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: RIOK1

Gene summary for RIOK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RIOK1

Gene ID

83732

Gene nameRIO kinase 1
Gene AliasAD034
Cytomap6p24.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9BRS2


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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
83732RIOK1LN38HumanOral cavityOSCC5.55e-036.23e-010.168
83732RIOK1LN46HumanOral cavityOSCC2.26e-064.75e-010.1666
83732RIOK1SYSMH1HumanOral cavityOSCC6.64e-113.79e-010.1127
83732RIOK1SYSMH2HumanOral cavityOSCC5.77e-247.66e-010.2326
83732RIOK1SYSMH3HumanOral cavityOSCC5.95e-297.13e-010.2442
83732RIOK1SYSMH4HumanOral cavityOSCC2.19e-035.88e-020.1226
83732RIOK1SYSMH5HumanOral cavityOSCC3.59e-051.84e-010.0647
83732RIOK1P1_S1_AKHumanSkinAK9.32e-042.36e-01-0.3399
83732RIOK1P4_S8_cSCCHumanSkincSCC2.82e-041.52e-01-0.3095
83732RIOK1P1_cSCCHumanSkincSCC9.32e-299.56e-010.0292
83732RIOK1P2_cSCCHumanSkincSCC1.16e-073.77e-01-0.024
83732RIOK1P4_cSCCHumanSkincSCC3.45e-185.49e-01-0.00290000000000005
83732RIOK1P10_cSCCHumanSkincSCC3.28e-177.15e-010.1017
83732RIOK1male-WTAHumanThyroidPTC6.35e-105.96e-020.1037
83732RIOK1PTC01HumanThyroidPTC1.29e-053.20e-020.1899
83732RIOK1PTC04HumanThyroidPTC3.22e-023.67e-020.1927
83732RIOK1PTC05HumanThyroidPTC4.91e-021.67e-010.2065
83732RIOK1PTC06HumanThyroidPTC2.90e-041.82e-010.2057
83732RIOK1PTC07HumanThyroidPTC1.13e-071.55e-010.2044
83732RIOK1ATC12HumanThyroidATC1.51e-068.87e-020.34
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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
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
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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0042274111EsophagusESCCribosomal small subunit biogenesis67/855273/187236.62e-175.38e-1567
GO:00304904EsophagusESCCmaturation of SSU-rRNA45/855250/187235.07e-111.63e-0945
GO:2000234EsophagusESCCpositive regulation of rRNA processing9/855210/187235.09e-031.92e-029
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:001607212LiverHCCrRNA metabolic process193/7958236/187231.26e-351.14e-32193
GO:000636421LiverHCCrRNA processing185/7958225/187238.14e-356.45e-32185
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:004227422LiverHCCribosomal small subunit biogenesis65/795873/187231.09e-169.92e-1565
GO:00304901LiverHCCmaturation of SSU-rRNA43/795850/187232.35e-108.04e-0943
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:004225420Oral cavityOSCCribosome biogenesis230/7305299/187233.22e-416.80e-38230
GO:000636410Oral cavityOSCCrRNA processing172/7305225/187231.57e-301.24e-27172
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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
RIOK1SNVMissense_Mutationc.1491N>Ap.Asp497Glup.D497EQ9BRS2protein_codingtolerated(0.6)benign(0.003)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
RIOK1SNVMissense_Mutationc.941N>Cp.Met314Thrp.M314TQ9BRS2protein_codingdeleterious(0)probably_damaging(0.988)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RIOK1insertionNonsense_Mutationnovelc.354_355insGTTCATTTACCCCCAAAGTATATAATAAAGAGCTAAGACCp.Lys119ValfsTer12p.K119Vfs*12Q9BRS2protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RIOK1SNVMissense_Mutationnovelc.1121C>Tp.Ala374Valp.A374VQ9BRS2protein_codingdeleterious(0.02)possibly_damaging(0.658)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RIOK1SNVMissense_Mutationnovelc.1366G>Ap.Ala456Thrp.A456TQ9BRS2protein_codingdeleterious(0.05)benign(0.154)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RIOK1SNVMissense_Mutationrs547473770c.658N>Tp.Arg220Trpp.R220WQ9BRS2protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A7UE-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
RIOK1SNVMissense_Mutationc.1423G>Cp.Asp475Hisp.D475HQ9BRS2protein_codingdeleterious(0)possibly_damaging(0.536)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
RIOK1SNVMissense_Mutationc.1465C>Gp.Gln489Glup.Q489EQ9BRS2protein_codingtolerated(0.81)benign(0)TCGA-EK-A2H0-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RIOK1SNVMissense_Mutationc.1465N>Gp.Gln489Glup.Q489EQ9BRS2protein_codingtolerated(0.81)benign(0)TCGA-ZJ-A8QQ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
RIOK1SNVMissense_Mutationc.295N>Ap.Asp99Asnp.D99NQ9BRS2protein_codingtolerated(0.69)benign(0)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=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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