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: NMD3

Gene summary for NMD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NMD3

Gene ID

51068

Gene nameNMD3 ribosome export adaptor
Gene AliasCGI-07
Cytomap3q26.1
Gene Typeprotein-coding
GO ID

GO:0000054

UniProtAcc

C9JA08


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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
51068NMD3LZE2DHumanEsophagusHGIN3.74e-021.08e-010.0642
51068NMD3LZE2THumanEsophagusESCC1.68e-026.79e-010.082
51068NMD3LZE4THumanEsophagusESCC3.07e-144.53e-010.0811
51068NMD3LZE7THumanEsophagusESCC2.58e-053.36e-010.0667
51068NMD3LZE8THumanEsophagusESCC1.13e-05-2.35e-030.067
51068NMD3LZE20THumanEsophagusESCC4.87e-062.32e-010.0662
51068NMD3LZE24THumanEsophagusESCC6.65e-155.47e-010.0596
51068NMD3LZE21THumanEsophagusESCC5.21e-076.56e-010.0655
51068NMD3LZE6THumanEsophagusESCC8.25e-042.24e-010.0845
51068NMD3P1T-EHumanEsophagusESCC3.13e-082.01e-010.0875
51068NMD3P2T-EHumanEsophagusESCC1.47e-417.89e-010.1177
51068NMD3P4T-EHumanEsophagusESCC1.76e-367.40e-010.1323
51068NMD3P5T-EHumanEsophagusESCC6.05e-305.97e-010.1327
51068NMD3P8T-EHumanEsophagusESCC5.72e-447.90e-010.0889
51068NMD3P9T-EHumanEsophagusESCC8.88e-214.42e-010.1131
51068NMD3P10T-EHumanEsophagusESCC4.84e-416.17e-010.116
51068NMD3P11T-EHumanEsophagusESCC4.30e-075.23e-010.1426
51068NMD3P12T-EHumanEsophagusESCC9.30e-254.03e-010.1122
51068NMD3P15T-EHumanEsophagusESCC9.26e-378.73e-010.1149
51068NMD3P16T-EHumanEsophagusESCC2.80e-427.71e-010.1153
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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:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:004225426EsophagusHGINribosome biogenesis101/2587299/187238.74e-194.03e-16101
GO:003450417EsophagusHGINprotein localization to nucleus84/2587290/187231.06e-111.24e-0984
GO:000691319EsophagusHGINnucleocytoplasmic transport83/2587301/187232.14e-101.97e-0883
GO:005116919EsophagusHGINnuclear transport83/2587301/187232.14e-101.97e-0883
GO:190382926EsophagusHGINpositive regulation of cellular protein localization75/2587276/187233.19e-092.30e-0775
GO:005116819EsophagusHGINnuclear export48/2587154/187232.21e-081.34e-0648
GO:005165616EsophagusHGINestablishment of organelle localization90/2587390/187234.27e-071.94e-0590
GO:190018216EsophagusHGINpositive regulation of protein localization to nucleus30/258787/187238.74e-073.59e-0530
GO:190018017EsophagusHGINregulation of protein localization to nucleus40/2587136/187231.69e-066.31e-0540
GO:005109825EsophagusHGINregulation of binding78/2587363/187233.73e-059.30e-0478
GO:005109925EsophagusHGINpositive regulation of binding42/2587173/187231.51e-042.97e-0342
GO:00711665EsophagusHGINribonucleoprotein complex localization23/258777/187232.00e-043.72e-0323
GO:00315035EsophagusHGINprotein-containing complex localization50/2587220/187232.18e-043.98e-0350
GO:00714265EsophagusHGINribonucleoprotein complex export from nucleus22/258776/187234.44e-046.62e-0322
GO:00000547EsophagusHGINribosomal subunit export from nucleus7/258714/187231.34e-031.57e-027
GO:00337507EsophagusHGINribosome localization7/258714/187231.34e-031.57e-027
GO:00714284EsophagusHGINrRNA-containing ribonucleoprotein complex export from nucleus7/258715/187232.22e-032.28e-027
GO:19025702EsophagusHGINprotein localization to nucleolus7/258716/187233.47e-033.22e-027
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030137EsophagusHGINNucleocytoplasmic transport31/1383108/84658.29e-047.95e-036.31e-0331
hsa0301312EsophagusHGINNucleocytoplasmic transport31/1383108/84658.29e-047.95e-036.31e-0331
hsa0301321EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0301331EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa03013LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa030131LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa030136Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa0301311Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa030134Oral cavityEOLPNucleocytoplasmic transport34/1218108/84654.24e-062.91e-051.72e-0534
hsa030135Oral cavityEOLPNucleocytoplasmic transport34/1218108/84654.24e-062.91e-051.72e-0534
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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
NMD3SNVMissense_Mutationnovelc.539N>Tp.Gly180Valp.G180Vprotein_codingtolerated(0.05)benign(0.21)TCGA-EW-A3U0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycisplatinCR
NMD3SNVMissense_Mutationnovelc.1561N>Ap.Ala521Thrp.A521Tprotein_codingdeleterious_low_confidence(0.03)benign(0.007)TCGA-DS-A7WF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
NMD3SNVMissense_Mutationc.1162N>Ap.Glu388Lysp.E388Kprotein_codingtolerated(0.37)benign(0.025)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
NMD3SNVMissense_Mutationrs369937656c.1229G>Ap.Arg410Glnp.R410Qprotein_codingdeleterious(0.03)possibly_damaging(0.63)TCGA-EK-A2RM-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NMD3SNVMissense_Mutationc.249N>Cp.Leu83Phep.L83Fprotein_codingdeleterious(0)probably_damaging(0.955)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
NMD3SNVMissense_Mutationrs777533028c.1411G>Ap.Asp471Asnp.D471Nprotein_codingdeleterious(0.03)benign(0.081)TCGA-VS-A8EK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
NMD3SNVMissense_Mutationrs759384327c.280N>Tp.Arg94Trpp.R94Wprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
NMD3SNVMissense_Mutationc.667N>Cp.Ser223Prop.S223Pprotein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NMD3SNVMissense_Mutationrs768281274c.1114G>Ap.Gly372Argp.G372Rprotein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-AA-3973-01Colorectumcolon adenocarcinomaMale>=65III/IVTargeted Molecular therapybevacizumabSD
NMD3SNVMissense_Mutationnovelc.364N>Cp.Asn122Hisp.N122Hprotein_codingtolerated(0.09)probably_damaging(0.957)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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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