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: PRPF18

Gene summary for PRPF18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRPF18

Gene ID

8559

Gene namepre-mRNA processing factor 18
Gene AliasPRP18
Cytomap10p13
Gene Typeprotein-coding
GO ID

GO:0000350

UniProtAcc

Q99633


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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
8559PRPF18LZE4THumanEsophagusESCC6.93e-121.94e-010.0811
8559PRPF18LZE5THumanEsophagusESCC1.14e-021.18e-010.0514
8559PRPF18LZE7THumanEsophagusESCC1.82e-081.62e-010.0667
8559PRPF18LZE8THumanEsophagusESCC1.16e-023.98e-020.067
8559PRPF18LZE24THumanEsophagusESCC3.64e-214.88e-010.0596
8559PRPF18P1T-EHumanEsophagusESCC9.17e-093.27e-010.0875
8559PRPF18P2T-EHumanEsophagusESCC4.34e-172.02e-010.1177
8559PRPF18P4T-EHumanEsophagusESCC2.41e-213.49e-010.1323
8559PRPF18P5T-EHumanEsophagusESCC2.60e-151.80e-010.1327
8559PRPF18P8T-EHumanEsophagusESCC1.01e-152.74e-010.0889
8559PRPF18P9T-EHumanEsophagusESCC3.76e-071.04e-010.1131
8559PRPF18P10T-EHumanEsophagusESCC1.06e-211.88e-010.116
8559PRPF18P11T-EHumanEsophagusESCC4.55e-144.92e-010.1426
8559PRPF18P12T-EHumanEsophagusESCC1.77e-284.66e-010.1122
8559PRPF18P15T-EHumanEsophagusESCC9.33e-213.48e-010.1149
8559PRPF18P16T-EHumanEsophagusESCC1.94e-163.60e-010.1153
8559PRPF18P17T-EHumanEsophagusESCC1.17e-032.10e-010.1278
8559PRPF18P19T-EHumanEsophagusESCC1.47e-034.67e-010.1662
8559PRPF18P20T-EHumanEsophagusESCC2.04e-112.03e-010.1124
8559PRPF18P21T-EHumanEsophagusESCC8.75e-264.16e-010.1617
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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
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: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:0006403110EsophagusESCCRNA localization166/8552201/187231.95e-276.18e-25166
GO:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:0006402110EsophagusESCCmRNA catabolic process170/8552232/187238.70e-188.00e-16170
GO:0071826111EsophagusESCCribonucleoprotein complex subunit organization166/8552227/187232.94e-172.42e-15166
GO:0022618111EsophagusESCCribonucleoprotein complex assembly159/8552220/187238.19e-165.71e-14159
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:000095618EsophagusESCCnuclear-transcribed mRNA catabolic process88/8552112/187239.41e-134.14e-1188
GO:00710252EsophagusESCCRNA surveillance14/855215/187231.47e-049.85e-0414
GO:00710273EsophagusESCCnuclear RNA surveillance12/855213/187236.18e-043.32e-0312
GO:00710283EsophagusESCCnuclear mRNA surveillance12/855213/187236.18e-043.32e-0312
GO:00082983EsophagusESCCintracellular mRNA localization11/855213/187234.76e-031.85e-0211
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304022LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304032LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304016Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304017Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304026Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
hsa0304036Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
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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
PRPF18SNVMissense_Mutationc.137N>Ap.Gly46Aspp.G46DQ99633protein_codingtolerated(0.08)benign(0.215)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRPF18SNVMissense_Mutationc.381N>Cp.Leu127Phep.L127FQ99633protein_codingtolerated(1)benign(0.005)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PRPF18SNVMissense_Mutationc.881N>Ap.Arg294Lysp.R294KQ99633protein_codingdeleterious(0.02)probably_damaging(0.969)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PRPF18SNVMissense_Mutationrs372960380c.502N>Cp.Glu168Glnp.E168QQ99633protein_codingdeleterious(0.05)possibly_damaging(0.68)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PRPF18SNVMissense_Mutationc.866N>Gp.His289Argp.H289RQ99633protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3848-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
PRPF18SNVMissense_Mutationc.203N>Gp.Leu68Argp.L68RQ99633protein_codingtolerated(0.55)benign(0.005)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PRPF18SNVMissense_Mutationc.862N>Tp.Ile288Phep.I288FQ99633protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
PRPF18SNVMissense_Mutationc.752N>Tp.Thr251Metp.T251MQ99633protein_codingdeleterious(0.04)probably_damaging(0.92)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PRPF18SNVMissense_Mutationc.640N>Ap.Val214Metp.V214MQ99633protein_codingtolerated(0.21)benign(0.082)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PRPF18SNVMissense_Mutationc.764N>Cp.Lys255Thrp.K255TQ99633protein_codingtolerated(0.09)possibly_damaging(0.716)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<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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