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: NUF2

Gene summary for NUF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUF2

Gene ID

83540

Gene nameNUF2 component of NDC80 kinetochore complex
Gene AliasCDCA1
Cytomap1q23.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9BZD4


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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
83540NUF2LZE2THumanEsophagusESCC9.54e-061.19e+000.082
83540NUF2LZE22THumanEsophagusESCC1.57e-023.08e-010.068
83540NUF2P2T-EHumanEsophagusESCC4.40e-094.71e-010.1177
83540NUF2P4T-EHumanEsophagusESCC4.13e-177.23e-010.1323
83540NUF2P5T-EHumanEsophagusESCC2.13e-276.45e-010.1327
83540NUF2P9T-EHumanEsophagusESCC1.08e-073.38e-010.1131
83540NUF2P10T-EHumanEsophagusESCC4.44e-082.93e-010.116
83540NUF2P15T-EHumanEsophagusESCC8.45e-062.58e-010.1149
83540NUF2P16T-EHumanEsophagusESCC1.78e-031.55e-010.1153
83540NUF2P19T-EHumanEsophagusESCC6.53e-043.14e-010.1662
83540NUF2P20T-EHumanEsophagusESCC3.97e-022.62e-010.1124
83540NUF2P21T-EHumanEsophagusESCC3.28e-146.76e-010.1617
83540NUF2P23T-EHumanEsophagusESCC2.89e-021.93e-010.108
83540NUF2P24T-EHumanEsophagusESCC9.02e-114.20e-010.1287
83540NUF2P28T-EHumanEsophagusESCC4.44e-082.09e-010.1149
83540NUF2P31T-EHumanEsophagusESCC4.31e-063.22e-010.1251
83540NUF2P32T-EHumanEsophagusESCC2.56e-164.77e-010.1666
83540NUF2P36T-EHumanEsophagusESCC2.98e-064.23e-010.1187
83540NUF2P37T-EHumanEsophagusESCC1.09e-083.82e-010.1371
83540NUF2P38T-EHumanEsophagusESCC3.67e-052.20e-010.127
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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
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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:190285015EsophagusESCCmicrotubule cytoskeleton organization involved in mitosis116/8552147/187231.25e-169.91e-15116
GO:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:005131011EsophagusESCCmetaphase plate congression58/855265/187231.81e-138.63e-1258
GO:000708011EsophagusESCCmitotic metaphase plate congression47/855250/187233.15e-131.47e-1147
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:005130311EsophagusESCCestablishment of chromosome localization67/855280/187231.92e-128.09e-1167
GO:005000011EsophagusESCCchromosome localization68/855282/187233.37e-121.32e-1068
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:00513831EsophagusESCCkinetochore organization21/855223/187235.69e-065.90e-0521
GO:00086081EsophagusESCCattachment of spindle microtubules to kinetochore29/855235/187236.61e-066.75e-0529
GO:00513151EsophagusESCCattachment of mitotic spindle microtubules to kinetochore15/855215/187237.81e-067.69e-0515
GO:01400145Oral cavityOSCCmitotic nuclear division191/7305287/187231.99e-213.70e-19191
GO:005165610Oral cavityOSCCestablishment of organelle localization239/7305390/187232.46e-193.31e-17239
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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
NUF2SNVMissense_Mutationc.1186N>Gp.Gln396Glup.Q396EQ9BZD4protein_codingtolerated(0.19)benign(0.157)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NUF2SNVMissense_Mutationc.1241N>Ap.Arg414Lysp.R414KQ9BZD4protein_codingtolerated(1)benign(0.01)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
NUF2SNVMissense_Mutationnovelc.553N>Ap.Asp185Asnp.D185NQ9BZD4protein_codingtolerated(0.14)benign(0.15)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NUF2SNVMissense_Mutationc.609N>Gp.Ile203Metp.I203MQ9BZD4protein_codingdeleterious(0.02)benign(0.001)TCGA-A6-6140-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinSD
NUF2SNVMissense_Mutationrs775293541c.1112N>Ap.Arg371Hisp.R371HQ9BZD4protein_codingtolerated(0.2)benign(0.046)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NUF2SNVMissense_Mutationnovelc.1125G>Tp.Glu375Aspp.E375DQ9BZD4protein_codingtolerated(0.17)probably_damaging(0.987)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NUF2SNVMissense_Mutationrs747173543c.1019C>Tp.Ser340Leup.S340LQ9BZD4protein_codingdeleterious(0.01)possibly_damaging(0.565)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NUF2SNVMissense_Mutationrs536480913c.664C>Tp.Arg222Cysp.R222CQ9BZD4protein_codingdeleterious(0.01)benign(0.226)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NUF2SNVMissense_Mutationc.761A>Gp.Tyr254Cysp.Y254CQ9BZD4protein_codingtolerated(0.18)possibly_damaging(0.72)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NUF2SNVMissense_Mutationrs747173543c.1019N>Tp.Ser340Leup.S340LQ9BZD4protein_codingdeleterious(0.01)possibly_damaging(0.565)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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