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: TNS2

Gene summary for TNS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNS2

Gene ID

23371

Gene nametensin 2
Gene AliasC1-TEN
Cytomap12q13.13
Gene Typeprotein-coding
GO ID

GO:0001655

UniProtAcc

Q63HR2


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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
23371TNS2male-WTAHumanThyroidPTC4.03e-081.12e-010.1037
23371TNS2PTC01HumanThyroidPTC5.84e-081.30e-010.1899
23371TNS2PTC03HumanThyroidPTC6.20e-042.84e-010.1784
23371TNS2PTC04HumanThyroidPTC1.00e-143.35e-010.1927
23371TNS2PTC05HumanThyroidPTC5.30e-103.37e-010.2065
23371TNS2PTC06HumanThyroidPTC4.88e-163.51e-010.2057
23371TNS2PTC07HumanThyroidPTC5.31e-163.48e-010.2044
23371TNS2ATC11HumanThyroidATC1.05e-075.28e-010.3386
23371TNS2ATC12HumanThyroidATC2.19e-286.39e-010.34
23371TNS2ATC13HumanThyroidATC4.22e-448.16e-010.34
23371TNS2ATC2HumanThyroidATC1.68e-106.19e-010.34
23371TNS2ATC3HumanThyroidATC2.50e-032.54e-010.338
23371TNS2ATC4HumanThyroidATC4.26e-407.79e-010.34
23371TNS2ATC5HumanThyroidATC6.96e-468.79e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:1901653111ThyroidPTCcellular response to peptide169/5968359/187239.81e-102.89e-08169
GO:0043434113ThyroidPTCresponse to peptide hormone188/5968414/187234.13e-091.09e-07188
GO:0071375110ThyroidPTCcellular response to peptide hormone stimulus136/5968290/187235.49e-081.17e-06136
GO:0032869111ThyroidPTCcellular response to insulin stimulus100/5968203/187231.70e-073.19e-06100
GO:0032868111ThyroidPTCresponse to insulin124/5968264/187231.87e-073.47e-06124
GO:000182215ThyroidPTCkidney development133/5968293/187237.57e-071.18e-05133
GO:000165517ThyroidPTCurogenital system development149/5968338/187231.41e-062.01e-05149
GO:007200114ThyroidPTCrenal system development135/5968302/187231.76e-062.43e-05135
GO:001631116ThyroidPTCdephosphorylation174/5968417/187231.20e-051.31e-04174
GO:000647020ThyroidPTCprotein dephosphorylation123/5968281/187231.69e-051.77e-04123
GO:000828617ThyroidPTCinsulin receptor signaling pathway58/5968116/187233.59e-053.36e-0458
GO:00352648ThyroidPTCmulticellular organism growth56/5968132/187236.79e-032.92e-0256
GO:19000764ThyroidPTCregulation of cellular response to insulin stimulus30/596864/187238.53e-033.58e-0230
GO:000182222ThyroidATCkidney development146/6293293/187235.81e-091.28e-07146
GO:190165325ThyroidATCcellular response to peptide173/6293359/187235.87e-091.28e-07173
GO:000165522ThyroidATCurogenital system development164/6293338/187237.92e-091.70e-07164
GO:007200122ThyroidATCrenal system development149/6293302/187239.48e-091.99e-07149
GO:004343428ThyroidATCresponse to peptide hormone192/6293414/187233.63e-086.70e-07192
GO:007137524ThyroidATCcellular response to peptide hormone stimulus138/6293290/187234.90e-077.05e-06138
GO:003286824ThyroidATCresponse to insulin126/6293264/187231.24e-061.59e-05126
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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
TNS2SNVMissense_Mutationc.2309N>Tp.Ala770Valp.A770VQ63HR2protein_codingtolerated(0.55)benign(0.003)TCGA-C8-A12L-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TNS2SNVMissense_Mutationnovelc.387N>Ap.Phe129Leup.F129LQ63HR2protein_codingtolerated(0.18)probably_damaging(0.915)TCGA-E9-A54Y-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TNS2SNVMissense_Mutationc.976N>Cp.Glu326Glnp.E326QQ63HR2protein_codingtolerated(0.39)benign(0.135)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
TNS2SNVMissense_Mutationnovelc.1082G>Cp.Cys361Serp.C361SQ63HR2protein_codingdeleterious(0)benign(0.35)TCGA-PE-A5DC-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TNS2SNVMissense_Mutationrs771164737c.2704C>Tp.Arg902Trpp.R902WQ63HR2protein_codingdeleterious(0.01)possibly_damaging(0.863)TCGA-C5-A1MJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TNS2SNVMissense_Mutationrs151178618c.2860N>Ap.Glu954Lysp.E954KQ63HR2protein_codingtolerated(0.29)benign(0.411)TCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
TNS2SNVMissense_Mutationnovelc.236N>Ap.Arg79Lysp.R79KQ63HR2protein_codingtolerated(0.93)benign(0.028)TCGA-UC-A7PG-06Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
TNS2SNVMissense_Mutationrs778756703c.4253G>Ap.Arg1418Lysp.R1418KQ63HR2protein_codingtolerated(0.45)benign(0.033)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TNS2SNVMissense_Mutationnovelc.1603N>Ap.Ala535Thrp.A535TQ63HR2protein_codingtolerated(0.63)benign(0.001)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
TNS2SNVMissense_Mutationnovelc.3821N>Ap.Ser1274Asnp.S1274NQ63HR2protein_codingtolerated(0.06)benign(0.022)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=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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