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: TSEN15

Gene summary for TSEN15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TSEN15

Gene ID

116461

Gene nametRNA splicing endonuclease subunit 15
Gene AliasC1orf19
Cytomap1q25.3
Gene Typeprotein-coding
GO ID

GO:0000394

UniProtAcc

Q8WW01


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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
116461TSEN15LZE2DHumanEsophagusHGIN5.04e-046.07e-010.0642
116461TSEN15LZE2THumanEsophagusESCC6.05e-141.34e+000.082
116461TSEN15LZE4THumanEsophagusESCC1.66e-266.55e-010.0811
116461TSEN15LZE7THumanEsophagusESCC1.17e-147.85e-010.0667
116461TSEN15LZE8THumanEsophagusESCC4.44e-143.90e-010.067
116461TSEN15LZE20THumanEsophagusESCC2.09e-063.26e-010.0662
116461TSEN15LZE21D1HumanEsophagusHGIN3.11e-023.05e-010.0632
116461TSEN15LZE22THumanEsophagusESCC1.59e-055.36e-010.068
116461TSEN15LZE24THumanEsophagusESCC3.02e-236.24e-010.0596
116461TSEN15LZE21THumanEsophagusESCC4.74e-095.03e-010.0655
116461TSEN15LZE6THumanEsophagusESCC4.68e-103.85e-010.0845
116461TSEN15P1T-EHumanEsophagusESCC4.50e-094.85e-010.0875
116461TSEN15P2T-EHumanEsophagusESCC9.44e-509.10e-010.1177
116461TSEN15P4T-EHumanEsophagusESCC1.20e-521.24e+000.1323
116461TSEN15P5T-EHumanEsophagusESCC1.45e-468.20e-010.1327
116461TSEN15P8T-EHumanEsophagusESCC7.60e-345.63e-010.0889
116461TSEN15P9T-EHumanEsophagusESCC6.08e-449.37e-010.1131
116461TSEN15P10T-EHumanEsophagusESCC8.71e-437.00e-010.116
116461TSEN15P11T-EHumanEsophagusESCC4.89e-186.27e-010.1426
116461TSEN15P12T-EHumanEsophagusESCC3.41e-366.11e-010.1122
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
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:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:003447010EsophagusHGINncRNA processing97/2587395/187235.92e-093.90e-0797
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
GO:00003942EsophagusHGINRNA splicing, via endonucleolytic cleavage and ligation6/258711/187231.71e-031.86e-026
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00080333EsophagusESCCtRNA processing92/8552127/187237.83e-101.93e-0892
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:0008033LiverHCCtRNA processing87/7958127/187232.66e-097.23e-0887
GO:0090305LiverHCCnucleic acid phosphodiester bond hydrolysis152/7958261/187231.90e-073.46e-06152
GO:0006399LiverHCCtRNA metabolic process108/7958179/187231.07e-061.59e-05108
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:00080332Oral cavityOSCCtRNA processing78/7305127/187232.56e-074.00e-0678
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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
TSEN15SNVMissense_Mutationnovelc.280N>Tp.Gly94Cysp.G94CQ8WW01protein_codingdeleterious(0)probably_damaging(0.964)TCGA-E2-A15E-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TSEN15SNVMissense_Mutationc.288G>Tp.Glu96Aspp.E96DQ8WW01protein_codingdeleterious(0.04)probably_damaging(0.945)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TSEN15SNVMissense_Mutationnovelc.76G>Ap.Asp26Asnp.D26NQ8WW01protein_codingtolerated_low_confidence(0.51)benign(0.003)TCGA-VS-A9V3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TSEN15SNVMissense_Mutationc.413C>Tp.Ser138Phep.S138FQ8WW01protein_codingdeleterious(0.04)probably_damaging(0.997)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TSEN15SNVMissense_Mutationc.467N>Tp.Thr156Ilep.T156IQ8WW01protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TSEN15SNVMissense_Mutationc.503C>Ap.Ser168Tyrp.S168YQ8WW01protein_codingdeleterious_low_confidence(0.01)benign(0.28)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TSEN15SNVMissense_Mutationc.391G>Ap.Gly131Serp.G131SQ8WW01protein_codingtolerated(0.61)benign(0)TCGA-AG-A02X-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
TSEN15SNVMissense_Mutationc.503C>Ap.Ser168Tyrp.S168YQ8WW01protein_codingdeleterious_low_confidence(0.01)benign(0.28)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TSEN15deletionFrame_Shift_Delc.323delNp.Ile110SerfsTer10p.I110Sfs*10Q8WW01protein_codingTCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TSEN15SNVMissense_Mutationnovelc.185N>Ap.Val62Glup.V62EQ8WW01protein_codingdeleterious(0.05)possibly_damaging(0.492)TCGA-AX-A3G9-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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