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: DNM1L

Gene summary for DNM1L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNM1L

Gene ID

10059

Gene namedynamin 1 like
Gene AliasDLP1
Cytomap12p11.21
Gene Typeprotein-coding
GO ID

GO:0000266

UniProtAcc

B4DYR6


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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
10059DNM1LCA_HPV_1HumanCervixCC1.37e-02-6.49e-020.0264
10059DNM1LCCI_2HumanCervixCC2.16e-026.17e-010.5249
10059DNM1LCCI_3HumanCervixCC6.23e-057.86e-010.516
10059DNM1LLZE2THumanEsophagusESCC4.39e-023.67e-010.082
10059DNM1LLZE4THumanEsophagusESCC2.18e-092.41e-010.0811
10059DNM1LLZE5THumanEsophagusESCC7.89e-031.60e-010.0514
10059DNM1LLZE7THumanEsophagusESCC4.81e-094.71e-010.0667
10059DNM1LLZE8THumanEsophagusESCC1.09e-073.32e-010.067
10059DNM1LLZE20THumanEsophagusESCC1.70e-081.94e-010.0662
10059DNM1LLZE24THumanEsophagusESCC3.13e-113.53e-010.0596
10059DNM1LLZE21THumanEsophagusESCC2.13e-021.52e-010.0655
10059DNM1LLZE6THumanEsophagusESCC2.89e-031.03e-010.0845
10059DNM1LP1T-EHumanEsophagusESCC1.78e-125.08e-010.0875
10059DNM1LP2T-EHumanEsophagusESCC1.79e-568.99e-010.1177
10059DNM1LP4T-EHumanEsophagusESCC7.41e-276.16e-010.1323
10059DNM1LP5T-EHumanEsophagusESCC4.19e-367.01e-010.1327
10059DNM1LP8T-EHumanEsophagusESCC1.46e-366.28e-010.0889
10059DNM1LP9T-EHumanEsophagusESCC1.19e-071.96e-010.1131
10059DNM1LP10T-EHumanEsophagusESCC2.94e-274.60e-010.116
10059DNM1LP11T-EHumanEsophagusESCC2.24e-186.30e-010.1426
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:004603410CervixCCATP metabolic process90/2311277/187237.90e-192.36e-1590
GO:009719310CervixCCintrinsic apoptotic signaling pathway85/2311288/187234.56e-156.46e-1285
GO:200123310CervixCCregulation of apoptotic signaling pathway96/2311356/187234.08e-143.05e-1196
GO:002260410CervixCCregulation of cell morphogenesis84/2311309/187231.00e-124.29e-1084
GO:200124210CervixCCregulation of intrinsic apoptotic signaling pathway52/2311164/187235.06e-111.01e-0852
GO:007149610CervixCCcellular response to external stimulus78/2311320/187231.82e-091.98e-0778
GO:00321035CervixCCpositive regulation of response to external stimulus95/2311427/187235.44e-095.03e-0795
GO:005122210CervixCCpositive regulation of protein transport72/2311303/187232.36e-081.70e-0672
GO:00603267CervixCCcell chemotaxis73/2311310/187232.82e-081.96e-0673
GO:005125810CervixCCprotein polymerization70/2311297/187235.20e-083.11e-0670
GO:00975298CervixCCmyeloid leukocyte migration56/2311220/187237.21e-084.15e-0656
GO:190495110CervixCCpositive regulation of establishment of protein localization73/2311319/187239.69e-085.25e-0673
GO:00305957CervixCCleukocyte chemotaxis57/2311230/187231.48e-077.07e-0657
GO:00716218CervixCCgranulocyte chemotaxis37/2311125/187232.16e-079.56e-0637
GO:00107699CervixCCregulation of cell morphogenesis involved in differentiation31/231196/187232.43e-071.05e-0531
GO:20012357CervixCCpositive regulation of apoptotic signaling pathway37/2311126/187232.70e-071.12e-0537
GO:00316689CervixCCcellular response to extracellular stimulus59/2311246/187233.03e-071.24e-0559
GO:00163587CervixCCdendrite development58/2311243/187234.52e-071.76e-0558
GO:00509007CervixCCleukocyte migration78/2311369/187231.09e-063.80e-0578
GO:00975308CervixCCgranulocyte migration39/2311148/187232.67e-067.87e-0539
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046686CervixCCTNF signaling pathway28/1267114/84654.60e-031.62e-029.59e-0328
hsa046213CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa0466813CervixCCTNF signaling pathway28/1267114/84654.60e-031.62e-029.59e-0328
hsa0462112CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0462122EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa0466817EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0462132EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa046684LiverHCCTNF signaling pathway73/4020114/84652.53e-041.19e-036.63e-0473
hsa0466811LiverHCCTNF signaling pathway73/4020114/84652.53e-041.19e-036.63e-0473
hsa046689Oral cavityOSCCTNF signaling pathway82/3704114/84658.30e-109.59e-094.88e-0982
hsa046218Oral cavityOSCCNOD-like receptor signaling pathway108/3704186/84655.13e-052.07e-041.05e-04108
hsa0466816Oral cavityOSCCTNF signaling pathway82/3704114/84658.30e-109.59e-094.88e-0982
hsa0462113Oral cavityOSCCNOD-like receptor signaling pathway108/3704186/84655.13e-052.07e-041.05e-04108
hsa0466841Oral cavityEOLPTNF signaling pathway35/1218114/84655.79e-063.67e-052.16e-0535
hsa046214Oral cavityEOLPNOD-like receptor signaling pathway48/1218186/84652.51e-051.31e-047.70e-0548
hsa0421722Oral cavityEOLPNecroptosis37/1218159/84651.70e-035.83e-033.44e-0337
hsa0466851Oral cavityEOLPTNF signaling pathway35/1218114/84655.79e-063.67e-052.16e-0535
hsa046215Oral cavityEOLPNOD-like receptor signaling pathway48/1218186/84652.51e-051.31e-047.70e-0548
hsa0421732Oral cavityEOLPNecroptosis37/1218159/84651.70e-035.83e-033.44e-0337
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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
DNM1LSNVMissense_Mutationnovelc.1863A>Cp.Lys621Asnp.K621NO00429protein_codingtolerated(0.47)benign(0.006)TCGA-B6-A1KC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DNM1LSNVMissense_Mutationc.1637N>Tp.Ser546Phep.S546FO00429protein_codingdeleterious(0.04)benign(0.001)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
DNM1LSNVMissense_Mutationrs747468677c.1456C>Tp.Arg486Cysp.R486CO00429protein_codingdeleterious(0.02)probably_damaging(0.988)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
DNM1LSNVMissense_Mutationrs754202457c.704C>Tp.Ala235Valp.A235VO00429protein_codingtolerated(0.11)benign(0.077)TCGA-A6-3810-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DNM1LSNVMissense_Mutationc.323N>Gp.His108Argp.H108RO00429protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3875-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DNM1LSNVMissense_Mutationnovelc.1728N>Gp.Ser576Argp.S576RO00429protein_codingtolerated(0.28)benign(0.051)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DNM1LSNVMissense_Mutationnovelc.1166N>Ap.Arg389Glnp.R389QO00429protein_codingtolerated(0.2)possibly_damaging(0.476)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DNM1LSNVMissense_Mutationc.1904N>Tp.Ala635Valp.A635VO00429protein_codingtolerated(0.17)benign(0.046)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
DNM1LSNVMissense_Mutationrs751127554c.586N>Ap.Ala196Thrp.A196TO00429protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
DNM1LSNVMissense_Mutationnovelc.389N>Tp.Arg130Ilep.R130IO00429protein_codingdeleterious(0)probably_damaging(0.958)TCGA-A5-A0G1-01Endometriumuterine 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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