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: TEN1

Gene summary for TEN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TEN1

Gene ID

100134934

Gene nameTEN1 subunit of CST complex
Gene AliasC17orf106
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0000723

UniProtAcc

Q86WV5


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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
100134934TEN1Pt13.bHumanLiverHCC5.24e-102.33e-010.0251
100134934TEN1S014HumanLiverHCC1.87e-205.63e-010.2254
100134934TEN1S015HumanLiverHCC2.84e-196.88e-010.2375
100134934TEN1S016HumanLiverHCC6.39e-205.54e-010.2243
100134934TEN1S027HumanLiverHCC6.93e-161.03e+000.2446
100134934TEN1S028HumanLiverHCC9.41e-257.85e-010.2503
100134934TEN1S029HumanLiverHCC1.74e-228.27e-010.2581
100134934TEN1P4_S8_cSCCHumanSkincSCC2.93e-031.24e-01-0.3095
100134934TEN1P1_cSCCHumanSkincSCC3.18e-227.20e-010.0292
100134934TEN1P2_cSCCHumanSkincSCC7.95e-093.64e-01-0.024
100134934TEN1P4_cSCCHumanSkincSCC7.00e-123.67e-01-0.00290000000000005
100134934TEN1P10_cSCCHumanSkincSCC2.63e-103.79e-010.1017
100134934TEN1cSCC_p1HumanSkincSCC9.41e-05-1.90e-01-0.1916
100134934TEN1cSCC_p10HumanSkincSCC2.00e-04-1.91e-01-0.2095
100134934TEN1cSCC_p11HumanSkincSCC4.43e-05-1.91e-01-0.2102
100134934TEN1cSCC_p3HumanSkincSCC2.00e-04-1.91e-01-0.2085
100134934TEN1cSCC_p4HumanSkincSCC9.41e-05-1.91e-01-0.2022
100134934TEN1cSCC_p6HumanSkincSCC2.00e-04-1.91e-01-0.1989
100134934TEN1cSCC_p7HumanSkincSCC9.41e-05-1.91e-01-0.2332
100134934TEN1cSCC_p8HumanSkincSCC4.24e-04-1.91e-01-0.1971
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:003304421LiverHCCregulation of chromosome organization125/7958187/187231.35e-115.40e-10125
GO:005134822LiverHCCnegative regulation of transferase activity166/7958268/187238.97e-113.18e-09166
GO:001063912LiverHCCnegative regulation of organelle organization204/7958348/187237.67e-102.37e-08204
GO:000072311LiverHCCtelomere maintenance85/7958131/187231.86e-073.40e-0685
GO:005105221LiverHCCregulation of DNA metabolic process198/7958359/187237.62e-071.17e-05198
GO:000700412LiverHCCtelomere maintenance via telomerase49/795869/187231.51e-062.15e-0549
GO:003220411LiverHCCregulation of telomere maintenance55/795880/187231.83e-062.54e-0555
GO:000627811LiverHCCRNA-dependent DNA biosynthetic process50/795875/187232.02e-052.17e-0450
GO:2001251LiverHCCnegative regulation of chromosome organization55/795886/187234.80e-054.60e-0455
GO:003221011LiverHCCregulation of telomere maintenance via telomerase37/795853/187235.28e-055.01e-0437
GO:001083322LiverHCCtelomere maintenance via telomere lengthening52/795881/187236.59e-056.00e-0452
GO:200027812LiverHCCregulation of DNA biosynthetic process64/7958106/187231.53e-041.23e-0364
GO:190435621LiverHCCregulation of telomere maintenance via telomere lengthening40/795861/187232.30e-041.75e-0340
GO:00718975LiverHCCDNA biosynthetic process99/7958180/187234.66e-043.08e-0399
GO:00322001LiverHCCtelomere organization86/7958159/187232.06e-031.04e-0286
GO:00519727LiverHCCregulation of telomerase activity29/795847/187236.16e-032.52e-0229
GO:0032211LiverHCCnegative regulation of telomere maintenance via telomerase14/795820/187231.21e-024.41e-0214
GO:0032205LiverHCCnegative regulation of telomere maintenance22/795835/187231.21e-024.41e-0222
GO:0016233LiverHCCtelomere capping24/795839/187231.28e-024.61e-0224
GO:003304417SkincSCCregulation of chromosome organization100/4864187/187238.97e-167.70e-14100
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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
TEN1SNVMissense_Mutationnovelc.355N>Tp.Arg119Trpp.R119WQ86WV5protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TEN1SNVMissense_Mutationrs759172427c.50N>Tp.Ala17Valp.A17VQ86WV5protein_codingtolerated(0.07)possibly_damaging(0.786)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TEN1SNVMissense_Mutationc.223N>Ap.Val75Ilep.V75IQ86WV5protein_codingdeleterious(0.02)benign(0.322)TCGA-AX-A1C9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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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