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:004217719Oral cavityOSCCnegative regulation of protein catabolic process77/7305121/187233.49e-086.64e-0777
GO:00714788Oral cavityOSCCcellular response to radiation109/7305186/187234.54e-088.45e-07109
GO:007147917Oral cavityOSCCcellular response to ionizing radiation49/730572/187235.59e-078.13e-0649
GO:004586120Oral cavityOSCCnegative regulation of proteolysis181/7305351/187231.01e-061.37e-05181
GO:00182098Oral cavityOSCCpeptidyl-serine modification175/7305338/187231.09e-061.46e-05175
GO:001810510Oral cavityOSCCpeptidyl-serine phosphorylation164/7305315/187231.51e-061.99e-05164
GO:200005919Oral cavityOSCCnegative regulation of ubiquitin-dependent protein catabolic process35/730548/187231.93e-062.47e-0535
GO:190336317Oral cavityOSCCnegative regulation of cellular protein catabolic process49/730575/187233.49e-064.15e-0549
GO:00324359Oral cavityOSCCnegative regulation of proteasomal ubiquitin-dependent protein catabolic process26/730535/187232.40e-052.26e-0426
GO:190305117Oral cavityOSCCnegative regulation of proteolysis involved in cellular protein catabolic process41/730564/187234.31e-053.71e-0441
GO:00105075Oral cavityOSCCnegative regulation of autophagy51/730585/187237.08e-055.62e-0451
GO:00103326Oral cavityOSCCresponse to gamma radiation36/730556/187231.12e-048.24e-0436
GO:19017998Oral cavityOSCCnegative regulation of proteasomal protein catabolic process31/730549/187235.04e-042.95e-0331
GO:00714809Oral cavityOSCCcellular response to gamma radiation21/730531/187231.13e-035.75e-0321
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:001810514Oral cavityEOLPpeptidyl-serine phosphorylation84/2218315/187233.32e-131.05e-1084
GO:001820914Oral cavityEOLPpeptidyl-serine modification87/2218338/187231.07e-122.46e-1087
GO:001049825Oral cavityEOLPproteasomal protein catabolic process108/2218490/187237.79e-119.51e-09108
GO:004217626Oral cavityEOLPregulation of protein catabolic process90/2218391/187232.92e-102.58e-0890
GO:004316125Oral cavityEOLPproteasome-mediated ubiquitin-dependent protein catabolic process92/2218412/187239.87e-106.96e-0892
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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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