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: PUS1

Gene summary for PUS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PUS1

Gene ID

80324

Gene namepseudouridine synthase 1
Gene AliasMLASA1
Cytomap12q24.33
Gene Typeprotein-coding
GO ID

GO:0000959

UniProtAcc

E5KMT6


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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
80324PUS1LZE7THumanEsophagusESCC1.07e-102.05e-010.0667
80324PUS1LZE22THumanEsophagusESCC5.29e-043.62e-010.068
80324PUS1LZE24THumanEsophagusESCC2.43e-091.80e-010.0596
80324PUS1P1T-EHumanEsophagusESCC4.08e-073.20e-010.0875
80324PUS1P2T-EHumanEsophagusESCC3.63e-203.80e-010.1177
80324PUS1P4T-EHumanEsophagusESCC1.11e-153.97e-010.1323
80324PUS1P5T-EHumanEsophagusESCC1.22e-213.30e-010.1327
80324PUS1P8T-EHumanEsophagusESCC2.88e-121.56e-010.0889
80324PUS1P9T-EHumanEsophagusESCC5.85e-102.36e-010.1131
80324PUS1P10T-EHumanEsophagusESCC4.48e-142.19e-010.116
80324PUS1P11T-EHumanEsophagusESCC9.09e-071.44e-010.1426
80324PUS1P12T-EHumanEsophagusESCC8.06e-079.65e-020.1122
80324PUS1P15T-EHumanEsophagusESCC1.37e-161.90e-010.1149
80324PUS1P16T-EHumanEsophagusESCC1.90e-111.27e-010.1153
80324PUS1P17T-EHumanEsophagusESCC1.25e-053.22e-010.1278
80324PUS1P19T-EHumanEsophagusESCC3.61e-044.12e-010.1662
80324PUS1P20T-EHumanEsophagusESCC4.34e-172.74e-010.1124
80324PUS1P21T-EHumanEsophagusESCC8.40e-183.63e-010.1617
80324PUS1P22T-EHumanEsophagusESCC3.22e-121.63e-010.1236
80324PUS1P23T-EHumanEsophagusESCC3.43e-143.71e-010.108
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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
∗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:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
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:00009631EsophagusESCCmitochondrial RNA processing19/855220/187233.83e-064.14e-0519
GO:00064002EsophagusESCCtRNA modification62/855290/187237.02e-067.04e-0562
GO:00015221EsophagusESCCpseudouridine synthesis16/855218/187231.78e-041.15e-0316
GO:00165561EsophagusESCCmRNA modification21/855227/187236.88e-043.61e-0321
GO:0090646EsophagusESCCmitochondrial tRNA processing11/855212/187231.26e-036.06e-0311
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:01400531LiverHCCmitochondrial gene expression82/7958108/187231.49e-127.20e-1182
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:0000959LiverHCCmitochondrial RNA metabolic process30/795849/187236.31e-032.57e-0230
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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
PUS1SNVMissense_Mutationc.731N>Gp.Asn244Serp.N244SQ9Y606protein_codingtolerated(0.05)possibly_damaging(0.654)TCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PUS1SNVMissense_Mutationrs573837941c.946N>Tp.Arg316Cysp.R316CQ9Y606protein_codingdeleterious(0.03)benign(0.117)TCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PUS1SNVMissense_Mutationc.769C>Tp.Pro257Serp.P257SQ9Y606protein_codingdeleterious(0)possibly_damaging(0.904)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PUS1SNVMissense_Mutationrs750169475c.1037N>Ap.Arg346Hisp.R346HQ9Y606protein_codingdeleterious(0)probably_damaging(0.985)TCGA-BH-A1F2-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PUS1SNVMissense_Mutationnovelc.1252N>Ap.Glu418Lysp.E418KQ9Y606protein_codingtolerated(0.18)benign(0.005)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PUS1SNVMissense_Mutationc.658G>Ap.Glu220Lysp.E220KQ9Y606protein_codingtolerated(0.11)benign(0.017)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PUS1SNVMissense_Mutationrs371146708c.782N>Ap.Arg261Hisp.R261HQ9Y606protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-6651-01Colorectumcolon adenocarcinomaFemale<65III/IVAncillaryleucovorinSD
PUS1SNVMissense_Mutationc.401N>Cp.Met134Thrp.M134TQ9Y606protein_codingtolerated(0.06)benign(0.27)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PUS1SNVMissense_Mutationrs376680579c.676N>Ap.Ala226Thrp.A226TQ9Y606protein_codingtolerated(0.56)benign(0.003)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PUS1SNVMissense_Mutationrs148218985c.1096N>Ap.Ala366Thrp.A366TQ9Y606protein_codingtolerated(0.46)benign(0.001)TCGA-D5-6533-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyoxaliplatinCR
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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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