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: TKTL1

Gene summary for TKTL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TKTL1

Gene ID

8277

Gene nametransketolase like 1
Gene AliasTKR
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

B7Z7I0


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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
8277TKTL1TumorHumanCervixCC4.67e-355.83e-010.1241
8277TKTL1sample3HumanCervixCC1.14e-395.62e-010.1387
8277TKTL1T3HumanCervixCC1.49e-374.99e-010.1389
8277TKTL1HCC2HumanLiverHCC6.78e-796.86e+000.5341
8277TKTL1S014HumanLiverHCC1.47e-026.25e-010.2254
8277TKTL1ATC13HumanThyroidATC1.39e-922.49e+000.34
8277TKTL1ATC5HumanThyroidATC1.23e-942.62e+000.34
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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
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
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:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:001931821LiverHCChexose metabolic process155/7958237/187237.63e-133.90e-11155
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:000600621LiverHCCglucose metabolic process128/7958196/187238.60e-113.06e-09128
GO:000606621LiverHCCalcohol metabolic process208/7958353/187232.80e-109.50e-09208
GO:001605222LiverHCCcarbohydrate catabolic process99/7958154/187233.79e-088.30e-0799
GO:0006767LiverHCCwater-soluble vitamin metabolic process39/795859/187232.14e-041.63e-0339
GO:00725271LiverHCCpyrimidine-containing compound metabolic process49/795882/187231.20e-036.68e-0349
GO:0006766LiverHCCvitamin metabolic process57/7958106/187231.25e-024.53e-0257
GO:003430812LiverHCCprimary alcohol metabolic process55/7958102/187231.30e-024.67e-0255
GO:001931814ThyroidATChexose metabolic process111/6293237/187231.51e-051.41e-04111
GO:000599615ThyroidATCmonosaccharide metabolic process118/6293257/187232.56e-052.20e-04118
GO:000600616ThyroidATCglucose metabolic process93/6293196/187233.85e-053.14e-0493
GO:001605224ThyroidATCcarbohydrate catabolic process71/6293154/187238.33e-044.57e-0371
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0123021LiverHCCBiosynthesis of amino acids53/402075/84653.79e-052.11e-041.18e-0453
hsa0123031LiverHCCBiosynthesis of amino acids53/402075/84653.79e-052.11e-041.18e-0453
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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
TKTL1SNVMissense_Mutationc.158N>Ap.Ser53Tyrp.S53YP51854protein_codingdeleterious(0.02)possibly_damaging(0.74)TCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
TKTL1SNVMissense_Mutationc.719N>Ap.Arg240Lysp.R240KP51854protein_codingtolerated(0.68)benign(0.034)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TKTL1SNVMissense_Mutationc.1367N>Ap.Thr456Asnp.T456NP51854protein_codingtolerated(0.59)benign(0.005)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TKTL1SNVMissense_Mutationnovelc.49N>Ap.Asp17Asnp.D17NP51854protein_codingdeleterious(0.04)benign(0.018)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TKTL1SNVMissense_Mutationc.13G>Ap.Glu5Lysp.E5KP51854protein_codingtolerated_low_confidence(0.06)benign(0.003)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TKTL1SNVMissense_Mutationnovelc.226N>Ap.Asp76Asnp.D76NP51854protein_codingtolerated(0.99)benign(0.013)TCGA-VS-A8EC-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
TKTL1SNVMissense_Mutationnovelc.975N>Gp.Phe325Leup.F325LP51854protein_codingtolerated(0.12)benign(0.4)TCGA-VS-A8QA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TKTL1SNVMissense_Mutationnovelc.361N>Gp.Phe121Valp.F121VP51854protein_codingdeleterious(0)possibly_damaging(0.889)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TKTL1SNVMissense_Mutationc.526C>Tp.Arg176Cysp.R176CP51854protein_codingdeleterious(0.01)possibly_damaging(0.537)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TKTL1SNVMissense_Mutationnovelc.772C>Ap.Leu258Ilep.L258IP51854protein_codingtolerated(0.16)benign(0.014)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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