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: PKMYT1

Gene summary for PKMYT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PKMYT1

Gene ID

9088

Gene nameprotein kinase, membrane associated tyrosine/threonine 1
Gene AliasMYT1
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q99640


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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
9088PKMYT1LZE22THumanEsophagusESCC8.43e-035.33e-010.068
9088PKMYT1P1T-EHumanEsophagusESCC1.14e-025.50e-010.0875
9088PKMYT1P2T-EHumanEsophagusESCC2.78e-381.39e+000.1177
9088PKMYT1P4T-EHumanEsophagusESCC7.56e-052.98e-010.1323
9088PKMYT1P5T-EHumanEsophagusESCC5.88e-357.66e-010.1327
9088PKMYT1P8T-EHumanEsophagusESCC8.84e-052.45e-010.0889
9088PKMYT1P10T-EHumanEsophagusESCC3.50e-027.96e-020.116
9088PKMYT1P12T-EHumanEsophagusESCC3.50e-021.22e-010.1122
9088PKMYT1P15T-EHumanEsophagusESCC2.11e-095.47e-010.1149
9088PKMYT1P16T-EHumanEsophagusESCC4.44e-082.14e-010.1153
9088PKMYT1P17T-EHumanEsophagusESCC1.37e-107.53e-010.1278
9088PKMYT1P19T-EHumanEsophagusESCC2.77e-036.18e-010.1662
9088PKMYT1P21T-EHumanEsophagusESCC7.98e-135.19e-010.1617
9088PKMYT1P22T-EHumanEsophagusESCC4.17e-051.96e-010.1236
9088PKMYT1P24T-EHumanEsophagusESCC5.00e-174.91e-010.1287
9088PKMYT1P26T-EHumanEsophagusESCC9.20e-063.64e-010.1276
9088PKMYT1P27T-EHumanEsophagusESCC3.97e-041.55e-010.1055
9088PKMYT1P28T-EHumanEsophagusESCC1.53e-194.90e-010.1149
9088PKMYT1P30T-EHumanEsophagusESCC1.18e-028.48e-010.137
9088PKMYT1P31T-EHumanEsophagusESCC7.31e-144.93e-010.1251
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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
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
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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:00000864EsophagusESCCG2/M transition of mitotic cell cycle96/8552137/187236.00e-091.23e-0796
GO:00070883EsophagusESCCregulation of mitotic nuclear division78/8552110/187236.96e-081.21e-0678
GO:19040294EsophagusESCCregulation of cyclin-dependent protein kinase activity69/855298/187236.04e-077.91e-0669
GO:00000794EsophagusESCCregulation of cyclin-dependent protein serine/threonine kinase activity66/855294/187231.24e-061.53e-0566
GO:00517831EsophagusESCCregulation of nuclear division90/8552139/187234.30e-064.60e-0590
GO:01400145Oral cavityOSCCmitotic nuclear division191/7305287/187231.99e-213.70e-19191
GO:00447728Oral cavityOSCCmitotic cell cycle phase transition255/7305424/187235.29e-196.98e-17255
GO:00073469Oral cavityOSCCregulation of mitotic cell cycle266/7305457/187233.87e-173.41e-15266
GO:00482852Oral cavityOSCCorganelle fission265/7305488/187233.22e-121.27e-10265
GO:007190010Oral cavityOSCCregulation of protein serine/threonine kinase activity201/7305359/187233.90e-111.27e-09201
GO:00002801Oral cavityOSCCnuclear division237/7305439/187239.62e-112.90e-09237
GO:00000863Oral cavityOSCCG2/M transition of mitotic cell cycle84/7305137/187239.99e-081.70e-0684
GO:00448393Oral cavityOSCCcell cycle G2/M phase transition89/7305148/187231.51e-072.51e-0689
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa041146EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411411EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa04114Oral cavityOSCCOocyte meiosis74/3704131/84652.13e-035.75e-032.92e-0374
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa041141Oral cavityOSCCOocyte meiosis74/3704131/84652.13e-035.75e-032.92e-0374
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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
PKMYT1SNVMissense_Mutationrs547455847c.469N>Ap.Glu157Lysp.E157KQ99640protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A3BB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
PKMYT1SNVMissense_Mutationc.568T>Cp.Cys190Argp.C190RQ99640protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
PKMYT1SNVMissense_Mutationnovelc.1004N>Cp.Val335Alap.V335AQ99640protein_codingdeleterious(0.02)probably_damaging(0.969)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PKMYT1insertionIn_Frame_Insnovelc.967_968insCAAp.Glu323delinsAlaLysp.E323delinsAKQ99640protein_codingTCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
PKMYT1SNVMissense_Mutationc.68N>Ap.Gly23Aspp.G23DQ99640protein_codingtolerated(0.58)benign(0.273)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PKMYT1SNVMissense_Mutationrs761362077c.860N>Tp.Ala287Valp.A287VQ99640protein_codingdeleterious(0)possibly_damaging(0.528)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PKMYT1SNVMissense_Mutationc.467C>Tp.Ala156Valp.A156VQ99640protein_codingtolerated(0.12)benign(0.083)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PKMYT1SNVMissense_Mutationrs747789800c.98G>Ap.Arg33Hisp.R33HQ99640protein_codingtolerated(0.11)possibly_damaging(0.869)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PKMYT1SNVMissense_Mutationnovelc.451C>Tp.Arg151Trpp.R151WQ99640protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A2K7-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapytaxolSD
PKMYT1SNVMissense_Mutationrs766358175c.254N>Ap.Arg85Glnp.R85QQ99640protein_codingtolerated(0.13)benign(0.003)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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
9088PKMYT1KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEinhibitor249565863
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