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: NCKAP5L

Gene summary for NCKAP5L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NCKAP5L

Gene ID

57701

Gene nameNCK associated protein 5 like
Gene AliasCep169
Cytomap12q13.12
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q9HCH0


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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
57701NCKAP5LLZE8THumanEsophagusESCC2.16e-022.08e-020.067
57701NCKAP5LLZE24THumanEsophagusESCC8.32e-051.37e-010.0596
57701NCKAP5LP2T-EHumanEsophagusESCC1.43e-244.97e-010.1177
57701NCKAP5LP4T-EHumanEsophagusESCC1.97e-081.21e-010.1323
57701NCKAP5LP8T-EHumanEsophagusESCC1.02e-152.04e-010.0889
57701NCKAP5LP9T-EHumanEsophagusESCC1.02e-033.30e-020.1131
57701NCKAP5LP10T-EHumanEsophagusESCC1.60e-091.76e-010.116
57701NCKAP5LP11T-EHumanEsophagusESCC6.25e-125.85e-010.1426
57701NCKAP5LP12T-EHumanEsophagusESCC1.30e-131.05e-010.1122
57701NCKAP5LP15T-EHumanEsophagusESCC6.62e-162.47e-010.1149
57701NCKAP5LP16T-EHumanEsophagusESCC5.03e-211.27e-010.1153
57701NCKAP5LP17T-EHumanEsophagusESCC5.08e-032.26e-010.1278
57701NCKAP5LP20T-EHumanEsophagusESCC2.26e-174.14e-010.1124
57701NCKAP5LP21T-EHumanEsophagusESCC3.57e-081.11e-010.1617
57701NCKAP5LP22T-EHumanEsophagusESCC4.09e-202.25e-010.1236
57701NCKAP5LP23T-EHumanEsophagusESCC3.40e-091.04e-010.108
57701NCKAP5LP24T-EHumanEsophagusESCC1.76e-046.39e-020.1287
57701NCKAP5LP26T-EHumanEsophagusESCC2.16e-172.00e-010.1276
57701NCKAP5LP27T-EHumanEsophagusESCC5.57e-213.75e-010.1055
57701NCKAP5LP28T-EHumanEsophagusESCC7.03e-092.10e-010.1149
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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
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:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:00311094EsophagusESCCmicrotubule polymerization or depolymerization77/8552122/187237.60e-055.68e-0477
GO:00436245EsophagusESCCcellular protein complex disassembly78/8552136/187234.00e-031.62e-0278
GO:002241119Oral cavityOSCCcellular component disassembly283/7305443/187239.57e-273.37e-24283
GO:003298410Oral cavityOSCCprotein-containing complex disassembly136/7305224/187233.42e-111.13e-09136
GO:00311093Oral cavityOSCCmicrotubule polymerization or depolymerization68/7305122/187231.29e-049.21e-0468
GO:00436244Oral cavityOSCCcellular protein complex disassembly68/7305136/187235.84e-032.24e-0268
GO:0022411113ThyroidPTCcellular component disassembly232/5968443/187231.36e-191.75e-17232
GO:0032984110ThyroidPTCprotein-containing complex disassembly114/5968224/187232.26e-096.33e-08114
GO:00436247ThyroidPTCcellular protein complex disassembly64/5968136/187231.49e-041.15e-0364
GO:00512616ThyroidPTCprotein depolymerization54/5968114/187233.86e-042.59e-0354
GO:00311096ThyroidPTCmicrotubule polymerization or depolymerization57/5968122/187234.19e-042.81e-0357
GO:002241124ThyroidATCcellular component disassembly248/6293443/187231.34e-223.69e-20248
GO:003298422ThyroidATCprotein-containing complex disassembly121/6293224/187232.25e-106.59e-09121
GO:004362412ThyroidATCcellular protein complex disassembly69/6293136/187232.66e-052.28e-0469
GO:005126111ThyroidATCprotein depolymerization59/6293114/187234.74e-053.80e-0459
GO:003110912ThyroidATCmicrotubule polymerization or depolymerization61/6293122/187231.30e-049.15e-0461
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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
NCKAP5LSNVMissense_Mutationrs777291064c.2857G>Ap.Glu953Lysp.E953KQ9HCH0protein_codingdeleterious(0.03)probably_damaging(0.939)TCGA-A2-A25D-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
NCKAP5LSNVMissense_Mutationrs776684576c.2026N>Ap.Glu676Lysp.E676KQ9HCH0protein_codingdeleterious(0.04)possibly_damaging(0.49)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
NCKAP5LSNVMissense_Mutationc.3296N>Tp.Ser1099Leup.S1099LQ9HCH0protein_codingdeleterious(0.03)benign(0.024)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NCKAP5LSNVMissense_Mutationnovelc.997N>Ap.Glu333Lysp.E333KQ9HCH0protein_codingdeleterious_low_confidence(0.05)possibly_damaging(0.724)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
NCKAP5LSNVMissense_Mutationnovelc.1202N>Ap.Gly401Glup.G401EQ9HCH0protein_codingtolerated_low_confidence(0.07)benign(0.067)TCGA-C8-A8HR-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
NCKAP5LSNVMissense_Mutationnovelc.3131G>Tp.Arg1044Leup.R1044LQ9HCH0protein_codingtolerated(0.3)benign(0.037)TCGA-LL-A7SZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
NCKAP5LinsertionIn_Frame_Insnovelc.2253_2254insACCp.Val751_Tyr752insThrp.V751_Y752insTQ9HCH0protein_codingTCGA-BH-A0BA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
NCKAP5LSNVMissense_Mutationnovelc.2227N>Gp.Leu743Valp.L743VQ9HCH0protein_codingtolerated(0.51)benign(0.049)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NCKAP5LSNVMissense_Mutationrs200412489c.134N>Tp.Ser45Leup.S45LQ9HCH0protein_codingtolerated(0.08)benign(0.019)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NCKAP5LSNVMissense_Mutationrs759933878c.3815G>Ap.Arg1272Glnp.R1272QQ9HCH0protein_codingtolerated(0.28)benign(0.003)TCGA-C5-A901-01Cervixcervical & 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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