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: TUT4

Gene summary for TUT4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUT4

Gene ID

23318

Gene nameterminal uridylyl transferase 4
Gene AliasPAPD3
Cytomap1p32.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A0C4DFM7


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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
23318TUT4HTA11_3410_2000001011HumanColorectumAD6.96e-10-3.80e-010.0155
23318TUT4HTA11_2487_2000001011HumanColorectumSER4.17e-03-4.02e-01-0.1808
23318TUT4HTA11_83_2000001011HumanColorectumSER3.92e-03-4.73e-01-0.1526
23318TUT4HTA11_696_2000001011HumanColorectumAD2.17e-03-3.02e-01-0.1464
23318TUT4HTA11_6818_2000001021HumanColorectumAD2.81e-03-1.29e-010.0588
23318TUT4HTA11_99999970781_79442HumanColorectumMSS4.51e-40-6.77e-010.294
23318TUT4HTA11_99999965104_69814HumanColorectumMSS3.78e-14-6.77e-010.281
23318TUT4HTA11_99999971662_82457HumanColorectumMSS2.28e-38-6.77e-010.3859
23318TUT4HTA11_99999973899_84307HumanColorectumMSS8.15e-11-6.77e-010.2585
23318TUT4HTA11_99999974143_84620HumanColorectumMSS6.22e-41-6.77e-010.3005
23318TUT4A015-C-203HumanColorectumFAP1.31e-23-2.17e-01-0.1294
23318TUT4A015-C-204HumanColorectumFAP8.35e-04-2.42e-01-0.0228
23318TUT4A002-C-201HumanColorectumFAP3.62e-10-2.48e-010.0324
23318TUT4A002-C-203HumanColorectumFAP2.48e-03-1.33e-010.2786
23318TUT4A001-C-108HumanColorectumFAP2.55e-15-1.48e-02-0.0272
23318TUT4A002-C-205HumanColorectumFAP3.98e-15-1.55e-01-0.1236
23318TUT4A015-C-006HumanColorectumFAP8.06e-10-1.47e-01-0.0994
23318TUT4A015-C-106HumanColorectumFAP2.61e-063.24e-03-0.0511
23318TUT4A002-C-114HumanColorectumFAP1.07e-11-9.15e-02-0.1561
23318TUT4A015-C-104HumanColorectumFAP3.41e-263.12e-02-0.1899
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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:000640220EsophagusHGINmRNA catabolic process67/2587232/187231.47e-091.13e-0767
GO:000095617EsophagusHGINnuclear-transcribed mRNA catabolic process40/2587112/187234.44e-093.03e-0740
GO:003447010EsophagusHGINncRNA processing97/2587395/187235.92e-093.90e-0797
GO:003465519EsophagusHGINnucleobase-containing compound catabolic process98/2587407/187231.44e-088.94e-0798
GO:004670017EsophagusHGINheterocycle catabolic process103/2587445/187235.44e-082.99e-06103
GO:004427018EsophagusHGINcellular nitrogen compound catabolic process103/2587451/187231.10e-075.56e-06103
GO:001943917EsophagusHGINaromatic compound catabolic process105/2587467/187231.89e-079.31e-06105
GO:190331310EsophagusHGINpositive regulation of mRNA metabolic process38/2587118/187232.46e-071.16e-0538
GO:00198277EsophagusHGINstem cell population maintenance39/2587131/187231.63e-066.14e-0539
GO:190136117EsophagusHGINorganic cyclic compound catabolic process106/2587495/187231.94e-067.13e-05106
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
GO:00342496EsophagusHGINnegative regulation of cellular amide metabolic process66/2587273/187232.74e-069.60e-0566
GO:00987278EsophagusHGINmaintenance of cell number39/2587134/187233.02e-061.03e-0439
GO:00171486EsophagusHGINnegative regulation of translation59/2587245/187231.03e-052.96e-0459
GO:006101318EsophagusHGINregulation of mRNA catabolic process43/2587166/187232.48e-056.53e-0443
GO:000028810EsophagusHGINnuclear-transcribed mRNA catabolic process, deadenylation-dependent decay19/258756/187231.10e-042.33e-0319
GO:006101410EsophagusHGINpositive regulation of mRNA catabolic process24/258787/187235.46e-047.73e-0324
GO:004348818EsophagusHGINregulation of mRNA stability37/2587158/187237.53e-049.97e-0337
GO:004348718EsophagusHGINregulation of RNA stability39/2587170/187238.42e-041.09e-0239
GO:006115710EsophagusHGINmRNA destabilization22/258784/187231.91e-032.03e-0222
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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
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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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