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: MLTK

Gene summary for MLTK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MLTK

Gene ID

51776

Gene namemitogen-activated protein kinase kinase kinase 20
Gene AliasAZK
Cytomap2q31.1
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q9NYL2


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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
51776MLTKGSM5353215_PA_AUG_PB_1B_S2HumanProstateTumor2.91e-045.83e-010.1557
51776MLTKGSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor3.78e-114.39e-010.1633
51776MLTKGSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor1.37e-134.30e-010.1608
51776MLTKGSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor2.90e-145.17e-010.1604
51776MLTKGSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor1.92e-094.08e-010.1621
51776MLTKGSM5353225_PA_PR5196-1_Pool_1_2_3_S53_L002HumanProstateTumor3.50e-023.28e-010.1619
51776MLTKGSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor1.56e-053.15e-010.1602
51776MLTKGSM5353228_PA_PR5199-640K_Pool_1_3_S108_L004HumanProstateTumor1.09e-058.92e-010.1537
51776MLTKGSM5353236_PA_PR5251_T1_S7_L001HumanProstateTumor5.29e-085.79e-010.1608
51776MLTKGSM5353237_PA_PR5251_T2_S8_L001HumanProstateTumor1.86e-054.80e-010.1622
51776MLTKGSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor6.06e-083.85e-010.1575
51776MLTKGSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor5.51e-032.62e-010.1545
51776MLTKGSM5353244_PA_PR5261_T2_S24_L002HumanProstateTumor1.34e-032.80e-010.1569
51776MLTKP1_S1_AKHumanSkinAK2.08e-05-1.54e-01-0.3399
51776MLTKP2_S3_AKHumanSkinAK9.75e-06-1.54e-01-0.3287
51776MLTKP2_S4_SCCISHumanSkinSCCIS2.08e-05-1.54e-01-0.3043
51776MLTKP3_S6_AKHumanSkinAK9.75e-06-1.54e-01-0.3256
51776MLTKP4_S8_cSCCHumanSkincSCC3.63e-02-1.54e-01-0.3095
51776MLTKP5_S10_cSCCHumanSkincSCC2.08e-05-1.54e-01-0.299
51776MLTKP1_cSCCHumanSkincSCC6.54e-116.52e-010.0292
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04010ColorectumFAPMAPK signaling pathway68/1404302/84654.00e-031.67e-021.02e-0268
hsa040101ColorectumFAPMAPK signaling pathway68/1404302/84654.00e-031.67e-021.02e-0268
hsa040102ColorectumCRCMAPK signaling pathway56/1091302/84652.76e-031.77e-021.20e-0256
hsa040103ColorectumCRCMAPK signaling pathway56/1091302/84652.76e-031.77e-021.20e-0256
hsa040108LungIACMAPK signaling pathway62/1053302/84653.54e-056.38e-044.24e-0462
hsa0401011LungIACMAPK signaling pathway62/1053302/84653.54e-056.38e-044.24e-0462
hsa0401021LungAISMAPK signaling pathway57/961302/84656.41e-059.43e-046.03e-0457
hsa0401031LungAISMAPK signaling pathway57/961302/84656.41e-059.43e-046.03e-0457
hsa040104LungAAHMAPK signaling pathway27/348302/84651.13e-046.32e-035.08e-0327
hsa040105LungAAHMAPK signaling pathway27/348302/84651.13e-046.32e-035.08e-0327
hsa040106LungMIACMAPK signaling pathway32/507302/84651.12e-031.36e-029.81e-0332
hsa040107LungMIACMAPK signaling pathway32/507302/84651.12e-031.36e-029.81e-0332
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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
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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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