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: NDRG3

Gene summary for NDRG3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDRG3

Gene ID

57446

Gene nameNDRG family member 3
Gene AliasNDRG3
Cytomap20q11.23
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9UGV2


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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
57446NDRG3LZE4THumanEsophagusESCC1.44e-133.74e-010.0811
57446NDRG3LZE7THumanEsophagusESCC2.47e-041.73e-010.0667
57446NDRG3LZE20THumanEsophagusESCC8.62e-061.92e-010.0662
57446NDRG3LZE22THumanEsophagusESCC2.32e-022.77e-010.068
57446NDRG3LZE24THumanEsophagusESCC6.92e-318.89e-010.0596
57446NDRG3LZE6THumanEsophagusESCC1.59e-051.46e-010.0845
57446NDRG3P1T-EHumanEsophagusESCC7.08e-062.37e-010.0875
57446NDRG3P2T-EHumanEsophagusESCC1.27e-243.64e-010.1177
57446NDRG3P4T-EHumanEsophagusESCC1.30e-214.33e-010.1323
57446NDRG3P5T-EHumanEsophagusESCC1.08e-091.42e-010.1327
57446NDRG3P8T-EHumanEsophagusESCC1.22e-172.74e-010.0889
57446NDRG3P9T-EHumanEsophagusESCC1.37e-174.21e-010.1131
57446NDRG3P10T-EHumanEsophagusESCC7.98e-202.98e-010.116
57446NDRG3P11T-EHumanEsophagusESCC2.87e-125.38e-010.1426
57446NDRG3P12T-EHumanEsophagusESCC1.44e-356.06e-010.1122
57446NDRG3P15T-EHumanEsophagusESCC5.55e-275.58e-010.1149
57446NDRG3P16T-EHumanEsophagusESCC9.09e-296.24e-010.1153
57446NDRG3P17T-EHumanEsophagusESCC8.60e-083.29e-010.1278
57446NDRG3P19T-EHumanEsophagusESCC7.16e-137.32e-010.1662
57446NDRG3P20T-EHumanEsophagusESCC3.45e-306.17e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:00459267EsophagusESCCnegative regulation of growth148/8552249/187237.88e-067.73e-05148
GO:00303085EsophagusESCCnegative regulation of cell growth108/8552188/187237.46e-043.87e-03108
GO:001604921LiverHCCcell growth269/7958482/187231.84e-095.35e-08269
GO:000155821LiverHCCregulation of cell growth228/7958414/187231.34e-072.55e-06228
GO:00459263LiverHCCnegative regulation of growth129/7958249/187231.81e-039.37e-03129
GO:0030308LiverHCCnegative regulation of cell growth98/7958188/187234.74e-032.02e-0298
GO:001604917Oral cavityOSCCcell growth268/7305482/187236.55e-143.51e-12268
GO:000155816Oral cavityOSCCregulation of cell growth228/7305414/187231.74e-116.09e-10228
GO:00459266Oral cavityOSCCnegative regulation of growth135/7305249/187237.29e-071.03e-05135
GO:00303084Oral cavityOSCCnegative regulation of cell growth101/7305188/187232.85e-052.63e-04101
GO:001604918Oral cavityLPcell growth155/4623482/187231.08e-041.31e-03155
GO:000155817Oral cavityLPregulation of cell growth134/4623414/187232.25e-042.41e-03134
GO:001604925SkincSCCcell growth173/4864482/187237.21e-071.34e-05173
GO:000155824SkincSCCregulation of cell growth140/4864414/187232.07e-041.72e-03140
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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
NDRG3SNVMissense_Mutationc.413G>Cp.Gly138Alap.G138AQ9UGV2protein_codingdeleterious(0)probably_damaging(0.95)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NDRG3SNVMissense_Mutationnovelc.240N>Ap.Met80Ilep.M80IQ9UGV2protein_codingdeleterious(0)possibly_damaging(0.723)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NDRG3SNVMissense_Mutationrs372522320c.910G>Ap.Glu304Lysp.E304KQ9UGV2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
NDRG3SNVMissense_Mutationrs199920093c.1009N>Ap.Gly337Serp.G337SQ9UGV2protein_codingtolerated(1)benign(0.019)TCGA-LL-A7SZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
NDRG3insertionIn_Frame_Insnovelc.114_115insTGGp.Thr38_His39insTrpp.T38_H39insWQ9UGV2protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NDRG3insertionNonsense_Mutationnovelc.112_113insGTTGAGTGTTAAAGCTTTTGTAGCTGCp.Thr38delinsSerTerValLeuLysLeuLeuTerLeuProp.T38delinsS*VLKLL*LPQ9UGV2protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NDRG3insertionNonsense_Mutationnovelc.241_242insGGTAATAAAATCAp.Gln81ArgfsTer2p.Q81Rfs*2Q9UGV2protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NDRG3insertionIn_Frame_Insnovelc.632_633insTAAp.Met211delinsIleLysp.M211delinsIKQ9UGV2protein_codingTCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NDRG3insertionFrame_Shift_Insnovelc.630_631insCTGAGACTGTGTCTCAAAAAAATACp.Met211LeufsTer44p.M211Lfs*44Q9UGV2protein_codingTCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NDRG3SNVMissense_Mutationnovelc.592N>Ap.Glu198Lysp.E198KQ9UGV2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<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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