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: PUS7

Gene summary for PUS7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PUS7

Gene ID

54517

Gene namepseudouridine synthase 7
Gene AliasIDDABS
Cytomap7q22.3
Gene Typeprotein-coding
GO ID

GO:0001522

UniProtAcc

B3KY42


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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
54517PUS7CCI_2HumanCervixCC1.17e-086.56e-010.5249
54517PUS7CCI_3HumanCervixCC1.82e-125.89e-010.516
54517PUS7LZE4THumanEsophagusESCC8.42e-081.75e-010.0811
54517PUS7LZE7THumanEsophagusESCC3.45e-063.36e-010.0667
54517PUS7LZE24THumanEsophagusESCC5.77e-041.51e-010.0596
54517PUS7P2T-EHumanEsophagusESCC1.57e-111.72e-010.1177
54517PUS7P4T-EHumanEsophagusESCC4.37e-103.62e-010.1323
54517PUS7P5T-EHumanEsophagusESCC2.77e-172.86e-010.1327
54517PUS7P9T-EHumanEsophagusESCC3.37e-093.31e-010.1131
54517PUS7P10T-EHumanEsophagusESCC1.62e-132.26e-010.116
54517PUS7P11T-EHumanEsophagusESCC2.33e-084.79e-010.1426
54517PUS7P12T-EHumanEsophagusESCC1.87e-285.02e-010.1122
54517PUS7P15T-EHumanEsophagusESCC6.89e-205.86e-010.1149
54517PUS7P16T-EHumanEsophagusESCC5.13e-316.06e-010.1153
54517PUS7P17T-EHumanEsophagusESCC2.28e-105.12e-010.1278
54517PUS7P19T-EHumanEsophagusESCC1.85e-034.43e-010.1662
54517PUS7P20T-EHumanEsophagusESCC1.06e-349.31e-010.1124
54517PUS7P21T-EHumanEsophagusESCC7.32e-386.83e-010.1617
54517PUS7P22T-EHumanEsophagusESCC1.92e-163.17e-010.1236
54517PUS7P23T-EHumanEsophagusESCC3.52e-389.85e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
∗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:003424914EsophagusESCCnegative regulation of cellular amide metabolic process144/8552273/187231.08e-023.67e-02144
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:000641722LiverHCCregulation of translation287/7958468/187238.79e-178.08e-15287
GO:0008033LiverHCCtRNA processing87/7958127/187232.66e-097.23e-0887
GO:0006399LiverHCCtRNA metabolic process108/7958179/187231.07e-061.59e-05108
GO:0009451LiverHCCRNA modification101/7958167/187232.02e-062.78e-05101
GO:0006400LiverHCCtRNA modification60/795890/187233.09e-064.09e-0560
GO:003424921LiverHCCnegative regulation of cellular amide metabolic process144/7958273/187233.80e-042.61e-03144
GO:001714821LiverHCCnegative regulation of translation129/7958245/187238.14e-044.87e-03129
GO:0016556LiverHCCmRNA modification18/795827/187239.75e-033.66e-0218
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:000641720Oral cavityOSCCregulation of translation274/7305468/187234.39e-184.63e-16274
GO:00080332Oral cavityOSCCtRNA processing78/7305127/187232.56e-074.00e-0678
GO:00063991Oral cavityOSCCtRNA metabolic process101/7305179/187231.65e-062.15e-05101
GO:00094511Oral cavityOSCCRNA modification95/7305167/187232.05e-062.62e-0595
GO:00064001Oral cavityOSCCtRNA modification53/730590/187231.04e-047.70e-0453
GO:00342495Oral cavityOSCCnegative regulation of cellular amide metabolic process130/7305273/187232.20e-031.00e-02130
GO:20007364Oral cavityOSCCregulation of stem cell differentiation33/730558/187234.32e-031.75e-0233
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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
PUS7SNVMissense_Mutationnovelc.238G>Cp.Asp80Hisp.D80HQ96PZ0protein_codingdeleterious(0.02)benign(0.092)TCGA-A7-A4SE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PUS7SNVMissense_Mutationrs776732227c.1981N>Tp.Arg661Cysp.R661CQ96PZ0protein_codingdeleterious_low_confidence(0)probably_damaging(0.993)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PUS7SNVMissense_Mutationc.1193C>Tp.Ser398Phep.S398FQ96PZ0protein_codingdeleterious(0.01)possibly_damaging(0.447)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PUS7SNVMissense_Mutationc.453N>Cp.Leu151Phep.L151FQ96PZ0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PUS7SNVMissense_Mutationnovelc.1957N>Gp.Thr653Alap.T653AQ96PZ0protein_codingtolerated(0.15)benign(0.026)TCGA-OL-A66P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
PUS7insertionNonsense_Mutationnovelc.1417_1418insAGCCGGGCp.Leu473Terp.L473*Q96PZ0protein_codingTCGA-BH-A0GY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyotxanSD
PUS7insertionIn_Frame_Insnovelc.1416_1417insGTCTCTACTAAAAATACAAAAAATp.Arg472_Leu473insValSerThrLysAsnThrLysAsnp.R472_L473insVSTKNTKNQ96PZ0protein_codingTCGA-BH-A0GY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyotxanSD
PUS7SNVMissense_Mutationnovelc.241N>Cp.Glu81Glnp.E81QQ96PZ0protein_codingtolerated(0.22)benign(0.068)TCGA-DS-A7WH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PUS7SNVMissense_Mutationc.1700A>Gp.Asp567Glyp.D567GQ96PZ0protein_codingdeleterious(0)probably_damaging(0.978)TCGA-EK-A2PI-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
PUS7SNVMissense_Mutationrs754710973c.1958N>Tp.Thr653Metp.T653MQ96PZ0protein_codingdeleterious(0)benign(0.216)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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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