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: NDC80

Gene summary for NDC80

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDC80

Gene ID

10403

Gene nameNDC80 kinetochore complex component
Gene AliasHEC
Cytomap18p11.32
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

A8K031


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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
10403NDC80LZE2THumanEsophagusESCC4.73e-037.78e-010.082
10403NDC80LZE6THumanEsophagusESCC3.01e-062.66e-010.0845
10403NDC80P2T-EHumanEsophagusESCC4.44e-083.34e-010.1177
10403NDC80P4T-EHumanEsophagusESCC2.90e-031.57e-010.1323
10403NDC80P5T-EHumanEsophagusESCC1.88e-113.28e-010.1327
10403NDC80P8T-EHumanEsophagusESCC1.66e-027.85e-020.0889
10403NDC80P9T-EHumanEsophagusESCC6.74e-062.15e-010.1131
10403NDC80P10T-EHumanEsophagusESCC3.75e-031.51e-010.116
10403NDC80P16T-EHumanEsophagusESCC3.75e-037.92e-020.1153
10403NDC80P17T-EHumanEsophagusESCC2.68e-032.69e-010.1278
10403NDC80P19T-EHumanEsophagusESCC6.53e-046.97e-010.1662
10403NDC80P21T-EHumanEsophagusESCC3.75e-031.95e-010.1617
10403NDC80P24T-EHumanEsophagusESCC7.90e-031.33e-010.1287
10403NDC80P28T-EHumanEsophagusESCC3.75e-031.24e-010.1149
10403NDC80P31T-EHumanEsophagusESCC4.40e-094.81e-010.1251
10403NDC80P32T-EHumanEsophagusESCC1.88e-113.38e-010.1666
10403NDC80P36T-EHumanEsophagusESCC2.82e-021.59e-010.1187
10403NDC80P37T-EHumanEsophagusESCC1.24e-041.49e-010.1371
10403NDC80P38T-EHumanEsophagusESCC1.30e-064.23e-010.127
10403NDC80P44T-EHumanEsophagusESCC2.47e-022.07e-010.1096
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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
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: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:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:190285015EsophagusESCCmicrotubule cytoskeleton organization involved in mitosis116/8552147/187231.25e-169.91e-15116
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
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:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
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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
NDC80SNVMissense_Mutationrs757978175c.1259G>Ap.Arg420Lysp.R420KO14777protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-A2-A1G4-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinSD
NDC80SNVMissense_Mutationc.1099G>Ap.Glu367Lysp.E367KO14777protein_codingdeleterious(0.04)possibly_damaging(0.566)TCGA-A7-A56D-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NDC80SNVMissense_Mutationrs772239068c.551C>Gp.Ala184Glyp.A184GO14777protein_codingdeleterious(0.03)benign(0.181)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
NDC80SNVMissense_Mutationc.580N>Gp.Ile194Valp.I194VO14777protein_codingdeleterious(0.03)benign(0.003)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NDC80SNVMissense_Mutationc.1405N>Cp.Glu469Glnp.E469QO14777protein_codingdeleterious(0.01)possibly_damaging(0.878)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NDC80SNVMissense_Mutationnovelc.721N>Cp.Asp241Hisp.D241HO14777protein_codingdeleterious(0)probably_damaging(1)TCGA-B6-A400-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
NDC80SNVMissense_Mutationrs757978175c.1259N>Ap.Arg420Lysp.R420KO14777protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-BH-A1FC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NDC80SNVMissense_Mutationc.151N>Ap.Glu51Lysp.E51KO14777protein_codingdeleterious(0)probably_damaging(0.945)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NDC80SNVMissense_Mutationc.232N>Cp.Glu78Glnp.E78QO14777protein_codingdeleterious(0)probably_damaging(0.91)TCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NDC80SNVMissense_Mutationc.568N>Cp.Asp190Hisp.D190HO14777protein_codingdeleterious(0)probably_damaging(0.99)TCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<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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