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: NOV

Gene summary for NOV

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NOV

Gene ID

6134

Gene nameribosomal protein L10
Gene AliasAUTSX5
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0000027

UniProtAcc

P27635


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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
6134NOVP2T-EHumanEsophagusESCC2.24e-031.02e-010.1177
6134NOVP4T-EHumanEsophagusESCC1.53e-046.63e-010.1323
6134NOVP8T-EHumanEsophagusESCC7.20e-041.62e-010.0889
6134NOVP10T-EHumanEsophagusESCC7.48e-143.35e-010.116
6134NOVP11T-EHumanEsophagusESCC1.73e-102.82e+000.1426
6134NOVP12T-EHumanEsophagusESCC3.93e-115.12e-010.1122
6134NOVP16T-EHumanEsophagusESCC2.49e-206.58e-010.1153
6134NOVP19T-EHumanEsophagusESCC6.02e-082.16e+000.1662
6134NOVP20T-EHumanEsophagusESCC1.91e-023.53e-010.1124
6134NOVP22T-EHumanEsophagusESCC6.52e-082.41e-010.1236
6134NOVP24T-EHumanEsophagusESCC4.09e-042.20e+000.1287
6134NOVP26T-EHumanEsophagusESCC5.22e-032.55e-010.1276
6134NOVP30T-EHumanEsophagusESCC2.68e-118.86e-010.137
6134NOVP31T-EHumanEsophagusESCC1.99e-651.92e+000.1251
6134NOVP32T-EHumanEsophagusESCC2.06e-402.00e+000.1666
6134NOVP52T-EHumanEsophagusESCC1.71e-105.39e-010.1555
6134NOVP54T-EHumanEsophagusESCC8.26e-044.62e-010.0975
6134NOVP61T-EHumanEsophagusESCC3.80e-095.80e-010.099
6134NOVP62T-EHumanEsophagusESCC4.58e-251.02e+000.1302
6134NOVP74T-EHumanEsophagusESCC3.31e-023.06e-010.1479
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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
∗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:00083809BreastPrecancerRNA splicing65/1080434/187231.27e-122.53e-1065
GO:00434849BreastPrecancerregulation of RNA splicing34/1080148/187232.66e-124.75e-1034
GO:00003759BreastPrecancerRNA splicing, via transesterification reactions52/1080324/187231.74e-112.22e-0952
GO:00003779BreastPrecancerRNA splicing, via transesterification reactions with bulged adenosine as nucleophile51/1080320/187233.55e-114.04e-0951
GO:00003989BreastPrecancermRNA splicing, via spliceosome51/1080320/187233.55e-114.04e-0951
GO:00480249BreastPrecancerregulation of mRNA splicing, via spliceosome22/1080101/187235.29e-083.18e-0622
GO:19033118BreastPrecancerregulation of mRNA metabolic process38/1080288/187231.63e-065.97e-0538
GO:00506848BreastPrecancerregulation of mRNA processing23/1080137/187233.49e-061.13e-0423
GO:00003808BreastPrecanceralternative mRNA splicing, via spliceosome15/108077/187232.86e-056.37e-0415
GO:00003818BreastPrecancerregulation of alternative mRNA splicing, via spliceosome13/108060/187232.98e-056.58e-0413
GO:000838014BreastIDCRNA splicing73/1434434/187231.27e-101.57e-0873
GO:004348414BreastIDCregulation of RNA splicing36/1434148/187233.32e-103.77e-0836
GO:000037514BreastIDCRNA splicing, via transesterification reactions58/1434324/187239.44e-109.58e-0858
GO:000037714BreastIDCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile57/1434320/187231.60e-091.49e-0757
GO:000039814BreastIDCmRNA splicing, via spliceosome57/1434320/187231.60e-091.49e-0757
GO:004802414BreastIDCregulation of mRNA splicing, via spliceosome23/1434101/187231.74e-067.28e-0523
GO:005068413BreastIDCregulation of mRNA processing24/1434137/187231.09e-042.04e-0324
GO:190331113BreastIDCregulation of mRNA metabolic process40/1434288/187231.79e-043.01e-0340
GO:000038113BreastIDCregulation of alternative mRNA splicing, via spliceosome13/143460/187235.09e-046.65e-0313
GO:000038013BreastIDCalternative mRNA splicing, via spliceosome15/143477/187236.51e-048.04e-0315
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301018BreastPrecancerRibosome80/684167/84657.33e-442.32e-411.77e-4180
hsa0517118BreastPrecancerCoronavirus disease - COVID-1981/684232/84653.74e-322.36e-301.81e-3081
hsa0301019BreastPrecancerRibosome80/684167/84657.33e-442.32e-411.77e-4180
hsa0517119BreastPrecancerCoronavirus disease - COVID-1981/684232/84653.74e-322.36e-301.81e-3081
hsa0301024BreastIDCRibosome83/867167/84656.07e-399.87e-377.38e-3783
hsa0517124BreastIDCCoronavirus disease - COVID-1986/867232/84651.50e-289.72e-277.27e-2786
hsa0301034BreastIDCRibosome83/867167/84656.07e-399.87e-377.38e-3783
hsa0517134BreastIDCCoronavirus disease - COVID-1986/867232/84651.50e-289.72e-277.27e-2786
hsa0301044BreastDCISRibosome82/846167/84658.69e-391.40e-361.03e-3682
hsa0517144BreastDCISCoronavirus disease - COVID-1986/846232/84652.42e-291.56e-271.15e-2786
hsa0301054BreastDCISRibosome82/846167/84658.69e-391.40e-361.03e-3682
hsa0517154BreastDCISCoronavirus disease - COVID-1986/846232/84652.42e-291.56e-271.15e-2786
hsa0517120CervixCCCoronavirus disease - COVID-19111/1267232/84651.82e-335.90e-313.49e-31111
hsa0301020CervixCCRibosome85/1267167/84653.17e-285.14e-263.04e-2685
hsa05171110CervixCCCoronavirus disease - COVID-19111/1267232/84651.82e-335.90e-313.49e-31111
hsa03010110CervixCCRibosome85/1267167/84653.17e-285.14e-263.04e-2685
hsa0301025CervixHSIL_HPVRibosome80/459167/84659.61e-582.82e-552.28e-5580
hsa0517125CervixHSIL_HPVCoronavirus disease - COVID-1991/459232/84652.14e-563.13e-542.53e-5491
hsa0301035CervixHSIL_HPVRibosome80/459167/84659.61e-582.82e-552.28e-5580
hsa0517135CervixHSIL_HPVCoronavirus disease - COVID-1991/459232/84652.14e-563.13e-542.53e-5491
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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
NOVSNVMissense_Mutationc.655N>Tp.Ser219Cysp.S219CP48745protein_codingdeleterious(0)probably_damaging(0.947)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
NOVSNVMissense_Mutationnovelc.427N>Tp.Arg143Cysp.R143CP48745protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-A2-A3XY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
NOVSNVMissense_Mutationc.706G>Ap.Glu236Lysp.E236KP48745protein_codingtolerated(0.24)benign(0.187)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
NOVSNVMissense_Mutationrs774463585c.272N>Ap.Arg91Hisp.R91HP48745protein_codingtolerated(0.13)possibly_damaging(0.681)TCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
NOVSNVMissense_Mutationc.280N>Cp.Asp94Hisp.D94HP48745protein_codingtolerated(0.17)possibly_damaging(0.888)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
NOVdeletionFrame_Shift_Delc.427delCp.Arg143AlafsTer53p.R143Afs*53P48745protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NOVSNVMissense_Mutationnovelc.56N>Ap.Thr19Asnp.T19NP48745protein_codingtolerated(0.19)benign(0.003)TCGA-AA-3862-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NOVSNVMissense_Mutationc.481G>Cp.Val161Leup.V161LP48745protein_codingdeleterious(0)possibly_damaging(0.55)TCGA-DM-A28C-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NOVSNVMissense_Mutationc.274A>Tp.Ser92Cysp.S92CP48745protein_codingdeleterious(0.02)benign(0.43)TCGA-F4-6854-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NOVSNVMissense_Mutationc.277G>Ap.Ala93Thrp.A93TP48745protein_codingtolerated(0.1)benign(0.067)TCGA-G4-6628-01Colorectumcolon 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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