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: DNM1

Gene summary for DNM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNM1

Gene ID

1759

Gene namedynamin 1
Gene AliasDEE31
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0002029

UniProtAcc

Q05193


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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
1759DNM1HCC1_MengHumanLiverHCC1.94e-03-3.73e-030.0246
1759DNM1HCC1HumanLiverHCC2.52e-021.43e+000.5336
1759DNM1S014HumanLiverHCC5.82e-331.01e+000.2254
1759DNM1S015HumanLiverHCC5.65e-288.58e-010.2375
1759DNM1S016HumanLiverHCC2.09e-371.01e+000.2243
1759DNM1S027HumanLiverHCC4.78e-095.42e-010.2446
1759DNM1S028HumanLiverHCC3.43e-185.17e-010.2503
1759DNM1S029HumanLiverHCC7.71e-114.00e-010.2581
1759DNM1ATC09HumanThyroidATC1.12e-052.16e-010.2871
1759DNM1ATC12HumanThyroidATC5.13e-224.26e-010.34
1759DNM1ATC13HumanThyroidATC1.51e-531.06e+000.34
1759DNM1ATC1HumanThyroidATC8.73e-062.51e-010.2878
1759DNM1ATC4HumanThyroidATC3.45e-275.05e-010.34
1759DNM1ATC5HumanThyroidATC1.60e-621.12e+000.34
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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
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:00458077CervixCCpositive regulation of endocytosis27/2311100/187235.55e-058.10e-0427
GO:002241110CervixCCcellular component disassembly83/2311443/187236.04e-058.68e-0483
GO:00106399CervixCCnegative regulation of organelle organization68/2311348/187237.40e-051.03e-0368
GO:00509213CervixCCpositive regulation of chemotaxis34/2311141/187238.19e-051.11e-0334
GO:000166610CervixCCresponse to hypoxia61/2311307/187231.04e-041.34e-0361
GO:007048210CervixCCresponse to oxygen levels67/2311347/187231.21e-041.51e-0367
GO:00108218CervixCCregulation of mitochondrion organization34/2311144/187231.27e-041.58e-0334
GO:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:00716247CervixCCpositive regulation of granulocyte chemotaxis11/231127/187231.94e-042.24e-0311
GO:003629310CervixCCresponse to decreased oxygen levels62/2311322/187232.29e-042.57e-0362
GO:00105067CervixCCregulation of autophagy61/2311317/187232.61e-042.87e-0361
GO:00609984CervixCCregulation of dendritic spine development18/231161/187232.84e-043.07e-0318
GO:19026244CervixCCpositive regulation of neutrophil migration11/231128/187232.84e-043.07e-0311
GO:00714539CervixCCcellular response to oxygen levels38/2311177/187234.23e-044.27e-0338
GO:00995322CervixCCsynaptic vesicle endosomal processing6/231110/187234.73e-044.68e-036
GO:00362949CervixCCcellular response to decreased oxygen levels35/2311161/187235.49e-045.29e-0335
GO:00004227CervixCCautophagy of mitochondrion21/231181/187236.47e-046.02e-0321
GO:00617267CervixCCmitochondrion disassembly21/231181/187236.47e-046.02e-0321
GO:00086379CervixCCapoptotic mitochondrial changes25/2311107/187231.11e-039.14e-0325
GO:00519603CervixCCregulation of nervous system development77/2311443/187231.13e-039.30e-0377
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0510022LiverHCCBacterial invasion of epithelial cells51/402077/84656.67e-042.72e-031.52e-0351
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0510032LiverHCCBacterial invasion of epithelial cells51/402077/84656.67e-042.72e-031.52e-0351
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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
DNM1SNVMissense_Mutationnovelc.370G>Tp.Val124Phep.V124FQ05193protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
DNM1SNVMissense_Mutationrs755327329c.1319N>Ap.Arg440Lysp.R440KQ05193protein_codingtolerated(0.19)benign(0.09)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DNM1SNVMissense_Mutationnovelc.536C>Tp.Ser179Phep.S179FQ05193protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
DNM1SNVMissense_Mutationc.767G>Tp.Arg256Leup.R256LQ05193protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
DNM1SNVMissense_Mutationc.1978G>Cp.Glu660Glnp.E660QQ05193protein_codingdeleterious(0.02)probably_damaging(0.988)TCGA-B6-A1KF-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DNM1SNVMissense_Mutationrs773857861c.1394N>Ap.Arg465Glnp.R465QQ05193protein_codingdeleterious(0.03)possibly_damaging(0.788)TCGA-C8-A1HG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DNM1SNVMissense_Mutationnovelc.623N>Gp.Asp208Glyp.D208GQ05193protein_codingdeleterious(0)probably_damaging(0.988)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
DNM1SNVMissense_Mutationc.1564N>Tp.Arg522Cysp.R522CQ05193protein_codingdeleterious(0.05)probably_damaging(0.954)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
DNM1SNVMissense_Mutationc.2001N>Ap.Asp667Glup.D667EQ05193protein_codingtolerated(0.1)probably_damaging(0.989)TCGA-E2-A1LS-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCyclophosphamideSD
DNM1SNVMissense_Mutationnovelc.634G>Ap.Glu212Lysp.E212KQ05193protein_codingdeleterious(0.04)probably_damaging(0.97)TCGA-E9-A2JT-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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