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:0032970210ThyroidATCregulation of actin filament-based process208/6293397/187235.82e-153.80e-13208
GO:0007015210ThyroidATCactin filament organization227/6293442/187235.96e-153.85e-13227
GO:200124233ThyroidATCregulation of intrinsic apoptotic signaling pathway103/6293164/187231.67e-149.77e-13103
GO:0032956210ThyroidATCregulation of actin cytoskeleton organization190/6293358/187231.73e-141.01e-12190
GO:000641735ThyroidATCregulation of translation236/6293468/187232.39e-141.34e-12236
GO:000698633ThyroidATCresponse to unfolded protein88/6293137/187232.04e-139.91e-1288
GO:005125829ThyroidATCprotein polymerization159/6293297/187239.33e-133.96e-11159
GO:0110053210ThyroidATCregulation of actin filament organization150/6293278/187231.82e-127.58e-11150
GO:004572733ThyroidATCpositive regulation of translation85/6293136/187234.71e-121.84e-1085
GO:003425034ThyroidATCpositive regulation of cellular amide metabolic process97/6293162/187235.97e-122.30e-1097
GO:0051495111ThyroidATCpositive regulation of cytoskeleton organization125/6293226/187231.39e-115.08e-10125
GO:190290529ThyroidATCpositive regulation of supramolecular fiber organization117/6293209/187232.19e-117.80e-10117
GO:003253526ThyroidATCregulation of cellular component size191/6293383/187232.51e-118.69e-10191
GO:003596733ThyroidATCcellular response to topologically incorrect protein74/6293116/187232.69e-119.20e-1074
GO:003227129ThyroidATCregulation of protein polymerization127/6293233/187233.64e-111.20e-09127
GO:000644632ThyroidATCregulation of translational initiation55/629379/187236.38e-112.06e-0955
GO:0008154111ThyroidATCactin polymerization or depolymerization119/6293218/187231.32e-104.08e-09119
GO:003133428ThyroidATCpositive regulation of protein-containing complex assembly127/6293237/187231.64e-104.93e-09127
GO:003462033ThyroidATCcellular response to unfolded protein61/629396/187231.84e-094.52e-0861
GO:190589728ThyroidATCregulation of response to endoplasmic reticulum stress54/629382/187232.34e-095.58e-0854
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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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