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: NSMCE4A

Gene summary for NSMCE4A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NSMCE4A

Gene ID

54780

Gene nameNSE4 homolog A, SMC5-SMC6 complex component
Gene AliasC10orf86
Cytomap10q26.13
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9NXX6


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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
54780NSMCE4ALZE4THumanEsophagusESCC9.18e-102.84e-010.0811
54780NSMCE4ALZE5THumanEsophagusESCC8.61e-041.84e-010.0514
54780NSMCE4ALZE20THumanEsophagusESCC3.85e-041.12e-010.0662
54780NSMCE4ALZE22THumanEsophagusESCC4.85e-021.84e-010.068
54780NSMCE4ALZE24THumanEsophagusESCC6.71e-401.13e+000.0596
54780NSMCE4AP1T-EHumanEsophagusESCC2.18e-134.14e-010.0875
54780NSMCE4AP2T-EHumanEsophagusESCC8.41e-368.44e-010.1177
54780NSMCE4AP4T-EHumanEsophagusESCC9.75e-348.77e-010.1323
54780NSMCE4AP5T-EHumanEsophagusESCC2.64e-297.61e-010.1327
54780NSMCE4AP8T-EHumanEsophagusESCC7.45e-234.39e-010.0889
54780NSMCE4AP9T-EHumanEsophagusESCC2.31e-122.71e-010.1131
54780NSMCE4AP10T-EHumanEsophagusESCC2.46e-201.61e-010.116
54780NSMCE4AP11T-EHumanEsophagusESCC2.50e-092.66e-010.1426
54780NSMCE4AP12T-EHumanEsophagusESCC4.92e-571.15e+000.1122
54780NSMCE4AP15T-EHumanEsophagusESCC2.05e-225.16e-010.1149
54780NSMCE4AP16T-EHumanEsophagusESCC5.55e-265.77e-010.1153
54780NSMCE4AP17T-EHumanEsophagusESCC2.01e-043.46e-010.1278
54780NSMCE4AP19T-EHumanEsophagusESCC8.88e-116.94e-010.1662
54780NSMCE4AP20T-EHumanEsophagusESCC4.27e-124.36e-010.1124
54780NSMCE4AP21T-EHumanEsophagusESCC6.72e-224.16e-010.1617
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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:2001020110EsophagusESCCregulation of response to DNA damage stimulus145/8552219/187235.97e-101.50e-08145
GO:20010228EsophagusESCCpositive regulation of response to DNA damage stimulus69/8552105/187232.66e-052.22e-0469
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:200102011LiverCirrhoticregulation of response to DNA damage stimulus75/4634219/187239.75e-046.89e-0375
GO:200102021LiverHCCregulation of response to DNA damage stimulus128/7958219/187231.31e-061.90e-05128
GO:200102211LiverHCCpositive regulation of response to DNA damage stimulus64/7958105/187231.03e-048.88e-0464
GO:200102017Oral cavityOSCCregulation of response to DNA damage stimulus131/7305219/187233.21e-108.72e-09131
GO:20010227Oral cavityOSCCpositive regulation of response to DNA damage stimulus63/7305105/187231.05e-051.11e-0463
GO:0006310Oral cavityOSCCDNA recombination147/7305305/187236.33e-043.56e-03147
GO:200102018Oral cavityLPregulation of response to DNA damage stimulus82/4623219/187231.71e-052.97e-0482
GO:2001020111SkincSCCregulation of response to DNA damage stimulus87/4864219/187235.38e-067.75e-0587
GO:2001020112ThyroidPTCregulation of response to DNA damage stimulus113/5968219/187239.37e-102.77e-08113
GO:20010229ThyroidPTCpositive regulation of response to DNA damage stimulus53/5968105/187235.51e-054.89e-0453
GO:200102026ThyroidATCregulation of response to DNA damage stimulus121/6293219/187233.22e-111.08e-09121
GO:200102214ThyroidATCpositive regulation of response to DNA damage stimulus59/6293105/187231.62e-061.97e-0559
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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
NSMCE4ASNVMissense_Mutationc.652N>Gp.Leu218Valp.L218VQ9NXX6protein_codingtolerated(0.16)benign(0.381)TCGA-B6-A0X1-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
NSMCE4ASNVMissense_Mutationc.886N>Ap.His296Asnp.H296NQ9NXX6protein_codingtolerated(1)benign(0.009)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NSMCE4ASNVMissense_Mutationnovelc.604N>Ap.Gly202Serp.G202SQ9NXX6protein_codingdeleterious(0.04)possibly_damaging(0.794)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
NSMCE4ASNVMissense_Mutationrs149182759c.524N>Tp.Pro175Leup.P175LQ9NXX6protein_codingtolerated(0.69)benign(0.23)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NSMCE4ASNVMissense_Mutationc.541C>Ap.Leu181Ilep.L181IQ9NXX6protein_codingtolerated(0.19)benign(0.074)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NSMCE4ASNVMissense_Mutationc.1012N>Cp.Asn338Hisp.N338HQ9NXX6protein_codingdeleterious(0.04)possibly_damaging(0.638)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
NSMCE4ASNVMissense_Mutationnovelc.953G>Tp.Arg318Ilep.R318IQ9NXX6protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NSMCE4ASNVMissense_Mutationnovelc.532G>Ap.Ala178Thrp.A178TQ9NXX6protein_codingtolerated(0.4)benign(0.09)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NSMCE4ASNVMissense_Mutationrs569424180c.295N>Cp.Asn99Hisp.N99HQ9NXX6protein_codingdeleterious(0.03)probably_damaging(0.997)TCGA-AX-A05S-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnspecificCarboplatin & PaclitaxelPD
NSMCE4ASNVMissense_Mutationnovelc.1140N>Cp.Gln380Hisp.Q380HQ9NXX6protein_codingdeleterious_low_confidence(0.01)benign(0.088)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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