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: PUS7L

Gene summary for PUS7L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PUS7L

Gene ID

83448

Gene namepseudouridine synthase 7 like
Gene AliasPUS7L
Cytomap12q12
Gene Typeprotein-coding
GO ID

GO:0001522

UniProtAcc

Q9H0K6


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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
83448PUS7LLZE4THumanEsophagusESCC1.53e-051.72e-010.0811
83448PUS7LLZE7THumanEsophagusESCC4.53e-094.50e-010.0667
83448PUS7LLZE22D1HumanEsophagusHGIN4.64e-052.33e-010.0595
83448PUS7LLZE24THumanEsophagusESCC3.18e-152.51e-010.0596
83448PUS7LP1T-EHumanEsophagusESCC1.81e-063.90e-010.0875
83448PUS7LP2T-EHumanEsophagusESCC4.22e-367.30e-010.1177
83448PUS7LP4T-EHumanEsophagusESCC2.45e-409.21e-010.1323
83448PUS7LP5T-EHumanEsophagusESCC1.85e-152.87e-010.1327
83448PUS7LP8T-EHumanEsophagusESCC1.75e-232.52e-010.0889
83448PUS7LP9T-EHumanEsophagusESCC3.56e-051.15e-010.1131
83448PUS7LP10T-EHumanEsophagusESCC3.09e-173.30e-010.116
83448PUS7LP11T-EHumanEsophagusESCC5.37e-041.67e-010.1426
83448PUS7LP12T-EHumanEsophagusESCC5.59e-152.09e-010.1122
83448PUS7LP15T-EHumanEsophagusESCC1.43e-031.62e-010.1149
83448PUS7LP16T-EHumanEsophagusESCC6.39e-183.16e-010.1153
83448PUS7LP17T-EHumanEsophagusESCC2.73e-103.18e-010.1278
83448PUS7LP20T-EHumanEsophagusESCC1.12e-183.81e-010.1124
83448PUS7LP21T-EHumanEsophagusESCC3.85e-193.84e-010.1617
83448PUS7LP22T-EHumanEsophagusESCC3.86e-111.69e-010.1236
83448PUS7LP23T-EHumanEsophagusESCC5.46e-091.87e-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
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:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:00015221EsophagusESCCpseudouridine synthesis16/855218/187231.78e-041.15e-0316
GO:00094511Oral cavityOSCCRNA modification95/7305167/187232.05e-062.62e-0595
GO:0001522Oral cavityOSCCpseudouridine synthesis13/730518/187234.45e-031.79e-0213
GO:00015222SkincSCCpseudouridine synthesis11/486418/187231.74e-031.06e-0211
GO:00094513SkincSCCRNA modification58/4864167/187237.33e-033.47e-0258
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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
PUS7LSNVMissense_Mutationc.475N>Gp.Pro159Alap.P159AQ9H0K6protein_codingtolerated(0.21)benign(0.006)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PUS7LSNVMissense_Mutationc.1570C>Tp.His524Tyrp.H524YQ9H0K6protein_codingdeleterious(0.02)possibly_damaging(0.687)TCGA-AR-A1AT-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
PUS7LSNVMissense_Mutationc.919N>Ap.Leu307Ilep.L307IQ9H0K6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PUS7LSNVMissense_Mutationc.727N>Cp.Lys243Glnp.K243QQ9H0K6protein_codingdeleterious(0.03)benign(0.03)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PUS7LSNVMissense_Mutationc.1235N>Tp.Arg412Ilep.R412IQ9H0K6protein_codingdeleterious(0.04)benign(0.397)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PUS7LSNVMissense_Mutationrs764033502c.970N>Gp.Lys324Glup.K324EQ9H0K6protein_codingtolerated(1)benign(0.007)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PUS7LSNVMissense_Mutationc.211C>Gp.Pro71Alap.P71AQ9H0K6protein_codingtolerated(0.32)benign(0)TCGA-AA-A02Y-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PUS7LSNVMissense_Mutationc.919N>Ap.Leu307Ilep.L307IQ9H0K6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
PUS7LSNVMissense_Mutationnovelc.1110N>Tp.Met370Ilep.M370IQ9H0K6protein_codingtolerated(0.1)benign(0.145)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PUS7LSNVMissense_Mutationnovelc.780N>Cp.Lys260Asnp.K260NQ9H0K6protein_codingdeleterious(0)possibly_damaging(0.902)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<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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