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: TSR2

Gene summary for TSR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TSR2

Gene ID

90121

Gene nameTSR2 ribosome maturation factor
Gene AliasDBA14
CytomapXp11.22
Gene Typeprotein-coding
GO ID

GO:0000462

UniProtAcc

A0A024R9U9


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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
90121TSR2P40T-EHumanEsophagusESCC4.60e-093.28e-010.109
90121TSR2P42T-EHumanEsophagusESCC2.53e-154.26e-010.1175
90121TSR2P44T-EHumanEsophagusESCC5.56e-153.56e-010.1096
90121TSR2P47T-EHumanEsophagusESCC2.96e-295.88e-010.1067
90121TSR2P48T-EHumanEsophagusESCC1.14e-143.21e-010.0959
90121TSR2P49T-EHumanEsophagusESCC3.72e-099.90e-010.1768
90121TSR2P52T-EHumanEsophagusESCC1.55e-367.38e-010.1555
90121TSR2P54T-EHumanEsophagusESCC2.39e-205.03e-010.0975
90121TSR2P56T-EHumanEsophagusESCC1.19e-151.31e+000.1613
90121TSR2P57T-EHumanEsophagusESCC2.56e-264.26e-010.0926
90121TSR2P61T-EHumanEsophagusESCC1.93e-257.98e-010.099
90121TSR2P62T-EHumanEsophagusESCC5.93e-347.08e-010.1302
90121TSR2P65T-EHumanEsophagusESCC1.61e-213.87e-010.0978
90121TSR2P74T-EHumanEsophagusESCC6.20e-268.79e-010.1479
90121TSR2P75T-EHumanEsophagusESCC9.05e-417.80e-010.1125
90121TSR2P76T-EHumanEsophagusESCC1.80e-346.03e-010.1207
90121TSR2P79T-EHumanEsophagusESCC9.53e-771.54e+000.1154
90121TSR2P80T-EHumanEsophagusESCC2.53e-431.18e+000.155
90121TSR2P82T-EHumanEsophagusESCC1.93e-178.39e-010.1072
90121TSR2P83T-EHumanEsophagusESCC1.17e-267.27e-010.1738
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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:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:004225426EsophagusHGINribosome biogenesis101/2587299/187238.74e-194.03e-16101
GO:001607219EsophagusHGINrRNA metabolic process72/2587236/187232.26e-112.56e-0972
GO:000636419EsophagusHGINrRNA processing69/2587225/187234.53e-115.04e-0969
GO:003447010EsophagusHGINncRNA processing97/2587395/187235.92e-093.90e-0797
GO:004227427EsophagusHGINribosomal small subunit biogenesis27/258773/187236.26e-072.72e-0527
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
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:00304904EsophagusESCCmaturation of SSU-rRNA45/855250/187235.07e-111.63e-0945
GO:00004623EsophagusESCCmaturation of SSU-rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)32/855237/187232.96e-074.23e-0632
GO:002261312LiverCirrhoticribonucleoprotein complex biogenesis231/4634463/187233.28e-326.86e-29231
GO:004225412LiverCirrhoticribosome biogenesis154/4634299/187231.18e-236.72e-21154
GO:000636412LiverCirrhoticrRNA processing115/4634225/187231.12e-171.64e-15115
GO:00160724LiverCirrhoticrRNA metabolic process119/4634236/187231.19e-171.70e-15119
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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
TSR2SNVMissense_Mutationc.349N>Gp.Gln117Glup.Q117EQ969E8protein_codingdeleterious(0.03)possibly_damaging(0.446)TCGA-AR-A1AN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TSR2SNVMissense_Mutationc.167G>Ap.Arg56Hisp.R56HQ969E8protein_codingtolerated(0.19)possibly_damaging(0.52)TCGA-E9-A22E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
TSR2SNVMissense_Mutationnovelc.370N>Tp.Ala124Serp.A124SQ969E8protein_codingdeleterious(0.05)possibly_damaging(0.723)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TSR2SNVMissense_Mutationnovelc.345N>Gp.Ile115Metp.I115MQ969E8protein_codingdeleterious(0.05)benign(0.145)TCGA-MY-A5BF-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
TSR2SNVMissense_Mutationnovelc.112N>Tp.His38Tyrp.H38YQ969E8protein_codingtolerated(0.54)benign(0.006)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TSR2SNVMissense_Mutationrs374472583c.166N>Tp.Arg56Cysp.R56CQ969E8protein_codingtolerated(0.1)possibly_damaging(0.593)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
TSR2SNVMissense_Mutationnovelc.544N>Tp.Asp182Tyrp.D182YQ969E8protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
TSR2SNVMissense_Mutationnovelc.93N>Tp.Glu31Aspp.E31DQ969E8protein_codingtolerated(0.36)benign(0.085)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TSR2SNVMissense_Mutationnovelc.93N>Tp.Glu31Aspp.E31DQ969E8protein_codingtolerated(0.36)benign(0.085)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TSR2SNVMissense_Mutationnovelc.566N>Tp.Arg189Ilep.R189IQ969E8protein_codingdeleterious(0)probably_damaging(0.942)TCGA-AJ-A3EL-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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