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: NSL1

Gene summary for NSL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NSL1

Gene ID

25936

Gene nameNSL1 component of MIS12 kinetochore complex
Gene AliasC1orf48
Cytomap1q32.3
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q96IY1


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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
25936NSL1LZE2THumanEsophagusESCC6.89e-077.35e-010.082
25936NSL1LZE4THumanEsophagusESCC4.11e-174.95e-010.0811
25936NSL1LZE7THumanEsophagusESCC3.88e-075.49e-010.0667
25936NSL1LZE8THumanEsophagusESCC3.49e-082.94e-010.067
25936NSL1LZE20THumanEsophagusESCC1.44e-072.18e-010.0662
25936NSL1LZE22THumanEsophagusESCC1.58e-075.65e-010.068
25936NSL1LZE24THumanEsophagusESCC2.65e-184.58e-010.0596
25936NSL1LZE21THumanEsophagusESCC1.61e-085.42e-010.0655
25936NSL1LZE6THumanEsophagusESCC4.91e-093.40e-010.0845
25936NSL1P1T-EHumanEsophagusESCC2.21e-095.27e-010.0875
25936NSL1P2T-EHumanEsophagusESCC2.10e-671.01e+000.1177
25936NSL1P4T-EHumanEsophagusESCC1.59e-236.01e-010.1323
25936NSL1P5T-EHumanEsophagusESCC8.96e-295.41e-010.1327
25936NSL1P8T-EHumanEsophagusESCC2.81e-305.12e-010.0889
25936NSL1P9T-EHumanEsophagusESCC4.57e-194.47e-010.1131
25936NSL1P10T-EHumanEsophagusESCC1.40e-406.50e-010.116
25936NSL1P11T-EHumanEsophagusESCC8.33e-266.42e-010.1426
25936NSL1P12T-EHumanEsophagusESCC8.48e-355.23e-010.1122
25936NSL1P15T-EHumanEsophagusESCC4.22e-235.01e-010.1149
25936NSL1P16T-EHumanEsophagusESCC1.76e-467.75e-010.1153
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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
∗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:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:00182054CervixCCpeptidyl-lysine modification62/2311376/187231.04e-024.97e-0262
GO:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:00165701ColorectumFAPhistone modification94/2622463/187231.06e-041.76e-0394
GO:00165702ColorectumCRChistone modification75/2078463/187234.95e-047.06e-0375
GO:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:00165708EsophagusHGINhistone modification92/2587463/187231.70e-043.30e-0392
GO:00064735EsophagusHGINprotein acetylation45/2587201/187236.17e-048.58e-0345
GO:00439844EsophagusHGINhistone H4-K16 acetylation9/258720/187237.18e-049.60e-039
GO:00183945EsophagusHGINpeptidyl-lysine acetylation39/2587169/187237.46e-049.90e-0339
GO:00435435EsophagusHGINprotein acylation51/2587243/187231.33e-031.57e-0251
GO:00439675EsophagusHGINhistone H4 acetylation19/258767/187231.39e-031.63e-0219
GO:00064755EsophagusHGINinternal protein amino acid acetylation36/2587160/187231.87e-032.01e-0236
GO:00183935EsophagusHGINinternal peptidyl-lysine acetylation35/2587158/187232.82e-032.75e-0235
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
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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
NSL1SNVMissense_Mutationc.731N>Gp.Thr244Argp.T244RQ96IY1protein_codingtolerated(0.1)possibly_damaging(0.467)TCGA-BH-A0C0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
NSL1SNVMissense_Mutationc.772N>Gp.Arg258Glyp.R258GQ96IY1protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-BH-A0DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NSL1SNVMissense_Mutationc.223N>Cp.Asp75Hisp.D75HQ96IY1protein_codingdeleterious(0)probably_damaging(0.993)TCGA-E2-A15S-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NSL1SNVMissense_Mutationc.547N>Cp.Glu183Glnp.E183QQ96IY1protein_codingtolerated(1)benign(0.043)TCGA-E9-A1RF-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
NSL1SNVMissense_Mutationnovelc.82N>Cp.Val28Leup.V28LQ96IY1protein_codingtolerated(0.24)benign(0.027)TCGA-E9-A3X8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphaneCR
NSL1SNVMissense_Mutationnovelc.807N>Cp.Trp269Cysp.W269CQ96IY1protein_codingtolerated(0.18)benign(0.003)TCGA-DG-A2KJ-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
NSL1insertionFrame_Shift_Insnovelc.528_529insTp.Gly177TrpfsTer10p.G177Wfs*10Q96IY1protein_codingTCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NSL1SNVMissense_Mutationc.832A>Cp.Asn278Hisp.N278HQ96IY1protein_codingtolerated(0.15)benign(0.312)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NSL1SNVMissense_Mutationc.566N>Cp.Lys189Thrp.K189TQ96IY1protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AA-3955-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapycapecitabineCR
NSL1SNVMissense_Mutationnovelc.773G>Tp.Arg258Ilep.R258IQ96IY1protein_codingtolerated(0.11)probably_damaging(0.997)TCGA-AA-A00N-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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