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: PRPF4B

Gene summary for PRPF4B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRPF4B

Gene ID

8899

Gene namepre-mRNA processing factor 4B
Gene AliasPR4H
Cytomap6p25.2
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

A0A024QZY5


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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
8899PRPF4BSYSMH3HumanOral cavityOSCC1.38e-521.21e+000.2442
8899PRPF4BSYSMH4HumanOral cavityOSCC2.62e-031.17e-010.1226
8899PRPF4BSYSMH5HumanOral cavityOSCC8.83e-277.33e-010.0647
8899PRPF4BSYSMH6HumanOral cavityOSCC5.26e-064.15e-010.1275
8899PRPF4BGSM5252130_BPH340PrGF_ViaHumanProstateBPH1.55e-073.61e-01-0.1972
8899PRPF4BGSM5252132_BPH389PrGFHumanProstateBPH4.73e-147.88e-01-0.2247
8899PRPF4BGSM5252133_BPH389PrSFHumanProstateBPH9.85e-088.34e-01-0.2027
8899PRPF4BGSM5252135_BPH511PrPUr_Fcol_3GEXHumanProstateBPH2.13e-073.64e-01-0.1833
8899PRPF4BGSM5252137_BPH556PrGA2_FcolHumanProstateBPH1.99e-084.72e-01-0.23
8899PRPF4B047563_1562-all-cellsHumanProstateBPH7.14e-08-7.47e-030.0791
8899PRPF4B052097_1595-all-cellsHumanProstateBPH2.25e-042.37e-010.0972
8899PRPF4BDong_P1HumanProstateTumor2.41e-22-1.33e-020.035
8899PRPF4BDong_P3HumanProstateTumor3.00e-127.08e-020.0278
8899PRPF4BDong_P5HumanProstateTumor3.91e-316.63e-020.053
8899PRPF4BGSM5353216_PA_PB1A_Pool_1_3_S50_L002HumanProstateTumor6.44e-076.30e-010.159
8899PRPF4BGSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor5.31e-075.18e-010.1633
8899PRPF4BGSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor4.05e-043.20e-010.1608
8899PRPF4BGSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor4.29e-106.46e-010.1604
8899PRPF4BGSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor5.05e-085.49e-010.1621
8899PRPF4BGSM5353225_PA_PR5196-1_Pool_1_2_3_S53_L002HumanProstateTumor1.00e-096.62e-010.1619
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:000838010CervixCCRNA splicing76/2311434/187239.79e-048.19e-0376
GO:000037710CervixCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile55/2311320/187236.71e-033.70e-0255
GO:000039810CervixCCmRNA splicing, via spliceosome55/2311320/187236.71e-033.70e-0255
GO:000037510CervixCCRNA splicing, via transesterification reactions55/2311324/187238.61e-034.44e-0255
GO:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:0000377ColorectumADRNA splicing, via transesterification reactions with bulged adenosine as nucleophile130/3918320/187235.88e-162.16e-13130
GO:0000398ColorectumADmRNA splicing, via spliceosome130/3918320/187235.88e-162.16e-13130
GO:0000375ColorectumADRNA splicing, via transesterification reactions131/3918324/187237.11e-162.22e-13131
GO:00083801ColorectumSERRNA splicing123/2897434/187233.84e-128.41e-10123
GO:00003751ColorectumSERRNA splicing, via transesterification reactions90/2897324/187238.68e-097.50e-0790
GO:00003771ColorectumSERRNA splicing, via transesterification reactions with bulged adenosine as nucleophile89/2897320/187239.82e-098.14e-0789
GO:00003981ColorectumSERmRNA splicing, via spliceosome89/2897320/187239.82e-098.14e-0789
GO:00083802ColorectumMSSRNA splicing159/3467434/187231.75e-191.22e-16159
GO:00003772ColorectumMSSRNA splicing, via transesterification reactions with bulged adenosine as nucleophile121/3467320/187232.52e-168.27e-14121
GO:00003982ColorectumMSSmRNA splicing, via spliceosome121/3467320/187232.52e-168.27e-14121
GO:00003752ColorectumMSSRNA splicing, via transesterification reactions122/3467324/187232.75e-168.58e-14122
GO:00083804ColorectumFAPRNA splicing108/2622434/187237.90e-101.86e-07108
GO:00003754ColorectumFAPRNA splicing, via transesterification reactions84/2622324/187238.06e-091.10e-0684
GO:00003774ColorectumFAPRNA splicing, via transesterification reactions with bulged adenosine as nucleophile83/2622320/187239.66e-091.23e-0683
GO:00003984ColorectumFAPmRNA splicing, via spliceosome83/2622320/187239.66e-091.23e-0683
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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
PRPF4BSNVMissense_Mutationc.260N>Tp.Ser87Phep.S87FQ13523protein_codingdeleterious_low_confidence(0.01)benign(0.121)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
PRPF4BSNVMissense_Mutationrs753689645c.1988N>Gp.Asn663Serp.N663SQ13523protein_codingtolerated(0.28)benign(0.039)TCGA-A8-A096-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRPF4BSNVMissense_Mutationc.1872G>Cp.Gln624Hisp.Q624HQ13523protein_codingtolerated(0.06)probably_damaging(0.948)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PRPF4BSNVMissense_Mutationc.25N>Ap.Leu9Ilep.L9IQ13523protein_codingdeleterious_low_confidence(0)benign(0.007)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PRPF4BSNVMissense_Mutationc.710N>Cp.Arg237Thrp.R237TQ13523protein_codingdeleterious_low_confidence(0)benign(0.007)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PRPF4BSNVMissense_Mutationc.361N>Cp.Asp121Hisp.D121HQ13523protein_codingdeleterious_low_confidence(0)possibly_damaging(0.67)TCGA-BH-A1FU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PRPF4BSNVMissense_Mutationc.155N>Ap.Ser52Asnp.S52NQ13523protein_codingtolerated_low_confidence(0.39)benign(0.001)TCGA-EW-A1IW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
PRPF4BSNVMissense_Mutationc.2578A>Gp.Ile860Valp.I860VQ13523protein_codingtolerated(0.06)probably_damaging(0.956)TCGA-EW-A1P6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PRPF4BSNVMissense_Mutationrs768895871c.1391G>Ap.Arg464Lysp.R464KQ13523protein_codingtolerated(0.06)possibly_damaging(0.745)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PRPF4BSNVMissense_Mutationnovelc.1948C>Tp.Arg650Trpp.R650WQ13523protein_codingdeleterious(0)probably_damaging(0.99)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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