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: TLN1

Gene summary for TLN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TLN1

Gene ID

7094

Gene nametalin 1
Gene AliasILWEQ
Cytomap9p13.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q9Y490


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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
7094TLN1CA_HPV_1HumanCervixCC1.08e-061.03e-010.0264
7094TLN1CA_HPV_3HumanCervixCC1.87e-06-1.65e-010.0414
7094TLN1CCI_1HumanCervixCC3.11e-06-6.71e-010.528
7094TLN1CCI_3HumanCervixCC6.80e-07-6.30e-010.516
7094TLN1CCII_1HumanCervixCC3.40e-16-7.18e-010.3249
7094TLN1TumorHumanCervixCC8.37e-16-5.33e-010.1241
7094TLN1sample3HumanCervixCC3.97e-18-5.09e-010.1387
7094TLN1H2HumanCervixHSIL_HPV2.26e-06-3.63e-010.0632
7094TLN1L1HumanCervixCC1.36e-11-6.04e-010.0802
7094TLN1T1HumanCervixCC5.19e-08-4.78e-010.0918
7094TLN1T3HumanCervixCC2.40e-15-5.17e-010.1389
7094TLN1HTA11_3410_2000001011HumanColorectumAD8.82e-062.23e-010.0155
7094TLN1HTA11_1938_2000001011HumanColorectumAD2.27e-032.97e-01-0.0811
7094TLN1HTA11_347_2000001011HumanColorectumAD2.14e-123.72e-01-0.1954
7094TLN1HTA11_696_2000001011HumanColorectumAD2.39e-093.67e-01-0.1464
7094TLN1HTA11_866_2000001011HumanColorectumAD1.44e-042.85e-01-0.1001
7094TLN1HTA11_1391_2000001011HumanColorectumAD2.98e-084.99e-01-0.059
7094TLN1HTA11_546_2000001011HumanColorectumAD2.27e-033.01e-01-0.0842
7094TLN1HTA11_10711_2000001011HumanColorectumAD1.42e-022.59e-010.0338
7094TLN1HTA11_7696_3000711011HumanColorectumAD3.46e-165.44e-010.0674
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:01501159CervixCCcell-substrate junction organization37/2311101/187233.20e-104.46e-0837
GO:00070448CervixCCcell-substrate junction assembly34/231195/187233.35e-093.45e-0734
GO:00452169CervixCCcell-cell junction organization53/2311200/187233.83e-082.53e-0653
GO:00072295CervixCCintegrin-mediated signaling pathway34/2311107/187231.01e-075.25e-0634
GO:00343298CervixCCcell junction assembly88/2311420/187233.42e-071.38e-0588
GO:00070439CervixCCcell-cell junction assembly39/2311146/187231.86e-065.94e-0539
GO:005087810CervixCCregulation of body fluid levels78/2311379/187233.20e-068.77e-0578
GO:003410910CervixCChomotypic cell-cell adhesion26/231190/187232.12e-053.82e-0426
GO:00308657CervixCCcortical cytoskeleton organization19/231161/187238.72e-051.16e-0319
GO:00705279CervixCCplatelet aggregation19/231167/187233.42e-043.58e-0319
GO:00508176CervixCCcoagulation45/2311222/187235.08e-044.94e-0345
GO:00075966CervixCCblood coagulation44/2311217/187235.78e-045.52e-0344
GO:00301682CervixCCplatelet activation28/2311123/187238.92e-047.71e-0328
GO:00075996CervixCChemostasis44/2311222/187239.47e-047.95e-0344
GO:00308667CervixCCcortical actin cytoskeleton organization12/231140/187232.44e-031.71e-0212
GO:000722913CervixHSIL_HPVintegrin-mediated signaling pathway19/737107/187233.37e-082.76e-0619
GO:004206015CervixHSIL_HPVwound healing40/737422/187232.80e-071.61e-0540
GO:005087814CervixHSIL_HPVregulation of body fluid levels37/737379/187233.81e-072.06e-0537
GO:004521614CervixHSIL_HPVcell-cell junction organization23/737200/187234.21e-061.69e-0423
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513120CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa0451010CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0516620CervixCCHuman T-cell leukemia virus 1 infection61/1267222/84658.13e-077.98e-064.72e-0661
hsa0401512CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa046115CervixCCPlatelet activation28/1267124/84651.50e-024.45e-022.63e-0228
hsa05131110CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa0451014CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa05166110CervixCCHuman T-cell leukemia virus 1 infection61/1267222/84658.13e-077.98e-064.72e-0661
hsa0401513CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa0461113CervixCCPlatelet activation28/1267124/84651.50e-024.45e-022.63e-0228
hsa0513125CervixHSIL_HPVShigellosis27/459247/84653.78e-043.49e-032.82e-0327
hsa0516625CervixHSIL_HPVHuman T-cell leukemia virus 1 infection25/459222/84653.95e-043.49e-032.82e-0325
hsa0451023CervixHSIL_HPVFocal adhesion21/459203/84653.24e-032.02e-021.63e-0221
hsa0513135CervixHSIL_HPVShigellosis27/459247/84653.78e-043.49e-032.82e-0327
hsa0516635CervixHSIL_HPVHuman T-cell leukemia virus 1 infection25/459222/84653.95e-043.49e-032.82e-0325
hsa0451033CervixHSIL_HPVFocal adhesion21/459203/84653.24e-032.02e-021.63e-0221
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
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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
TLN1SNVMissense_Mutationnovelc.471G>Cp.Lys157Asnp.K157NQ9Y490protein_codingdeleterious(0)probably_damaging(0.996)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TLN1SNVMissense_Mutationc.923N>Gp.Tyr308Cysp.Y308CQ9Y490protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A04W-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TLN1SNVMissense_Mutationrs770655381c.3721C>Tp.Arg1241Trpp.R1241WQ9Y490protein_codingdeleterious(0)benign(0.289)TCGA-A2-A0ET-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
TLN1SNVMissense_Mutationnovelc.1981G>Ap.Asp661Asnp.D661NQ9Y490protein_codingtolerated(0.34)benign(0.017)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TLN1SNVMissense_Mutationc.1437G>Cp.Gln479Hisp.Q479HQ9Y490protein_codingdeleterious(0)benign(0.087)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TLN1SNVMissense_Mutationc.310N>Ap.Asp104Asnp.D104NQ9Y490protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TLN1SNVMissense_Mutationc.480N>Tp.Lys160Asnp.K160NQ9Y490protein_codingdeleterious(0.03)possibly_damaging(0.484)TCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
TLN1SNVMissense_Mutationc.887N>Cp.Val296Alap.V296AQ9Y490protein_codingtolerated(0.09)benign(0.151)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
TLN1SNVMissense_Mutationc.3268G>Ap.Asp1090Asnp.D1090NQ9Y490protein_codingtolerated(0.05)benign(0.025)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
TLN1SNVMissense_Mutationc.2862N>Cp.Gln954Hisp.Q954HQ9Y490protein_codingtolerated(0.24)benign(0.005)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
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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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