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:00002803SkincSCCnuclear division178/4864439/187231.17e-115.93e-10178
GO:0032388111SkincSCCpositive regulation of intracellular transport96/4864202/187233.14e-111.52e-0996
GO:0046822111SkincSCCregulation of nucleocytoplasmic transport59/4864106/187238.03e-113.68e-0959
GO:190199014SkincSCCregulation of mitotic cell cycle phase transition128/4864299/187231.48e-106.56e-09128
GO:00519834SkincSCCregulation of chromosome segregation52/486491/187232.88e-101.20e-0852
GO:003150315SkincSCCprotein-containing complex localization95/4864220/187232.00e-085.82e-0795
GO:00070913SkincSCCmetaphase/anaphase transition of mitotic cell cycle37/486462/187232.13e-086.11e-0737
GO:00330453SkincSCCregulation of sister chromatid segregation41/486472/187232.48e-086.89e-0741
GO:19058183SkincSCCregulation of chromosome separation41/486472/187232.48e-086.89e-0741
GO:00300713SkincSCCregulation of mitotic metaphase/anaphase transition36/486460/187232.71e-087.41e-0736
GO:00109653SkincSCCregulation of mitotic sister chromatid separation38/486465/187233.03e-088.18e-0738
GO:190198714SkincSCCregulation of cell cycle phase transition150/4864390/187233.21e-088.61e-07150
GO:00513063SkincSCCmitotic sister chromatid separation38/486467/187239.27e-082.22e-0638
GO:00447843SkincSCCmetaphase/anaphase transition of cell cycle37/486465/187231.20e-072.79e-0637
GO:19020993SkincSCCregulation of metaphase/anaphase transition of cell cycle36/486463/187231.55e-073.51e-0636
GO:000005412SkincSCCribosomal subunit export from nucleus13/486414/187232.58e-075.33e-0613
GO:003375012SkincSCCribosome localization13/486414/187232.58e-075.33e-0613
GO:004682419SkincSCCpositive regulation of nucleocytoplasmic transport34/486462/187231.27e-062.20e-0534
GO:00714285SkincSCCrRNA-containing ribonucleoprotein complex export from nucleus13/486415/187231.47e-062.52e-0513
GO:00513043SkincSCCchromosome separation44/486496/187232.05e-052.40e-0444
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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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