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: RIOK3

Gene summary for RIOK3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RIOK3

Gene ID

8780

Gene nameRIO kinase 3
Gene AliasSUDD
Cytomap18q11.2
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

B0YJ89


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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
8780RIOK3HTA11_2487_2000001011HumanColorectumSER8.93e-064.50e-01-0.1808
8780RIOK3HTA11_1938_2000001011HumanColorectumAD3.65e-023.31e-01-0.0811
8780RIOK3HTA11_78_2000001011HumanColorectumAD4.01e-023.98e-01-0.1088
8780RIOK3HTA11_347_2000001011HumanColorectumAD7.04e-196.60e-01-0.1954
8780RIOK3HTA11_411_2000001011HumanColorectumSER1.30e-061.23e+00-0.2602
8780RIOK3HTA11_2112_2000001011HumanColorectumSER1.83e-027.65e-01-0.2196
8780RIOK3HTA11_696_2000001011HumanColorectumAD9.31e-054.26e-01-0.1464
8780RIOK3HTA11_1391_2000001011HumanColorectumAD5.50e-054.36e-01-0.059
8780RIOK3A015-C-203HumanColorectumFAP4.37e-08-7.70e-02-0.1294
8780RIOK3A001-C-108HumanColorectumFAP6.12e-042.24e-03-0.0272
8780RIOK3A002-C-205HumanColorectumFAP1.15e-02-1.55e-01-0.1236
8780RIOK3A015-C-106HumanColorectumFAP2.48e-02-4.27e-02-0.0511
8780RIOK3A015-C-104HumanColorectumFAP2.18e-08-8.77e-02-0.1899
8780RIOK3A002-C-016HumanColorectumFAP7.33e-04-8.75e-020.0521
8780RIOK3A002-C-116HumanColorectumFAP1.36e-10-3.96e-02-0.0452
8780RIOK3A018-E-020HumanColorectumFAP4.74e-023.80e-02-0.2034
8780RIOK3F034HumanColorectumFAP6.79e-06-1.27e-01-0.0665
8780RIOK3CRC-1-8810HumanColorectumCRC2.17e-03-1.14e-010.6257
8780RIOK3LZE4THumanEsophagusESCC1.79e-186.58e-010.0811
8780RIOK3LZE5THumanEsophagusESCC6.89e-058.09e-010.0514
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00028324Oral cavityOSCCnegative regulation of response to biotic stimulus65/7305108/187236.62e-067.29e-0565
GO:00022214Oral cavityOSCCpattern recognition receptor signaling pathway95/7305172/187231.11e-051.15e-0495
GO:00027537Oral cavityOSCCcytoplasmic pattern recognition receptor signaling pathway40/730560/187231.32e-051.33e-0440
GO:00450884Oral cavityOSCCregulation of innate immune response116/7305218/187231.36e-051.37e-04116
GO:003133318Oral cavityOSCCnegative regulation of protein-containing complex assembly79/7305141/187233.01e-052.76e-0479
GO:00326083Oral cavityOSCCinterferon-beta production37/730556/187233.74e-053.32e-0437
GO:00326483Oral cavityOSCCregulation of interferon-beta production37/730556/187233.74e-053.32e-0437
GO:00324816Oral cavityOSCCpositive regulation of type I interferon production38/730558/187233.91e-053.43e-0438
GO:00327283Oral cavityOSCCpositive regulation of interferon-beta production27/730539/187231.27e-049.09e-0427
GO:00321037Oral cavityOSCCpositive regulation of response to external stimulus203/7305427/187231.79e-041.22e-03203
GO:00395283Oral cavityOSCCcytoplasmic pattern recognition receptor signaling pathway in response to virus24/730534/187231.89e-041.28e-0324
GO:00506883Oral cavityOSCCregulation of defense response to virus42/730569/187231.92e-041.29e-0342
GO:00324793Oral cavityOSCCregulation of type I interferon production54/730595/187233.17e-041.97e-0354
GO:00326063Oral cavityOSCCtype I interferon production54/730595/187233.17e-041.97e-0354
GO:000268310Oral cavityOSCCnegative regulation of immune system process204/7305434/187233.72e-042.27e-03204
GO:00395301Oral cavityOSCCMDA-5 signaling pathway10/730511/187235.78e-043.30e-0310
GO:00507774Oral cavityOSCCnegative regulation of immune response97/7305194/187231.16e-035.91e-0397
GO:00985866Oral cavityOSCCcellular response to virus47/730584/187231.20e-036.06e-0347
GO:000181910Oral cavityOSCCpositive regulation of cytokine production213/7305467/187231.93e-038.96e-03213
GO:00622076Oral cavityOSCCregulation of pattern recognition receptor signaling pathway56/7305105/187231.99e-039.23e-0356
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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
RIOK3SNVMissense_Mutationnovelc.1258N>Cp.Trp420Argp.W420RO14730protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A2-A4RW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
RIOK3SNVMissense_Mutationrs774183551c.643C>Tp.Arg215Cysp.R215CO14730protein_codingdeleterious(0)probably_damaging(0.925)TCGA-JW-A852-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
RIOK3SNVMissense_Mutationnovelc.824N>Cp.Asp275Alap.D275AO14730protein_codingdeleterious(0.05)benign(0.012)TCGA-XS-A8TJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
RIOK3SNVMissense_Mutationnovelc.292C>Tp.Arg98Cysp.R98CO14730protein_codingdeleterious(0.02)possibly_damaging(0.794)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RIOK3SNVMissense_Mutationc.341N>Tp.Glu114Valp.E114VO14730protein_codingdeleterious(0.02)benign(0.298)TCGA-AA-3955-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapycapecitabineCR
RIOK3SNVMissense_Mutationc.1202N>Tp.Thr401Metp.T401MO14730protein_codingtolerated(0.05)benign(0.431)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RIOK3SNVMissense_Mutationnovelc.109G>Ap.Asp37Asnp.D37NO14730protein_codingdeleterious(0.05)benign(0.021)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RIOK3SNVMissense_Mutationrs199977739c.1009G>Ap.Ala337Thrp.A337TO14730protein_codingtolerated(0.94)benign(0)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
RIOK3SNVMissense_Mutationnovelc.292N>Tp.Arg98Cysp.R98CO14730protein_codingdeleterious(0.02)possibly_damaging(0.794)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
RIOK3SNVMissense_Mutationc.481N>Tp.Asp161Tyrp.D161YO14730protein_codingtolerated(0.06)possibly_damaging(0.641)TCGA-AP-A056-01Endometriumuterine 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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