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:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:004396712EsophagusESCChistone H4 acetylation53/855267/187232.11e-084.03e-0753
GO:00439811EsophagusESCChistone H4-K5 acetylation13/855215/187231.31e-036.26e-0313
GO:00439821EsophagusESCChistone H4-K8 acetylation13/855215/187231.31e-036.26e-0313
GO:004398411EsophagusESCChistone H4-K16 acetylation16/855220/187231.85e-038.40e-0316
GO:00165703LiverNAFLDhistone modification90/1882463/187235.74e-101.28e-0790
GO:0018205LiverNAFLDpeptidyl-lysine modification65/1882376/187239.42e-063.02e-0465
GO:0043543LiverNAFLDprotein acylation43/1882243/187231.70e-043.07e-0343
GO:0006473LiverNAFLDprotein acetylation37/1882201/187232.10e-043.61e-0337
GO:0018394LiverNAFLDpeptidyl-lysine acetylation32/1882169/187233.24e-045.00e-0332
GO:0018393LiverNAFLDinternal peptidyl-lysine acetylation28/1882158/187232.10e-032.06e-0228
GO:0006475LiverNAFLDinternal protein amino acid acetylation28/1882160/187232.54e-032.36e-0228
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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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