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: NDE1

Gene summary for NDE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDE1

Gene ID

54820

Gene namenudE neurodevelopment protein 1
Gene AliasHOM-TES-87
Cytomap16p13.11
Gene Typeprotein-coding
GO ID

GO:0000132

UniProtAcc

Q9NXR1


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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
54820NDE1LZE4THumanEsophagusESCC3.65e-185.88e-010.0811
54820NDE1LZE7THumanEsophagusESCC9.10e-105.21e-010.0667
54820NDE1LZE8THumanEsophagusESCC4.60e-064.50e-010.067
54820NDE1LZE20THumanEsophagusESCC3.85e-053.04e-010.0662
54820NDE1LZE21D1HumanEsophagusHGIN8.37e-046.46e-010.0632
54820NDE1LZE22THumanEsophagusESCC1.49e-067.98e-010.068
54820NDE1LZE24THumanEsophagusESCC4.47e-112.98e-010.0596
54820NDE1LZE21THumanEsophagusESCC3.42e-075.46e-010.0655
54820NDE1LZE6THumanEsophagusESCC7.46e-033.26e-010.0845
54820NDE1P1T-EHumanEsophagusESCC2.19e-241.25e+000.0875
54820NDE1P2T-EHumanEsophagusESCC2.14e-731.34e+000.1177
54820NDE1P4T-EHumanEsophagusESCC3.41e-204.72e-010.1323
54820NDE1P5T-EHumanEsophagusESCC1.44e-236.03e-010.1327
54820NDE1P8T-EHumanEsophagusESCC2.56e-195.20e-010.0889
54820NDE1P9T-EHumanEsophagusESCC1.54e-133.50e-010.1131
54820NDE1P10T-EHumanEsophagusESCC6.28e-204.92e-010.116
54820NDE1P11T-EHumanEsophagusESCC2.30e-271.07e+000.1426
54820NDE1P12T-EHumanEsophagusESCC9.45e-449.57e-010.1122
54820NDE1P15T-EHumanEsophagusESCC1.75e-265.88e-010.1149
54820NDE1P16T-EHumanEsophagusESCC5.45e-346.85e-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
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:00516534SkincSCCspindle localization26/486456/187237.59e-045.27e-0326
GO:004678513SkincSCCmicrotubule polymerization35/486483/187239.52e-046.47e-0335
GO:001097014SkincSCCtransport along microtubule58/4864155/187231.09e-037.24e-0358
GO:00001321SkincSCCestablishment of mitotic spindle orientation16/486430/187231.27e-038.19e-0316
GO:002198712SkincSCCcerebral cortex development44/4864114/187232.05e-031.22e-0244
GO:002154311SkincSCCpallium development61/4864169/187232.27e-031.33e-0261
GO:00512931SkincSCCestablishment of spindle localization23/486451/187232.41e-031.38e-0223
GO:00723847SkincSCCorganelle transport along microtubule34/486485/187233.22e-031.76e-0234
GO:003110911SkincSCCmicrotubule polymerization or depolymerization45/4864122/187235.05e-032.56e-0245
GO:00512942SkincSCCestablishment of spindle orientation17/486437/187236.83e-033.30e-0217
GO:005165620ThyroidPTCestablishment of organelle localization193/5968390/187232.21e-131.15e-11193
GO:0051258113ThyroidPTCprotein polymerization154/5968297/187235.35e-132.66e-11154
GO:0007163111ThyroidPTCestablishment or maintenance of cell polarity115/5968218/187231.15e-103.90e-09115
GO:0030705111ThyroidPTCcytoskeleton-dependent intracellular transport104/5968195/187233.87e-101.24e-08104
GO:005165019ThyroidPTCestablishment of vesicle localization89/5968161/187236.38e-101.97e-0889
GO:005164817ThyroidPTCvesicle localization94/5968177/187233.54e-099.45e-0894
GO:01400148ThyroidPTCmitotic nuclear division135/5968287/187234.90e-081.04e-06135
GO:00109709ThyroidPTCtransport along microtubule80/5968155/187232.48e-074.32e-0680
GO:19028509ThyroidPTCmicrotubule cytoskeleton organization involved in mitosis76/5968147/187234.49e-077.38e-0676
GO:003001020ThyroidPTCestablishment of cell polarity74/5968143/187236.05e-079.63e-0674
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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
NDE1SNVMissense_Mutationnovelc.313G>Tp.Ala105Serp.A105SQ9NXR1protein_codingtolerated(0.11)benign(0.111)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NDE1SNVMissense_Mutationrs766080443c.439G>Ap.Glu147Lysp.E147KQ9NXR1protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NDE1SNVMissense_Mutationrs886051724c.632C>Tp.Ser211Phep.S211FQ9NXR1protein_codingdeleterious(0.04)possibly_damaging(0.817)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
NDE1insertionFrame_Shift_Insnovelc.467_468insCAGCATCTTATTTAATCCTCATGACAGCCp.Asp157SerfsTer23p.D157Sfs*23Q9NXR1protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
NDE1SNVMissense_Mutationrs201587506c.302N>Tp.Ala101Valp.A101VQ9NXR1protein_codingdeleterious(0.01)benign(0.197)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NDE1SNVMissense_Mutationc.893N>Cp.Arg298Thrp.R298TQ9NXR1protein_codingtolerated(0.22)benign(0.175)TCGA-EX-A3L1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NDE1SNVMissense_Mutationrs140540712c.718N>Gp.Thr240Alap.T240AQ9NXR1protein_codingtolerated(0.5)benign(0)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NDE1SNVMissense_Mutationc.748N>Tp.Arg250Trpp.R250WQ9NXR1protein_codingdeleterious(0.05)possibly_damaging(0.876)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NDE1SNVMissense_Mutationnovelc.775N>Ap.Asp259Asnp.D259NQ9NXR1protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NDE1SNVMissense_Mutationrs765611446c.199G>Ap.Glu67Lysp.E67KQ9NXR1protein_codingtolerated(0.27)benign(0.041)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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