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: TENT2

Gene summary for TENT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TENT2

Gene ID

167153

Gene nameterminal nucleotidyltransferase 2
Gene AliasAPD4
Cytomap5q14.1
Gene Typeprotein-coding
GO ID

GO:0000956

UniProtAcc

Q6PIY7


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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
167153TENT2CCI_2HumanCervixCC2.09e-121.41e+000.5249
167153TENT2CCI_3HumanCervixCC6.54e-107.69e-010.516
167153TENT2TumorHumanCervixCC4.20e-08-2.07e-010.1241
167153TENT2HTA11_3410_2000001011HumanColorectumAD5.93e-16-5.94e-010.0155
167153TENT2HTA11_2487_2000001011HumanColorectumSER3.55e-04-5.18e-01-0.1808
167153TENT2HTA11_3361_2000001011HumanColorectumAD6.98e-05-5.62e-01-0.1207
167153TENT2HTA11_83_2000001011HumanColorectumSER3.57e-04-5.23e-01-0.1526
167153TENT2HTA11_696_2000001011HumanColorectumAD1.00e-14-5.00e-01-0.1464
167153TENT2HTA11_866_3004761011HumanColorectumAD2.08e-17-5.52e-010.096
167153TENT2HTA11_4255_2000001011HumanColorectumSER4.50e-02-7.51e-010.0446
167153TENT2HTA11_7696_3000711011HumanColorectumAD7.65e-10-5.08e-010.0674
167153TENT2HTA11_6818_2000001021HumanColorectumAD4.13e-06-4.84e-010.0588
167153TENT2HTA11_99999970781_79442HumanColorectumMSS1.13e-53-8.82e-010.294
167153TENT2HTA11_99999965104_69814HumanColorectumMSS1.20e-19-8.82e-010.281
167153TENT2HTA11_99999971662_82457HumanColorectumMSS9.08e-52-8.82e-010.3859
167153TENT2HTA11_99999973899_84307HumanColorectumMSS2.59e-15-8.82e-010.2585
167153TENT2HTA11_99999974143_84620HumanColorectumMSS1.23e-54-8.82e-010.3005
167153TENT2A001-C-207HumanColorectumFAP1.63e-04-3.30e-010.1278
167153TENT2A015-C-203HumanColorectumFAP2.61e-33-4.95e-01-0.1294
167153TENT2A015-C-204HumanColorectumFAP1.00e-08-4.10e-01-0.0228
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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
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
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:003133010CervixCCnegative regulation of cellular catabolic process63/2311262/187231.10e-075.68e-0663
GO:00064029CervixCCmRNA catabolic process56/2311232/187234.81e-071.83e-0556
GO:000989510CervixCCnegative regulation of catabolic process69/2311320/187232.15e-066.55e-0569
GO:00064019CervixCCRNA catabolic process62/2311278/187232.18e-066.56e-0562
GO:00712148CervixCCcellular response to abiotic stimulus69/2311331/187237.36e-061.73e-0469
GO:01040048CervixCCcellular response to environmental stimulus69/2311331/187237.36e-061.73e-0469
GO:00009567CervixCCnuclear-transcribed mRNA catabolic process30/2311112/187232.60e-054.37e-0430
GO:00093149CervixCCresponse to radiation86/2311456/187233.50e-055.63e-0486
GO:00714786CervixCCcellular response to radiation41/2311186/187231.41e-041.71e-0341
GO:00467008CervixCCheterocycle catabolic process80/2311445/187233.23e-043.42e-0380
GO:00346559CervixCCnucleobase-containing compound catabolic process74/2311407/187233.77e-043.88e-0374
GO:00434879CervixCCregulation of RNA stability36/2311170/187237.72e-046.86e-0336
GO:00442709CervixCCcellular nitrogen compound catabolic process79/2311451/187237.80e-046.91e-0379
GO:00022443CervixCChematopoietic progenitor cell differentiation26/2311114/187231.30e-031.03e-0226
GO:19023698CervixCCnegative regulation of RNA catabolic process19/231175/187231.54e-031.19e-0219
GO:00194398CervixCCaromatic compound catabolic process79/2311467/187232.14e-031.54e-0279
GO:00309003CervixCCforebrain development64/2311379/187235.53e-033.19e-0264
GO:0150063CervixCCvisual system development63/2311375/187236.58e-033.65e-0263
GO:19013618CervixCCorganic cyclic compound catabolic process80/2311495/187236.77e-033.72e-0280
GO:0001654CervixCCeye development62/2311371/187237.83e-034.13e-0262
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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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