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: NOM1

Gene summary for NOM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NOM1

Gene ID

64434

Gene namenucleolar protein with MIF4G domain 1
Gene AliasC7orf3
Cytomap7q36.3
Gene Typeprotein-coding
GO ID

GO:0001942

UniProtAcc

Q5C9Z4


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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
64434NOM1LZE7THumanEsophagusESCC3.28e-072.56e-010.0667
64434NOM1LZE22THumanEsophagusESCC7.56e-031.44e-010.068
64434NOM1LZE24THumanEsophagusESCC1.97e-091.27e-010.0596
64434NOM1LZE21THumanEsophagusESCC1.70e-051.75e-010.0655
64434NOM1P1T-EHumanEsophagusESCC1.15e-052.35e-010.0875
64434NOM1P2T-EHumanEsophagusESCC2.45e-082.47e-010.1177
64434NOM1P4T-EHumanEsophagusESCC4.68e-183.92e-010.1323
64434NOM1P5T-EHumanEsophagusESCC5.60e-265.38e-010.1327
64434NOM1P8T-EHumanEsophagusESCC8.50e-109.41e-020.0889
64434NOM1P9T-EHumanEsophagusESCC2.18e-121.49e-010.1131
64434NOM1P10T-EHumanEsophagusESCC2.45e-133.41e-010.116
64434NOM1P11T-EHumanEsophagusESCC3.62e-048.37e-020.1426
64434NOM1P12T-EHumanEsophagusESCC3.40e-192.05e-010.1122
64434NOM1P15T-EHumanEsophagusESCC3.57e-294.87e-010.1149
64434NOM1P16T-EHumanEsophagusESCC5.46e-162.22e-010.1153
64434NOM1P20T-EHumanEsophagusESCC8.85e-129.91e-020.1124
64434NOM1P21T-EHumanEsophagusESCC1.04e-091.40e-010.1617
64434NOM1P22T-EHumanEsophagusESCC8.45e-033.23e-020.1236
64434NOM1P23T-EHumanEsophagusESCC2.36e-092.05e-010.108
64434NOM1P24T-EHumanEsophagusESCC1.52e-152.97e-010.1287
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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
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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:0042274111EsophagusESCCribosomal small subunit biogenesis67/855273/187236.62e-175.38e-1567
GO:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:00224043EsophagusESCCmolting cycle process53/855284/187239.62e-044.88e-0353
GO:00224053EsophagusESCChair cycle process53/855284/187239.62e-044.88e-0353
GO:0001942EsophagusESCChair follicle development51/855281/187231.27e-036.14e-0351
GO:0098773EsophagusESCCskin epidermis development53/855285/187231.43e-036.77e-0353
GO:00423033EsophagusESCCmolting cycle64/8552107/187232.24e-039.85e-0364
GO:00426333EsophagusESCChair cycle64/8552107/187232.24e-039.85e-0364
GO:00488201EsophagusESCChair follicle maturation11/855213/187234.76e-031.85e-0211
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:004227422LiverHCCribosomal small subunit biogenesis65/795873/187231.09e-169.92e-1565
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:004225420Oral cavityOSCCribosome biogenesis230/7305299/187233.22e-416.80e-38230
GO:004227420Oral cavityOSCCribosomal small subunit biogenesis63/730573/187237.61e-176.34e-1563
GO:00435887Oral cavityOSCCskin development143/7305263/187232.77e-074.27e-06143
GO:00085449Oral cavityOSCCepidermis development171/7305324/187232.89e-074.43e-06171
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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
NOM1SNVMissense_Mutationnovelc.539A>Gp.Glu180Glyp.E180GQ5C9Z4protein_codingdeleterious(0.02)probably_damaging(0.973)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NOM1SNVMissense_Mutationrs371030013c.2047G>Ap.Asp683Asnp.D683NQ5C9Z4protein_codingtolerated(0.2)benign(0.268)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NOM1insertionFrame_Shift_Insnovelc.1240_1241insAGTGCTGGGATTACCGACATGAGCCACCGp.Met414LysfsTer15p.M414Kfs*15Q5C9Z4protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NOM1insertionFrame_Shift_Insnovelc.1133_1134insGp.Ser379PhefsTer20p.S379Ffs*20Q5C9Z4protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
NOM1insertionIn_Frame_Insnovelc.1134_1135insGGAATTGCCTGCATTTCCTTCp.Ala378_Ser379insGlyIleAlaCysIleSerPhep.A378_S379insGIACISFQ5C9Z4protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
NOM1SNVMissense_Mutationc.1899N>Cp.Gln633Hisp.Q633HQ5C9Z4protein_codingtolerated(0.16)benign(0.022)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
NOM1SNVMissense_Mutationc.1815G>Cp.Gln605Hisp.Q605HQ5C9Z4protein_codingdeleterious(0.03)benign(0.009)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NOM1SNVMissense_Mutationc.2157G>Cp.Arg719Serp.R719SQ5C9Z4protein_codingdeleterious(0)probably_damaging(1)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NOM1insertionNonsense_Mutationnovelc.1726_1727insCAGCCTTTAGGTp.Lys576delinsThrAlaPheArgTerp.K576delinsTAFR*Q5C9Z4protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NOM1SNVMissense_Mutationc.2116N>Cp.Phe706Leup.F706LQ5C9Z4protein_codingdeleterious(0.02)benign(0.194)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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