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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: NRAS

Gene summary for NRAS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NRAS

Gene ID

4893

Gene nameNRAS proto-oncogene, GTPase
Gene AliasALPS4
Cytomap1p13.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P01111


Top

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
4893NRASLZE4THumanEsophagusESCC1.13e-123.03e-010.0811
4893NRASLZE7THumanEsophagusESCC7.14e-072.21e-010.0667
4893NRASLZE8THumanEsophagusESCC2.05e-02-1.79e-020.067
4893NRASLZE20THumanEsophagusESCC3.42e-051.89e-010.0662
4893NRASLZE24THumanEsophagusESCC1.00e-132.29e-010.0596
4893NRASLZE6THumanEsophagusESCC2.57e-041.92e-010.0845
4893NRASP1T-EHumanEsophagusESCC3.24e-101.51e-010.0875
4893NRASP2T-EHumanEsophagusESCC8.73e-283.95e-010.1177
4893NRASP4T-EHumanEsophagusESCC2.62e-194.57e-010.1323
4893NRASP5T-EHumanEsophagusESCC7.09e-163.15e-010.1327
4893NRASP8T-EHumanEsophagusESCC3.31e-182.24e-010.0889
4893NRASP9T-EHumanEsophagusESCC1.29e-081.94e-010.1131
4893NRASP10T-EHumanEsophagusESCC8.48e-253.48e-010.116
4893NRASP11T-EHumanEsophagusESCC5.41e-104.45e-010.1426
4893NRASP12T-EHumanEsophagusESCC3.14e-113.54e-010.1122
4893NRASP15T-EHumanEsophagusESCC3.79e-141.01e-010.1149
4893NRASP16T-EHumanEsophagusESCC3.36e-181.59e-010.1153
4893NRASP17T-EHumanEsophagusESCC1.64e-064.35e-010.1278
4893NRASP19T-EHumanEsophagusESCC3.43e-025.59e-010.1662
4893NRASP20T-EHumanEsophagusESCC2.30e-182.80e-010.1124
Page: 1 2 3 4 5 6 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:005067817EsophagusESCCregulation of epithelial cell proliferation206/8552381/187235.51e-043.02e-03206
GO:000726521LiverHCCRas protein signal transduction187/7958337/187238.89e-071.35e-05187
GO:00072659Oral cavityOSCCRas protein signal transduction185/7305337/187231.95e-094.60e-08185
GO:005067310Oral cavityOSCCepithelial cell proliferation212/7305437/187232.82e-052.61e-04212
GO:005067810Oral cavityOSCCregulation of epithelial cell proliferation180/7305381/187235.88e-043.35e-03180
GO:000726515Oral cavityLPRas protein signal transduction109/4623337/187238.44e-047.36e-03109
GO:000726523SkincSCCRas protein signal transduction132/4864337/187236.17e-081.57e-06132
GO:005067324SkincSCCepithelial cell proliferation144/4864437/187236.07e-044.38e-03144
GO:000726519ThyroidPTCRas protein signal transduction162/5968337/187233.16e-101.02e-08162
GO:000726524ThyroidATCRas protein signal transduction172/6293337/187232.25e-117.96e-10172
GO:0050673111ThyroidATCepithelial cell proliferation174/6293437/187233.49e-031.55e-02174
GO:0050678110ThyroidATCregulation of epithelial cell proliferation151/6293381/187237.47e-032.92e-02151
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05208211EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa04714211EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0421027EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa0521020EsophagusESCCColorectal cancer69/420586/84654.06e-094.13e-082.11e-0869
hsa05167211EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0522020EsophagusESCCChronic myeloid leukemia61/420576/84653.20e-082.68e-071.37e-0761
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0520529EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa05417211EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa05163210EsophagusESCCHuman cytomegalovirus infection148/4205225/84655.73e-074.00e-062.05e-06148
hsa0521516EsophagusESCCProstate cancer72/420597/84656.12e-074.10e-062.10e-0672
hsa051609EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
hsa0521910EsophagusESCCBladder cancer35/420541/84651.91e-061.15e-055.87e-0635
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
NRASSNVMissense_Mutationc.170N>Cp.Asp57Alap.D57AP01111protein_codingdeleterious(0)probably_damaging(0.966)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NRASSNVMissense_Mutationc.523N>Ap.Asp175Asnp.D175NP01111protein_codingtolerated(0.39)benign(0)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
NRASSNVMissense_Mutationrs758669528c.491G>Ap.Arg164Hisp.R164HP01111protein_codingdeleterious(0.01)benign(0.041)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NRASSNVMissense_Mutationc.436G>Tp.Ala146Serp.A146SP01111protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NRASSNVMissense_Mutationc.216N>Ap.Met72Ilep.M72IP01111protein_codingtolerated(0.12)possibly_damaging(0.562)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NRASSNVMissense_Mutationrs121913237c.35G>Ap.Gly12Aspp.G12DP01111protein_codingdeleterious(0)benign(0.339)TCGA-3L-AA1B-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NRASSNVMissense_Mutationrs121913254c.181N>Ap.Gln61Lysp.Q61KP01111protein_codingdeleterious(0.01)possibly_damaging(0.709)TCGA-AA-3509-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NRASSNVMissense_Mutationrs121913254c.181N>Ap.Gln61Lysp.Q61KP01111protein_codingdeleterious(0.01)possibly_damaging(0.709)TCGA-AA-3666-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
NRASSNVMissense_Mutationrs11554290c.182N>Tp.Gln61Leup.Q61LP01111protein_codingdeleterious(0)possibly_damaging(0.861)TCGA-AA-3819-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NRASSNVMissense_Mutationrs121913237c.35N>Cp.Gly12Alap.G12AP01111protein_codingdeleterious(0.02)possibly_damaging(0.525)TCGA-AA-3850-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
Page: 1 2 3 4 5 6 7 8 9 10 11 12 

Top

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
4893NRASCLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYMEGI-4000
4893NRASCLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYMECetuximabCETUXIMAB25838391,27002107,28179366,25605843
4893NRASCLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYMEBYL719ALPELISIB24569456
4893NRASCLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYMEEverolimusEVEROLIMUS23629727
4893NRASCLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYMEinhibitor249565704LONAFARNIB
4893NRASCLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYMETRAMETINIBTRAMETINIB25504439,23515407,25452114,23431193
4893NRASCLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYMEMK2206MK-220621289267
4893NRASCLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYMEEVEROLIMUSEVEROLIMUS26821351
4893NRASCLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYMECC-90003
4893NRASCLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYMESalirasibSALIRASIB
Page: 1 2 3 4 5 6 7 8 9 10 11