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: U2AF2

Gene summary for U2AF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

U2AF2

Gene ID

11338

Gene nameU2 small nuclear RNA auxiliary factor 2
Gene AliasU2AF65
Cytomap19q13.42
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

P26368


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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
11338U2AF2LZE4THumanEsophagusESCC1.16e-143.91e-010.0811
11338U2AF2LZE5THumanEsophagusESCC3.23e-041.73e-010.0514
11338U2AF2LZE7THumanEsophagusESCC2.73e-127.84e-010.0667
11338U2AF2LZE8THumanEsophagusESCC2.69e-133.94e-010.067
11338U2AF2LZE20THumanEsophagusESCC1.98e-042.74e-010.0662
11338U2AF2LZE22D1HumanEsophagusHGIN1.03e-071.60e-010.0595
11338U2AF2LZE24THumanEsophagusESCC8.39e-165.58e-010.0596
11338U2AF2LZE21THumanEsophagusESCC7.53e-044.75e-010.0655
11338U2AF2LZE6THumanEsophagusESCC4.85e-053.62e-010.0845
11338U2AF2P1T-EHumanEsophagusESCC3.91e-126.70e-010.0875
11338U2AF2P2T-EHumanEsophagusESCC8.55e-418.89e-010.1177
11338U2AF2P4T-EHumanEsophagusESCC3.92e-297.99e-010.1323
11338U2AF2P5T-EHumanEsophagusESCC9.25e-213.75e-010.1327
11338U2AF2P8T-EHumanEsophagusESCC9.44e-641.28e+000.0889
11338U2AF2P9T-EHumanEsophagusESCC1.00e-144.01e-010.1131
11338U2AF2P10T-EHumanEsophagusESCC1.84e-489.72e-010.116
11338U2AF2P11T-EHumanEsophagusESCC1.39e-159.07e-010.1426
11338U2AF2P12T-EHumanEsophagusESCC2.63e-326.67e-010.1122
11338U2AF2P15T-EHumanEsophagusESCC1.31e-399.50e-010.1149
11338U2AF2P16T-EHumanEsophagusESCC8.37e-417.89e-010.1153
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:000037520EsophagusHGINRNA splicing, via transesterification reactions115/2587324/187233.16e-233.80e-20115
GO:000037720EsophagusHGINRNA splicing, via transesterification reactions with bulged adenosine as nucleophile113/2587320/187231.24e-229.26e-20113
GO:000039820EsophagusHGINmRNA splicing, via spliceosome113/2587320/187231.24e-229.26e-20113
GO:004348427EsophagusHGINregulation of RNA splicing59/2587148/187233.61e-157.22e-1359
GO:190331120EsophagusHGINregulation of mRNA metabolic process91/2587288/187235.06e-159.78e-1391
GO:005068419EsophagusHGINregulation of mRNA processing55/2587137/187232.17e-143.94e-1255
GO:190332027EsophagusHGINregulation of protein modification by small protein conjugation or removal78/2587242/187231.40e-132.26e-1178
GO:004802426EsophagusHGINregulation of mRNA splicing, via spliceosome42/2587101/187236.35e-127.78e-1042
GO:003139627EsophagusHGINregulation of protein ubiquitination64/2587210/187233.02e-102.71e-0864
GO:190332127EsophagusHGINnegative regulation of protein modification by small protein conjugation or removal33/258795/187232.07e-079.95e-0633
GO:003139727EsophagusHGINnegative regulation of protein ubiquitination30/258783/187232.72e-071.28e-0530
GO:003312020EsophagusHGINpositive regulation of RNA splicing17/258737/187232.33e-068.37e-0517
GO:190331226EsophagusHGINnegative regulation of mRNA metabolic process29/258792/187231.01e-052.92e-0429
GO:003311926EsophagusHGINnegative regulation of RNA splicing12/258725/187234.25e-051.04e-0312
GO:005068610EsophagusHGINnegative regulation of mRNA processing12/258729/187232.48e-044.38e-0312
GO:004802510EsophagusHGINnegative regulation of mRNA splicing, via spliceosome9/258720/187237.18e-049.60e-039
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0304018EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304019EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa030407LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304012LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
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
U2AF2SNVMissense_Mutationc.290N>Tp.Pro97Leup.P97LP26368protein_codingtolerated(0.09)benign(0.005)TCGA-E2-A1LG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
U2AF2SNVMissense_Mutationnovelc.457N>Ap.Val153Metp.V153MP26368protein_codingdeleterious(0.03)probably_damaging(0.997)TCGA-C5-A8YR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
U2AF2SNVMissense_Mutationc.956G>Tp.Gly319Valp.G319VP26368protein_codingdeleterious(0)probably_damaging(0.983)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
U2AF2SNVMissense_Mutationc.965N>Ap.Gly322Aspp.G322DP26368protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
U2AF2SNVMissense_Mutationc.902G>Ap.Gly301Aspp.G301DP26368protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
U2AF2SNVMissense_Mutationc.449G>Ap.Arg150Hisp.R150HP26368protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3684-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
U2AF2SNVMissense_Mutationc.1207N>Tp.Arg403Trpp.R403WP26368protein_codingdeleterious(0)probably_damaging(0.966)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
U2AF2SNVMissense_Mutationc.876N>Tp.Lys292Asnp.K292NP26368protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
U2AF2SNVMissense_Mutationc.1414N>Tp.Arg472Trpp.R472WP26368protein_codingdeleterious(0)probably_damaging(0.945)TCGA-CL-5917-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
U2AF2insertionFrame_Shift_Insrs758316280c.524_525insGp.Leu178AlafsTer15p.L178Afs*15P26368protein_codingTCGA-AD-A5EJ-01Colorectumcolon 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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