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: NOMO1

Gene summary for NOMO1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NOMO1

Gene ID

23420

Gene nameNODAL modulator 1
Gene AliasNomo
Cytomap16p13.11
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q15155


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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
23420NOMO1S016HumanLiverHCC5.54e-114.68e-010.2243
23420NOMO1S027HumanLiverHCC1.81e-066.00e-010.2446
23420NOMO1S028HumanLiverHCC3.23e-165.65e-010.2503
23420NOMO1S029HumanLiverHCC6.32e-208.26e-010.2581
23420NOMO1C04HumanOral cavityOSCC6.33e-062.11e-010.2633
23420NOMO1C21HumanOral cavityOSCC7.74e-092.06e-010.2678
23420NOMO1C30HumanOral cavityOSCC1.19e-237.25e-010.3055
23420NOMO1C38HumanOral cavityOSCC9.35e-073.66e-010.172
23420NOMO1C43HumanOral cavityOSCC6.33e-041.48e-010.1704
23420NOMO1C46HumanOral cavityOSCC6.87e-049.61e-020.1673
23420NOMO1C51HumanOral cavityOSCC2.82e-114.21e-010.2674
23420NOMO1C57HumanOral cavityOSCC3.24e-051.37e-010.1679
23420NOMO1C06HumanOral cavityOSCC1.28e-067.26e-010.2699
23420NOMO1C07HumanOral cavityOSCC4.58e-044.42e-010.2491
23420NOMO1C08HumanOral cavityOSCC1.74e-102.90e-010.1919
23420NOMO1C09HumanOral cavityOSCC1.38e-061.95e-010.1431
23420NOMO1LP15HumanOral cavityLP3.19e-085.38e-010.2174
23420NOMO1SYSMH1HumanOral cavityOSCC1.60e-031.18e-010.1127
23420NOMO1SYSMH2HumanOral cavityOSCC1.54e-032.20e-010.2326
23420NOMO1SYSMH3HumanOral cavityOSCC4.39e-021.72e-010.2442
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:0007178ColorectumADtransmembrane receptor protein serine/threonine kinase signaling pathway99/3918355/187239.92e-049.28e-0399
GO:00071781ColorectumMSStransmembrane receptor protein serine/threonine kinase signaling pathway86/3467355/187234.04e-032.95e-0286
GO:00071782ColorectumFAPtransmembrane receptor protein serine/threonine kinase signaling pathway81/2622355/187234.28e-061.46e-0481
GO:0090092ColorectumFAPregulation of transmembrane receptor protein serine/threonine kinase signaling pathway52/2622256/187233.33e-032.44e-0252
GO:000717810EsophagusESCCtransmembrane receptor protein serine/threonine kinase signaling pathway195/8552355/187232.58e-041.58e-03195
GO:00071789Oral cavityOSCCtransmembrane receptor protein serine/threonine kinase signaling pathway165/7305355/187232.31e-031.02e-02165
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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
NOMO1SNVMissense_Mutationc.1421G>Cp.Arg474Thrp.R474TQ15155protein_codingdeleterious(0.04)benign(0.104)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
NOMO1SNVMissense_Mutationrs771995798c.3130N>Ap.Asp1044Asnp.D1044NQ15155protein_codingtolerated(0.14)benign(0.223)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NOMO1SNVMissense_Mutationrs779029500c.2660N>Cp.Asp887Alap.D887AQ15155protein_codingdeleterious(0.04)benign(0.057)TCGA-A2-A1G4-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinSD
NOMO1SNVMissense_Mutationc.1084N>Cp.Asp362Hisp.D362HQ15155protein_codingdeleterious(0)probably_damaging(0.96)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NOMO1SNVMissense_Mutationc.3202N>Cp.Glu1068Glnp.E1068QQ15155protein_codingtolerated(0.07)possibly_damaging(0.702)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NOMO1SNVMissense_Mutationrs763791304c.1456N>Gp.Leu486Valp.L486VQ15155protein_codingtolerated(1)benign(0)TCGA-AC-A3BB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
NOMO1SNVMissense_Mutationnovelc.387C>Ap.Phe129Leup.F129LQ15155protein_codingdeleterious(0.01)benign(0.292)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NOMO1SNVMissense_Mutationnovelc.415N>Ap.Gly139Argp.G139RQ15155protein_codingdeleterious(0.01)benign(0.103)TCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NOMO1SNVMissense_Mutationc.2998N>Cp.Glu1000Glnp.E1000QQ15155protein_codingdeleterious(0.04)possibly_damaging(0.518)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
NOMO1SNVMissense_Mutationc.1084N>Ap.Asp362Asnp.D362NQ15155protein_codingtolerated(0.17)probably_damaging(0.922)TCGA-AR-A1AJ-01Breastbreast invasive 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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