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:004873229Thyroidgoitersgland development22/497436/187233.19e-034.79e-0222
GO:0030878Thyroidgoitersthyroid gland development4/49724/187233.42e-034.97e-024
GO:007155925ThyroidATCresponse to transforming growth factor beta142/6293256/187234.30e-131.94e-11142
GO:007156026ThyroidATCcellular response to transforming growth factor beta stimulus137/6293250/187233.69e-121.49e-10137
GO:000717924ThyroidATCtransforming growth factor beta receptor signaling pathway112/6293198/187232.42e-118.44e-10112
GO:004873233ThyroidATCgland development210/6293436/187231.50e-104.59e-09210
GO:006156423ThyroidATCaxon development220/6293467/187236.85e-101.80e-08220
GO:000740919ThyroidATCaxonogenesis197/6293418/187235.09e-091.13e-07197
GO:000717823ThyroidATCtransmembrane receptor protein serine/threonine kinase signaling pathway170/6293355/187231.40e-082.87e-07170
GO:000183722ThyroidATCepithelial to mesenchymal transition87/6293157/187231.50e-083.06e-0787
GO:001701522ThyroidATCregulation of transforming growth factor beta receptor signaling pathway74/6293128/187231.58e-083.20e-0774
GO:190384422ThyroidATCregulation of cellular response to transforming growth factor beta stimulus75/6293131/187232.26e-084.39e-0775
GO:006056222ThyroidATCepithelial tube morphogenesis156/6293325/187234.48e-088.14e-07156
GO:006145827ThyroidATCreproductive system development193/6293427/187233.32e-074.92e-06193
GO:004876221ThyroidATCmesenchymal cell differentiation116/6293236/187235.08e-077.30e-06116
GO:004851124ThyroidATCrhythmic process141/6293298/187235.58e-077.93e-06141
GO:003032321ThyroidATCrespiratory tube development93/6293181/187235.67e-078.02e-0693
GO:004860825ThyroidATCreproductive structure development190/6293424/187238.40e-071.11e-05190
GO:003032421ThyroidATClung development90/6293177/187231.53e-061.88e-0590
GO:006048521ThyroidATCmesenchyme development136/6293291/187232.04e-062.43e-05136
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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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