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: RBKS

Gene summary for RBKS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBKS

Gene ID

64080

Gene nameribokinase
Gene AliasRBSK
Cytomap2p23.2
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q9H477


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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
64080RBKSLZE4THumanEsophagusESCC1.29e-021.30e-010.0811
64080RBKSLZE24THumanEsophagusESCC1.36e-071.87e-010.0596
64080RBKSLZE6THumanEsophagusESCC4.59e-021.44e-010.0845
64080RBKSP1T-EHumanEsophagusESCC1.36e-052.29e-010.0875
64080RBKSP2T-EHumanEsophagusESCC4.31e-061.66e-010.1177
64080RBKSP4T-EHumanEsophagusESCC7.59e-121.98e-010.1323
64080RBKSP5T-EHumanEsophagusESCC4.30e-102.01e-010.1327
64080RBKSP8T-EHumanEsophagusESCC2.05e-071.23e-010.0889
64080RBKSP10T-EHumanEsophagusESCC1.96e-051.25e-010.116
64080RBKSP11T-EHumanEsophagusESCC1.74e-042.54e-010.1426
64080RBKSP12T-EHumanEsophagusESCC4.31e-061.38e-010.1122
64080RBKSP15T-EHumanEsophagusESCC6.50e-049.91e-020.1149
64080RBKSP16T-EHumanEsophagusESCC1.78e-031.65e-010.1153
64080RBKSP20T-EHumanEsophagusESCC1.89e-122.14e-010.1124
64080RBKSP21T-EHumanEsophagusESCC9.53e-091.61e-010.1617
64080RBKSP22T-EHumanEsophagusESCC7.98e-133.16e-010.1236
64080RBKSP23T-EHumanEsophagusESCC1.44e-133.89e-010.108
64080RBKSP24T-EHumanEsophagusESCC4.44e-082.52e-010.1287
64080RBKSP26T-EHumanEsophagusESCC5.55e-051.42e-010.1276
64080RBKSP27T-EHumanEsophagusESCC9.30e-071.47e-010.1055
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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
∗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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:001605216EsophagusESCCcarbohydrate catabolic process91/8552154/187235.39e-042.97e-0391
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:000674012EsophagusESCCNADPH regeneration13/855216/187234.05e-031.62e-0213
GO:000609812EsophagusESCCpentose-phosphate shunt12/855215/187237.31e-032.63e-0212
GO:00067393EsophagusESCCNADP metabolic process23/855235/187231.34e-024.38e-0223
GO:000609112LiverCirrhoticgeneration of precursor metabolites and energy238/4634490/187236.85e-311.07e-27238
GO:004428211LiverCirrhoticsmall molecule catabolic process151/4634376/187232.20e-111.34e-09151
GO:000599612LiverCirrhoticmonosaccharide metabolic process104/4634257/187231.74e-086.32e-07104
GO:001605212LiverCirrhoticcarbohydrate catabolic process66/4634154/187236.10e-071.32e-0566
GO:004426211LiverCirrhoticcellular carbohydrate metabolic process97/4634283/187231.89e-041.76e-0397
GO:0006098LiverCirrhoticpentose-phosphate shunt9/463415/187233.88e-032.10e-029
GO:0051156LiverCirrhoticglucose 6-phosphate metabolic process12/463424/187236.58e-033.25e-0212
GO:0006740LiverCirrhoticNADPH regeneration9/463416/187236.94e-033.38e-029
GO:000609122LiverHCCgeneration of precursor metabolites and energy340/7958490/187234.04e-342.85e-31340
GO:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:001605222LiverHCCcarbohydrate catabolic process99/7958154/187233.79e-088.30e-0799
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00030LiverCirrhoticPentose phosphate pathway16/253030/84656.04e-032.12e-021.30e-0216
hsa000301LiverCirrhoticPentose phosphate pathway16/253030/84656.04e-032.12e-021.30e-0216
hsa000302LiverHCCPentose phosphate pathway21/402030/84651.06e-022.71e-021.51e-0221
hsa000303LiverHCCPentose phosphate pathway21/402030/84651.06e-022.71e-021.51e-0221
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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
RBKSSNVMissense_Mutationc.431N>Ap.Ser144Asnp.S144NQ9H477protein_codingtolerated(0.14)benign(0)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RBKSSNVMissense_Mutationnovelc.140T>Gp.Phe47Cysp.F47CQ9H477protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RBKSSNVMissense_Mutationnovelc.236N>Ap.Ser79Tyrp.S79YQ9H477protein_codingtolerated(0.75)benign(0.319)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RBKSSNVMissense_Mutationc.730N>Ap.Leu244Metp.L244MQ9H477protein_codingtolerated(0.09)benign(0.15)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RBKSSNVMissense_Mutationnovelc.924N>Cp.Gln308Hisp.Q308HQ9H477protein_codingtolerated(0.11)probably_damaging(0.979)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RBKSSNVMissense_Mutationnovelc.580G>Tp.Asp194Tyrp.D194YQ9H477protein_codingdeleterious(0)probably_damaging(0.978)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RBKSSNVMissense_Mutationnovelc.567N>Ap.Phe189Leup.F189LQ9H477protein_codingtolerated(0.25)benign(0.107)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
RBKSSNVMissense_Mutationnovelc.553C>Ap.Leu185Metp.L185MQ9H477protein_codingdeleterious(0.01)possibly_damaging(0.586)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
RBKSSNVMissense_Mutationnovelc.86T>Cp.Val29Alap.V29AQ9H477protein_codingdeleterious(0.05)possibly_damaging(0.597)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RBKSSNVMissense_Mutationnovelc.349N>Tp.Gly117Cysp.G117CQ9H477protein_codingdeleterious(0)probably_damaging(1)TCGA-EO-A22T-01Endometriumuterine corpus endometrioid 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
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