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: KMT5A

Gene summary for KMT5A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KMT5A

Gene ID

387893

Gene namelysine methyltransferase 5A
Gene AliasPR-Set7
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

E3VVS3


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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
387893KMT5ALZE7THumanEsophagusESCC2.46e-022.16e-010.0667
387893KMT5ALZE20THumanEsophagusESCC6.48e-031.77e-020.0662
387893KMT5ALZE24THumanEsophagusESCC2.79e-041.11e-010.0596
387893KMT5ALZE21THumanEsophagusESCC4.06e-028.06e-020.0655
387893KMT5AP1T-EHumanEsophagusESCC3.58e-023.46e-010.0875
387893KMT5AP2T-EHumanEsophagusESCC7.47e-143.59e-010.1177
387893KMT5AP4T-EHumanEsophagusESCC1.23e-185.08e-010.1323
387893KMT5AP5T-EHumanEsophagusESCC2.47e-101.92e-010.1327
387893KMT5AP8T-EHumanEsophagusESCC8.87e-111.37e-010.0889
387893KMT5AP9T-EHumanEsophagusESCC7.25e-131.00e-010.1131
387893KMT5AP10T-EHumanEsophagusESCC2.35e-123.00e-010.116
387893KMT5AP12T-EHumanEsophagusESCC6.92e-051.11e-010.1122
387893KMT5AP15T-EHumanEsophagusESCC2.82e-072.34e-010.1149
387893KMT5AP16T-EHumanEsophagusESCC5.93e-137.19e-020.1153
387893KMT5AP19T-EHumanEsophagusESCC4.49e-021.15e-010.1662
387893KMT5AP20T-EHumanEsophagusESCC9.63e-071.78e-010.1124
387893KMT5AP21T-EHumanEsophagusESCC2.39e-151.66e-010.1617
387893KMT5AP22T-EHumanEsophagusESCC1.16e-125.13e-020.1236
387893KMT5AP23T-EHumanEsophagusESCC5.91e-191.68e-010.108
387893KMT5AP24T-EHumanEsophagusESCC7.88e-113.13e-020.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:2001020110EsophagusESCCregulation of response to DNA damage stimulus145/8552219/187235.97e-101.50e-08145
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:004277014EsophagusESCCsignal transduction in response to DNA damage117/8552172/187232.38e-095.32e-08117
GO:1901796111EsophagusESCCregulation of signal transduction by p53 class mediator70/855293/187235.69e-091.18e-0770
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:0030330110EsophagusESCCDNA damage response, signal transduction by p53 class mediator53/855272/187231.34e-061.63e-0553
GO:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:003496814EsophagusESCChistone lysine methylation72/8552115/187231.85e-041.18e-0372
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0031010EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031013EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
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
KMT5ASNVMissense_Mutationrs553535516c.980N>Tp.Ala327Valp.A327VQ9NQR1protein_codingtolerated(0.11)benign(0.015)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KMT5AinsertionFrame_Shift_Insnovelc.562_563insCGCTTATTTTTGTATTTTTATTAGAGACAGGGTTTCACCATGTTp.Arg188ProfsTer34p.R188Pfs*34Q9NQR1protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
KMT5AinsertionNonsense_Mutationnovelc.580_581insTTTTTTGAGACAGAGTCTCTTGTTGCCCAGGCTGGAGTp.Ser194IlefsTer3p.S194Ifs*3Q9NQR1protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
KMT5ASNVMissense_Mutationc.199N>Tp.Arg67Cysp.R67CQ9NQR1protein_codingdeleterious_low_confidence(0.03)benign(0.025)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
KMT5ASNVMissense_Mutationc.698N>Tp.Thr233Ilep.T233IQ9NQR1protein_codingdeleterious(0.03)benign(0.345)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
KMT5ASNVMissense_Mutationrs758323252c.310N>Ap.Ala104Thrp.A104TQ9NQR1protein_codingtolerated(0.44)benign(0.005)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KMT5ASNVMissense_Mutationc.199C>Tp.Arg67Cysp.R67CQ9NQR1protein_codingdeleterious_low_confidence(0.03)benign(0.025)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
KMT5ASNVMissense_Mutationrs376869233c.322N>Ap.Ala108Thrp.A108TQ9NQR1protein_codingtolerated(0.57)benign(0)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
KMT5ASNVMissense_Mutationnovelc.751G>Ap.Glu251Lysp.E251KQ9NQR1protein_codingdeleterious(0.02)possibly_damaging(0.548)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
KMT5ASNVMissense_Mutationrs368237921c.457G>Ap.Ala153Thrp.A153TQ9NQR1protein_codingtolerated(0.14)benign(0.079)TCGA-A5-A1OF-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
387893KMT5AENZYMEinhibitor178102575
387893KMT5AENZYMEinhibitor178103601
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