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: TUT7

Gene summary for TUT7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUT7

Gene ID

79670

Gene nameterminal uridylyl transferase 7
Gene AliasPAPD6
Cytomap9q21.33
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q5VYS8


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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
79670TUT7CCI_2HumanCervixCC1.72e-121.30e+000.5249
79670TUT7CCI_3HumanCervixCC4.34e-096.81e-010.516
79670TUT7TumorHumanCervixCC7.36e-13-2.12e-010.1241
79670TUT7HTA11_3410_2000001011HumanColorectumAD7.29e-03-3.85e-010.0155
79670TUT7HTA11_7696_3000711011HumanColorectumAD3.77e-03-3.23e-010.0674
79670TUT7HTA11_99999970781_79442HumanColorectumMSS3.45e-30-5.64e-010.294
79670TUT7HTA11_99999965104_69814HumanColorectumMSS2.69e-08-5.64e-010.281
79670TUT7HTA11_99999971662_82457HumanColorectumMSS3.17e-28-5.64e-010.3859
79670TUT7HTA11_99999973899_84307HumanColorectumMSS4.78e-06-5.64e-010.2585
79670TUT7HTA11_99999974143_84620HumanColorectumMSS7.76e-28-5.64e-010.3005
79670TUT7A015-C-203HumanColorectumFAP5.21e-14-2.54e-01-0.1294
79670TUT7A002-C-201HumanColorectumFAP7.47e-05-1.49e-010.0324
79670TUT7A001-C-108HumanColorectumFAP3.63e-074.50e-02-0.0272
79670TUT7A002-C-205HumanColorectumFAP9.08e-12-1.03e-02-0.1236
79670TUT7A015-C-006HumanColorectumFAP8.90e-08-1.73e-01-0.0994
79670TUT7A015-C-106HumanColorectumFAP2.00e-04-1.58e-01-0.0511
79670TUT7A002-C-114HumanColorectumFAP4.89e-093.88e-02-0.1561
79670TUT7A015-C-104HumanColorectumFAP5.57e-17-1.97e-01-0.1899
79670TUT7A001-C-014HumanColorectumFAP3.38e-06-1.28e-010.0135
79670TUT7A002-C-016HumanColorectumFAP7.22e-09-1.36e-010.0521
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:003465520SkinAKnucleobase-containing compound catabolic process64/1910407/187233.01e-043.12e-0364
GO:000095619SkinAKnuclear-transcribed mRNA catabolic process24/1910112/187233.34e-043.39e-0324
GO:006101417SkinAKpositive regulation of mRNA catabolic process20/191087/187233.90e-043.74e-0320
GO:005077917SkinAKRNA destabilization20/191088/187234.57e-044.27e-0320
GO:000028916SkinAKnuclear-transcribed mRNA poly(A) tail shortening9/191029/187231.77e-031.23e-029
GO:004670019SkinAKheterocycle catabolic process64/1910445/187233.01e-031.88e-0264
GO:004427020SkinAKcellular nitrogen compound catabolic process64/1910451/187234.11e-032.41e-0264
GO:00105867SkinAKmiRNA metabolic process8/191027/187234.35e-032.52e-028
GO:001943919SkinAKaromatic compound catabolic process65/1910467/187235.99e-033.24e-0265
GO:000028817SkinAKnuclear-transcribed mRNA catabolic process, deadenylation-dependent decay12/191056/187239.73e-034.72e-0212
GO:190136119SkinAKorganic cyclic compound catabolic process67/1910495/187239.91e-034.80e-0267
GO:0009896112SkinSCCISpositive regulation of catabolic process49/919492/187232.10e-061.09e-0449
GO:0031331112SkinSCCISpositive regulation of cellular catabolic process41/919427/187233.33e-058.88e-0441
GO:1903311111SkinSCCISregulation of mRNA metabolic process30/919288/187238.73e-051.99e-0330
GO:0006417112SkinSCCISregulation of translation41/919468/187232.48e-044.52e-0341
GO:003519615SkinSCCISproduction of miRNAs involved in gene silencing by miRNA9/91952/187238.72e-041.14e-029
GO:003105015SkinSCCISdsRNA processing9/91954/187231.15e-031.38e-029
GO:007091815SkinSCCISproduction of small RNA involved in gene silencing by RNA9/91954/187231.15e-031.38e-029
GO:001058614SkinSCCISmiRNA metabolic process6/91927/187231.68e-031.84e-026
GO:0043488110SkinSCCISregulation of mRNA stability16/919158/187234.83e-033.98e-0216
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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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