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: RIOX2

Gene summary for RIOX2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RIOX2

Gene ID

84864

Gene nameribosomal oxygenase 2
Gene AliasJMJD10
Cytomap3q11.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8IUF8


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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
84864RIOX2LZE4THumanEsophagusESCC1.47e-072.22e-010.0811
84864RIOX2LZE7THumanEsophagusESCC6.33e-032.13e-010.0667
84864RIOX2LZE8THumanEsophagusESCC5.32e-143.47e-010.067
84864RIOX2LZE20THumanEsophagusESCC4.88e-051.97e-010.0662
84864RIOX2LZE22THumanEsophagusESCC1.48e-053.63e-010.068
84864RIOX2LZE24THumanEsophagusESCC4.28e-255.66e-010.0596
84864RIOX2NAFLD1HumanLiverNAFLD1.07e-022.65e-01-0.04
84864RIOX2S014HumanLiverHCC2.15e-195.92e-010.2254
84864RIOX2S015HumanLiverHCC7.40e-125.23e-010.2375
84864RIOX2S016HumanLiverHCC8.08e-194.30e-010.2243
84864RIOX2S027HumanLiverHCC8.93e-191.12e+000.2446
84864RIOX2S028HumanLiverHCC1.73e-381.49e+000.2503
84864RIOX2S029HumanLiverHCC7.85e-371.51e+000.2581
84864RIOX2male-WTAHumanThyroidPTC3.77e-152.75e-010.1037
84864RIOX2nodule-WTAHumanThyroidgoiters6.05e-114.40e-010.0534
84864RIOX2PTC01HumanThyroidPTC5.45e-112.01e-010.1899
84864RIOX2PTC03HumanThyroidPTC6.94e-042.01e-010.1784
84864RIOX2PTC04HumanThyroidPTC1.28e-082.48e-010.1927
84864RIOX2PTC05HumanThyroidPTC2.38e-236.68e-010.2065
84864RIOX2PTC06HumanThyroidPTC2.00e-326.76e-010.2057
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00165703LiverNAFLDhistone modification90/1882463/187235.74e-101.28e-0790
GO:00226137LiverNAFLDribonucleoprotein complex biogenesis76/1882463/187231.19e-053.67e-0476
GO:00422547LiverNAFLDribosome biogenesis52/1882299/187236.03e-051.32e-0352
GO:0070076LiverNAFLDhistone lysine demethylation10/188228/187232.46e-044.09e-0310
GO:0016577LiverNAFLDhistone demethylation10/188231/187236.28e-048.21e-0310
GO:0006482LiverNAFLDprotein demethylation10/188233/187231.09e-031.27e-0210
GO:0008214LiverNAFLDprotein dealkylation10/188233/187231.09e-031.27e-0210
GO:0070988LiverNAFLDdemethylation16/188273/187232.09e-032.06e-0216
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:0022613113ThyroidPTCribonucleoprotein complex biogenesis292/5968463/187233.24e-442.05e-40292
GO:0042254113ThyroidPTCribosome biogenesis202/5968299/187233.47e-375.47e-34202
GO:001657010ThyroidPTChistone modification235/5968463/187231.17e-171.15e-15235
GO:0042254210Thyroidgoitersribosome biogenesis38/497299/187231.07e-153.69e-1338
GO:0022613210Thyroidgoitersribonucleoprotein complex biogenesis47/497463/187232.79e-158.90e-1347
GO:002261334ThyroidATCribonucleoprotein complex biogenesis292/6293463/187233.05e-399.63e-36292
GO:004225434ThyroidATCribosome biogenesis203/6293299/187233.63e-344.59e-31203
GO:001657017ThyroidATChistone modification243/6293463/187232.23e-172.27e-15243
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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
RIOX2SNVMissense_Mutationnovelc.214N>Ap.Ala72Thrp.A72TQ8IUF8protein_codingtolerated(0.37)benign(0.018)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RIOX2SNVMissense_Mutationrs373581249c.631G>Cp.Val211Leup.V211LQ8IUF8protein_codingtolerated(0.16)benign(0.112)TCGA-B6-A0X1-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
RIOX2SNVMissense_Mutationnovelc.761N>Cp.Val254Alap.V254AQ8IUF8protein_codingdeleterious(0)possibly_damaging(0.458)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
RIOX2insertionIn_Frame_Insnovelc.1063_1064insAAGp.Gly354_Gly355insGlup.G354_G355insEQ8IUF8protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
RIOX2insertionIn_Frame_Insnovelc.1061_1062insGGAp.Gly354_Gly355insAspp.G354_G355insDQ8IUF8protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
RIOX2SNVMissense_Mutationnovelc.812C>Tp.Thr271Ilep.T271IQ8IUF8protein_codingtolerated(0.5)benign(0.006)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RIOX2SNVMissense_Mutationc.849N>Gp.Asp283Glup.D283EQ8IUF8protein_codingtolerated(0.17)benign(0.099)TCGA-A6-2684-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RIOX2SNVMissense_Mutationc.1167G>Tp.Lys389Asnp.K389NQ8IUF8protein_codingtolerated(0.4)benign(0.006)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RIOX2SNVMissense_Mutationnovelc.386N>Gp.Asp129Glyp.D129GQ8IUF8protein_codingtolerated(0.09)benign(0.092)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RIOX2insertionFrame_Shift_Insnovelc.603_604insCp.Thr202HisfsTer22p.T202Hfs*22Q8IUF8protein_codingTCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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