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: NSMF

Gene summary for NSMF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NSMF

Gene ID

26012

Gene nameNMDA receptor synaptonuclear signaling and neuronal migration factor
Gene AliasHH9
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q6X4W1


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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
26012NSMFLZE21THumanEsophagusESCC3.18e-042.35e-010.0655
26012NSMFP1T-EHumanEsophagusESCC7.51e-041.20e-010.0875
26012NSMFP2T-EHumanEsophagusESCC3.83e-131.92e-010.1177
26012NSMFP4T-EHumanEsophagusESCC3.88e-051.52e-010.1323
26012NSMFP5T-EHumanEsophagusESCC5.61e-058.85e-020.1327
26012NSMFP8T-EHumanEsophagusESCC6.22e-041.08e-010.0889
26012NSMFP9T-EHumanEsophagusESCC4.87e-097.13e-020.1131
26012NSMFP10T-EHumanEsophagusESCC2.09e-024.10e-020.116
26012NSMFP12T-EHumanEsophagusESCC8.58e-054.17e-020.1122
26012NSMFP15T-EHumanEsophagusESCC8.62e-054.68e-020.1149
26012NSMFP16T-EHumanEsophagusESCC1.40e-043.65e-020.1153
26012NSMFP21T-EHumanEsophagusESCC3.05e-112.35e-010.1617
26012NSMFP22T-EHumanEsophagusESCC4.30e-121.54e-010.1236
26012NSMFP24T-EHumanEsophagusESCC3.06e-031.08e-010.1287
26012NSMFP26T-EHumanEsophagusESCC5.12e-066.67e-020.1276
26012NSMFP27T-EHumanEsophagusESCC1.85e-021.09e-020.1055
26012NSMFP28T-EHumanEsophagusESCC9.93e-305.77e-010.1149
26012NSMFP30T-EHumanEsophagusESCC3.63e-102.91e-010.137
26012NSMFP31T-EHumanEsophagusESCC3.71e-111.54e-010.1251
26012NSMFP32T-EHumanEsophagusESCC3.22e-081.54e-010.1666
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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
∗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:007121419EsophagusESCCcellular response to abiotic stimulus206/8552331/187237.52e-101.88e-08206
GO:010400419EsophagusESCCcellular response to environmental stimulus206/8552331/187237.52e-101.88e-08206
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
GO:0035304111EsophagusESCCregulation of protein dephosphorylation66/855290/187238.82e-081.48e-0666
GO:0035303111EsophagusESCCregulation of dephosphorylation88/8552128/187231.04e-071.71e-0688
GO:0051402110EsophagusESCCneuron apoptotic process148/8552246/187233.08e-063.47e-05148
GO:1901214111EsophagusESCCregulation of neuron death186/8552319/187233.35e-063.73e-05186
GO:00432007EsophagusESCCresponse to amino acid74/8552116/187236.23e-054.76e-0474
GO:000110110EsophagusESCCresponse to acid chemical84/8552135/187237.70e-055.74e-0484
GO:00712305EsophagusESCCcellular response to amino acid stimulus48/855271/187231.55e-041.03e-0348
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:004352317EsophagusESCCregulation of neuron apoptotic process122/8552212/187233.21e-041.90e-03122
GO:00712296EsophagusESCCcellular response to acid chemical52/855280/187233.79e-042.20e-0352
GO:00353074EsophagusESCCpositive regulation of protein dephosphorylation31/855245/187231.40e-036.62e-0331
GO:00353066EsophagusESCCpositive regulation of dephosphorylation38/855259/187232.86e-031.21e-0238
GO:001635816EsophagusESCCdendrite development130/8552243/187238.33e-032.95e-02130
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:007099722LiverHCCneuron death202/7958361/187231.44e-072.70e-06202
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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
NSMFSNVMissense_Mutationc.700N>Ap.Gln234Lysp.Q234KQ6X4W1protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.937)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
NSMFSNVMissense_Mutationnovelc.205N>Tp.Arg69Cysp.R69CQ6X4W1protein_codingdeleterious_low_confidence(0)probably_damaging(0.995)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NSMFSNVMissense_Mutationnovelc.909N>Ap.His303Glnp.H303QQ6X4W1protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.986)TCGA-EA-A3Y4-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NSMFSNVMissense_Mutationc.831N>Cp.Gln277Hisp.Q277HQ6X4W1protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.526)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NSMFSNVMissense_Mutationc.1568T>Cp.Leu523Prop.L523PQ6X4W1protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NSMFSNVMissense_Mutationrs756007746c.229N>Ap.Gly77Serp.G77SQ6X4W1protein_codingtolerated_low_confidence(0.11)probably_damaging(0.997)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NSMFSNVMissense_Mutationrs755038279c.1015N>Ap.Asp339Asnp.D339NQ6X4W1protein_codingtolerated_low_confidence(0.14)benign(0.003)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
NSMFSNVMissense_Mutationrs372063291c.1537N>Tp.Arg513Cysp.R513CQ6X4W1protein_codingdeleterious(0)probably_damaging(0.995)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NSMFinsertionFrame_Shift_Insnovelc.196dupCp.Gln66ProfsTer25p.Q66Pfs*25Q6X4W1protein_codingTCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NSMFSNVMissense_Mutationrs746582516c.418N>Tp.Arg140Cysp.R140CQ6X4W1protein_codingdeleterious_low_confidence(0.04)probably_damaging(0.995)TCGA-A5-A1OF-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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