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: NEDD8

Gene summary for NEDD8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NEDD8

Gene ID

4738

Gene nameNEDD8 ubiquitin like modifier
Gene AliasNEDD-8
Cytomap14q12
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q15843


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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
4738NEDD8GSM5252128_BPH327PrGF_ViaHumanProstateBPH1.73e-033.15e-01-0.1688
4738NEDD8GSM5252130_BPH340PrGF_ViaHumanProstateBPH6.98e-084.65e-01-0.1972
4738NEDD8GSM5252131_BPH340PrSF_ViaHumanProstateBPH1.61e-105.18e-01-0.2126
4738NEDD8GSM5252133_BPH389PrSFHumanProstateBPH1.61e-026.01e-01-0.2027
4738NEDD8GSM5252135_BPH511PrPUr_Fcol_3GEXHumanProstateBPH2.50e-023.29e-01-0.1833
4738NEDD8GSM5252136_BPH556PrGA1_FcolHumanProstateBPH5.99e-044.96e-01-0.23
4738NEDD8GSM5252137_BPH556PrGA2_FcolHumanProstateBPH2.58e-057.14e-01-0.23
4738NEDD8047563_1562-all-cellsHumanProstateBPH2.00e-30-3.49e-010.0791
4738NEDD8048752_1579-all-cellsHumanProstateBPH1.53e-09-3.88e-010.1008
4738NEDD8052095_1628-all-cellsHumanProstateBPH3.48e-04-3.16e-010.1032
4738NEDD8052097_1595-all-cellsHumanProstateBPH9.35e-03-3.41e-010.0972
4738NEDD8052099_1652-all-cellsHumanProstateBPH2.48e-03-3.50e-010.1038
4738NEDD8Dong_P1HumanProstateTumor1.11e-294.86e-010.035
4738NEDD8Dong_P3HumanProstateTumor2.44e-215.07e-010.0278
4738NEDD8Dong_P4HumanProstateTumor1.70e-043.76e-010.0292
4738NEDD8Dong_P5HumanProstateTumor8.79e-315.51e-010.053
4738NEDD8Dong_P6HumanProstateTumor2.51e-043.45e-010.0371
4738NEDD8GSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor2.60e-03-1.04e-010.1602
4738NEDD8GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor1.57e-063.13e-020.1575
4738NEDD8GSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor4.80e-17-3.64e-010.1545
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00451162CervixCCprotein neddylation7/231118/187233.99e-032.48e-027
GO:00451163EndometriumAEHprotein neddylation7/210018/187232.29e-031.74e-027
GO:004511611EndometriumEECprotein neddylation7/216818/187232.76e-031.97e-027
GO:00451166EsophagusHGINprotein neddylation8/258718/187231.58e-031.79e-028
GO:004511614EsophagusESCCprotein neddylation15/855218/187231.20e-035.88e-0315
GO:0045116LiverCirrhoticprotein neddylation11/463418/187231.13e-037.73e-0311
GO:00451161LiverHCCprotein neddylation15/795818/187234.74e-043.12e-0315
GO:00451165Oral cavityOSCCprotein neddylation13/730518/187234.45e-031.79e-0213
GO:004511613Oral cavityLPprotein neddylation11/462318/187231.11e-039.13e-0311
GO:004511621Oral cavityNEOLPprotein neddylation7/200518/187231.75e-031.21e-027
GO:00451164ProstateBPHprotein neddylation10/310718/187231.87e-041.55e-0310
GO:004511612ProstateTumorprotein neddylation10/324618/187232.72e-042.24e-0310
GO:004511615SkincSCCprotein neddylation14/486418/187236.37e-068.92e-0514
GO:004511616ThyroidPTCprotein neddylation13/596818/187235.21e-043.37e-0313
GO:004511622ThyroidATCprotein neddylation13/629318/187239.27e-044.98e-0313
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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
NEDD8SNVMissense_Mutationc.78N>Gp.Ile26Metp.I26MQ15843protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NEDD8SNVMissense_Mutationc.74N>Ap.Arg25Glnp.R25QQ15843protein_codingtolerated(0.22)benign(0.328)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
NEDD8SNVMissense_Mutationnovelc.13N>Ap.Val5Metp.V5MQ15843protein_codingdeleterious(0)possibly_damaging(0.668)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NEDD8SNVMissense_Mutationnovelc.66N>Tp.Lys22Asnp.K22NQ15843protein_codingdeleterious(0.03)probably_damaging(0.957)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
NEDD8SNVMissense_Mutationnovelc.28N>Ap.Gly10Argp.G10RQ15843protein_codingtolerated(0.08)possibly_damaging(0.725)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NEDD8SNVMissense_Mutationc.74N>Ap.Arg25Glnp.R25QQ15843protein_codingtolerated(0.22)benign(0.328)TCGA-05-4403-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
NEDD8SNVMissense_Mutationnovelc.67N>Ap.Val23Metp.V23MQ15843protein_codingdeleterious(0.02)probably_damaging(0.954)TCGA-05-4433-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
NEDD8SNVMissense_Mutationnovelc.164N>Gp.Thr55Argp.T55RQ15843protein_codingdeleterious(0.01)benign(0.037)TCGA-DQ-5625-01Oral cavityhead & neck squamous cell carcinomaFemale<65I/IIUnknownUnknownPD
NEDD8SNVMissense_Mutationnovelc.20N>Tp.Thr7Metp.T7MQ15843protein_codingdeleterious(0.01)probably_damaging(1)TCGA-UF-A719-01Oral cavityhead & neck squamous cell carcinomaMale<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
4738NEDD8ENZYMEMLN4924
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