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
55720TSR1HCC2_MengHumanLiverHCC6.20e-124.99e-020.0107
55720TSR1HCC1HumanLiverHCC2.29e-022.92e+000.5336
55720TSR1HCC2HumanLiverHCC2.01e-083.67e+000.5341
55720TSR1S014HumanLiverHCC8.11e-114.73e-010.2254
55720TSR1S015HumanLiverHCC3.21e-064.11e-010.2375
55720TSR1S016HumanLiverHCC1.21e-176.24e-010.2243
55720TSR1S027HumanLiverHCC4.23e-055.94e-010.2446
55720TSR1S028HumanLiverHCC1.44e-096.41e-010.2503
55720TSR1S029HumanLiverHCC2.97e-146.67e-010.2581
55720TSR1C04HumanOral cavityOSCC6.90e-188.39e-010.2633
55720TSR1C21HumanOral cavityOSCC2.50e-309.64e-010.2678
55720TSR1C30HumanOral cavityOSCC6.34e-291.57e+000.3055
55720TSR1C43HumanOral cavityOSCC2.74e-113.42e-010.1704
55720TSR1C46HumanOral cavityOSCC1.25e-051.49e-010.1673
55720TSR1C51HumanOral cavityOSCC3.52e-096.50e-010.2674
55720TSR1C07HumanOral cavityOSCC3.78e-025.21e-010.2491
55720TSR1C08HumanOral cavityOSCC4.26e-133.99e-010.1919
55720TSR1LN22HumanOral cavityOSCC1.22e-056.86e-010.1733
55720TSR1SYSMH1HumanOral cavityOSCC9.72e-082.42e-010.1127
55720TSR1SYSMH2HumanOral cavityOSCC9.87e-195.36e-010.2326
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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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0042274111EsophagusESCCribosomal small subunit biogenesis67/855273/187236.62e-175.38e-1567
GO:00905013EsophagusESCCRNA phosphodiester bond hydrolysis110/8552152/187231.95e-116.81e-10110
GO:00304904EsophagusESCCmaturation of SSU-rRNA45/855250/187235.07e-111.63e-0945
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:00004623EsophagusESCCmaturation of SSU-rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)32/855237/187232.96e-074.23e-0632
GO:00004693EsophagusESCCcleavage involved in rRNA processing24/855227/187233.48e-063.84e-0524
GO:00905023EsophagusESCCRNA phosphodiester bond hydrolysis, endonucleolytic55/855282/187237.34e-055.51e-0455
GO:00004783EsophagusESCCendonucleolytic cleavage involved in rRNA processing14/855215/187231.47e-049.85e-0414
GO:00004793EsophagusESCCendonucleolytic cleavage of tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)14/855215/187231.47e-049.85e-0414
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:001607212LiverHCCrRNA metabolic process193/7958236/187231.26e-351.14e-32193
GO:000636421LiverHCCrRNA processing185/7958225/187238.14e-356.45e-32185
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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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