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: NMB

Gene summary for NMB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NMB

Gene ID

4828

Gene nameneuromedin B
Gene AliasNMB
Cytomap15q25.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

P08949


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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
4828NMBLZE4THumanEsophagusESCC4.10e-492.19e+000.0811
4828NMBLZE7THumanEsophagusESCC6.86e-076.66e-010.0667
4828NMBLZE20THumanEsophagusESCC3.35e-094.98e-010.0662
4828NMBLZE22THumanEsophagusESCC7.33e-108.66e-010.068
4828NMBLZE24THumanEsophagusESCC2.62e-073.64e-010.0596
4828NMBP1T-EHumanEsophagusESCC7.84e-106.11e-010.0875
4828NMBP2T-EHumanEsophagusESCC1.68e-142.94e-010.1177
4828NMBP4T-EHumanEsophagusESCC5.38e-631.97e+000.1323
4828NMBP5T-EHumanEsophagusESCC2.54e-236.82e-010.1327
4828NMBP8T-EHumanEsophagusESCC2.92e-275.41e-010.0889
4828NMBP9T-EHumanEsophagusESCC5.15e-611.65e+000.1131
4828NMBP10T-EHumanEsophagusESCC6.29e-133.09e-010.116
4828NMBP11T-EHumanEsophagusESCC1.08e-129.97e-010.1426
4828NMBP12T-EHumanEsophagusESCC1.54e-133.44e-010.1122
4828NMBP15T-EHumanEsophagusESCC1.58e-381.18e+000.1149
4828NMBP16T-EHumanEsophagusESCC1.06e-295.77e-010.1153
4828NMBP17T-EHumanEsophagusESCC1.13e-052.24e-010.1278
4828NMBP19T-EHumanEsophagusESCC6.56e-091.86e+000.1662
4828NMBP20T-EHumanEsophagusESCC6.95e-134.38e-010.1124
4828NMBP21T-EHumanEsophagusESCC5.48e-621.79e+000.1617
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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
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:007099714BreastIDCneuron death57/1434361/187231.31e-077.38e-0657
GO:190121414BreastIDCregulation of neuron death48/1434319/187235.01e-061.69e-0448
GO:004211012BreastIDCT cell activation64/1434487/187231.49e-053.77e-0464
GO:005086311BreastIDCregulation of T cell activation47/1434329/187232.49e-055.91e-0447
GO:000164912BreastIDCosteoblast differentiation35/1434229/187236.64e-051.35e-0335
GO:000715912BreastIDCleukocyte cell-cell adhesion49/1434371/187231.27e-042.33e-0349
GO:000268311BreastIDCnegative regulation of immune system process55/1434434/187231.53e-042.67e-0355
GO:190303711BreastIDCregulation of leukocyte cell-cell adhesion45/1434336/187231.72e-042.92e-0345
GO:00457651BreastIDCregulation of angiogenesis45/1434342/187232.57e-043.98e-0345
GO:002240712BreastIDCregulation of cell-cell adhesion55/1434448/187233.43e-045.07e-0355
GO:19013421BreastIDCregulation of vasculature development45/1434348/187233.78e-045.38e-0345
GO:00703713BreastIDCERK1 and ERK2 cascade43/1434330/187234.28e-045.84e-0343
GO:000150311BreastIDCossification50/1434408/187236.51e-048.04e-0350
GO:190121513BreastIDCnegative regulation of neuron death29/1434208/187231.23e-031.32e-0229
GO:004209812BreastIDCT cell proliferation28/1434199/187231.29e-031.35e-0228
GO:004212911BreastIDCregulation of T cell proliferation25/1434171/187231.32e-031.38e-0225
GO:003264011BreastIDCtumor necrosis factor production25/1434181/187232.92e-032.53e-0225
GO:003268011BreastIDCregulation of tumor necrosis factor production25/1434181/187232.92e-032.53e-0225
GO:00071625BreastIDCnegative regulation of cell adhesion37/1434303/187233.27e-032.75e-0237
GO:007170611BreastIDCtumor necrosis factor superfamily cytokine production25/1434186/187234.21e-033.31e-0225
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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
NMBinsertionFrame_Shift_Insnovelc.230_231insAGCATATAGTGTGTGCATTTTGAAGGGAp.Arg78AlafsTer19p.R78Afs*19P08949protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NMBSNVMissense_Mutationc.365C>Ap.Pro122Glnp.P122QP08949protein_codingtolerated_low_confidence(0.25)benign(0.005)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
NMBSNVMissense_Mutationnovelc.384N>Cp.Gln128Hisp.Q128HP08949protein_codingtolerated_low_confidence(0.21)benign(0.138)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NMBSNVMissense_Mutationnovelc.418G>Tp.Val140Leup.V140LP08949protein_codingtolerated_low_confidence(0.59)benign(0.001)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
NMBSNVMissense_Mutationc.341N>Ap.Gly114Aspp.G114DP08949protein_codingtolerated_low_confidence(0.12)benign(0.058)TCGA-BS-A0U7-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NMBSNVMissense_Mutationc.406N>Ap.His136Asnp.H136NP08949protein_codingtolerated_low_confidence(0.05)benign(0.015)TCGA-D1-A0ZS-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NMBSNVMissense_Mutationc.388C>Tp.Arg130Cysp.R130CP08949protein_codingtolerated_low_confidence(0.05)benign(0.003)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NMBSNVMissense_Mutationnovelc.455G>Ap.Cys152Tyrp.C152YP08949protein_codingdeleterious_low_confidence(0.02)benign(0.01)TCGA-22-1002-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
NMBSNVMissense_Mutationnovelc.83G>Ap.Ser28Asnp.S28NP08949protein_codingtolerated(0.13)benign(0.006)TCGA-CN-5373-01Oral cavityhead & neck squamous cell carcinomaFemale<65I/IIUnknownUnknownSD
NMBSNVMissense_Mutationnovelc.289G>Cp.Ala97Prop.A97PP08949protein_codingdeleterious(0.02)possibly_damaging(0.735)TCGA-CR-7364-01Oral cavityhead & neck squamous cell carcinomaMale>=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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