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: DNM3

Gene summary for DNM3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNM3

Gene ID

26052

Gene namedynamin 3
Gene AliasDyna III
Cytomap1q24.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9UQ16


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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
26052DNM3RNA-P25T1-P25T1-1HumanLungAIS2.73e-096.13e-01-0.2116
26052DNM3RNA-P25T1-P25T1-2HumanLungAIS8.96e-077.59e-01-0.1941
26052DNM3RNA-P25T1-P25T1-4HumanLungAIS3.30e-168.43e-01-0.2119
26052DNM3RNA-P6T2-P6T2-1HumanLungIAC9.20e-186.31e-01-0.0166
26052DNM3RNA-P6T2-P6T2-2HumanLungIAC4.49e-165.70e-01-0.0132
26052DNM3RNA-P6T2-P6T2-3HumanLungIAC2.07e-196.19e-01-0.013
26052DNM3RNA-P6T2-P6T2-4HumanLungIAC1.48e-166.10e-01-0.0121
26052DNM3RNA-P7T1-P7T1-1HumanLungAIS2.34e-057.21e-01-0.0961
26052DNM3RNA-P7T1-P7T1-2HumanLungAIS3.18e-025.48e-01-0.0876
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00343297LungIACcell junction assembly86/2061420/187237.98e-091.10e-0686
GO:00163586LungIACdendrite development55/2061243/187231.35e-071.18e-0555
GO:00109756LungIACregulation of neuron projection development82/2061445/187231.82e-068.78e-0582
GO:00068985LungIACreceptor-mediated endocytosis50/2061244/187231.01e-053.23e-0450
GO:00313455LungIACnegative regulation of cell projection organization41/2061186/187231.01e-053.23e-0441
GO:00488134LungIACdendrite morphogenesis34/2061146/187231.68e-054.79e-0434
GO:00431125LungIACreceptor metabolic process36/2061166/187234.93e-051.13e-0336
GO:00609964LungIACdendritic spine development25/206199/187235.18e-051.18e-0325
GO:01200327LungIACregulation of plasma membrane bounded cell projection assembly39/2061186/187235.41e-051.21e-0339
GO:00604916LungIACregulation of cell projection assembly39/2061188/187236.92e-051.47e-0339
GO:00313466LungIACpositive regulation of cell projection organization63/2061353/187237.37e-051.55e-0363
GO:00990724LungIACregulation of postsynaptic membrane neurotransmitter receptor levels18/206162/187238.26e-051.69e-0318
GO:01060276LungIACneuron projection organization23/206193/187231.43e-042.64e-0323
GO:00315032LungIACprotein-containing complex localization42/2061220/187232.60e-044.32e-0342
GO:00990034LungIACvesicle-mediated transport in synapse39/2061200/187232.71e-044.49e-0339
GO:00970616LungIACdendritic spine organization20/206184/187236.42e-048.74e-0320
GO:00991735LungIACpostsynapse organization33/2061168/187236.74e-049.12e-0333
GO:00609983LungIACregulation of dendritic spine development16/206161/187237.09e-049.50e-0316
GO:00610013LungIACregulation of dendritic spine morphogenesis13/206147/187231.29e-031.45e-0213
GO:00109774LungIACnegative regulation of neuron projection development27/2061137/187231.88e-031.92e-0227
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414414LungIACEndocytosis51/1053251/84652.25e-042.54e-031.68e-0351
hsa04072LungIACPhospholipase D signaling pathway28/1053148/84651.46e-025.00e-023.32e-0228
hsa0414415LungIACEndocytosis51/1053251/84652.25e-042.54e-031.68e-0351
hsa040721LungIACPhospholipase D signaling pathway28/1053148/84651.46e-025.00e-023.32e-0228
hsa0510023LungAISBacterial invasion of epithelial cells25/96177/84656.03e-072.44e-051.56e-0525
hsa0414423LungAISEndocytosis52/961251/84659.74e-063.04e-041.95e-0452
hsa0510033LungAISBacterial invasion of epithelial cells25/96177/84656.03e-072.44e-051.56e-0525
hsa0414433LungAISEndocytosis52/961251/84659.74e-063.04e-041.95e-0452
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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
DNM3SNVMissense_Mutationc.1075N>Ap.Gly359Serp.G359SQ9UQ16protein_codingdeleterious(0.01)probably_damaging(0.927)TCGA-A1-A0SN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyacSD
DNM3SNVMissense_Mutationc.2548N>Tp.Arg850Cysp.R850CQ9UQ16protein_codingdeleterious_low_confidence(0)probably_damaging(0.988)TCGA-A2-A0ET-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
DNM3SNVMissense_Mutationnovelc.2224G>Tp.Ala742Serp.A742SQ9UQ16protein_codingtolerated(1)benign(0.001)TCGA-A2-A25D-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
DNM3SNVMissense_Mutationc.261N>Cp.Lys87Asnp.K87NQ9UQ16protein_codingdeleterious(0.02)probably_damaging(0.934)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DNM3SNVMissense_Mutationc.1417G>Ap.Asp473Asnp.D473NQ9UQ16protein_codingtolerated(0.08)benign(0.071)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DNM3SNVMissense_Mutationnovelc.1021N>Cp.Glu341Glnp.E341QQ9UQ16protein_codingtolerated(0.15)benign(0.059)TCGA-AC-A6NO-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DNM3SNVMissense_Mutationrs368300860c.682C>Tp.Arg228Cysp.R228CQ9UQ16protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DNM3SNVMissense_Mutationc.1840N>Ap.Ala614Thrp.A614TQ9UQ16protein_codingdeleterious(0.01)possibly_damaging(0.783)TCGA-BH-A0DG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
DNM3SNVMissense_Mutationnovelc.1282N>Ap.Val428Metp.V428MQ9UQ16protein_codingdeleterious(0)probably_damaging(0.972)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
DNM3SNVMissense_Mutationc.2438N>Gp.Pro813Argp.P813RQ9UQ16protein_codingtolerated_low_confidence(0.18)benign(0.219)TCGA-BH-A1EX-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
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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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