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: RBX1

Gene summary for RBX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBX1

Gene ID

9978

Gene namering-box 1
Gene AliasBA554C12.1
Cytomap22q13.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P62877


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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
9978RBX1GSM4909281HumanBreastIDC3.09e-205.45e-010.21
9978RBX1GSM4909282HumanBreastIDC2.82e-577.86e-01-0.0288
9978RBX1GSM4909285HumanBreastIDC9.04e-175.18e-010.21
9978RBX1GSM4909286HumanBreastIDC4.41e-051.86e-010.1081
9978RBX1GSM4909287HumanBreastIDC2.07e-154.29e-010.2057
9978RBX1GSM4909288HumanBreastIDC1.31e-052.03e-010.0988
9978RBX1GSM4909290HumanBreastIDC7.45e-276.30e-010.2096
9978RBX1GSM4909293HumanBreastIDC1.91e-124.42e-010.1581
9978RBX1GSM4909294HumanBreastIDC3.44e-183.34e-010.2022
9978RBX1GSM4909296HumanBreastIDC5.15e-203.17e-010.1524
9978RBX1GSM4909297HumanBreastIDC4.59e-241.56e-010.1517
9978RBX1GSM4909301HumanBreastIDC1.07e-083.21e-010.1577
9978RBX1GSM4909306HumanBreastIDC6.11e-043.08e-010.1564
9978RBX1GSM4909307HumanBreastIDC2.63e-042.90e-010.1569
9978RBX1GSM4909308HumanBreastIDC1.54e-042.68e-010.158
9978RBX1GSM4909309HumanBreastIDC1.23e-051.85e-010.0483
9978RBX1GSM4909311HumanBreastIDC1.27e-38-1.76e-010.1534
9978RBX1GSM4909312HumanBreastIDC3.27e-158.22e-020.1552
9978RBX1GSM4909315HumanBreastIDC4.34e-305.67e-010.21
9978RBX1GSM4909316HumanBreastIDC2.12e-205.24e-010.21
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00003029BreastPrecancerresponse to reactive oxygen species38/1080222/187231.47e-091.23e-0738
GO:00458629BreastPrecancerpositive regulation of proteolysis51/1080372/187237.77e-095.70e-0751
GO:19033209BreastPrecancerregulation of protein modification by small protein conjugation or removal38/1080242/187231.71e-081.17e-0638
GO:00313969BreastPrecancerregulation of protein ubiquitination33/1080210/187231.45e-077.82e-0633
GO:00104989BreastPrecancerproteasomal protein catabolic process58/1080490/187231.54e-078.05e-0658
GO:19033629BreastPrecancerregulation of cellular protein catabolic process36/1080255/187236.03e-072.55e-0536
GO:00421769BreastPrecancerregulation of protein catabolic process47/1080391/187231.50e-065.58e-0547
GO:19030509BreastPrecancerregulation of proteolysis involved in cellular protein catabolic process31/1080221/187234.10e-061.27e-0431
GO:00611369BreastPrecancerregulation of proteasomal protein catabolic process24/1080187/187231.99e-043.14e-0324
GO:00431619BreastPrecancerproteasome-mediated ubiquitin-dependent protein catabolic process42/1080412/187232.49e-043.72e-0342
GO:00098969BreastPrecancerpositive regulation of catabolic process48/1080492/187232.62e-043.84e-0348
GO:00313319BreastPrecancerpositive regulation of cellular catabolic process43/1080427/187232.75e-044.00e-0343
GO:20000589BreastPrecancerregulation of ubiquitin-dependent protein catabolic process21/1080164/187235.00e-046.53e-0321
GO:19033649BreastPrecancerpositive regulation of cellular protein catabolic process20/1080155/187236.10e-047.67e-0320
GO:19030527BreastPrecancerpositive regulation of proteolysis involved in cellular protein catabolic process17/1080133/187231.68e-031.70e-0217
GO:00457329BreastPrecancerpositive regulation of protein catabolic process25/1080231/187231.87e-031.82e-0225
GO:19018007BreastPrecancerpositive regulation of proteasomal protein catabolic process15/1080114/187232.31e-032.15e-0215
GO:00324349BreastPrecancerregulation of proteasomal ubiquitin-dependent protein catabolic process16/1080134/187234.51e-033.50e-0216
GO:000697914BreastIDCresponse to oxidative stress83/1434446/187232.36e-147.06e-1283
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513118BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0414118BreastPrecancerProtein processing in endoplasmic reticulum33/684174/84652.78e-063.83e-052.94e-0533
hsa0406616BreastPrecancerHIF-1 signaling pathway23/684109/84651.51e-051.59e-041.22e-0423
hsa0513119BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0414119BreastPrecancerProtein processing in endoplasmic reticulum33/684174/84652.78e-063.83e-052.94e-0533
hsa0406617BreastPrecancerHIF-1 signaling pathway23/684109/84651.51e-051.59e-041.22e-0423
hsa0513124BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0414124BreastIDCProtein processing in endoplasmic reticulum36/867174/84652.73e-052.86e-042.14e-0436
hsa0406623BreastIDCHIF-1 signaling pathway22/867109/84651.36e-031.00e-027.50e-0322
hsa052118BreastIDCRenal cell carcinoma14/86769/84659.16e-034.37e-023.27e-0214
hsa0517014BreastIDCHuman immunodeficiency virus 1 infection33/867212/84659.28e-034.37e-023.27e-0233
hsa0513134BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0414134BreastIDCProtein processing in endoplasmic reticulum36/867174/84652.73e-052.86e-042.14e-0436
hsa0406633BreastIDCHIF-1 signaling pathway22/867109/84651.36e-031.00e-027.50e-0322
hsa0521113BreastIDCRenal cell carcinoma14/86769/84659.16e-034.37e-023.27e-0214
hsa0517015BreastIDCHuman immunodeficiency virus 1 infection33/867212/84659.28e-034.37e-023.27e-0233
hsa0414143BreastDCISProtein processing in endoplasmic reticulum36/846174/84651.60e-051.91e-041.41e-0436
hsa0513144BreastDCISShigellosis46/846247/84652.06e-052.38e-041.75e-0446
hsa0406642BreastDCISHIF-1 signaling pathway22/846109/84659.83e-047.05e-035.20e-0322
hsa0517024BreastDCISHuman immunodeficiency virus 1 infection33/846212/84656.49e-033.22e-022.37e-0233
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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
RBX1SNVMissense_Mutationc.182N>Tp.Ala61Valp.A61VP62877protein_codingtolerated(0.14)benign(0.036)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RBX1SNVMissense_Mutationc.81N>Cp.Trp27Cysp.W27CP62877protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RBX1SNVMissense_Mutationc.257N>Ap.Arg86Hisp.R86HP62877protein_codingdeleterious(0.02)possibly_damaging(0.803)TCGA-AG-3887-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyirinotecanSD
RBX1SNVMissense_Mutationnovelc.283N>Tp.Pro95Serp.P95SP62877protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RBX1SNVMissense_Mutationc.182N>Tp.Ala61Valp.A61VP62877protein_codingtolerated(0.14)benign(0.036)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RBX1SNVMissense_Mutationnovelc.185N>Tp.Ser62Phep.S62FP62877protein_codingdeleterious(0.01)possibly_damaging(0.832)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RBX1SNVMissense_Mutationc.29N>Ap.Pro10Glnp.P10QP62877protein_codingtolerated(0.09)benign(0.031)TCGA-18-3414-01Lunglung squamous cell carcinomaMale>=65III/IVUnknownUnknownSD
RBX1SNVMissense_Mutationc.150N>Ap.Met50Ilep.M50IP62877protein_codingdeleterious(0)probably_damaging(0.969)TCGA-66-2792-01Lunglung squamous cell carcinomaMale<65I/IIChemotherapycarboplatinCR
RBX1SNVMissense_Mutationnovelc.109A>Gp.Ile37Valp.I37VP62877protein_codingtolerated(0.13)benign(0.122)TCGA-CN-A641-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapycisplatinCR
RBX1SNVMissense_Mutationnovelc.148A>Gp.Met50Valp.M50VP62877protein_codingdeleterious(0)probably_damaging(0.954)TCGA-CV-7242-01Oral cavityhead & neck squamous cell carcinomaFemale<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
9978RBX1DNA REPAIR, ENZYMEinhibitorCHEMBL468THALIDOMIDE
9978RBX1DNA REPAIR, ENZYMEfluorouracilFLUOROURACIL
9978RBX1DNA REPAIR, ENZYMEepirubicinEPIRUBICIN
9978RBX1DNA REPAIR, ENZYMEcyclophosphamideCYCLOPHOSPHAMIDE
9978RBX1DNA REPAIR, ENZYMEinhibitorCHEMBL43452POMALIDOMIDE
9978RBX1DNA REPAIR, ENZYMEinhibitorCHEMBL848LENALIDOMIDE
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