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: NDRG4

Gene summary for NDRG4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDRG4

Gene ID

65009

Gene nameNDRG family member 4
Gene AliasBDM1
Cytomap16q21
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9ULP0


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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
65009NDRG4LZE2THumanEsophagusESCC1.94e-023.40e-010.082
65009NDRG4LZE4THumanEsophagusESCC7.84e-278.08e-010.0811
65009NDRG4LZE24THumanEsophagusESCC6.81e-082.50e-010.0596
65009NDRG4P2T-EHumanEsophagusESCC4.12e-041.68e-010.1177
65009NDRG4P4T-EHumanEsophagusESCC6.29e-184.20e-010.1323
65009NDRG4P5T-EHumanEsophagusESCC2.23e-049.11e-020.1327
65009NDRG4P9T-EHumanEsophagusESCC2.77e-101.06e-010.1131
65009NDRG4P10T-EHumanEsophagusESCC1.31e-071.19e-010.116
65009NDRG4P11T-EHumanEsophagusESCC6.92e-084.05e-010.1426
65009NDRG4P12T-EHumanEsophagusESCC4.49e-316.20e-010.1122
65009NDRG4P15T-EHumanEsophagusESCC1.96e-174.21e-010.1149
65009NDRG4P16T-EHumanEsophagusESCC1.16e-204.31e-010.1153
65009NDRG4P19T-EHumanEsophagusESCC2.92e-033.23e-010.1662
65009NDRG4P20T-EHumanEsophagusESCC2.21e-041.80e-010.1124
65009NDRG4P22T-EHumanEsophagusESCC4.32e-051.63e-010.1236
65009NDRG4P26T-EHumanEsophagusESCC3.74e-102.09e-010.1276
65009NDRG4P27T-EHumanEsophagusESCC5.09e-071.80e-010.1055
65009NDRG4P28T-EHumanEsophagusESCC1.24e-193.91e-010.1149
65009NDRG4P30T-EHumanEsophagusESCC1.01e-291.02e+000.137
65009NDRG4P31T-EHumanEsophagusESCC6.69e-193.71e-010.1251
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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
∗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:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:00224069EsophagusESCCmembrane docking62/855286/187235.93e-077.79e-0662
GO:00480087EsophagusESCCplatelet-derived growth factor receptor signaling pathway42/855256/187237.62e-067.54e-0542
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:000941611EsophagusESCCresponse to light stimulus183/8552320/187232.03e-051.76e-04183
GO:00324565EsophagusESCCendocytic recycling51/855273/187232.47e-052.10e-0451
GO:01400567EsophagusESCCorganelle localization by membrane tethering53/855277/187233.33e-052.74e-0453
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00482781EsophagusESCCvesicle docking38/855259/187232.86e-031.21e-0238
GO:00486597EsophagusESCCsmooth muscle cell proliferation103/8552184/187233.08e-031.28e-02103
GO:006053716EsophagusESCCmuscle tissue development211/8552403/187233.84e-031.56e-02211
GO:00486607EsophagusESCCregulation of smooth muscle cell proliferation100/8552180/187234.76e-031.85e-02100
GO:00330025EsophagusESCCmuscle cell proliferation134/8552248/187234.80e-031.86e-02134
GO:00109764EsophagusESCCpositive regulation of neuron projection development91/8552163/187235.72e-032.13e-0291
GO:0010640EsophagusESCCregulation of platelet-derived growth factor receptor signaling pathway17/855223/187235.73e-032.13e-0217
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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
NDRG4SNVMissense_Mutationc.979C>Gp.Leu327Valp.L327VQ9ULP0protein_codingtolerated(0.23)possibly_damaging(0.73)TCGA-A7-A0DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NDRG4SNVMissense_Mutationrs200710260c.245G>Ap.Arg82Hisp.R82HQ9ULP0protein_codingtolerated(0.09)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NDRG4SNVMissense_Mutationc.1023N>Ap.Met341Ilep.M341IQ9ULP0protein_codingtolerated(0.89)benign(0)TCGA-AO-A0J3-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
NDRG4SNVMissense_Mutationnovelc.165C>Gp.Asp55Glup.D55EQ9ULP0protein_codingtolerated(0.22)probably_damaging(0.971)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NDRG4SNVMissense_Mutationrs760614649c.315C>Gp.Phe105Leup.F105LQ9ULP0protein_codingtolerated(0.11)benign(0.009)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NDRG4SNVMissense_Mutationrs370628261c.1043G>Ap.Arg348Hisp.R348HQ9ULP0protein_codingdeleterious(0.03)probably_damaging(0.934)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NDRG4SNVMissense_Mutationc.1100N>Ap.Arg367Hisp.R367HQ9ULP0protein_codingtolerated(0.06)probably_damaging(0.95)TCGA-F5-6464-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
NDRG4insertionFrame_Shift_Insnovelc.113dupGp.Gln39ProfsTer24p.Q39Pfs*24Q9ULP0protein_codingTCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NDRG4SNVMissense_Mutationnovelc.826N>Gp.Thr276Alap.T276AQ9ULP0protein_codingdeleterious(0.01)possibly_damaging(0.526)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NDRG4SNVMissense_Mutationrs202237732c.244C>Tp.Arg82Cysp.R82CQ9ULP0protein_codingdeleterious(0)possibly_damaging(0.53)TCGA-A5-A0R9-01Endometriumuterine 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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