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: KMT5B

Gene summary for KMT5B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KMT5B

Gene ID

51111

Gene namelysine methyltransferase 5B
Gene AliasCGI-85
Cytomap11q13.2
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

B7WNX0


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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
51111KMT5BHTA11_3410_2000001011HumanColorectumAD1.59e-05-3.81e-010.0155
51111KMT5BHTA11_347_2000001011HumanColorectumAD4.71e-126.37e-01-0.1954
51111KMT5BHTA11_99999974143_84620HumanColorectumMSS3.15e-10-4.29e-010.3005
51111KMT5BA001-C-207HumanColorectumFAP3.55e-03-2.02e-010.1278
51111KMT5BA015-C-203HumanColorectumFAP1.15e-19-2.51e-01-0.1294
51111KMT5BA015-C-204HumanColorectumFAP6.09e-04-2.00e-01-0.0228
51111KMT5BA014-C-040HumanColorectumFAP3.44e-03-2.97e-01-0.1184
51111KMT5BA002-C-201HumanColorectumFAP7.23e-12-3.40e-010.0324
51111KMT5BA002-C-203HumanColorectumFAP4.42e-02-1.34e-010.2786
51111KMT5BA001-C-119HumanColorectumFAP1.34e-03-5.09e-02-0.1557
51111KMT5BA001-C-108HumanColorectumFAP9.11e-13-1.97e-01-0.0272
51111KMT5BA002-C-205HumanColorectumFAP2.18e-18-2.26e-01-0.1236
51111KMT5BA001-C-104HumanColorectumFAP4.65e-02-1.39e-010.0184
51111KMT5BA015-C-006HumanColorectumFAP2.02e-13-3.85e-01-0.0994
51111KMT5BA015-C-106HumanColorectumFAP2.33e-08-1.97e-01-0.0511
51111KMT5BA002-C-114HumanColorectumFAP2.13e-14-3.05e-01-0.1561
51111KMT5BA015-C-104HumanColorectumFAP6.24e-22-3.05e-01-0.1899
51111KMT5BA001-C-014HumanColorectumFAP1.22e-08-2.23e-010.0135
51111KMT5BA002-C-016HumanColorectumFAP5.01e-22-3.29e-010.0521
51111KMT5BA015-C-002HumanColorectumFAP3.63e-09-3.64e-01-0.0763
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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
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
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:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0051054ColorectumADpositive regulation of DNA metabolic process73/3918201/187233.27e-071.29e-0573
GO:2001020ColorectumADregulation of response to DNA damage stimulus71/3918219/187234.38e-057.65e-0471
GO:2001022ColorectumADpositive regulation of response to DNA damage stimulus36/3918105/187231.02e-039.47e-0336
GO:0006282ColorectumADregulation of DNA repair42/3918130/187231.57e-031.32e-0242
GO:00510522ColorectumMSSregulation of DNA metabolic process108/3467359/187235.86e-083.10e-06108
GO:00510542ColorectumMSSpositive regulation of DNA metabolic process69/3467201/187236.33e-083.26e-0669
GO:20010202ColorectumMSSregulation of response to DNA damage stimulus64/3467219/187237.20e-051.21e-0364
GO:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:20010221ColorectumMSSpositive regulation of response to DNA damage stimulus33/3467105/187239.83e-049.86e-0333
GO:00062821ColorectumMSSregulation of DNA repair38/3467130/187231.93e-031.67e-0238
GO:0006302ColorectumMSSdouble-strand break repair64/3467251/187233.58e-032.65e-0264
GO:0045739ColorectumMSSpositive regulation of DNA repair23/346773/187235.22e-033.57e-0223
GO:00510524ColorectumFAPregulation of DNA metabolic process84/2622359/187239.80e-074.38e-0584
GO:00510544ColorectumFAPpositive regulation of DNA metabolic process53/2622201/187232.55e-069.82e-0553
GO:00165701ColorectumFAPhistone modification94/2622463/187231.06e-041.76e-0394
GO:20010204ColorectumFAPregulation of response to DNA damage stimulus51/2622219/187231.40e-042.21e-0351
GO:00062822ColorectumFAPregulation of DNA repair32/2622130/187238.53e-048.79e-0332
GO:20010222ColorectumFAPpositive regulation of response to DNA damage stimulus27/2622105/187231.04e-031.02e-0227
GO:0006479ColorectumFAPprotein methylation39/2622181/187233.60e-032.58e-0239
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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
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
hsa003108LiverNAFLDLysine degradation21/104363/84651.09e-053.58e-042.89e-0421
hsa0031011LiverNAFLDLysine degradation21/104363/84651.09e-053.58e-042.89e-0421
hsa0031021LiverCirrhoticLysine degradation29/253063/84654.81e-031.74e-021.07e-0229
hsa0031031LiverCirrhoticLysine degradation29/253063/84654.81e-031.74e-021.07e-0229
hsa0031041LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa0031051LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
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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
KMT5BSNVMissense_Mutationc.1673C>Ap.Pro558Glnp.P558QQ4FZB7protein_codingdeleterious(0)probably_damaging(0.913)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
KMT5BSNVMissense_Mutationc.764C>Tp.Ser255Phep.S255FQ4FZB7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KMT5BSNVMissense_Mutationnovelc.2161N>Tp.Arg721Cysp.R721CQ4FZB7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KMT5BSNVMissense_Mutationnovelc.577N>Tp.Ser193Cysp.S193CQ4FZB7protein_codingdeleterious(0.01)possibly_damaging(0.871)TCGA-AO-A1KS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
KMT5BSNVMissense_Mutationc.2482N>Ap.Asp828Asnp.D828NQ4FZB7protein_codingdeleterious(0.05)benign(0.152)TCGA-BH-A209-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KMT5BSNVMissense_Mutationc.746N>Gp.Asp249Glyp.D249GQ4FZB7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C8-A12W-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
KMT5BSNVMissense_Mutationrs146086325c.1921G>Ap.Ala641Thrp.A641TQ4FZB7protein_codingtolerated(0.53)benign(0.001)TCGA-GM-A3NW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
KMT5BinsertionFrame_Shift_Insnovelc.583_584insGTTCCCTATGTTATCTCCCAGGAAAAACATGTAGCTCCTCAp.Phe195CysfsTer32p.F195Cfs*32Q4FZB7protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KMT5BdeletionFrame_Shift_Delnovelc.2087delAp.Lys696ArgfsTer12p.K696Rfs*12Q4FZB7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
KMT5BSNVMissense_Mutationc.1362N>Cp.Leu454Phep.L454FQ4FZB7protein_codingdeleterious(0.01)probably_damaging(0.927)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=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
51111KMT5BDNA REPAIR, METHYL TRANSFERASE, ENZYMEinhibitor310264730
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