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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: RANBP9

Gene summary for RANBP9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RANBP9

Gene ID

10048

Gene nameRAN binding protein 9
Gene AliasBPM-L
Cytomap6p23
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024QZW3


Top

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
10048RANBP9CCI_1HumanCervixCC4.91e-059.79e-010.528
10048RANBP9CCI_2HumanCervixCC7.09e-071.15e+000.5249
10048RANBP9CCI_3HumanCervixCC1.77e-056.56e-010.516
10048RANBP9sample3HumanCervixCC1.02e-021.08e-010.1387
10048RANBP9H2HumanCervixHSIL_HPV5.61e-052.01e-010.0632
10048RANBP9AEH-subject1HumanEndometriumAEH9.93e-144.43e-01-0.3059
10048RANBP9AEH-subject3HumanEndometriumAEH3.72e-063.41e-01-0.2576
10048RANBP9AEH-subject4HumanEndometriumAEH3.18e-155.51e-01-0.2657
10048RANBP9AEH-subject5HumanEndometriumAEH4.78e-074.26e-01-0.2953
10048RANBP9EEC-subject1HumanEndometriumEEC1.93e-053.88e-01-0.2682
10048RANBP9EEC-subject2HumanEndometriumEEC2.33e-042.53e-01-0.2607
10048RANBP9EEC-subject5HumanEndometriumEEC3.44e-032.61e-01-0.249
10048RANBP9GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC2.08e-059.20e-02-0.1869
10048RANBP9GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC8.19e-03-1.80e-02-0.1875
10048RANBP9GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.14e-064.30e-02-0.1883
10048RANBP9GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC8.47e-085.57e-03-0.1917
10048RANBP9GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC3.21e-04-9.05e-03-0.1916
10048RANBP9LZE4THumanEsophagusESCC7.77e-043.55e-020.0811
10048RANBP9LZE7THumanEsophagusESCC1.35e-146.72e-010.0667
10048RANBP9LZE20THumanEsophagusESCC2.09e-02-7.43e-030.0662
Page: 1 2 3 4 5 6 

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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:005125810CervixCCprotein polymerization70/2311297/187235.20e-083.11e-0670
GO:00434099CervixCCnegative regulation of MAPK cascade37/2311180/187231.17e-039.50e-0337
GO:00703714CervixCCERK1 and ERK2 cascade60/2311330/187231.28e-031.02e-0260
GO:00703723CervixCCregulation of ERK1 and ERK2 cascade54/2311309/187235.11e-033.02e-0254
GO:00467853CervixCCmicrotubule polymerization19/231183/187235.25e-033.08e-0219
GO:0042987CervixCCamyloid precursor protein catabolic process16/231168/187237.57e-034.04e-0216
GO:007037112CervixHSIL_HPVERK1 and ERK2 cascade25/737330/187231.42e-031.59e-0225
GO:005125815CervixHSIL_HPVprotein polymerization23/737297/187231.63e-031.77e-0223
GO:004340913CervixHSIL_HPVnegative regulation of MAPK cascade16/737180/187232.05e-032.13e-0216
GO:007037211CervixHSIL_HPVregulation of ERK1 and ERK2 cascade23/737309/187232.70e-032.58e-0223
GO:005125816EndometriumAEHprotein polymerization62/2100297/187239.04e-073.19e-0562
GO:004340910EndometriumAEHnegative regulation of MAPK cascade33/2100180/187233.04e-032.15e-0233
GO:005125817EndometriumEECprotein polymerization63/2168297/187231.24e-064.07e-0563
GO:004340914EndometriumEECnegative regulation of MAPK cascade34/2168180/187232.69e-031.95e-0234
GO:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:00311094EsophagusESCCmicrotubule polymerization or depolymerization77/8552122/187237.60e-055.68e-0477
GO:00467856EsophagusESCCmicrotubule polymerization55/855283/187231.21e-048.31e-0455
GO:00070205EsophagusESCCmicrotubule nucleation27/855235/187231.48e-049.88e-0427
GO:0043409110EsophagusESCCnegative regulation of MAPK cascade105/8552180/187234.13e-042.35e-03105
GO:00512587LiverNAFLDprotein polymerization49/1882297/187233.54e-045.36e-0349
Page: 1 2 3 4 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
RANBP9SNVMissense_Mutationrs762168475c.1819N>Tp.Arg607Cysp.R607CQ96S59protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
RANBP9SNVMissense_Mutationc.893N>Tp.Gly298Valp.G298VQ96S59protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A08P-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
RANBP9SNVMissense_Mutationnovelc.1307G>Tp.Arg436Ilep.R436IQ96S59protein_codingdeleterious(0.02)probably_damaging(0.913)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RANBP9SNVMissense_Mutationnovelc.1720G>Ap.Glu574Lysp.E574KQ96S59protein_codingtolerated(0.09)possibly_damaging(0.829)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
RANBP9SNVMissense_Mutationnovelc.1631N>Ap.Ser544Asnp.S544NQ96S59protein_codingtolerated(0.11)benign(0.015)TCGA-C5-A8YQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
RANBP9SNVMissense_Mutationc.1090N>Cp.Glu364Glnp.E364QQ96S59protein_codingtolerated(0.09)possibly_damaging(0.867)TCGA-EK-A3GM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RANBP9SNVMissense_Mutationnovelc.1952N>Ap.Ala651Glup.A651EQ96S59protein_codingdeleterious(0)probably_damaging(0.999)TCGA-FU-A3NI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RANBP9SNVMissense_Mutationnovelc.1911C>Ap.Asp637Glup.D637EQ96S59protein_codingtolerated(1)benign(0)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RANBP9SNVMissense_Mutationrs756235885c.1189N>Ap.Val397Ilep.V397IQ96S59protein_codingtolerated(0.62)benign(0.106)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RANBP9SNVMissense_Mutationc.1339C>Tp.Arg447Cysp.R447CQ96S59protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AD-6901-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
Page: 1 2 3 4 5 6 

Top

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
Page: 1