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: NSMCE1

Gene summary for NSMCE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NSMCE1

Gene ID

197370

Gene nameNSE1 homolog, SMC5-SMC6 complex component
Gene AliasNSE1
Cytomap16p12.1
Gene Typeprotein-coding
GO ID

GO:0000724

UniProtAcc

Q8WV22


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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
197370NSMCE1CA_HPV_1HumanCervixCC2.86e-11-4.53e-010.0264
197370NSMCE1CCI_1HumanCervixCC3.06e-02-5.20e-010.528
197370NSMCE1CCI_3HumanCervixCC1.19e-04-5.43e-010.516
197370NSMCE1CCII_1HumanCervixCC9.32e-11-5.97e-010.3249
197370NSMCE1TumorHumanCervixCC1.68e-07-4.50e-010.1241
197370NSMCE1sample3HumanCervixCC2.95e-10-4.48e-010.1387
197370NSMCE1H2HumanCervixHSIL_HPV5.16e-06-4.09e-010.0632
197370NSMCE1L1HumanCervixCC7.52e-07-4.89e-010.0802
197370NSMCE1T1HumanCervixCC1.62e-08-4.42e-010.0918
197370NSMCE1T2HumanCervixCC7.66e-03-5.68e-010.0709
197370NSMCE1T3HumanCervixCC1.23e-10-4.53e-010.1389
197370NSMCE1HTA11_3410_2000001011HumanColorectumAD8.34e-082.39e-010.0155
197370NSMCE1HTA11_2487_2000001011HumanColorectumSER5.92e-104.09e-01-0.1808
197370NSMCE1HTA11_2951_2000001011HumanColorectumAD4.06e-033.76e-010.0216
197370NSMCE1HTA11_1938_2000001011HumanColorectumAD2.22e-032.30e-01-0.0811
197370NSMCE1HTA11_78_2000001011HumanColorectumAD1.57e-094.14e-01-0.1088
197370NSMCE1HTA11_347_2000001011HumanColorectumAD1.29e-195.16e-01-0.1954
197370NSMCE1HTA11_3361_2000001011HumanColorectumAD6.59e-074.12e-01-0.1207
197370NSMCE1HTA11_83_2000001011HumanColorectumSER6.88e-104.42e-01-0.1526
197370NSMCE1HTA11_696_2000001011HumanColorectumAD1.28e-205.58e-01-0.1464
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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:20010209CervixCCregulation of response to DNA damage stimulus46/2311219/187231.92e-042.23e-0346
GO:2001020ColorectumADregulation of response to DNA damage stimulus71/3918219/187234.38e-057.65e-0471
GO:2001022ColorectumADpositive regulation of response to DNA damage stimulus36/3918105/187231.02e-039.47e-0336
GO:20010201ColorectumSERregulation of response to DNA damage stimulus49/2897219/187234.24e-033.45e-0249
GO:20010202ColorectumMSSregulation of response to DNA damage stimulus64/3467219/187237.20e-051.21e-0364
GO:20010221ColorectumMSSpositive regulation of response to DNA damage stimulus33/3467105/187239.83e-049.86e-0333
GO:0006302ColorectumMSSdouble-strand break repair64/3467251/187233.58e-032.65e-0264
GO:2001020110EsophagusESCCregulation of response to DNA damage stimulus145/8552219/187235.97e-101.50e-08145
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:00063012EsophagusESCCpostreplication repair26/855231/187231.32e-051.21e-0426
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:00007241EsophagusESCCdouble-strand break repair via homologous recombination79/8552138/187234.05e-031.62e-0279
GO:00007251EsophagusESCCrecombinational repair80/8552140/187234.10e-031.63e-0280
GO:200102011LiverCirrhoticregulation of response to DNA damage stimulus75/4634219/187239.75e-046.89e-0375
GO:0006301LiverCirrhoticpostreplication repair15/463431/187233.68e-032.02e-0215
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:00063021LiverHCCdouble-strand break repair131/7958251/187231.17e-036.54e-03131
GO:200102017Oral cavityOSCCregulation of response to DNA damage stimulus131/7305219/187233.21e-108.72e-09131
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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
NSMCE1SNVMissense_Mutationnovelc.497N>Gp.Phe166Cysp.F166CQ8WV22protein_codingtolerated(0.07)possibly_damaging(0.817)TCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
NSMCE1SNVMissense_Mutationc.208G>Ap.Glu70Lysp.E70KQ8WV22protein_codingtolerated(0.1)benign(0.365)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
NSMCE1insertionFrame_Shift_Insnovelc.494_495insAGTAAAGGCTGAGCTACp.Phe166ValfsTer29p.F166Vfs*29Q8WV22protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
NSMCE1SNVMissense_Mutationnovelc.319G>Ap.Asp107Asnp.D107NQ8WV22protein_codingdeleterious(0)possibly_damaging(0.847)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NSMCE1SNVMissense_Mutationc.103C>Tp.Arg35Cysp.R35CQ8WV22protein_codingdeleterious(0.01)probably_damaging(0.929)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
NSMCE1SNVMissense_Mutationnovelc.747N>Cp.Arg249Serp.R249SQ8WV22protein_codingtolerated_low_confidence(0.52)benign(0.018)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NSMCE1SNVMissense_Mutationnovelc.746N>Tp.Arg249Metp.R249MQ8WV22protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.647)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NSMCE1SNVMissense_Mutationrs759281877c.79G>Ap.Val27Metp.V27MQ8WV22protein_codingdeleterious(0.01)probably_damaging(0.977)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NSMCE1SNVMissense_Mutationrs375705324c.767C>Tp.Ser256Leup.S256LQ8WV22protein_codingdeleterious_low_confidence(0.02)benign(0.003)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NSMCE1SNVMissense_Mutationnovelc.731A>Cp.Asp244Alap.D244AQ8WV22protein_codingtolerated(0.41)benign(0)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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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