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: PRPF39

Gene summary for PRPF39

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRPF39

Gene ID

55015

Gene namepre-mRNA processing factor 39
Gene AliasPRPF39
Cytomap14q21.2
Gene Typeprotein-coding
GO ID

GO:0000245

UniProtAcc

Q86UA1


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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
55015PRPF39LZE4THumanEsophagusESCC2.67e-052.20e-010.0811
55015PRPF39LZE5THumanEsophagusESCC2.51e-042.39e-010.0514
55015PRPF39LZE24THumanEsophagusESCC3.48e-061.91e-010.0596
55015PRPF39P2T-EHumanEsophagusESCC3.11e-243.72e-010.1177
55015PRPF39P4T-EHumanEsophagusESCC1.51e-133.51e-010.1323
55015PRPF39P5T-EHumanEsophagusESCC2.76e-203.97e-010.1327
55015PRPF39P8T-EHumanEsophagusESCC4.82e-132.44e-010.0889
55015PRPF39P9T-EHumanEsophagusESCC9.09e-081.54e-010.1131
55015PRPF39P10T-EHumanEsophagusESCC9.30e-244.33e-010.116
55015PRPF39P11T-EHumanEsophagusESCC1.07e-093.08e-010.1426
55015PRPF39P12T-EHumanEsophagusESCC3.45e-184.58e-010.1122
55015PRPF39P15T-EHumanEsophagusESCC2.78e-204.39e-010.1149
55015PRPF39P16T-EHumanEsophagusESCC2.84e-243.93e-010.1153
55015PRPF39P17T-EHumanEsophagusESCC2.08e-041.81e-010.1278
55015PRPF39P20T-EHumanEsophagusESCC8.38e-153.16e-010.1124
55015PRPF39P21T-EHumanEsophagusESCC1.54e-112.03e-010.1617
55015PRPF39P22T-EHumanEsophagusESCC7.88e-091.72e-010.1236
55015PRPF39P23T-EHumanEsophagusESCC2.01e-153.46e-010.108
55015PRPF39P24T-EHumanEsophagusESCC2.98e-082.19e-010.1287
55015PRPF39P26T-EHumanEsophagusESCC1.60e-641.01e+000.1276
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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
∗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:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:0071826111EsophagusESCCribonucleoprotein complex subunit organization166/8552227/187232.94e-172.42e-15166
GO:0022618111EsophagusESCCribonucleoprotein complex assembly159/8552220/187238.19e-165.71e-14159
GO:000024514EsophagusESCCspliceosomal complex assembly48/855279/187234.93e-031.89e-0248
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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
PRPF39SNVMissense_Mutationc.1346A>Cp.Glu449Alap.E449AQ86UA1protein_codingtolerated(0.46)benign(0.015)TCGA-A8-A06Y-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
PRPF39SNVMissense_Mutationnovelc.1859N>Tp.Ala620Valp.A620VQ86UA1protein_codingtolerated(0.58)benign(0)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PRPF39SNVMissense_Mutationrs768524269c.421C>Tp.Arg141Trpp.R141WQ86UA1protein_codingdeleterious(0)probably_damaging(0.968)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
PRPF39SNVMissense_Mutationc.506N>Gp.Tyr169Cysp.Y169CQ86UA1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A15T-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PRPF39SNVMissense_Mutationnovelc.169N>Cp.Glu57Glnp.E57QQ86UA1protein_codingtolerated(0.15)benign(0.12)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
PRPF39SNVMissense_Mutationc.1966N>Tp.Asn656Tyrp.N656YQ86UA1protein_codingdeleterious(0.05)possibly_damaging(0.663)TCGA-4N-A93T-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaSD
PRPF39SNVMissense_Mutationnovelc.824N>Ap.Val275Glup.V275EQ86UA1protein_codingtolerated(1)benign(0.013)TCGA-AA-3678-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfolinicCR
PRPF39SNVMissense_Mutationnovelc.481C>Ap.Leu161Ilep.L161IQ86UA1protein_codingdeleterious(0.01)possibly_damaging(0.561)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PRPF39SNVMissense_Mutationnovelc.1854N>Tp.Lys618Asnp.K618NQ86UA1protein_codingdeleterious(0)probably_damaging(0.976)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PRPF39SNVMissense_Mutationnovelc.1629N>Cp.Lys543Asnp.K543NQ86UA1protein_codingtolerated(0.38)benign(0.051)TCGA-F5-6814-01Colorectumrectum 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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