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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
Page: 1 2 3 4 5 6 7 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:003519616ThyroidPTCproduction of miRNAs involved in gene silencing by miRNA28/596852/187238.33e-045.13e-0328
GO:003105010ThyroidPTCdsRNA processing28/596854/187231.79e-039.68e-0328
GO:007091810ThyroidPTCproduction of small RNA involved in gene silencing by RNA28/596854/187231.79e-039.68e-0328
GO:00105874ThyroidPTCmiRNA catabolic process9/596812/187232.72e-031.36e-029
GO:0006417210Thyroidgoitersregulation of translation35/497468/187233.94e-083.71e-0635
GO:003447019ThyroidgoitersncRNA processing28/497395/187232.63e-061.30e-0428
GO:003466014ThyroidgoitersncRNA metabolic process29/497485/187234.41e-051.53e-0329
GO:190331128Thyroidgoitersregulation of mRNA metabolic process18/497288/187237.28e-041.67e-0218
GO:001982716Thyroidgoitersstem cell population maintenance10/497131/187232.61e-034.17e-0210
GO:009872716Thyroidgoitersmaintenance of cell number10/497134/187233.08e-034.69e-0210
GO:0009896210ThyroidATCpositive regulation of catabolic process290/6293492/187232.15e-311.94e-28290
GO:0031331210ThyroidATCpositive regulation of cellular catabolic process258/6293427/187232.09e-301.65e-27258
GO:190331134ThyroidATCregulation of mRNA metabolic process181/6293288/187231.75e-245.54e-22181
GO:000640127ThyroidATCRNA catabolic process165/6293278/187238.45e-191.14e-16165
GO:003447021ThyroidATCncRNA processing216/6293395/187233.14e-183.98e-16216
GO:000640227ThyroidATCmRNA catabolic process140/6293232/187235.08e-174.65e-15140
GO:003465525ThyroidATCnucleobase-containing compound catabolic process217/6293407/187231.20e-161.04e-14217
GO:000095624ThyroidATCnuclear-transcribed mRNA catabolic process78/6293112/187236.44e-154.07e-1378
GO:004670024ThyroidATCheterocycle catabolic process228/6293445/187237.26e-154.50e-13228
GO:004427025ThyroidATCcellular nitrogen compound catabolic process229/6293451/187232.25e-141.27e-12229
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 

Top

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
Page: 1