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: NVL

Gene summary for NVL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NVL

Gene ID

4931

Gene namenuclear VCP like
Gene AliasNVL2
Cytomap1q42.11
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

O15381


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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
4931NVLHTA11_3410_2000001011HumanColorectumAD1.31e-07-3.99e-010.0155
4931NVLHTA11_347_2000001011HumanColorectumAD4.34e-085.47e-01-0.1954
4931NVLHTA11_866_3004761011HumanColorectumAD1.98e-05-4.34e-010.096
4931NVLHTA11_99999970781_79442HumanColorectumMSS7.27e-08-3.63e-010.294
4931NVLHTA11_99999974143_84620HumanColorectumMSS2.28e-06-3.69e-010.3005
4931NVLA002-C-010HumanColorectumFAP1.45e-05-2.05e-010.242
4931NVLA001-C-207HumanColorectumFAP1.04e-06-3.23e-010.1278
4931NVLA015-C-203HumanColorectumFAP3.70e-27-3.27e-01-0.1294
4931NVLA015-C-204HumanColorectumFAP2.46e-06-3.53e-01-0.0228
4931NVLA014-C-040HumanColorectumFAP4.02e-03-2.72e-01-0.1184
4931NVLA002-C-201HumanColorectumFAP1.69e-11-3.18e-010.0324
4931NVLA002-C-203HumanColorectumFAP4.49e-08-2.39e-010.2786
4931NVLA001-C-119HumanColorectumFAP2.65e-06-2.47e-01-0.1557
4931NVLA001-C-108HumanColorectumFAP9.28e-15-2.35e-01-0.0272
4931NVLA002-C-205HumanColorectumFAP7.26e-18-2.72e-01-0.1236
4931NVLA001-C-104HumanColorectumFAP2.67e-03-1.88e-010.0184
4931NVLA015-C-005HumanColorectumFAP6.61e-05-2.93e-01-0.0336
4931NVLA015-C-006HumanColorectumFAP3.53e-12-3.35e-01-0.0994
4931NVLA015-C-106HumanColorectumFAP2.80e-13-3.13e-01-0.0511
4931NVLA002-C-114HumanColorectumFAP3.11e-15-3.46e-01-0.1561
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
∗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:00510522ColorectumMSSregulation of DNA metabolic process108/3467359/187235.86e-083.10e-06108
GO:00510542ColorectumMSSpositive regulation of DNA metabolic process69/3467201/187236.33e-083.26e-0669
GO:00510992ColorectumMSSpositive regulation of binding59/3467173/187237.11e-072.53e-0559
GO:00433932ColorectumMSSregulation of protein binding62/3467196/187236.44e-061.69e-0462
GO:00519722ColorectumMSSregulation of telomerase activity21/346747/187233.36e-056.56e-0421
GO:00422732ColorectumMSSribosomal large subunit biogenesis28/346772/187234.16e-057.83e-0428
GO:20002782ColorectumMSSregulation of DNA biosynthetic process37/3467106/187234.48e-058.28e-0437
GO:20005732ColorectumMSSpositive regulation of DNA biosynthetic process26/346766/187235.97e-051.04e-0326
GO:00519731ColorectumMSSpositive regulation of telomerase activity16/346734/187231.36e-042.04e-0316
GO:00422542ColorectumMSSribosome biogenesis79/3467299/187234.32e-045.23e-0379
GO:00320921ColorectumMSSpositive regulation of protein binding29/346785/187234.44e-045.32e-0329
GO:00718972ColorectumMSSDNA biosynthetic process50/3467180/187231.45e-031.35e-0250
GO:0006364ColorectumMSSrRNA processing58/3467225/187234.17e-033.03e-0258
GO:0016072ColorectumMSSrRNA metabolic process60/3467236/187235.01e-033.46e-0260
GO:00510524ColorectumFAPregulation of DNA metabolic process84/2622359/187239.80e-074.38e-0584
GO:00519724ColorectumFAPregulation of telomerase activity20/262247/187231.69e-067.06e-0520
GO:00510544ColorectumFAPpositive regulation of DNA metabolic process53/2622201/187232.55e-069.82e-0553
GO:20002784ColorectumFAPregulation of DNA biosynthetic process33/2622106/187234.62e-061.54e-0433
GO:00510984ColorectumFAPregulation of binding81/2622363/187231.04e-052.97e-0481
GO:00519733ColorectumFAPpositive regulation of telomerase activity15/262234/187231.99e-054.90e-0415
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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
NVLSNVMissense_Mutationrs755757900c.1366G>Ap.Ala456Thrp.A456TO15381protein_codingtolerated(0.44)benign(0)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NVLSNVMissense_Mutationrs751450518c.1543N>Gp.Arg515Glyp.R515GO15381protein_codingtolerated(0.41)benign(0)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NVLSNVMissense_Mutationc.2527G>Ap.Asp843Asnp.D843NO15381protein_codingdeleterious(0.02)possibly_damaging(0.717)TCGA-A8-A09K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NVLSNVMissense_Mutationnovelc.968N>Cp.Asp323Alap.D323AO15381protein_codingtolerated(0.22)benign(0.014)TCGA-AQ-A1H3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
NVLSNVMissense_Mutationnovelc.968A>Cp.Asp323Alap.D323AO15381protein_codingtolerated(0.22)benign(0.014)TCGA-BH-A1F5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NVLSNVMissense_Mutationrs376797399c.2078G>Ap.Arg693Glnp.R693QO15381protein_codingtolerated(0.59)benign(0.108)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
NVLSNVMissense_Mutationc.2401T>Gp.Ser801Alap.S801AO15381protein_codingtolerated(0.35)benign(0.076)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NVLSNVMissense_Mutationnovelc.968N>Cp.Asp323Alap.D323AO15381protein_codingtolerated(0.22)benign(0.014)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
NVLSNVMissense_Mutationnovelc.1885A>Gp.Thr629Alap.T629AO15381protein_codingdeleterious(0)probably_damaging(0.999)TCGA-JL-A3YW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NVLSNVMissense_Mutationrs761421541c.2351G>Ap.Arg784Hisp.R784HO15381protein_codingdeleterious(0.04)benign(0.013)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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