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: RIOK2

Gene summary for RIOK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RIOK2

Gene ID

55781

Gene nameRIO kinase 2
Gene AliasRIO2
Cytomap5q15
Gene Typeprotein-coding
GO ID

GO:0000054

UniProtAcc

Q9BVS4


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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
55781RIOK2LZE4THumanEsophagusESCC3.71e-061.76e-010.0811
55781RIOK2LZE24THumanEsophagusESCC1.20e-071.90e-010.0596
55781RIOK2P2T-EHumanEsophagusESCC1.89e-112.28e-010.1177
55781RIOK2P4T-EHumanEsophagusESCC2.86e-092.48e-010.1323
55781RIOK2P5T-EHumanEsophagusESCC3.03e-102.26e-010.1327
55781RIOK2P8T-EHumanEsophagusESCC8.57e-036.39e-020.0889
55781RIOK2P9T-EHumanEsophagusESCC1.45e-025.92e-020.1131
55781RIOK2P10T-EHumanEsophagusESCC1.10e-031.05e-010.116
55781RIOK2P12T-EHumanEsophagusESCC5.70e-153.59e-010.1122
55781RIOK2P15T-EHumanEsophagusESCC2.28e-132.65e-010.1149
55781RIOK2P16T-EHumanEsophagusESCC2.55e-107.55e-020.1153
55781RIOK2P20T-EHumanEsophagusESCC4.41e-142.91e-010.1124
55781RIOK2P21T-EHumanEsophagusESCC1.73e-061.96e-010.1617
55781RIOK2P22T-EHumanEsophagusESCC5.07e-172.95e-010.1236
55781RIOK2P23T-EHumanEsophagusESCC1.39e-143.00e-010.108
55781RIOK2P24T-EHumanEsophagusESCC4.08e-122.38e-010.1287
55781RIOK2P26T-EHumanEsophagusESCC1.13e-193.33e-010.1276
55781RIOK2P27T-EHumanEsophagusESCC9.08e-091.53e-010.1055
55781RIOK2P30T-EHumanEsophagusESCC3.43e-052.00e-010.137
55781RIOK2P31T-EHumanEsophagusESCC3.39e-081.13e-010.1251
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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
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:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:0051168110EsophagusESCCnuclear export126/8552154/187231.88e-202.65e-18126
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:0032388110EsophagusESCCpositive regulation of intracellular transport152/8552202/187237.89e-187.36e-16152
GO:0042274111EsophagusESCCribosomal small subunit biogenesis67/855273/187236.62e-175.38e-1567
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
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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
RIOK2SNVMissense_Mutationc.703N>Gp.Ile235Valp.I235VQ9BVS4protein_codingdeleterious(0)benign(0.314)TCGA-A2-A0YF-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificArimidexSD
RIOK2SNVMissense_Mutationc.377G>Ap.Arg126Lysp.R126KQ9BVS4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
RIOK2SNVMissense_Mutationc.1556N>Ap.Arg519Hisp.R519HQ9BVS4protein_codingdeleterious(0.03)possibly_damaging(0.874)TCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RIOK2SNVMissense_Mutationnovelc.682G>Tp.Asp228Tyrp.D228YQ9BVS4protein_codingdeleterious(0)probably_damaging(1)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RIOK2SNVMissense_Mutationc.775N>Cp.Glu259Glnp.E259QQ9BVS4protein_codingtolerated(0.15)possibly_damaging(0.74)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
RIOK2SNVMissense_Mutationnovelc.46N>Ap.Asp16Asnp.D16NQ9BVS4protein_codingdeleterious(0.01)probably_damaging(0.952)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RIOK2SNVMissense_Mutationrs373094809c.1352N>Gp.His451Argp.H451RQ9BVS4protein_codingtolerated(0.16)benign(0.021)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RIOK2SNVMissense_Mutationc.742C>Tp.Pro248Serp.P248SQ9BVS4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RIOK2SNVMissense_Mutationc.1066C>Tp.Arg356Trpp.R356WQ9BVS4protein_codingdeleterious(0.03)benign(0)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RIOK2SNVMissense_Mutationnovelc.1064N>Gp.Glu355Glyp.E355GQ9BVS4protein_codingtolerated(0.13)benign(0.001)TCGA-AA-3947-01Colorectumcolon 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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