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: RPUSD3

Gene summary for RPUSD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPUSD3

Gene ID

285367

Gene nameRNA pseudouridine synthase D3
Gene AliasRPUSD3
Cytomap3p25.3
Gene Typeprotein-coding
GO ID

GO:0000154

UniProtAcc

Q6P087


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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
285367RPUSD3LZE4THumanEsophagusESCC8.20e-183.78e-010.0811
285367RPUSD3LZE7THumanEsophagusESCC1.42e-031.59e-010.0667
285367RPUSD3LZE22THumanEsophagusESCC1.60e-035.02e-010.068
285367RPUSD3LZE24THumanEsophagusESCC7.26e-124.31e-010.0596
285367RPUSD3LZE6THumanEsophagusESCC1.10e-042.74e-010.0845
285367RPUSD3P1T-EHumanEsophagusESCC6.00e-031.86e-010.0875
285367RPUSD3P2T-EHumanEsophagusESCC4.55e-183.98e-010.1177
285367RPUSD3P4T-EHumanEsophagusESCC2.28e-276.73e-010.1323
285367RPUSD3P5T-EHumanEsophagusESCC5.69e-521.03e+000.1327
285367RPUSD3P8T-EHumanEsophagusESCC3.79e-102.10e-010.0889
285367RPUSD3P9T-EHumanEsophagusESCC5.85e-112.84e-010.1131
285367RPUSD3P10T-EHumanEsophagusESCC1.74e-214.20e-010.116
285367RPUSD3P11T-EHumanEsophagusESCC1.12e-176.37e-010.1426
285367RPUSD3P12T-EHumanEsophagusESCC3.73e-254.96e-010.1122
285367RPUSD3P15T-EHumanEsophagusESCC3.79e-122.63e-010.1149
285367RPUSD3P16T-EHumanEsophagusESCC1.10e-367.45e-010.1153
285367RPUSD3P17T-EHumanEsophagusESCC5.90e-042.48e-010.1278
285367RPUSD3P19T-EHumanEsophagusESCC2.41e-064.26e-010.1662
285367RPUSD3P20T-EHumanEsophagusESCC8.66e-163.80e-010.1124
285367RPUSD3P21T-EHumanEsophagusESCC1.73e-417.49e-010.1617
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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: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:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:003254314EsophagusESCCmitochondrial translation68/855276/187231.02e-156.86e-1468
GO:0045727111EsophagusESCCpositive regulation of translation107/8552136/187232.79e-151.68e-13107
GO:0034250111EsophagusESCCpositive regulation of cellular amide metabolic process123/8552162/187233.32e-151.93e-13123
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:00701292EsophagusESCCregulation of mitochondrial translation22/855224/187232.82e-063.21e-0522
GO:00621252EsophagusESCCregulation of mitochondrial gene expression24/855228/187231.37e-051.25e-0424
GO:00701312EsophagusESCCpositive regulation of mitochondrial translation14/855215/187231.47e-049.85e-0414
GO:00015221EsophagusESCCpseudouridine synthesis16/855218/187231.78e-041.15e-0316
GO:0000154EsophagusESCCrRNA modification26/855237/187232.16e-039.62e-0326
GO:00311182EsophagusESCCrRNA pseudouridine synthesis9/855210/187235.09e-031.92e-029
GO:002261312LiverCirrhoticribonucleoprotein complex biogenesis231/4634463/187233.28e-326.86e-29231
GO:004225412LiverCirrhoticribosome biogenesis154/4634299/187231.18e-236.72e-21154
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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
RPUSD3SNVMissense_Mutationnovelc.728T>Ap.Phe243Tyrp.F243YQ6P087protein_codingtolerated(0.06)benign(0.146)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
RPUSD3SNVMissense_Mutationrs748220786c.824N>Ap.Arg275Glnp.R275QQ6P087protein_codingtolerated(0.18)benign(0.007)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RPUSD3SNVMissense_Mutationc.526G>Tp.Asp176Tyrp.D176YQ6P087protein_codingtolerated(0.32)benign(0.335)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RPUSD3insertionIn_Frame_Insnovelc.195_196insAGGCAGp.Leu65_Leu66insArgGlnp.L65_L66insRQQ6P087protein_codingTCGA-AO-A03L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
RPUSD3SNVMissense_Mutationc.955C>Gp.Leu319Valp.L319VQ6P087protein_codingdeleterious(0)possibly_damaging(0.896)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RPUSD3SNVMissense_Mutationc.577N>Cp.Glu193Glnp.E193QQ6P087protein_codingtolerated(0.32)benign(0.098)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RPUSD3SNVMissense_Mutationrs775434005c.425N>Cp.Val142Alap.V142AQ6P087protein_codingdeleterious(0.03)benign(0.433)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RPUSD3SNVMissense_Mutationrs149050872c.947N>Ap.Arg316Glnp.R316QQ6P087protein_codingtolerated(0.85)benign(0.001)TCGA-AZ-6607-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
RPUSD3SNVMissense_Mutationrs377371328c.889N>Tp.Arg297Cysp.R297CQ6P087protein_codingtolerated(0.09)benign(0.013)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RPUSD3SNVMissense_Mutationrs748220786c.824N>Ap.Arg275Glnp.R275QQ6P087protein_codingtolerated(0.18)benign(0.007)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<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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