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: 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


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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
10048RANBP9P31T-EHumanEsophagusESCC2.90e-131.14e-010.1251
10048RANBP9P32T-EHumanEsophagusESCC5.12e-086.16e-020.1666
10048RANBP9P36T-EHumanEsophagusESCC9.27e-088.12e-020.1187
10048RANBP9P37T-EHumanEsophagusESCC1.04e-045.75e-020.1371
10048RANBP9P39T-EHumanEsophagusESCC2.36e-04-2.64e-020.0894
10048RANBP9P40T-EHumanEsophagusESCC2.42e-055.59e-020.109
10048RANBP9P42T-EHumanEsophagusESCC9.64e-094.21e-020.1175
10048RANBP9P44T-EHumanEsophagusESCC1.36e-031.17e-020.1096
10048RANBP9P47T-EHumanEsophagusESCC1.49e-079.65e-020.1067
10048RANBP9P48T-EHumanEsophagusESCC7.02e-155.68e-020.0959
10048RANBP9P52T-EHumanEsophagusESCC7.78e-126.04e-020.1555
10048RANBP9P54T-EHumanEsophagusESCC1.18e-131.35e-010.0975
10048RANBP9P57T-EHumanEsophagusESCC6.68e-084.09e-020.0926
10048RANBP9P61T-EHumanEsophagusESCC6.27e-094.60e-020.099
10048RANBP9P62T-EHumanEsophagusESCC3.90e-131.65e-010.1302
10048RANBP9P65T-EHumanEsophagusESCC5.61e-041.10e-010.0978
10048RANBP9P74T-EHumanEsophagusESCC2.23e-091.49e-010.1479
10048RANBP9P75T-EHumanEsophagusESCC3.74e-211.37e-010.1125
10048RANBP9P76T-EHumanEsophagusESCC6.91e-06-2.65e-030.1207
10048RANBP9P79T-EHumanEsophagusESCC4.85e-113.42e-020.1154
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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
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.

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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: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
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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
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
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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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