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: NMRAL1

Gene summary for NMRAL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NMRAL1

Gene ID

57407

Gene nameNmrA like redox sensor 1
Gene AliasHSCARG
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9HBL8


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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
57407NMRAL1LZE4THumanEsophagusESCC6.43e-103.16e-010.0811
57407NMRAL1LZE7THumanEsophagusESCC1.85e-159.65e-010.0667
57407NMRAL1LZE8THumanEsophagusESCC4.15e-124.52e-010.067
57407NMRAL1LZE20THumanEsophagusESCC1.59e-032.16e-010.0662
57407NMRAL1LZE22THumanEsophagusESCC3.33e-022.99e-010.068
57407NMRAL1LZE24THumanEsophagusESCC2.81e-319.23e-010.0596
57407NMRAL1LZE6THumanEsophagusESCC2.11e-021.80e-010.0845
57407NMRAL1P1T-EHumanEsophagusESCC7.54e-157.58e-010.0875
57407NMRAL1P2T-EHumanEsophagusESCC2.06e-641.09e+000.1177
57407NMRAL1P4T-EHumanEsophagusESCC2.52e-347.42e-010.1323
57407NMRAL1P5T-EHumanEsophagusESCC8.95e-245.15e-010.1327
57407NMRAL1P8T-EHumanEsophagusESCC2.06e-256.01e-010.0889
57407NMRAL1P9T-EHumanEsophagusESCC6.39e-204.15e-010.1131
57407NMRAL1P11T-EHumanEsophagusESCC7.36e-177.95e-010.1426
57407NMRAL1P12T-EHumanEsophagusESCC1.10e-559.90e-010.1122
57407NMRAL1P15T-EHumanEsophagusESCC1.60e-449.22e-010.1149
57407NMRAL1P16T-EHumanEsophagusESCC2.79e-325.49e-010.1153
57407NMRAL1P17T-EHumanEsophagusESCC8.89e-137.17e-010.1278
57407NMRAL1P19T-EHumanEsophagusESCC5.88e-091.08e+000.1662
57407NMRAL1P20T-EHumanEsophagusESCC9.36e-327.25e-010.1124
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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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
NMRAL1MLUMBreastPrecancerTPT1,RHCG,TSTD1, etc.2.53e-01The 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.
NMRAL1ACINARPancreasADJNME4,EIF4EBP1,RPS4Y1, etc.3.47e-01The 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.
∗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
NMRAL1SNVMissense_Mutationc.783N>Gp.Phe261Leup.F261LQ9HBL8protein_codingtolerated(0.08)probably_damaging(0.98)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NMRAL1SNVMissense_Mutationrs776130933c.387C>Ap.His129Glnp.H129QQ9HBL8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NMRAL1insertionIn_Frame_Insnovelc.537_538insTCCACCTCCCAAAGTGCTGGGATGp.Pro179_Thr180insSerThrSerGlnSerAlaGlyMetp.P179_T180insSTSQSAGMQ9HBL8protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NMRAL1deletionFrame_Shift_Delc.384delGp.His129ThrfsTer19p.H129Tfs*19Q9HBL8protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NMRAL1SNVMissense_Mutationrs77934295c.58G>Ap.Val20Metp.V20MQ9HBL8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NMRAL1SNVMissense_Mutationnovelc.457N>Tp.Pro153Serp.P153SQ9HBL8protein_codingtolerated(0.53)benign(0.161)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
NMRAL1SNVMissense_Mutationc.568G>Ap.Val190Metp.V190MQ9HBL8protein_codingdeleterious(0)possibly_damaging(0.848)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NMRAL1SNVMissense_Mutationrs149409840c.739N>Ap.Glu247Lysp.E247KQ9HBL8protein_codingtolerated(0.15)benign(0.382)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NMRAL1SNVMissense_Mutationrs149409840c.739G>Ap.Glu247Lysp.E247KQ9HBL8protein_codingtolerated(0.15)benign(0.382)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NMRAL1SNVMissense_Mutationrs140164470c.232G>Ap.Val78Metp.V78MQ9HBL8protein_codingtolerated(0.09)probably_damaging(0.999)TCGA-AJ-A3EL-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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