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: NSMCE3

Gene summary for NSMCE3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NSMCE3

Gene ID

56160

Gene nameNSE3 homolog, SMC5-SMC6 complex component
Gene AliasHCA4
Cytomap15q13.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q96MG7


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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
56160NSMCE3LZE24THumanEsophagusESCC2.35e-052.39e-010.0596
56160NSMCE3P2T-EHumanEsophagusESCC5.54e-254.26e-010.1177
56160NSMCE3P4T-EHumanEsophagusESCC1.57e-295.75e-010.1323
56160NSMCE3P5T-EHumanEsophagusESCC1.24e-172.83e-010.1327
56160NSMCE3P8T-EHumanEsophagusESCC5.21e-071.13e-010.0889
56160NSMCE3P9T-EHumanEsophagusESCC3.65e-204.28e-010.1131
56160NSMCE3P10T-EHumanEsophagusESCC5.74e-315.42e-010.116
56160NSMCE3P11T-EHumanEsophagusESCC2.38e-072.54e-010.1426
56160NSMCE3P12T-EHumanEsophagusESCC1.32e-092.63e-010.1122
56160NSMCE3P15T-EHumanEsophagusESCC9.04e-142.96e-010.1149
56160NSMCE3P16T-EHumanEsophagusESCC3.75e-172.02e-010.1153
56160NSMCE3P17T-EHumanEsophagusESCC1.29e-021.18e-010.1278
56160NSMCE3P19T-EHumanEsophagusESCC7.26e-032.10e-010.1662
56160NSMCE3P20T-EHumanEsophagusESCC1.21e-051.19e-010.1124
56160NSMCE3P21T-EHumanEsophagusESCC7.75e-059.40e-020.1617
56160NSMCE3P22T-EHumanEsophagusESCC7.19e-192.81e-010.1236
56160NSMCE3P23T-EHumanEsophagusESCC2.79e-091.53e-010.108
56160NSMCE3P24T-EHumanEsophagusESCC6.72e-051.46e-010.1287
56160NSMCE3P26T-EHumanEsophagusESCC4.35e-365.88e-010.1276
56160NSMCE3P27T-EHumanEsophagusESCC1.89e-031.25e-010.1055
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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
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:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:000941113EsophagusESCCresponse to UV115/8552149/187233.29e-151.93e-13115
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:190332216EsophagusESCCpositive regulation of protein modification by small protein conjugation or removal99/8552138/187234.39e-101.16e-0899
GO:003464413EsophagusESCCcellular response to UV70/855290/187234.59e-101.20e-0870
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:007147816EsophagusESCCcellular response to radiation122/8552186/187233.07e-085.73e-07122
GO:003139816EsophagusESCCpositive regulation of protein ubiquitination82/8552119/187232.41e-073.64e-0682
GO:000941611EsophagusESCCresponse to light stimulus183/8552320/187232.03e-051.76e-04183
GO:00714821EsophagusESCCcellular response to light stimulus75/8552123/187234.45e-042.50e-0375
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:007124117EsophagusESCCcellular response to inorganic substance125/8552226/187232.17e-039.67e-03125
GO:190332022LiverHCCregulation of protein modification by small protein conjugation or removal167/7958242/187234.99e-174.72e-15167
GO:003139622LiverHCCregulation of protein ubiquitination142/7958210/187231.39e-137.81e-12142
GO:19033221LiverHCCpositive regulation of protein modification by small protein conjugation or removal94/7958138/187239.87e-103.01e-0894
GO:00313981LiverHCCpositive regulation of protein ubiquitination79/7958119/187231.18e-072.26e-0679
GO:007121421LiverHCCcellular response to abiotic stimulus183/7958331/187231.59e-062.26e-05183
GO:010400421LiverHCCcellular response to environmental stimulus183/7958331/187231.59e-062.26e-05183
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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
NSMCE3SNVMissense_Mutationnovelc.783N>Ap.Met261Ilep.M261IQ96MG7protein_codingdeleterious(0.01)possibly_damaging(0.877)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
NSMCE3SNVMissense_Mutationnovelc.868N>Cp.Glu290Glnp.E290QQ96MG7protein_codingtolerated(0.24)benign(0.015)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
NSMCE3SNVMissense_Mutationnovelc.727N>Ap.Pro243Thrp.P243TQ96MG7protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NSMCE3SNVMissense_Mutationc.649N>Ap.Gly217Argp.G217RQ96MG7protein_codingdeleterious(0)probably_damaging(0.978)TCGA-G5-6641-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
NSMCE3SNVMissense_Mutationnovelc.434N>Cp.Leu145Prop.L145PQ96MG7protein_codingdeleterious(0)benign(0.414)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
NSMCE3SNVMissense_Mutationnovelc.739G>Ap.Glu247Lysp.E247KQ96MG7protein_codingtolerated(0.08)possibly_damaging(0.844)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
NSMCE3SNVMissense_Mutationnovelc.633N>Tp.Lys211Asnp.K211NQ96MG7protein_codingdeleterious(0.03)probably_damaging(0.954)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NSMCE3SNVMissense_Mutationc.721A>Gp.Thr241Alap.T241AQ96MG7protein_codingdeleterious(0)possibly_damaging(0.823)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NSMCE3SNVMissense_Mutationnovelc.236N>Tp.Pro79Leup.P79LQ96MG7protein_codingtolerated(0.4)benign(0.001)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
NSMCE3SNVMissense_Mutationc.591N>Cp.Glu197Aspp.E197DQ96MG7protein_codingtolerated(0.51)benign(0.021)TCGA-D1-A17Q-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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