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: NKX2-1

Gene summary for NKX2-1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NKX2-1

Gene ID

7080

Gene nameNK2 homeobox 1
Gene AliasBCH
Cytomap14q13.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P43699


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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
7080NKX2-1Adj_PTCwithHT_6HumanThyroidHT1.28e-08-3.70e-010.02
7080NKX2-1Adj_PTCwithHT_8HumanThyroidHT2.18e-03-3.70e-010.0267
7080NKX2-1PTCwithHT_6HumanThyroidHT2.77e-07-3.63e-010.02
7080NKX2-1PTCwithHT_8HumanThyroidHT7.48e-05-3.31e-010.0351
7080NKX2-1PTCwithoutHT_2HumanThyroidPTC1.14e-05-3.30e-010.0419
7080NKX2-1male-WTAHumanThyroidPTC4.93e-698.37e-010.1037
7080NKX2-1female-WTAHumanThyroidPTC5.32e-055.80e-010.0726
7080NKX2-1nodule-WTAHumanThyroidgoiters1.09e-022.64e-010.0534
7080NKX2-1PTC01HumanThyroidPTC4.20e-311.31e+000.1899
7080NKX2-1PTC03HumanThyroidPTC7.30e-101.06e+000.1784
7080NKX2-1PTC04HumanThyroidPTC5.01e-441.51e+000.1927
7080NKX2-1PTC05HumanThyroidPTC2.39e-362.21e+000.2065
7080NKX2-1PTC06HumanThyroidPTC1.96e-762.54e+000.2057
7080NKX2-1PTC07HumanThyroidPTC7.79e-961.99e+000.2044
7080NKX2-1ATC12HumanThyroidATC2.71e-09-3.70e-010.34
7080NKX2-1ATC13HumanThyroidATC2.77e-07-3.70e-010.34
7080NKX2-1ATC4HumanThyroidATC1.53e-04-3.70e-010.34
7080NKX2-1ATC5HumanThyroidATC1.28e-08-3.70e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:000762324ThyroidHTcircadian rhythm33/1272210/187235.38e-061.66e-0433
GO:004851120ThyroidHTrhythmic process41/1272298/187231.26e-053.27e-0441
GO:004873228ThyroidHTgland development53/1272436/187232.71e-055.97e-0453
GO:007155918ThyroidHTresponse to transforming growth factor beta35/1272256/187236.03e-051.13e-0335
GO:00420638ThyroidHTgliogenesis39/1272301/187237.81e-051.38e-0339
GO:007156018ThyroidHTcellular response to transforming growth factor beta stimulus34/1272250/187238.48e-051.46e-0334
GO:00512718ThyroidHTnegative regulation of cellular component movement45/1272367/187238.73e-051.48e-0345
GO:20001468ThyroidHTnegative regulation of cell motility44/1272359/187231.05e-041.75e-0344
GO:000183710ThyroidHTepithelial to mesenchymal transition24/1272157/187231.53e-042.34e-0324
GO:00400138ThyroidHTnegative regulation of locomotion46/1272391/187231.94e-042.84e-0346
GO:004885720ThyroidHTneural nucleus development13/127264/187233.12e-044.13e-0313
GO:000717818ThyroidHTtransmembrane receptor protein serine/threonine kinase signaling pathway42/1272355/187233.21e-044.20e-0342
GO:00303368ThyroidHTnegative regulation of cell migration41/1272344/187233.22e-044.21e-0341
GO:003032418ThyroidHTlung development25/1272177/187233.95e-044.93e-0325
GO:003032316ThyroidHTrespiratory tube development25/1272181/187235.54e-046.55e-0325
GO:00604285ThyroidHTlung epithelium development9/127237/187236.57e-047.52e-039
GO:00604795ThyroidHTlung cell differentiation7/127224/187238.15e-048.78e-037
GO:000717918ThyroidHTtransforming growth factor beta receptor signaling pathway26/1272198/187239.39e-049.80e-0326
GO:006156418ThyroidHTaxon development50/1272467/187239.50e-049.83e-0350
GO:004860820ThyroidHTreproductive structure development46/1272424/187231.14e-031.13e-0246
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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
NKX2-1AT2LLungHealthyPTGDS,KCTD12,FASN, etc.1.80e-01The 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.
NKX2-1CLUBLungIACSFTA3,MBIP,SFTPB, etc.2.40e-01The 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.
NKX2-1ENDThyroidHealthyNPC2,TSHR,SPINT2, etc.2.29e-01The 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.
∗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
NKX2-1SNVMissense_Mutationnovelc.997G>Tp.Ala333Serp.A333SP43699protein_codingtolerated_low_confidence(0.37)benign(0.058)TCGA-EW-A6SA-01Breastbreast invasive carcinomaMale<65I/IIUnknownUnknownSD
NKX2-1SNVMissense_Mutationc.259G>Ap.Ala87Thrp.A87TP43699protein_codingtolerated(0.23)benign(0.09)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NKX2-1SNVMissense_Mutationrs548436641c.1148N>Tp.Ser383Leup.S383LP43699protein_codingdeleterious_low_confidence(0.05)possibly_damaging(0.5)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
NKX2-1SNVMissense_Mutationc.572G>Ap.Arg191Hisp.R191HP43699protein_codingdeleterious(0)probably_damaging(0.927)TCGA-A6-2677-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
NKX2-1SNVMissense_Mutationc.650N>Tp.Ser217Leup.S217LP43699protein_codingdeleterious(0)probably_damaging(0.979)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NKX2-1SNVMissense_Mutationc.742N>Tp.Arg248Cysp.R248CP43699protein_codingdeleterious(0)possibly_damaging(0.489)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NKX2-1SNVMissense_Mutationc.1130T>Cp.Leu377Prop.L377PP43699protein_codingdeleterious_low_confidence(0)possibly_damaging(0.773)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NKX2-1SNVMissense_Mutationc.43N>Ap.Ala15Thrp.A15TP43699protein_codingdeleterious_low_confidence(0.01)benign(0.031)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NKX2-1SNVMissense_Mutationc.28C>Tp.Arg10Trpp.R10WP43699protein_codingdeleterious_low_confidence(0)benign(0.056)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NKX2-1SNVMissense_Mutationc.119N>Tp.Pro40Leup.P40LP43699protein_codingdeleterious(0)benign(0.017)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
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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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