187239.39e-056.70e-0434
GO:00423985Oral cavityOSCCcellular modified amino acid biosynthetic process31/730546/187239.03e-056.88e-0431
GO:00065756Oral cavityOSCCcellular modified amino acid metabolic process91/7305188/187235.33e-032.07e-0291
GO:004239812Oral cavityLPcellular modified amino acid biosynthetic process21/462346/187231.56e-031.20e-0221
GO:000657512Oral cavityLPcellular modified amino acid metabolic process64/4623188/187232.43e-031.73e-0264
GO:00065758SkincSCCcellular modified amino acid metabolic process73/4864188/187237.11e-056.85e-0473
GO:00423987SkincSCCcellular modified amino acid biosynthetic process24/486446/187231.32e-041.19e-0324
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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
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
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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
CKMT1BSNVMissense_Mutationc.1000C>Gp.Leu334Valp.L334VP12532protein_codingtolerated(0.5)benign(0.162)TCGA-E9-A22E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
CKMT1BinsertionNonsense_Mutationnovelc.1247_1248insATGAGAAGAp.Lys416_His417insTerp.K416_H417ins*P12532protein_codingTCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CKMT1BSNVMissense_Mutationc.1070N>Ap.Gly357Glup.G357EP12532protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-6142-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfluorouracilPD
CKMT1BSNVMissense_Mutationc.1175A>Gp.Tyr392Cysp.Y392CP12532protein_codingdeleterious(0.04)benign(0.009)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CKMT1BSNVMissense_Mutationrs144997771c.1058N>Ap.Arg353Hisp.R353HP12532protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CKMT1BSNVMissense_Mutationrs765473721c.1192C>Tp.Arg398Trpp.R398WP12532protein_codingdeleterious(0)probably_damaging(0.968)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
CKMT1BSNVMissense_Mutationnovelc.754N>Tp.His252Tyrp.H252YP12532protein_codingdeleterious(0)probably_damaging(0.925)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CKMT1BSNVMissense_Mutationrs143381903c.1018N>Tp.Arg340Cysp.R340CP12532protein_codingdeleterious(0)probably_damaging(0.985)TCGA-EO-A3AZ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CKMT1BSNVMissense_Mutationnovelc.854G>Tp.Arg285Ilep.R285IP12532protein_codingdeleterious(0)probably_damaging(1)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CKMT1BSNVMissense_Mutationc.866G>Ap.Gly289Aspp.G289DP12532protein_codingdeleterious(0)probably_damaging(0.999)TCGA-MI-A75E-01Liverliver hepatocellular carcinomaMale<65III/IVUnknownUnknownSD
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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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