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: RPUSD4

Gene summary for RPUSD4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPUSD4

Gene ID

84881

Gene nameRNA pseudouridine synthase D4
Gene AliasRPUSD4
Cytomap11q24.2
Gene Typeprotein-coding
GO ID

GO:0000154

UniProtAcc

Q96CM3


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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
84881RPUSD4LZE24THumanEsophagusESCC1.36e-112.20e-010.0596
84881RPUSD4P2T-EHumanEsophagusESCC1.79e-138.86e-020.1177
84881RPUSD4P4T-EHumanEsophagusESCC6.85e-225.51e-010.1323
84881RPUSD4P5T-EHumanEsophagusESCC3.05e-131.34e-010.1327
84881RPUSD4P8T-EHumanEsophagusESCC2.99e-066.87e-020.0889
84881RPUSD4P10T-EHumanEsophagusESCC6.26e-138.96e-020.116
84881RPUSD4P11T-EHumanEsophagusESCC1.06e-083.05e-010.1426
84881RPUSD4P12T-EHumanEsophagusESCC6.08e-182.83e-010.1122
84881RPUSD4P15T-EHumanEsophagusESCC7.51e-091.44e-010.1149
84881RPUSD4P16T-EHumanEsophagusESCC4.86e-252.16e-010.1153
84881RPUSD4P20T-EHumanEsophagusESCC6.22e-091.05e-010.1124
84881RPUSD4P21T-EHumanEsophagusESCC9.28e-253.86e-010.1617
84881RPUSD4P22T-EHumanEsophagusESCC4.55e-064.72e-020.1236
84881RPUSD4P23T-EHumanEsophagusESCC1.47e-111.86e-010.108
84881RPUSD4P24T-EHumanEsophagusESCC1.56e-158.14e-020.1287
84881RPUSD4P26T-EHumanEsophagusESCC8.02e-193.12e-010.1276
84881RPUSD4P27T-EHumanEsophagusESCC9.71e-111.21e-010.1055
84881RPUSD4P28T-EHumanEsophagusESCC2.84e-085.41e-020.1149
84881RPUSD4P30T-EHumanEsophagusESCC1.01e-103.63e-010.137
84881RPUSD4P31T-EHumanEsophagusESCC1.18e-142.68e-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
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
∗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:00080333EsophagusESCCtRNA processing92/8552127/187237.83e-101.93e-0892
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:00009592EsophagusESCCmitochondrial RNA metabolic process39/855249/187231.20e-061.49e-0539
GO:00701292EsophagusESCCregulation of mitochondrial translation22/855224/187232.82e-063.21e-0522
GO:00009631EsophagusESCCmitochondrial RNA processing19/855220/187233.83e-064.14e-0519
GO:00064002EsophagusESCCtRNA modification62/855290/187237.02e-067.04e-0562
GO:00621252EsophagusESCCregulation of mitochondrial gene expression24/855228/187231.37e-051.25e-0424
GO:00701312EsophagusESCCpositive regulation of mitochondrial translation14/855215/187231.47e-049.85e-0414
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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
RPUSD4SNVMissense_Mutationc.770N>Tp.Ala257Valp.A257VQ96CM3protein_codingdeleterious(0.05)possibly_damaging(0.824)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RPUSD4SNVMissense_Mutationrs369015729c.694N>Ap.Val232Metp.V232MQ96CM3protein_codingtolerated(0.09)benign(0.177)TCGA-BH-A0HQ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
RPUSD4SNVMissense_Mutationc.718G>Cp.Ala240Prop.A240PQ96CM3protein_codingdeleterious(0)probably_damaging(0.979)TCGA-GM-A2DL-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
RPUSD4insertionFrame_Shift_Insnovelc.819_820insGTGGGCACCCTGAAGAAGCTGGGGCTAGAACAGTCGAAGGp.His274ValfsTer26p.H274Vfs*26Q96CM3protein_codingTCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RPUSD4insertionNonsense_Mutationnovelc.1090_1091insTCATGTCATCTGCTTGTAATTAGTTACCATCTGAGCTTGAp.Asp364ValfsTer8p.D364Vfs*8Q96CM3protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
RPUSD4SNVMissense_Mutationc.703C>Tp.Arg235Trpp.R235WQ96CM3protein_codingdeleterious(0)probably_damaging(0.985)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RPUSD4SNVMissense_Mutationrs142091462c.451C>Tp.Arg151Trpp.R151WQ96CM3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RPUSD4SNVMissense_Mutationrs574615517c.598N>Ap.Val200Metp.V200MQ96CM3protein_codingdeleterious(0)probably_damaging(0.918)TCGA-AA-3831-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RPUSD4SNVMissense_Mutationnovelc.487N>Ap.Ala163Thrp.A163TQ96CM3protein_codingdeleterious(0.04)possibly_damaging(0.558)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RPUSD4SNVMissense_Mutationc.104N>Tp.Ala35Valp.A35VQ96CM3protein_codingtolerated(0.09)benign(0.265)TCGA-AA-3966-01Colorectumcolon 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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