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: TLN2

Gene summary for TLN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TLN2

Gene ID

83660

Gene nametalin 2
Gene AliasILWEQ
Cytomap15q22.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q9Y4G6


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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
83660TLN2HTA11_3410_2000001011HumanColorectumAD1.60e-22-6.43e-010.0155
83660TLN2HTA11_347_2000001011HumanColorectumAD2.13e-096.41e-01-0.1954
83660TLN2HTA11_696_2000001011HumanColorectumAD5.19e-03-3.13e-01-0.1464
83660TLN2HTA11_866_3004761011HumanColorectumAD1.34e-16-7.11e-010.096
83660TLN2HTA11_9408_2000001011HumanColorectumAD3.06e-04-8.71e-010.0451
83660TLN2HTA11_8622_2000001021HumanColorectumSER2.82e-07-6.66e-010.0528
83660TLN2HTA11_7696_3000711011HumanColorectumAD1.27e-09-4.52e-010.0674
83660TLN2HTA11_6818_2000001011HumanColorectumAD7.06e-04-4.27e-010.0112
83660TLN2HTA11_6818_2000001021HumanColorectumAD5.63e-12-6.49e-010.0588
83660TLN2HTA11_99999970781_79442HumanColorectumMSS8.01e-39-8.26e-010.294
83660TLN2HTA11_99999971662_82457HumanColorectumMSS5.50e-55-1.06e+000.3859
83660TLN2HTA11_99999973899_84307HumanColorectumMSS1.07e-17-1.02e+000.2585
83660TLN2HTA11_99999974143_84620HumanColorectumMSS1.28e-51-9.32e-010.3005
83660TLN2F007HumanColorectumFAP8.09e-05-3.94e-010.1176
83660TLN2A002-C-010HumanColorectumFAP3.77e-04-3.49e-010.242
83660TLN2A001-C-207HumanColorectumFAP1.18e-06-3.72e-010.1278
83660TLN2A015-C-203HumanColorectumFAP3.71e-38-6.70e-01-0.1294
83660TLN2A015-C-204HumanColorectumFAP7.06e-13-5.73e-01-0.0228
83660TLN2A014-C-040HumanColorectumFAP2.23e-11-7.55e-01-0.1184
83660TLN2A002-C-201HumanColorectumFAP1.54e-23-6.07e-010.0324
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0045216ColorectumADcell-cell junction organization80/3918200/187235.57e-104.58e-0880
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:0007043ColorectumADcell-cell junction assembly57/3918146/187234.18e-071.61e-0557
GO:00452161ColorectumSERcell-cell junction organization63/2897200/187239.15e-097.80e-0763
GO:00070431ColorectumSERcell-cell junction assembly45/2897146/187232.23e-069.31e-0545
GO:00343291ColorectumSERcell junction assembly100/2897420/187234.23e-061.61e-04100
GO:00452162ColorectumMSScell-cell junction organization69/3467200/187235.07e-082.70e-0669
GO:00343292ColorectumMSScell junction assembly120/3467420/187232.51e-071.07e-05120
GO:00070432ColorectumMSScell-cell junction assembly50/3467146/187234.24e-061.21e-0450
GO:00343293ColorectumFAPcell junction assembly105/2622420/187231.03e-092.18e-07105
GO:00452164ColorectumFAPcell-cell junction organization58/2622200/187232.51e-082.36e-0658
GO:00070434ColorectumFAPcell-cell junction assembly39/2622146/187233.74e-058.09e-0439
GO:00343294ColorectumCRCcell junction assembly83/2078420/187231.08e-071.29e-0583
GO:00452165ColorectumCRCcell-cell junction organization48/2078200/187231.67e-071.72e-0548
GO:00070435ColorectumCRCcell-cell junction assembly31/2078146/187232.75e-044.40e-0331
GO:00343299EndometriumAEHcell junction assembly78/2100420/187234.80e-061.24e-0478
GO:004521610EndometriumAEHcell-cell junction organization42/2100200/187234.26e-057.20e-0442
GO:000704310EndometriumAEHcell-cell junction assembly30/2100146/187237.29e-046.98e-0330
GO:003432914EndometriumEECcell junction assembly79/2168420/187238.37e-061.85e-0479
GO:004521615EndometriumEECcell-cell junction organization42/2168200/187238.84e-051.25e-0342
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa04015ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa04510ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa05166ColorectumADHuman T-cell leukemia virus 1 infection72/2092222/84655.24e-032.44e-021.55e-0272
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa040151ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa045101ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa051661ColorectumADHuman T-cell leukemia virus 1 infection72/2092222/84655.24e-032.44e-021.55e-0272
hsa051312ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa040152ColorectumSERRap1 signaling pathway54/1580210/84656.55e-033.68e-022.67e-0254
hsa051313ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa040153ColorectumSERRap1 signaling pathway54/1580210/84656.55e-033.68e-022.67e-0254
hsa051314ColorectumMSSShigellosis94/1875247/84656.82e-091.34e-078.23e-0894
hsa040154ColorectumMSSRap1 signaling pathway66/1875210/84651.03e-035.94e-033.64e-0366
hsa051662ColorectumMSSHuman T-cell leukemia virus 1 infection68/1875222/84651.84e-039.61e-035.89e-0368
hsa051315ColorectumMSSShigellosis94/1875247/84656.82e-091.34e-078.23e-0894
hsa040155ColorectumMSSRap1 signaling pathway66/1875210/84651.03e-035.94e-033.64e-0366
hsa051663ColorectumMSSHuman T-cell leukemia virus 1 infection68/1875222/84651.84e-039.61e-035.89e-0368
hsa051318ColorectumFAPShigellosis76/1404247/84651.57e-085.84e-073.55e-0776
hsa045102ColorectumFAPFocal adhesion61/1404203/84651.03e-062.15e-051.31e-0561
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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
TLN2SNVMissense_Mutationrs754986736c.1454N>Ap.Arg485Glnp.R485QQ9Y4G6protein_codingtolerated(0.4)possibly_damaging(0.716)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TLN2SNVMissense_Mutationnovelc.5716G>Ap.Ala1906Thrp.A1906TQ9Y4G6protein_codingtolerated(0.19)benign(0.155)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TLN2SNVMissense_Mutationc.7362N>Tp.Met2454Ilep.M2454IQ9Y4G6protein_codingtolerated(0.07)probably_damaging(0.992)TCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
TLN2SNVMissense_Mutationnovelc.3484G>Ap.Glu1162Lysp.E1162KQ9Y4G6protein_codingtolerated(0.67)benign(0.269)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TLN2SNVMissense_Mutationc.5096N>Tp.Ala1699Valp.A1699VQ9Y4G6protein_codingtolerated(0.1)benign(0.354)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TLN2SNVMissense_Mutationc.3785C>Tp.Thr1262Ilep.T1262IQ9Y4G6protein_codingtolerated(0.25)benign(0.11)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
TLN2SNVMissense_Mutationnovelc.514G>Ap.Asp172Asnp.D172NQ9Y4G6protein_codingdeleterious(0)benign(0.263)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TLN2SNVMissense_Mutationc.4714G>Ap.Glu1572Lysp.E1572KQ9Y4G6protein_codingtolerated(0.17)possibly_damaging(0.593)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TLN2SNVMissense_Mutationc.626N>Ap.Arg209Lysp.R209KQ9Y4G6protein_codingtolerated(0.1)probably_damaging(0.993)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
TLN2SNVMissense_Mutationnovelc.6479N>Gp.Val2160Glyp.V2160GQ9Y4G6protein_codingdeleterious(0.03)benign(0.088)TCGA-D8-A1JD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
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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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