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: RRP36

Gene summary for RRP36

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RRP36

Gene ID

88745

Gene nameribosomal RNA processing 36
Gene AliasC6orf153
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0000462

UniProtAcc

Q96EU6


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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
88745RRP36LZE2THumanEsophagusESCC1.65e-028.97e-010.082
88745RRP36LZE20THumanEsophagusESCC1.68e-071.61e-010.0662
88745RRP36LZE22THumanEsophagusESCC3.32e-022.12e-010.068
88745RRP36LZE24THumanEsophagusESCC1.34e-061.23e-010.0596
88745RRP36P1T-EHumanEsophagusESCC8.64e-031.16e-010.0875
88745RRP36P2T-EHumanEsophagusESCC5.42e-131.18e-010.1177
88745RRP36P4T-EHumanEsophagusESCC7.65e-173.74e-010.1323
88745RRP36P5T-EHumanEsophagusESCC3.68e-121.96e-010.1327
88745RRP36P8T-EHumanEsophagusESCC2.75e-035.78e-020.0889
88745RRP36P9T-EHumanEsophagusESCC3.88e-081.33e-010.1131
88745RRP36P10T-EHumanEsophagusESCC2.40e-089.72e-020.116
88745RRP36P12T-EHumanEsophagusESCC5.87e-109.18e-020.1122
88745RRP36P15T-EHumanEsophagusESCC1.04e-047.77e-020.1149
88745RRP36P16T-EHumanEsophagusESCC3.13e-043.15e-020.1153
88745RRP36P17T-EHumanEsophagusESCC1.33e-051.85e-010.1278
88745RRP36P20T-EHumanEsophagusESCC1.27e-089.67e-020.1124
88745RRP36P21T-EHumanEsophagusESCC1.49e-132.10e-010.1617
88745RRP36P22T-EHumanEsophagusESCC6.17e-142.00e-010.1236
88745RRP36P23T-EHumanEsophagusESCC5.66e-123.07e-010.108
88745RRP36P24T-EHumanEsophagusESCC3.12e-101.61e-010.1287
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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:00903055ThyroidPTCnucleic acid phosphodiester bond hydrolysis105/5968261/187232.53e-031.31e-02105
GO:002261334ThyroidATCribonucleoprotein complex biogenesis292/6293463/187233.05e-399.63e-36292
GO:004225434ThyroidATCribosome biogenesis203/6293299/187233.63e-344.59e-31203
GO:000636432ThyroidATCrRNA processing157/6293225/187239.02e-295.70e-26157
GO:001607232ThyroidATCrRNA metabolic process161/6293236/187231.02e-275.89e-25161
GO:003447021ThyroidATCncRNA processing216/6293395/187233.14e-183.98e-16216
GO:003466021ThyroidATCncRNA metabolic process240/6293485/187232.03e-139.91e-12240
GO:004227435ThyroidATCribosomal small subunit biogenesis55/629373/187233.33e-131.55e-1155
GO:003049013ThyroidATCmaturation of SSU-rRNA35/629350/187231.56e-072.52e-0635
GO:000046911ThyroidATCcleavage involved in rRNA processing21/629327/187233.28e-063.69e-0521
GO:009050112ThyroidATCRNA phosphodiester bond hydrolysis76/6293152/187232.07e-051.86e-0476
GO:000046213ThyroidATCmaturation of SSU-rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)25/629337/187232.50e-052.16e-0425
GO:009030511ThyroidATCnucleic acid phosphodiester bond hydrolysis107/6293261/187237.21e-032.84e-02107
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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
RRP36SNVMissense_Mutationnovelc.758N>Gp.His253Argp.H253RQ96EU6protein_codingtolerated(0.8)benign(0.003)TCGA-AA-A02J-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
RRP36SNVMissense_Mutationc.201N>Cp.Gln67Hisp.Q67HQ96EU6protein_codingdeleterious(0.04)benign(0.359)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RRP36SNVMissense_Mutationc.714N>Ap.Phe238Leup.F238LQ96EU6protein_codingdeleterious(0)possibly_damaging(0.9)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RRP36SNVMissense_Mutationnovelc.189G>Tp.Lys63Asnp.K63NQ96EU6protein_codingdeleterious(0.01)benign(0.066)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
RRP36SNVMissense_Mutationrs763256930c.653G>Ap.Arg218Hisp.R218HQ96EU6protein_codingdeleterious(0.05)probably_damaging(0.96)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
RRP36SNVMissense_Mutationrs763256930c.653N>Ap.Arg218Hisp.R218HQ96EU6protein_codingdeleterious(0.05)probably_damaging(0.96)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
RRP36SNVMissense_Mutationrs760969484c.319N>Tp.Arg107Cysp.R107CQ96EU6protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-BG-A221-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RRP36SNVMissense_Mutationnovelc.628T>Cp.Tyr210Hisp.Y210HQ96EU6protein_codingdeleterious(0)probably_damaging(0.972)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RRP36SNVMissense_Mutationc.708N>Tp.Glu236Aspp.E236DQ96EU6protein_codingtolerated(0.19)benign(0.04)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RRP36SNVMissense_Mutationrs763977082c.420N>Ap.Phe140Leup.F140LQ96EU6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
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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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