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: NAP1L4

Gene summary for NAP1L4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NAP1L4

Gene ID

4676

Gene namenucleosome assembly protein 1 like 4
Gene AliasNAP1L4b
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0006323

UniProtAcc

A0A024RCC9


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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
4676NAP1L4LN46HumanOral cavityOSCC8.61e-291.14e+000.1666
4676NAP1L4LP15HumanOral cavityLP1.09e-091.46e+000.2174
4676NAP1L4LP17HumanOral cavityLP7.22e-037.53e-010.2349
4676NAP1L4EOLP-1HumanOral cavityEOLP7.47e-041.51e-01-0.0202
4676NAP1L4SYSMH1HumanOral cavityOSCC1.90e-145.77e-010.1127
4676NAP1L4SYSMH2HumanOral cavityOSCC8.34e-281.06e+000.2326
4676NAP1L4SYSMH3HumanOral cavityOSCC1.36e-411.20e+000.2442
4676NAP1L4SYSMH4HumanOral cavityOSCC1.67e-042.02e-010.1226
4676NAP1L4SYSMH5HumanOral cavityOSCC1.19e-166.98e-010.0647
4676NAP1L4SYSMH6HumanOral cavityOSCC9.62e-145.45e-010.1275
4676NAP1L4P1_S1_AKHumanSkinAK5.77e-124.60e-01-0.3399
4676NAP1L4P2_S3_AKHumanSkinAK1.06e-063.40e-01-0.3287
4676NAP1L4P3_S6_AKHumanSkinAK1.92e-023.08e-01-0.3256
4676NAP1L4P4_S8_cSCCHumanSkincSCC4.19e-174.01e-01-0.3095
4676NAP1L4P5_S10_cSCCHumanSkincSCC8.45e-142.81e-01-0.299
4676NAP1L4P1_cSCCHumanSkincSCC4.77e-381.29e+000.0292
4676NAP1L4P2_cSCCHumanSkincSCC3.19e-198.01e-01-0.024
4676NAP1L4P4_cSCCHumanSkincSCC1.29e-299.00e-01-0.00290000000000005
4676NAP1L4P10_cSCCHumanSkincSCC2.80e-381.21e+000.1017
4676NAP1L4cSCC_p9HumanSkincSCC2.16e-037.19e-02-0.1991
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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
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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00063257CervixCCchromatin organization78/2311409/187235.40e-058.02e-0478
GO:00063381CervixCCchromatin remodeling45/2311255/187238.33e-034.30e-0245
GO:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:000632515Oral cavityEOLPchromatin organization84/2218409/187232.68e-078.16e-0684
GO:00063383Oral cavityEOLPchromatin remodeling46/2218255/187232.34e-031.44e-0246
GO:00063259ProstateBPHchromatin organization101/3107409/187231.52e-051.94e-04101
GO:00063382ProstateBPHchromatin remodeling62/3107255/187239.47e-045.97e-0362
GO:000632514ProstateTumorchromatin organization104/3246409/187232.02e-052.62e-04104
GO:000633811ProstateTumorchromatin remodeling63/3246255/187231.73e-031.02e-0263
GO:000632518SkinAKchromatin organization73/1910409/187231.40e-064.26e-0573
GO:00063384SkinAKchromatin remodeling51/1910255/187231.95e-065.73e-0551
GO:0071103SkinAKDNA conformation change47/1910290/187239.43e-047.61e-0347
GO:0071824SkinAKprotein-DNA complex subunit organization38/1910241/187234.43e-032.57e-0238
GO:000632519SkincSCCchromatin organization147/4864409/187234.41e-066.52e-05147
GO:000633812SkincSCCchromatin remodeling94/4864255/187237.58e-057.26e-0494
GO:00718241SkincSCCprotein-DNA complex subunit organization87/4864241/187233.09e-042.47e-0387
GO:00711031SkincSCCDNA conformation change96/4864290/187233.87e-032.07e-0296
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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
NAP1L4SNVMissense_Mutationc.541G>Cp.Asp181Hisp.D181HQ99733protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NAP1L4SNVMissense_Mutationnovelc.184N>Tp.Ala62Serp.A62SQ99733protein_codingtolerated(0.49)benign(0.028)TCGA-C8-A8HR-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
NAP1L4SNVMissense_Mutationnovelc.146N>Ap.Pro49Hisp.P49HQ99733protein_codingdeleterious(0.04)benign(0.308)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NAP1L4SNVMissense_Mutationnovelc.235C>Tp.His79Tyrp.H79YQ99733protein_codingdeleterious(0.04)possibly_damaging(0.745)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
NAP1L4SNVMissense_Mutationrs201761556c.842N>Tp.Thr281Metp.T281MQ99733protein_codingdeleterious(0.01)possibly_damaging(0.783)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NAP1L4SNVMissense_Mutationnovelc.85G>Tp.Asp29Tyrp.D29YQ99733protein_codingdeleterious(0.03)possibly_damaging(0.629)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NAP1L4SNVMissense_Mutationnovelc.476T>Gp.Ile159Serp.I159SQ99733protein_codingdeleterious(0)probably_damaging(0.941)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NAP1L4SNVMissense_Mutationc.451G>Ap.Ala151Thrp.A151TQ99733protein_codingtolerated(0.47)benign(0.026)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NAP1L4SNVMissense_Mutationnovelc.415A>Tp.Ser139Cysp.S139CQ99733protein_codingdeleterious(0.02)possibly_damaging(0.84)TCGA-AG-A023-01Colorectumrectum adenocarcinomaFemale<65III/IVUnknownUnknownPD
NAP1L4SNVMissense_Mutationrs754415348c.449N>Tp.Thr150Metp.T150MQ99733protein_codingtolerated(0.11)possibly_damaging(0.738)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<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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