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: NDN

Gene summary for NDN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDN

Gene ID

4692

Gene namenecdin, MAGE family member
Gene AliasHsT16328
Cytomap15q11.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q99608


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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
4692NDNAEH-subject1HumanEndometriumAEH9.38e-35-5.68e-01-0.3059
4692NDNAEH-subject2HumanEndometriumAEH8.10e-29-5.58e-01-0.2525
4692NDNAEH-subject3HumanEndometriumAEH9.00e-27-5.27e-01-0.2576
4692NDNAEH-subject4HumanEndometriumAEH4.04e-14-4.83e-01-0.2657
4692NDNAEH-subject5HumanEndometriumAEH2.98e-29-5.65e-01-0.2953
4692NDNEEC-subject1HumanEndometriumEEC5.13e-36-5.78e-01-0.2682
4692NDNEEC-subject2HumanEndometriumEEC1.02e-35-5.71e-01-0.2607
4692NDNEEC-subject3HumanEndometriumEEC2.65e-39-5.74e-01-0.2525
4692NDNEEC-subject4HumanEndometriumEEC1.90e-24-5.41e-01-0.2571
4692NDNEEC-subject5HumanEndometriumEEC1.45e-37-5.83e-01-0.249
4692NDNGSM5276934HumanEndometriumEEC5.14e-14-4.05e-01-0.0913
4692NDNGSM5276935HumanEndometriumEEC1.94e-31-5.76e-01-0.123
4692NDNGSM5276937HumanEndometriumEEC1.85e-07-3.84e-01-0.0897
4692NDNGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.03e-28-5.83e-01-0.1869
4692NDNGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.19e-25-5.83e-01-0.1875
4692NDNGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.07e-29-5.83e-01-0.1883
4692NDNGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC5.49e-38-5.79e-01-0.1934
4692NDNGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.08e-38-5.83e-01-0.1917
4692NDNGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC4.13e-38-5.83e-01-0.1916
4692NDNGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC3.42e-17-4.78e-01-0.1269
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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:00160499EndometriumAEHcell growth93/2100482/187231.00e-074.99e-0693
GO:00605607EndometriumAEHdevelopmental growth involved in morphogenesis53/2100234/187234.02e-071.67e-0553
GO:00074098EndometriumAEHaxonogenesis81/2100418/187235.54e-072.12e-0581
GO:00615648EndometriumAEHaxon development88/2100467/187236.39e-072.38e-0588
GO:00486757EndometriumAEHaxon extension31/2100120/187236.13e-061.50e-0431
GO:00485887EndometriumAEHdevelopmental cell growth48/2100234/187232.39e-054.53e-0448
GO:19901386EndometriumAEHneuron projection extension38/2100172/187233.03e-055.56e-0438
GO:00017642EndometriumAEHneuron migration31/2100156/187231.08e-039.46e-0331
GO:00510905EndometriumAEHregulation of DNA-binding transcription factor activity69/2100440/187232.51e-031.87e-0269
GO:006156412EndometriumEECaxon development93/2168467/187239.60e-084.69e-0693
GO:001604915EndometriumEECcell growth95/2168482/187231.16e-075.54e-0695
GO:006056013EndometriumEECdevelopmental growth involved in morphogenesis54/2168234/187234.60e-071.78e-0554
GO:000740912EndometriumEECaxonogenesis82/2168418/187231.03e-063.49e-0582
GO:004867513EndometriumEECaxon extension31/2168120/187231.17e-052.43e-0431
GO:004858813EndometriumEECdevelopmental cell growth49/2168234/187232.59e-054.56e-0449
GO:199013813EndometriumEECneuron projection extension38/2168172/187236.08e-059.21e-0438
GO:005109013EndometriumEECregulation of DNA-binding transcription factor activity75/2168440/187233.71e-043.97e-0375
GO:00017641EndometriumEECneuron migration33/2168156/187234.17e-044.38e-0333
GO:00097916EndometriumEECpost-embryonic development17/216880/187239.23e-034.95e-0217
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
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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
NDNSNVMissense_Mutationc.351N>Ap.Met117Ilep.M117IQ99608protein_codingtolerated(1)benign(0.055)TCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
NDNSNVMissense_Mutationnovelc.335N>Gp.Lys112Argp.K112RQ99608protein_codingdeleterious(0.04)benign(0.17)TCGA-BH-A0BD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NDNSNVMissense_Mutationc.425N>Ap.Arg142Hisp.R142HQ99608protein_codingdeleterious(0.01)possibly_damaging(0.842)TCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
NDNinsertionFrame_Shift_Insnovelc.333_334insCTACTGCCTCTGCACCATGGp.Lys112LeufsTer13p.K112Lfs*13Q99608protein_codingTCGA-BH-A0BD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NDNSNVMissense_Mutationc.745N>Tp.Arg249Cysp.R249CQ99608protein_codingdeleterious(0)probably_damaging(0.954)TCGA-EA-A5ZE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
NDNSNVMissense_Mutationc.445C>Tp.Arg149Trpp.R149WQ99608protein_codingdeleterious(0.01)probably_damaging(0.976)TCGA-EK-A2GZ-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
NDNSNVMissense_Mutationrs549529148c.718N>Ap.Val240Ilep.V240IQ99608protein_codingdeleterious(0)probably_damaging(0.985)TCGA-MA-AA3W-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NDNSNVMissense_Mutationc.913C>Tp.Arg305Trpp.R305WQ99608protein_codingdeleterious(0)possibly_damaging(0.63)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
NDNSNVMissense_Mutationc.685N>Tp.Gly229Trpp.G229WQ99608protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NDNSNVMissense_Mutationnovelc.14G>Tp.Ser5Ilep.S5IQ99608protein_codingdeleterious_low_confidence(0.01)benign(0.352)TCGA-AA-3939-01Colorectumcolon adenocarcinomaMale>=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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