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: U2AF1L4

Gene summary for U2AF1L4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

U2AF1L4

Gene ID

199746

Gene nameU2 small nuclear RNA auxiliary factor 1 like 4
Gene AliasU2AF1-RS3
Cytomap19q13.12
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q8WU68


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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
199746U2AF1L4LZE4THumanEsophagusESCC3.29e-052.06e-010.0811
199746U2AF1L4LZE7THumanEsophagusESCC9.96e-134.14e-010.0667
199746U2AF1L4LZE8THumanEsophagusESCC6.43e-041.51e-010.067
199746U2AF1L4LZE20THumanEsophagusESCC5.54e-061.81e-010.0662
199746U2AF1L4LZE24THumanEsophagusESCC4.41e-092.16e-010.0596
199746U2AF1L4LZE6THumanEsophagusESCC4.22e-072.19e-010.0845
199746U2AF1L4P1T-EHumanEsophagusESCC8.09e-052.79e-010.0875
199746U2AF1L4P2T-EHumanEsophagusESCC2.03e-091.69e-010.1177
199746U2AF1L4P4T-EHumanEsophagusESCC3.60e-039.21e-020.1323
199746U2AF1L4P5T-EHumanEsophagusESCC4.41e-071.39e-010.1327
199746U2AF1L4P8T-EHumanEsophagusESCC1.53e-193.16e-010.0889
199746U2AF1L4P9T-EHumanEsophagusESCC1.61e-112.11e-010.1131
199746U2AF1L4P10T-EHumanEsophagusESCC6.31e-486.97e-010.116
199746U2AF1L4P11T-EHumanEsophagusESCC7.70e-124.11e-010.1426
199746U2AF1L4P12T-EHumanEsophagusESCC4.24e-182.82e-010.1122
199746U2AF1L4P15T-EHumanEsophagusESCC4.10e-081.92e-010.1149
199746U2AF1L4P16T-EHumanEsophagusESCC1.94e-061.54e-010.1153
199746U2AF1L4P17T-EHumanEsophagusESCC1.13e-062.37e-010.1278
199746U2AF1L4P20T-EHumanEsophagusESCC4.98e-092.22e-010.1124
199746U2AF1L4P21T-EHumanEsophagusESCC7.90e-036.37e-020.1617
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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
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: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:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:000037519Oral cavityOSCCRNA splicing, via transesterification reactions225/7305324/187235.20e-292.99e-26225
GO:000037719Oral cavityOSCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile221/7305320/187235.50e-282.18e-25221
GO:000039819Oral cavityOSCCmRNA splicing, via spliceosome221/7305320/187235.50e-282.18e-25221
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa05131310EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0513130Oral cavityOSCCShigellosis150/3704247/84653.96e-083.12e-071.59e-07150
hsa0304016Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa05131113Oral cavityOSCCShigellosis150/3704247/84653.96e-083.12e-071.59e-07150
hsa0304017Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
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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
U2AF1L4SNVMissense_Mutationc.184N>Ap.Val62Metp.V62MQ8WU68protein_codingdeleterious(0.02)possibly_damaging(0.771)TCGA-A6-4107-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5SD
U2AF1L4SNVMissense_Mutationnovelc.537N>Tp.Trp179Cysp.W179CQ8WU68protein_codingdeleterious_low_confidence(0)benign(0.003)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
U2AF1L4SNVMissense_Mutationrs142741890c.257N>Ap.Arg86Glnp.R86QQ8WU68protein_codingdeleterious(0.04)benign(0.161)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
U2AF1L4SNVMissense_Mutationc.341G>Ap.Cys114Tyrp.C114YQ8WU68protein_codingdeleterious(0)possibly_damaging(0.674)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
U2AF1L4SNVMissense_Mutationrs755077639c.280N>Tp.Arg94Cysp.R94CQ8WU68protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-CI-6623-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
U2AF1L4deletionFrame_Shift_Delc.582delNp.Arg196GlyfsTer6p.R196Gfs*6Q8WU68protein_codingTCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
U2AF1L4SNVMissense_Mutationnovelc.32C>Tp.Thr11Ilep.T11IQ8WU68protein_codingdeleterious(0)possibly_damaging(0.731)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
U2AF1L4SNVMissense_Mutationnovelc.32C>Tp.Thr11Ilep.T11IQ8WU68protein_codingdeleterious(0)possibly_damaging(0.731)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
U2AF1L4SNVMissense_Mutationnovelc.575N>Tp.Pro192Leup.P192LQ8WU68protein_codingdeleterious_low_confidence(0)benign(0.003)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
U2AF1L4SNVMissense_Mutationnovelc.601N>Gp.Ile201Valp.I201VQ8WU68protein_codingdeleterious_low_confidence(0)benign(0.001)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<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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