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: DNER

Gene summary for DNER

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNER

Gene ID

92737

Gene namedelta/notch like EGF repeat containing
Gene AliasUNQ26
Cytomap2q36.3
Gene Typeprotein-coding
GO ID

GO:0001764

UniProtAcc

Q8NFT8


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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
92737DNERATC09HumanThyroidATC1.26e-195.56e-010.2871
92737DNERATC1HumanThyroidATC4.87e-226.36e-010.2878
92737DNERATC3HumanThyroidATC6.53e-052.93e-010.338
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:006053724ThyroidATCmuscle tissue development181/6293403/187231.27e-061.62e-05181
GO:003432924ThyroidATCcell junction assembly187/6293420/187231.71e-062.08e-05187
GO:001470622ThyroidATCstriated muscle tissue development168/6293384/187231.91e-051.73e-04168
GO:004269216ThyroidATCmuscle cell differentiation165/6293384/187237.17e-055.46e-04165
GO:000751716ThyroidATCmuscle organ development139/6293327/187234.45e-042.64e-03139
GO:000721915ThyroidATCNotch signaling pathway79/6293172/187235.08e-042.96e-0379
GO:004206323ThyroidATCgliogenesis127/6293301/187231.07e-035.66e-03127
GO:005114617ThyroidATCstriated muscle cell differentiation119/6293283/187231.74e-038.70e-03119
GO:005500112ThyroidATCmuscle cell development81/6293184/187232.02e-039.60e-0381
GO:006053814ThyroidATCskeletal muscle organ development71/6293166/187238.39e-033.22e-0271
GO:000751913ThyroidATCskeletal muscle tissue development66/6293155/187231.20e-024.27e-0266
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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
DNERSNVMissense_Mutationnovelc.552N>Tp.Gln184Hisp.Q184HQ8NFT8protein_codingdeleterious(0.04)probably_damaging(0.993)TCGA-A2-A1FX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
DNERSNVMissense_Mutationnovelc.342N>Gp.Ser114Argp.S114RQ8NFT8protein_codingtolerated(0.48)benign(0.1)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
DNERdeletionFrame_Shift_Delc.2064delCp.Ser688ArgfsTer26p.S688Rfs*26Q8NFT8protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DNERSNVMissense_Mutationrs549129843c.2050N>Tp.Arg684Cysp.R684CQ8NFT8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A6-2684-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DNERSNVMissense_Mutationrs749718515c.1996N>Tp.Arg666Cysp.R666CQ8NFT8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DNERSNVMissense_Mutationnovelc.1274N>Ap.Ser425Tyrp.S425YQ8NFT8protein_codingdeleterious(0.02)possibly_damaging(0.771)TCGA-AA-3861-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DNERSNVMissense_Mutationrs777616075c.823G>Ap.Ala275Thrp.A275TQ8NFT8protein_codingtolerated(0.42)benign(0)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
DNERSNVMissense_Mutationc.1062N>Cp.Gln354Hisp.Q354HQ8NFT8protein_codingtolerated(0.77)benign(0.018)TCGA-AA-3955-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapycapecitabineCR
DNERSNVMissense_Mutationc.1878N>Ap.His626Glnp.H626QQ8NFT8protein_codingtolerated(0.13)benign(0.024)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DNERSNVMissense_Mutationrs749871660c.1162C>Tp.Leu388Phep.L388FQ8NFT8protein_codingtolerated(0.43)benign(0.062)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=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
92737DNERNAPyrimido-indole derivative 1
92737DNERNAFT-1101
92737DNERNADihydropyrido pyrazinone compound 1
92737DNERNAIsoxazole-based bicyclic compound 2
92737DNERNAPyrimido-indole derivative 2
92737DNERNARG6146
92737DNERNAPLX51107
92737DNERNATetra-hydro-quinoline derivative 3
92737DNERNAIsoxazole-based bicyclic compound 6
92737DNERNAIsoxazole-based bicyclic compound 18
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