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: ZMYND19

Gene summary for ZMYND19

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZMYND19

Gene ID

116225

Gene namezinc finger MYND-type containing 19
Gene AliasMIZIP
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q96E35


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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
116225ZMYND19HCC1_MengHumanLiverHCC2.05e-233.18e-020.0246
116225ZMYND19HCC2_MengHumanLiverHCC1.65e-034.19e-020.0107
116225ZMYND19HCC1HumanLiverHCC3.12e-031.33e+000.5336
116225ZMYND19HCC2HumanLiverHCC6.20e-038.28e-010.5341
116225ZMYND19S014HumanLiverHCC1.64e-051.89e-010.2254
116225ZMYND19S015HumanLiverHCC2.74e-021.13e-010.2375
116225ZMYND19S016HumanLiverHCC8.17e-081.85e-010.2243
116225ZMYND19S027HumanLiverHCC1.62e-094.21e-010.2446
116225ZMYND19S028HumanLiverHCC4.40e-184.76e-010.2503
116225ZMYND19S029HumanLiverHCC1.35e-195.09e-010.2581
116225ZMYND19C04HumanOral cavityOSCC1.31e-022.26e-010.2633
116225ZMYND19C21HumanOral cavityOSCC4.34e-134.93e-010.2678
116225ZMYND19C30HumanOral cavityOSCC1.65e-321.31e+000.3055
116225ZMYND19C38HumanOral cavityOSCC2.09e-024.03e-010.172
116225ZMYND19C43HumanOral cavityOSCC4.38e-061.47e-010.1704
116225ZMYND19C46HumanOral cavityOSCC2.25e-021.23e-010.1673
116225ZMYND19C06HumanOral cavityOSCC2.98e-027.25e-010.2699
116225ZMYND19C08HumanOral cavityOSCC4.65e-072.57e-010.1919
116225ZMYND19C09HumanOral cavityOSCC1.48e-021.08e-010.1431
116225ZMYND19LN22HumanOral cavityOSCC5.60e-035.60e-010.1733
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
ZMYND19SNVMissense_Mutationnovelc.362N>Gp.Glu121Glyp.E121GQ96E35protein_codingdeleterious(0)probably_damaging(0.954)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
ZMYND19SNVMissense_Mutationnovelc.83T>Cp.Ile28Thrp.I28TQ96E35protein_codingdeleterious(0)possibly_damaging(0.84)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ZMYND19deletionFrame_Shift_Delrs759203218c.236delGp.Gly79AlafsTer14p.G79Afs*14Q96E35protein_codingTCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
ZMYND19SNVMissense_Mutationnovelc.116N>Ap.Arg39Glnp.R39QQ96E35protein_codingtolerated(0.06)benign(0.091)TCGA-AP-A1E1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ZMYND19SNVMissense_Mutationrs369093998c.62C>Tp.Thr21Metp.T21MQ96E35protein_codingtolerated(0.09)probably_damaging(0.985)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
ZMYND19SNVMissense_Mutationrs867446857c.620C>Tp.Ala207Valp.A207VQ96E35protein_codingtolerated(0.24)benign(0.145)TCGA-D1-A17R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZMYND19SNVMissense_Mutationnovelc.343A>Gp.Thr115Alap.T115AQ96E35protein_codingtolerated(0.85)benign(0)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZMYND19insertionFrame_Shift_Insrs753541275c.236_237insGp.Val80ArgfsTer34p.V80Rfs*34Q96E35protein_codingTCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
ZMYND19deletionFrame_Shift_Delrs759203218c.236delNp.Gly79AlafsTer14p.G79Afs*14Q96E35protein_codingTCGA-D1-A17M-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZMYND19insertionFrame_Shift_Insrs753541275c.236dupGp.Val80ArgfsTer34p.V80Rfs*34Q96E35protein_codingTCGA-D1-A1NZ-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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