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: NCK2

Gene summary for NCK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NCK2

Gene ID

8440

Gene nameNCK adaptor protein 2
Gene AliasGRB4
Cytomap2q12.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A0S2Z4M6


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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
8440NCK2CCI_1HumanCervixCC1.34e-046.41e-010.528
8440NCK2CCI_3HumanCervixCC5.98e-088.91e-010.516
8440NCK2C04HumanOral cavityOSCC6.53e-075.94e-010.2633
8440NCK2C21HumanOral cavityOSCC1.33e-054.28e-010.2678
8440NCK2C30HumanOral cavityOSCC1.48e-241.15e+000.3055
8440NCK2C38HumanOral cavityOSCC2.40e-058.24e-010.172
8440NCK2C43HumanOral cavityOSCC9.54e-102.48e-010.1704
8440NCK2C46HumanOral cavityOSCC1.93e-093.27e-010.1673
8440NCK2C51HumanOral cavityOSCC9.64e-076.24e-010.2674
8440NCK2C57HumanOral cavityOSCC1.41e-053.71e-010.1679
8440NCK2C08HumanOral cavityOSCC8.04e-112.14e-010.1919
8440NCK2LN38HumanOral cavityOSCC2.21e-027.23e-010.168
8440NCK2EOLP-1HumanOral cavityEOLP1.55e-021.59e-01-0.0202
8440NCK2NEOLP-3HumanOral cavityNEOLP6.99e-042.25e-01-0.0191
8440NCK2SYSMH1HumanOral cavityOSCC1.71e-123.15e-010.1127
8440NCK2SYSMH2HumanOral cavityOSCC2.11e-143.97e-010.2326
8440NCK2SYSMH3HumanOral cavityOSCC4.80e-174.65e-010.2442
8440NCK2SYSMH5HumanOral cavityOSCC1.58e-041.17e-010.0647
8440NCK2SYSMH6HumanOral cavityOSCC2.39e-072.47e-010.1275
8440NCK2P1_S1_AKHumanSkinAK8.08e-083.48e-01-0.3399
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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:009719310CervixCCintrinsic apoptotic signaling pathway85/2311288/187234.56e-156.46e-1285
GO:200123310CervixCCregulation of apoptotic signaling pathway96/2311356/187234.08e-143.05e-1196
GO:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:003297010CervixCCregulation of actin filament-based process96/2311397/187234.00e-118.54e-0996
GO:200124210CervixCCregulation of intrinsic apoptotic signaling pathway52/2311164/187235.06e-111.01e-0852
GO:190290310CervixCCregulation of supramolecular fiber organization92/2311383/187231.49e-102.48e-0892
GO:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:004578510CervixCCpositive regulation of cell adhesion101/2311437/187231.96e-103.08e-08101
GO:003295610CervixCCregulation of actin cytoskeleton organization86/2311358/187235.90e-107.51e-0886
GO:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00508638CervixCCregulation of T cell activation80/2311329/187231.28e-091.47e-0780
GO:004325410CervixCCregulation of protein-containing complex assembly96/2311428/187232.91e-093.05e-0796
GO:00071598CervixCCleukocyte cell-cell adhesion85/2311371/187238.27e-097.07e-0785
GO:00071738CervixCCepidermal growth factor receptor signaling pathway36/2311108/187231.04e-088.44e-0736
GO:004361810CervixCCregulation of transcription from RNA polymerase II promoter in response to stress21/231147/187233.85e-082.53e-0621
GO:011005310CervixCCregulation of actin filament organization67/2311278/187234.01e-082.54e-0667
GO:19030378CervixCCregulation of leukocyte cell-cell adhesion77/2311336/187234.08e-082.54e-0677
GO:00975817CervixCClamellipodium organization31/231190/187234.57e-082.76e-0631
GO:005125810CervixCCprotein polymerization70/2311297/187235.20e-083.11e-0670
GO:00381278CervixCCERBB signaling pathway37/2311121/187238.57e-084.88e-0637
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513020CervixCCPathogenic Escherichia coli infection63/1267197/84659.28e-102.00e-081.19e-0863
hsa0401210CervixCCErbB signaling pathway28/126785/84652.40e-051.82e-041.08e-0428
hsa043609CervixCCAxon guidance47/1267182/84658.13e-055.38e-043.18e-0447
hsa046604CervixCCT cell receptor signaling pathway25/1267104/84659.52e-032.94e-021.74e-0225
hsa05130110CervixCCPathogenic Escherichia coli infection63/1267197/84659.28e-102.00e-081.19e-0863
hsa0401213CervixCCErbB signaling pathway28/126785/84652.40e-051.82e-041.08e-0428
hsa0436012CervixCCAxon guidance47/1267182/84658.13e-055.38e-043.18e-0447
hsa0466011CervixCCT cell receptor signaling pathway25/1267104/84659.52e-032.94e-021.74e-0225
hsa0513030Oral cavityOSCCPathogenic Escherichia coli infection129/3704197/84654.32e-105.17e-092.63e-09129
hsa046606Oral cavityOSCCT cell receptor signaling pathway67/3704104/84651.57e-056.75e-053.44e-0567
hsa0401216Oral cavityOSCCErbB signaling pathway55/370485/84657.46e-052.81e-041.43e-0455
hsa0436014Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa05130114Oral cavityOSCCPathogenic Escherichia coli infection129/3704197/84654.32e-105.17e-092.63e-09129
hsa0466012Oral cavityOSCCT cell receptor signaling pathway67/3704104/84651.57e-056.75e-053.44e-0567
hsa0401217Oral cavityOSCCErbB signaling pathway55/370485/84657.46e-052.81e-041.43e-0455
hsa0436015Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa0513045Oral cavityEOLPPathogenic Escherichia coli infection54/1218197/84651.10e-069.96e-065.87e-0654
hsa0466021Oral cavityEOLPT cell receptor signaling pathway34/1218104/84651.63e-061.39e-058.18e-0634
hsa0401223Oral cavityEOLPErbB signaling pathway27/121885/84653.39e-051.69e-049.94e-0527
hsa0436023Oral cavityEOLPAxon guidance38/1218182/84651.02e-022.80e-021.65e-0238
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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
NCK2SNVMissense_Mutationnovelc.122N>Gp.Val41Glyp.V41GO43639protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A1G6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
NCK2SNVMissense_Mutationnovelc.568N>Gp.Asn190Aspp.N190DO43639protein_codingtolerated(0.25)benign(0.062)TCGA-A7-A6VY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
NCK2SNVMissense_Mutationnovelc.547C>Tp.Arg183Cysp.R183CO43639protein_codingdeleterious(0.04)possibly_damaging(0.513)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NCK2SNVMissense_Mutationnovelc.60N>Tp.Glu20Aspp.E20DO43639protein_codingdeleterious(0)probably_damaging(1)TCGA-FU-A40J-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
NCK2SNVMissense_Mutationrs370241867c.872N>Tp.Thr291Metp.T291MO43639protein_codingdeleterious(0)probably_damaging(0.996)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NCK2SNVMissense_Mutationrs754330998c.548N>Ap.Arg183Hisp.R183HO43639protein_codingtolerated(0.33)benign(0.255)TCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
NCK2SNVMissense_Mutationc.1028N>Ap.Cys343Tyrp.C343YO43639protein_codingtolerated(0.06)possibly_damaging(0.9)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
NCK2SNVMissense_Mutationrs766993432c.592C>Tp.His198Tyrp.H198YO43639protein_codingdeleterious(0.02)benign(0.209)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NCK2SNVMissense_Mutationnovelc.826T>Cp.Ser276Prop.S276PO43639protein_codingtolerated(0.28)benign(0)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NCK2SNVMissense_Mutationrs780151498c.836G>Ap.Arg279Hisp.R279HO43639protein_codingtolerated(0.28)benign(0.003)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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