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: USB1

Gene summary for USB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USB1

Gene ID

79650

Gene nameU6 snRNA biogenesis phosphodiesterase 1
Gene AliasC16orf57
Cytomap16q21
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9BQ65


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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
79650USB1HTA11_2487_2000001011HumanColorectumSER1.04e-083.50e-01-0.1808
79650USB1HTA11_1938_2000001011HumanColorectumAD1.16e-022.24e-01-0.0811
79650USB1HTA11_347_2000001011HumanColorectumAD1.14e-031.93e-01-0.1954
79650USB1HTA11_2112_2000001011HumanColorectumSER1.49e-035.30e-01-0.2196
79650USB1HTA11_3361_2000001011HumanColorectumAD1.43e-033.10e-01-0.1207
79650USB1HTA11_696_2000001011HumanColorectumAD1.73e-083.18e-01-0.1464
79650USB1HTA11_1391_2000001011HumanColorectumAD1.04e-093.64e-01-0.059
79650USB1HTA11_7696_3000711011HumanColorectumAD3.66e-032.01e-010.0674
79650USB1HTA11_99999970781_79442HumanColorectumMSS1.45e-022.13e-010.294
79650USB1HTA11_99999971662_82457HumanColorectumMSS4.53e-123.55e-010.3859
79650USB1HTA11_99999974143_84620HumanColorectumMSS2.88e-032.26e-010.3005
79650USB1LZE4THumanEsophagusESCC9.40e-124.14e-010.0811
79650USB1LZE7THumanEsophagusESCC7.75e-085.78e-010.0667
79650USB1LZE8THumanEsophagusESCC2.58e-074.57e-010.067
79650USB1LZE20THumanEsophagusESCC1.23e-021.29e-010.0662
79650USB1LZE22D1HumanEsophagusHGIN3.23e-021.14e-010.0595
79650USB1LZE22THumanEsophagusESCC2.42e-055.62e-010.068
79650USB1LZE24THumanEsophagusESCC2.77e-143.82e-010.0596
79650USB1LZE6THumanEsophagusESCC4.78e-064.74e-010.0845
79650USB1P2T-EHumanEsophagusESCC1.47e-132.19e-010.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:00083801ColorectumSERRNA splicing123/2897434/187233.84e-128.41e-10123
GO:00083802ColorectumMSSRNA splicing159/3467434/187231.75e-191.22e-16159
GO:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:003447010EsophagusHGINncRNA processing97/2587395/187235.92e-093.90e-0797
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00905013EsophagusESCCRNA phosphodiester bond hydrolysis110/8552152/187231.95e-116.81e-10110
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:00905033EsophagusESCCRNA phosphodiester bond hydrolysis, exonucleolytic35/855242/187235.35e-077.11e-0635
GO:00311233EsophagusESCCRNA 3'-end processing76/8552116/187231.25e-051.15e-0476
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:00905011LiverHCCRNA phosphodiester bond hydrolysis101/7958152/187231.99e-095.63e-08101
GO:00311231LiverHCCRNA 3'-end processing81/7958116/187232.27e-096.32e-0881
GO:0090305LiverHCCnucleic acid phosphodiester bond hydrolysis152/7958261/187231.90e-073.46e-06152
GO:00905031LiverHCCRNA phosphodiester bond hydrolysis, exonucleolytic29/795842/187234.57e-043.04e-0329
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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
USB1SNVMissense_Mutationrs146419360c.754C>Tp.Arg252Cysp.R252CQ9BQ65protein_codingdeleterious(0)probably_damaging(0.98)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
USB1SNVMissense_Mutationrs199886884c.389N>Ap.Arg130Hisp.R130HQ9BQ65protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
USB1SNVMissense_Mutationrs769898628c.388N>Tp.Arg130Cysp.R130CQ9BQ65protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
USB1SNVMissense_Mutationrs774644058c.430C>Tp.Arg144Cysp.R144CQ9BQ65protein_codingtolerated(0.12)benign(0.019)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
USB1SNVMissense_Mutationc.449N>Tp.Arg150Ilep.R150IQ9BQ65protein_codingdeleterious(0)probably_damaging(0.972)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
USB1insertionFrame_Shift_Insnovelc.460_461insCTGCp.Asn156CysfsTer20p.N156Cfs*20Q9BQ65protein_codingTCGA-F5-6813-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownPD
USB1SNVMissense_Mutationnovelc.184N>Tp.Asp62Tyrp.D62YQ9BQ65protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
USB1SNVMissense_Mutationc.467N>Gp.Asn156Serp.N156SQ9BQ65protein_codingtolerated(0.23)benign(0.055)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
USB1SNVMissense_Mutationnovelc.418G>Ap.Ala140Thrp.A140TQ9BQ65protein_codingtolerated(0.19)benign(0.033)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
USB1SNVMissense_Mutationrs769067404c.412N>Ap.Val138Metp.V138MQ9BQ65protein_codingtolerated(0.13)benign(0.164)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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