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: TLK2

Gene summary for TLK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TLK2

Gene ID

11011

Gene nametousled like kinase 2
Gene AliasHsHPK
Cytomap17q23.2
Gene Typeprotein-coding
GO ID

GO:0001672

UniProtAcc

Q86UE8


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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
11011TLK2HTA11_3410_2000001011HumanColorectumAD3.18e-13-5.25e-010.0155
11011TLK2HTA11_866_3004761011HumanColorectumAD1.73e-06-4.26e-010.096
11011TLK2HTA11_8622_2000001021HumanColorectumSER4.43e-02-5.96e-010.0528
11011TLK2HTA11_7696_3000711011HumanColorectumAD7.67e-09-4.17e-010.0674
11011TLK2HTA11_6818_2000001021HumanColorectumAD8.39e-03-5.00e-010.0588
11011TLK2HTA11_99999970781_79442HumanColorectumMSS7.10e-12-4.87e-010.294
11011TLK2HTA11_99999965104_69814HumanColorectumMSS1.41e-117.63e-010.281
11011TLK2HTA11_99999974143_84620HumanColorectumMSS1.28e-06-3.86e-010.3005
11011TLK2F007HumanColorectumFAP4.14e-03-3.20e-010.1176
11011TLK2A002-C-010HumanColorectumFAP2.04e-02-2.33e-010.242
11011TLK2A001-C-207HumanColorectumFAP1.43e-04-3.15e-010.1278
11011TLK2A015-C-203HumanColorectumFAP5.79e-31-4.22e-01-0.1294
11011TLK2A015-C-204HumanColorectumFAP2.35e-09-3.33e-01-0.0228
11011TLK2A014-C-040HumanColorectumFAP3.56e-05-3.44e-01-0.1184
11011TLK2A002-C-201HumanColorectumFAP6.92e-20-4.24e-010.0324
11011TLK2A002-C-203HumanColorectumFAP1.51e-04-2.36e-010.2786
11011TLK2A001-C-119HumanColorectumFAP1.11e-09-3.90e-01-0.1557
11011TLK2A001-C-108HumanColorectumFAP3.21e-19-3.45e-01-0.0272
11011TLK2A002-C-205HumanColorectumFAP3.18e-26-4.21e-01-0.1236
11011TLK2A001-C-104HumanColorectumFAP8.62e-07-3.07e-010.0184
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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
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
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:19017992ColorectumMSSnegative regulation of proteasomal protein catabolic process19/346749/187237.20e-047.70e-0319
GO:00181052ColorectumMSSpeptidyl-serine phosphorylation81/3467315/187238.92e-049.12e-0381
GO:00182091ColorectumMSSpeptidyl-serine modification84/3467338/187232.12e-031.79e-0284
GO:00105071ColorectumMSSnegative regulation of autophagy26/346785/187234.84e-033.38e-0226
GO:0071480ColorectumMSScellular response to gamma radiation12/346731/187236.80e-034.39e-0212
GO:00421764ColorectumFAPregulation of protein catabolic process106/2622391/187235.00e-123.06e-09106
GO:00098954ColorectumFAPnegative regulation of catabolic process91/2622320/187239.66e-124.96e-0991
GO:00313304ColorectumFAPnegative regulation of cellular catabolic process77/2622262/187236.79e-112.31e-0877
GO:00431614ColorectumFAPproteasome-mediated ubiquitin-dependent protein catabolic process98/2622412/187235.41e-084.20e-0698
GO:00105063ColorectumFAPregulation of autophagy80/2622317/187236.43e-084.54e-0680
GO:19033624ColorectumFAPregulation of cellular protein catabolic process68/2622255/187236.50e-084.54e-0668
GO:00104984ColorectumFAPproteasomal protein catabolic process110/2622490/187232.12e-071.26e-05110
GO:20000584ColorectumFAPregulation of ubiquitin-dependent protein catabolic process48/2622164/187232.88e-071.63e-0548
GO:00421774ColorectumFAPnegative regulation of protein catabolic process38/2622121/187237.10e-073.32e-0538
GO:19033634ColorectumFAPnegative regulation of cellular protein catabolic process25/262275/187231.74e-054.42e-0425
GO:19030504ColorectumFAPregulation of proteolysis involved in cellular protein catabolic process54/2622221/187232.26e-055.32e-0454
GO:00181053ColorectumFAPpeptidyl-serine phosphorylation71/2622315/187232.51e-055.82e-0471
GO:00182092ColorectumFAPpeptidyl-serine modification73/2622338/187238.47e-051.51e-0373
GO:00324344ColorectumFAPregulation of proteasomal ubiquitin-dependent protein catabolic process35/2622134/187231.48e-042.29e-0335
GO:00063253ColorectumFAPchromatin organization84/2622409/187231.62e-042.47e-0384
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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
TLK2SNVMissense_Mutationnovelc.1820N>Cp.Gly607Alap.G607AQ86UE8protein_codingdeleterious(0)probably_damaging(1)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
TLK2SNVMissense_Mutationc.1219N>Cp.Glu407Glnp.E407QQ86UE8protein_codingdeleterious(0.01)benign(0.371)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TLK2SNVMissense_Mutationc.1730N>Tp.Ala577Valp.A577VQ86UE8protein_codingdeleterious(0)probably_damaging(0.926)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TLK2SNVMissense_Mutationc.1658A>Gp.Asp553Glyp.D553GQ86UE8protein_codingdeleterious(0)possibly_damaging(0.685)TCGA-D8-A1XC-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
TLK2SNVMissense_Mutationnovelc.93N>Gp.Asn31Lysp.N31KQ86UE8protein_codingdeleterious_low_confidence(0.02)benign(0.007)TCGA-PE-A5DC-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TLK2SNVMissense_Mutationnovelc.1703G>Ap.Arg568Glnp.R568QQ86UE8protein_codingdeleterious(0)probably_damaging(0.909)TCGA-UL-AAZ6-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyherceptinSD
TLK2SNVMissense_Mutationrs200158456c.127N>Ap.Gly43Argp.G43RQ86UE8protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TLK2SNVMissense_Mutationnovelc.1864G>Tp.Asp622Tyrp.D622YQ86UE8protein_codingdeleterious(0)probably_damaging(0.928)TCGA-C5-A8XI-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
TLK2SNVMissense_Mutationc.857G>Cp.Arg286Thrp.R286TQ86UE8protein_codingdeleterious(0)probably_damaging(0.997)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
TLK2SNVMissense_Mutationc.1801N>Cp.Val601Leup.V601LQ86UE8protein_codingtolerated(0.24)probably_damaging(0.981)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
11011TLK2DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, ENZYMEGO698327694828
11011TLK2DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, ENZYMEGF109203X27694828
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