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: RBL1

Gene summary for RBL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBL1

Gene ID

5933

Gene nameRB transcriptional corepressor like 1
Gene AliasCP107
Cytomap20q11.23
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

P28749


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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
5933RBL1CCI_1HumanCervixCC1.12e-055.29e-010.528
5933RBL1CCI_3HumanCervixCC4.51e-208.08e-010.516
5933RBL1CCII_1HumanCervixCC7.45e-052.57e-010.3249
5933RBL1HCC1_MengHumanLiverHCC7.28e-04-1.55e-020.0246
5933RBL1HCC1HumanLiverHCC9.59e-072.28e+000.5336
5933RBL1HCC2HumanLiverHCC1.80e-162.21e+000.5341
5933RBL1HCC5HumanLiverHCC1.51e-051.02e+000.4932
5933RBL1S015HumanLiverHCC1.52e-021.50e-010.2375
5933RBL1S028HumanLiverHCC2.10e-042.76e-010.2503
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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
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
∗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:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:00075689CervixCCaging75/2311339/187232.75e-071.13e-0575
GO:20000453CervixCCregulation of G1/S transition of mitotic cell cycle37/2311142/187236.33e-061.53e-0437
GO:00000824CervixCCG1/S transition of mitotic cell cycle49/2311214/187231.16e-052.48e-0449
GO:19028062CervixCCregulation of cell cycle G1/S phase transition41/2311168/187231.18e-052.51e-0441
GO:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
GO:19019903CervixCCregulation of mitotic cell cycle phase transition63/2311299/187231.27e-052.60e-0463
GO:00448434CervixCCcell cycle G1/S phase transition53/2311241/187231.76e-053.32e-0453
GO:00075695CervixCCcell aging34/2311132/187231.92e-053.53e-0434
GO:00063257CervixCCchromatin organization78/2311409/187235.40e-058.02e-0478
GO:19019873CervixCCregulation of cell cycle phase transition74/2311390/187239.80e-051.27e-0374
GO:00903981CervixCCcellular senescence25/231193/187231.11e-041.40e-0325
GO:00513021CervixCCregulation of cell division39/2311177/187232.05e-042.33e-0339
GO:00457862CervixCCnegative regulation of cell cycle67/2311385/187232.21e-031.59e-0267
GO:00459302CervixCCnegative regulation of mitotic cell cycle44/2311235/187233.02e-031.99e-0244
GO:19019912CervixCCnegative regulation of mitotic cell cycle phase transition35/2311179/187233.73e-032.38e-0235
GO:20001341CervixCCnegative regulation of G1/S transition of mitotic cell cycle19/231184/187236.02e-033.43e-0219
GO:00109482CervixCCnegative regulation of cell cycle process51/2311294/187237.35e-033.94e-0251
GO:19028071CervixCCnegative regulation of cell cycle G1/S phase transition20/231193/187238.80e-034.50e-0220
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421810CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa051657CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa041106CervixCCCell cycle36/1267157/84654.94e-031.67e-029.86e-0336
hsa0421815CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa0516512CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa0411013CervixCCCell cycle36/1267157/84654.94e-031.67e-029.86e-0336
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa0421822LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa051652LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa052032LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa0421832LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa051653LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa052033LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
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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
RBL1SNVMissense_Mutationc.807C>Gp.His269Glnp.H269QP28749protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RBL1SNVMissense_Mutationc.1318N>Gp.Gln440Glup.Q440EP28749protein_codingtolerated(0.41)benign(0.015)TCGA-AC-A2B8-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapychemoPD
RBL1SNVMissense_Mutationc.1523N>Gp.Ile508Serp.I508SP28749protein_codingdeleterious(0)probably_damaging(0.993)TCGA-C8-A1HF-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RBL1SNVMissense_Mutationc.2194N>Cp.Ile732Leup.I732LP28749protein_codingdeleterious(0.04)benign(0.081)TCGA-E2-A1L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
RBL1SNVMissense_Mutationc.3136G>Tp.Val1046Phep.V1046FP28749protein_codingtolerated(0.09)benign(0.191)TCGA-E9-A1R5-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RBL1SNVMissense_Mutationc.2559G>Cp.Lys853Asnp.K853NP28749protein_codingdeleterious(0)probably_damaging(0.929)TCGA-E9-A1RH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
RBL1SNVMissense_Mutationc.193N>Ap.Val65Ilep.V65IP28749protein_codingdeleterious(0.01)possibly_damaging(0.766)TCGA-EA-A3HT-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RBL1SNVMissense_Mutationc.954N>Cp.Glu318Aspp.E318DP28749protein_codingdeleterious(0)probably_damaging(0.99)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RBL1SNVMissense_Mutationc.2244G>Tp.Lys748Asnp.K748NP28749protein_codingtolerated(0.44)benign(0.013)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
RBL1SNVMissense_Mutationrs771087993c.1166C>Tp.Ser389Leup.S389LP28749protein_codingtolerated(0.1)benign(0.118)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
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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
5933RBL1ENZYME, TRANSCRIPTION FACTOR COMPLEXHMBA9205091
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