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: TSEN34

Gene summary for TSEN34

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TSEN34

Gene ID

79042

Gene nametRNA splicing endonuclease subunit 34
Gene AliasLENG5
Cytomap19q13.42
Gene Typeprotein-coding
GO ID

GO:0000379

UniProtAcc

A0A024R4N9


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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
79042TSEN34GSM4909281HumanBreastIDC1.28e-104.23e-010.21
79042TSEN34GSM4909282HumanBreastIDC3.46e-103.32e-01-0.0288
79042TSEN34GSM4909285HumanBreastIDC5.73e-921.23e+000.21
79042TSEN34GSM4909294HumanBreastIDC4.72e-043.06e-010.2022
79042TSEN34GSM4909296HumanBreastIDC4.48e-037.87e-020.1524
79042TSEN34GSM4909297HumanBreastIDC3.32e-051.95e-020.1517
79042TSEN34GSM4909304HumanBreastIDC2.12e-032.60e-010.1636
79042TSEN34GSM4909308HumanBreastIDC4.66e-084.07e-010.158
79042TSEN34GSM4909311HumanBreastIDC1.82e-15-1.10e-010.1534
79042TSEN34GSM4909312HumanBreastIDC1.03e-061.30e-010.1552
79042TSEN34GSM4909319HumanBreastIDC1.07e-22-3.88e-020.1563
79042TSEN34GSM4909321HumanBreastIDC1.35e-081.37e-010.1559
79042TSEN34brca2HumanBreastPrecancer9.12e-052.34e-01-0.024
79042TSEN34P1HumanBreastIDC7.47e-05-1.32e-010.1527
79042TSEN34DCIS2HumanBreastDCIS5.92e-517.40e-020.0085
79042TSEN34HTA11_3410_2000001011HumanColorectumAD9.75e-142.75e-010.0155
79042TSEN34HTA11_2487_2000001011HumanColorectumSER2.65e-144.35e-01-0.1808
79042TSEN34HTA11_2951_2000001011HumanColorectumAD5.41e-043.50e-010.0216
79042TSEN34HTA11_1938_2000001011HumanColorectumAD1.39e-114.28e-01-0.0811
79042TSEN34HTA11_78_2000001011HumanColorectumAD1.37e-104.30e-01-0.1088
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:00083809BreastPrecancerRNA splicing65/1080434/187231.27e-122.53e-1065
GO:00344705BreastPrecancerncRNA processing42/1080395/187239.91e-051.83e-0342
GO:00346604BreastPrecancerncRNA metabolic process45/1080485/187231.15e-031.26e-0245
GO:000838014BreastIDCRNA splicing73/1434434/187231.27e-101.57e-0873
GO:000838024BreastDCISRNA splicing73/1390434/187233.05e-115.08e-0973
GO:003447011BreastDCISncRNA processing44/1390395/187234.56e-033.49e-0244
GO:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:00083801ColorectumSERRNA splicing123/2897434/187233.84e-128.41e-10123
GO:00083802ColorectumMSSRNA splicing159/3467434/187231.75e-191.22e-16159
GO:00083803ColorectumMSI-HRNA splicing82/1319434/187231.22e-164.53e-1482
GO:0034470ColorectumMSI-HncRNA processing48/1319395/187231.54e-044.47e-0348
GO:0034660ColorectumMSI-HncRNA metabolic process53/1319485/187239.66e-041.68e-0253
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:00905013EsophagusESCCRNA phosphodiester bond hydrolysis110/8552152/187231.95e-116.81e-10110
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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
TSEN34SNVMissense_Mutationc.282N>Tp.Glu94Aspp.E94Dprotein_codingtolerated(0.08)benign(0.073)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TSEN34SNVMissense_Mutationnovelc.563N>Cp.Val188Alap.V188Aprotein_codingdeleterious(0)possibly_damaging(0.686)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TSEN34SNVMissense_Mutationrs775204637c.476N>Tp.Ser159Leup.S159Lprotein_codingtolerated(0.18)benign(0.005)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TSEN34SNVMissense_Mutationrs778367406c.867G>Cp.Lys289Asnp.K289Nprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
TSEN34SNVMissense_Mutationrs374974634c.280N>Ap.Glu94Lysp.E94Kprotein_codingdeleterious(0.01)benign(0.145)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
TSEN34SNVMissense_Mutationc.248G>Tp.Ser83Ilep.S83Iprotein_codingtolerated(0.1)benign(0.142)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TSEN34SNVMissense_Mutationc.370G>Ap.Ala124Thrp.A124Tprotein_codingdeleterious(0.02)possibly_damaging(0.89)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TSEN34SNVMissense_Mutationnovelc.412T>Gp.Ser138Alap.S138Aprotein_codingtolerated(0.62)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TSEN34SNVMissense_Mutationrs778884462c.503C>Tp.Ser168Leup.S168Lprotein_codingtolerated(0.47)benign(0.036)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TSEN34SNVMissense_Mutationnovelc.363N>Tp.Glu121Aspp.E121Dprotein_codingdeleterious(0.01)benign(0.268)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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