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: TSR1

Gene summary for TSR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TSR1

Gene ID

55720

Gene nameTSR1 ribosome maturation factor
Gene AliasTSR1
Cytomap17p13.3
Gene Typeprotein-coding
GO ID

GO:0000462

UniProtAcc

Q2NL82


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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
55720TSR1LZE4THumanEsophagusESCC6.21e-154.31e-010.0811
55720TSR1LZE7THumanEsophagusESCC1.82e-024.67e-010.0667
55720TSR1LZE8THumanEsophagusESCC3.98e-031.16e-010.067
55720TSR1LZE22THumanEsophagusESCC6.10e-062.50e-010.068
55720TSR1LZE24THumanEsophagusESCC1.31e-144.12e-010.0596
55720TSR1P1T-EHumanEsophagusESCC7.90e-063.09e-010.0875
55720TSR1P2T-EHumanEsophagusESCC7.75e-194.57e-010.1177
55720TSR1P4T-EHumanEsophagusESCC1.54e-206.30e-010.1323
55720TSR1P5T-EHumanEsophagusESCC9.73e-122.94e-010.1327
55720TSR1P8T-EHumanEsophagusESCC8.34e-113.24e-010.0889
55720TSR1P9T-EHumanEsophagusESCC1.49e-104.09e-010.1131
55720TSR1P10T-EHumanEsophagusESCC9.59e-133.36e-010.116
55720TSR1P11T-EHumanEsophagusESCC2.81e-084.69e-010.1426
55720TSR1P12T-EHumanEsophagusESCC1.87e-174.84e-010.1122
55720TSR1P15T-EHumanEsophagusESCC3.37e-112.23e-010.1149
55720TSR1P16T-EHumanEsophagusESCC6.53e-265.95e-010.1153
55720TSR1P17T-EHumanEsophagusESCC7.99e-084.34e-010.1278
55720TSR1P19T-EHumanEsophagusESCC1.01e-041.01e+000.1662
55720TSR1P20T-EHumanEsophagusESCC4.92e-083.45e-010.1124
55720TSR1P21T-EHumanEsophagusESCC1.85e-227.19e-010.1617
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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:00903052Oral cavityOSCCnucleic acid phosphodiester bond hydrolysis142/7305261/187232.90e-074.43e-06142
GO:00004692Oral cavityOSCCcleavage involved in rRNA processing23/730527/187231.06e-061.42e-0523
GO:00004782Oral cavityOSCCendonucleolytic cleavage involved in rRNA processing13/730515/187232.07e-041.36e-0313
GO:00004792Oral cavityOSCCendonucleolytic cleavage of tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)13/730515/187232.07e-041.36e-0313
GO:00905022Oral cavityOSCCRNA phosphodiester bond hydrolysis, endonucleolytic44/730582/187234.95e-031.94e-0244
GO:002261329SkincSCCribonucleoprotein complex biogenesis302/4864463/187235.13e-723.22e-68302
GO:004225428SkincSCCribosome biogenesis206/4864299/187233.33e-551.04e-51206
GO:000636424SkincSCCrRNA processing156/4864225/187231.42e-421.48e-39156
GO:001607224SkincSCCrRNA metabolic process158/4864236/187234.06e-402.83e-37158
GO:003447017SkincSCCncRNA processing215/4864395/187236.83e-344.28e-31215
GO:003466013SkincSCCncRNA metabolic process234/4864485/187231.37e-264.77e-24234
GO:004227429SkincSCCribosomal small subunit biogenesis59/486473/187231.39e-222.90e-2059
GO:003049012SkincSCCmaturation of SSU-rRNA39/486450/187232.04e-141.40e-1239
GO:000046212SkincSCCmaturation of SSU-rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)26/486437/187232.11e-086.08e-0726
GO:00905014SkincSCCRNA phosphodiester bond hydrolysis71/4864152/187232.72e-087.41e-0771
GO:00004694SkincSCCcleavage involved in rRNA processing19/486427/187231.72e-062.88e-0519
GO:00903054SkincSCCnucleic acid phosphodiester bond hydrolysis97/4864261/187234.08e-054.34e-0497
GO:00905024SkincSCCRNA phosphodiester bond hydrolysis, endonucleolytic34/486482/187231.58e-039.75e-0334
GO:00004784SkincSCCendonucleolytic cleavage involved in rRNA processing9/486415/187235.52e-032.73e-029
GO:00004794SkincSCCendonucleolytic cleavage of tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)9/486415/187235.52e-032.73e-029
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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
TSR1SNVMissense_Mutationc.1520N>Gp.Lys507Argp.K507RQ2NL82protein_codingdeleterious(0.01)possibly_damaging(0.819)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TSR1SNVMissense_Mutationc.1252N>Cp.Glu418Glnp.E418QQ2NL82protein_codingdeleterious(0.03)possibly_damaging(0.548)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TSR1SNVMissense_Mutationnovelc.1284N>Gp.Asp428Glup.D428EQ2NL82protein_codingtolerated(0.47)benign(0.007)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TSR1SNVMissense_Mutationc.1417N>Cp.Glu473Glnp.E473QQ2NL82protein_codingtolerated(0.24)benign(0.041)TCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TSR1SNVMissense_Mutationrs745709713c.1004N>Gp.Asp335Glyp.D335GQ2NL82protein_codingtolerated(0.32)benign(0.001)TCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TSR1SNVMissense_Mutationrs750076259c.1496N>Ap.Arg499Glnp.R499QQ2NL82protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TSR1insertionIn_Frame_Insnovelc.765_766insACAp.Ala255_His256insThrp.A255_H256insTQ2NL82protein_codingTCGA-BH-A0HB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
TSR1SNVMissense_Mutationc.1279G>Ap.Glu427Lysp.E427KQ2NL82protein_codingtolerated(0.34)benign(0.156)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TSR1SNVMissense_Mutationc.2395N>Tp.Pro799Serp.P799SQ2NL82protein_codingtolerated_low_confidence(0.22)benign(0)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TSR1SNVMissense_Mutationrs748274796c.972N>Ap.Met324Ilep.M324IQ2NL82protein_codingdeleterious(0.03)benign(0.007)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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