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: NIP7

Gene summary for NIP7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NIP7

Gene ID

51388

Gene namenucleolar pre-rRNA processing protein NIP7
Gene AliasCGI-37
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q9Y221


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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
51388NIP7LZE4THumanEsophagusESCC2.40e-082.68e-010.0811
51388NIP7LZE5THumanEsophagusESCC9.67e-03-1.16e-010.0514
51388NIP7LZE7THumanEsophagusESCC5.83e-032.86e-010.0667
51388NIP7LZE8THumanEsophagusESCC5.38e-06-1.28e-020.067
51388NIP7LZE20THumanEsophagusESCC4.49e-089.29e-020.0662
51388NIP7LZE22D1HumanEsophagusHGIN3.19e-03-9.61e-020.0595
51388NIP7LZE24THumanEsophagusESCC7.35e-121.95e-010.0596
51388NIP7LZE6THumanEsophagusESCC8.78e-08-8.99e-020.0845
51388NIP7P1T-EHumanEsophagusESCC7.94e-073.07e-010.0875
51388NIP7P2T-EHumanEsophagusESCC3.68e-191.70e-010.1177
51388NIP7P4T-EHumanEsophagusESCC6.33e-186.96e-010.1323
51388NIP7P5T-EHumanEsophagusESCC3.28e-246.89e-010.1327
51388NIP7P8T-EHumanEsophagusESCC2.45e-111.56e-010.0889
51388NIP7P9T-EHumanEsophagusESCC8.17e-131.18e-010.1131
51388NIP7P10T-EHumanEsophagusESCC2.55e-061.40e-010.116
51388NIP7P11T-EHumanEsophagusESCC6.98e-136.52e-010.1426
51388NIP7P12T-EHumanEsophagusESCC5.18e-122.55e-010.1122
51388NIP7P15T-EHumanEsophagusESCC2.30e-153.35e-010.1149
51388NIP7P16T-EHumanEsophagusESCC1.00e-242.83e-010.1153
51388NIP7P17T-EHumanEsophagusESCC1.37e-022.95e-010.1278
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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
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
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
∗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:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:004225426EsophagusHGINribosome biogenesis101/2587299/187238.74e-194.03e-16101
GO:004227326EsophagusHGINribosomal large subunit biogenesis34/258772/187238.82e-121.06e-0934
GO:004225527EsophagusHGINribosome assembly28/258761/187231.36e-091.07e-0728
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:0042273111EsophagusESCCribosomal large subunit biogenesis65/855272/187231.53e-159.82e-1465
GO:0042255111EsophagusESCCribosome assembly50/855261/187235.66e-091.17e-0750
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:004227322LiverHCCribosomal large subunit biogenesis64/795872/187232.31e-162.03e-1464
GO:004225522LiverHCCribosome assembly50/795861/187232.79e-109.50e-0950
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:004225420Oral cavityOSCCribosome biogenesis230/7305299/187233.22e-416.80e-38230
GO:004227320Oral cavityOSCCribosomal large subunit biogenesis61/730572/187231.52e-151.06e-1361
GO:004225520Oral cavityOSCCribosome assembly49/730561/187234.73e-111.50e-0949
GO:0022613110Oral cavityLPribonucleoprotein complex biogenesis259/4623463/187237.20e-482.25e-44259
GO:0042254110Oral cavityLPribosome biogenesis173/4623299/187238.97e-351.41e-31173
GO:0042273110Oral cavityLPribosomal large subunit biogenesis53/462372/187233.25e-185.82e-1653
GO:0042255110Oral cavityLPribosome assembly44/462361/187238.20e-151.05e-1244
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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
NIP7SNVMissense_Mutationnovelc.469G>Cp.Asp157Hisp.D157HQ9Y221protein_codingdeleterious(0.01)probably_damaging(0.958)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
NIP7SNVMissense_Mutationc.247G>Cp.Val83Leup.V83LQ9Y221protein_codingdeleterious(0.02)benign(0.156)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
NIP7SNVMissense_Mutationnovelc.94G>Cp.Asp32Hisp.D32HQ9Y221protein_codingdeleterious(0)probably_damaging(0.966)TCGA-EA-A1QS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NIP7SNVMissense_Mutationnovelc.157N>Gp.Lys53Glup.K53EQ9Y221protein_codingdeleterious(0.03)benign(0.08)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NIP7SNVMissense_Mutationrs762803570c.301N>Tp.Pro101Serp.P101SQ9Y221protein_codingtolerated(0.08)benign(0.242)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
NIP7SNVMissense_Mutationc.10N>Gp.Leu4Valp.L4VQ9Y221protein_codingdeleterious(0)probably_damaging(0.924)TCGA-AA-A01T-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
NIP7SNVMissense_Mutationc.472N>Tp.Pro158Serp.P158SQ9Y221protein_codingdeleterious(0.02)benign(0.433)TCGA-AF-5654-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NIP7SNVMissense_Mutationnovelc.152N>Gp.Ile51Serp.I51SQ9Y221protein_codingdeleterious(0.04)benign(0.019)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NIP7SNVMissense_Mutationc.238N>Tp.Arg80Trpp.R80WQ9Y221protein_codingdeleterious(0.01)benign(0.007)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NIP7SNVMissense_Mutationnovelc.91N>Tp.Pro31Serp.P31SQ9Y221protein_codingtolerated(0.17)benign(0.021)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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