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: TOPORS

Gene summary for TOPORS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TOPORS

Gene ID

10210

Gene nameTOP1 binding arginine/serine rich protein, E3 ubiquitin ligase
Gene AliasLUN
Cytomap9p21.1
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q9NS56


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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
10210TOPORSLZE4THumanEsophagusESCC2.57e-134.89e-010.0811
10210TOPORSLZE5THumanEsophagusESCC1.05e-043.03e-010.0514
10210TOPORSLZE7THumanEsophagusESCC1.93e-035.74e-010.0667
10210TOPORSLZE24THumanEsophagusESCC2.03e-103.21e-010.0596
10210TOPORSP1T-EHumanEsophagusESCC3.72e-032.02e-010.0875
10210TOPORSP2T-EHumanEsophagusESCC3.42e-346.24e-010.1177
10210TOPORSP4T-EHumanEsophagusESCC4.99e-163.02e-010.1323
10210TOPORSP5T-EHumanEsophagusESCC2.44e-151.77e-010.1327
10210TOPORSP8T-EHumanEsophagusESCC1.78e-151.70e-010.0889
10210TOPORSP9T-EHumanEsophagusESCC1.56e-184.29e-010.1131
10210TOPORSP10T-EHumanEsophagusESCC8.52e-203.68e-010.116
10210TOPORSP11T-EHumanEsophagusESCC2.43e-116.05e-010.1426
10210TOPORSP12T-EHumanEsophagusESCC1.52e-284.83e-010.1122
10210TOPORSP15T-EHumanEsophagusESCC1.51e-204.99e-010.1149
10210TOPORSP16T-EHumanEsophagusESCC9.88e-223.38e-010.1153
10210TOPORSP17T-EHumanEsophagusESCC1.17e-041.81e-010.1278
10210TOPORSP19T-EHumanEsophagusESCC9.12e-063.00e-010.1662
10210TOPORSP20T-EHumanEsophagusESCC6.25e-091.33e-010.1124
10210TOPORSP21T-EHumanEsophagusESCC4.61e-231.80e-010.1617
10210TOPORSP22T-EHumanEsophagusESCC8.11e-171.17e-010.1236
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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
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
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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:0008630110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage78/855299/187231.43e-115.08e-1078
GO:007093617EsophagusESCCprotein K48-linked ubiquitination55/855265/187238.42e-112.58e-0955
GO:190332216EsophagusESCCpositive regulation of protein modification by small protein conjugation or removal99/8552138/187234.39e-101.16e-0899
GO:0045185111EsophagusESCCmaintenance of protein location71/855294/187233.41e-097.24e-0871
GO:0042771110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage by p53 class mediator38/855243/187235.75e-091.18e-0738
GO:0051235110EsophagusESCCmaintenance of location200/8552327/187231.01e-082.02e-07200
GO:0072332111EsophagusESCCintrinsic apoptotic signaling pathway by p53 class mediator59/855276/187231.22e-082.42e-0759
GO:0032507110EsophagusESCCmaintenance of protein location in cell52/855265/187231.41e-082.77e-0752
GO:00065136EsophagusESCCprotein monoubiquitination53/855267/187232.11e-084.03e-0753
GO:007259517EsophagusESCCmaintenance of protein localization in organelle36/855242/187238.46e-081.44e-0636
GO:003139816EsophagusESCCpositive regulation of protein ubiquitination82/8552119/187232.41e-073.64e-0682
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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
TOPORSSNVMissense_Mutationnovelc.1627N>Ap.Glu543Lysp.E543KQ9NS56protein_codingtolerated_low_confidence(0.16)benign(0.045)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
TOPORSSNVMissense_Mutationc.845C>Tp.Ser282Leup.S282LQ9NS56protein_codingdeleterious(0)benign(0.061)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TOPORSSNVMissense_Mutationnovelc.1847N>Ap.Arg616Lysp.R616KQ9NS56protein_codingtolerated(0.15)possibly_damaging(0.696)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TOPORSSNVMissense_Mutationc.436N>Cp.Asp146Hisp.D146HQ9NS56protein_codingtolerated(0.56)benign(0.003)TCGA-AN-A0AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TOPORSdeletionFrame_Shift_Delnovelc.1089delNp.Phe363LeufsTer30p.F363Lfs*30Q9NS56protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TOPORSSNVMissense_Mutationnovelc.1699N>Cp.Ser567Prop.S567PQ9NS56protein_codingtolerated(0.11)possibly_damaging(0.548)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TOPORSSNVMissense_Mutationnovelc.1194N>Cp.Glu398Aspp.E398DQ9NS56protein_codingtolerated(0.08)benign(0.024)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TOPORSSNVMissense_Mutationc.2156C>Tp.Ser719Phep.S719FQ9NS56protein_codingdeleterious_low_confidence(0)probably_damaging(0.981)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TOPORSSNVMissense_Mutationrs780800052c.67C>Tp.Pro23Serp.P23SQ9NS56protein_codingdeleterious_low_confidence(0.02)benign(0.383)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TOPORSSNVMissense_Mutationnovelc.2363G>Ap.Arg788Lysp.R788KQ9NS56protein_codingtolerated(0.45)benign(0.158)TCGA-VS-A952-01Cervixcervical & endocervical cancerFemale>=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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