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: NFATC2

Gene summary for NFATC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NFATC2

Gene ID

4773

Gene namenuclear factor of activated T cells 2
Gene AliasNFAT1
Cytomap20q13.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q13469


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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
4773NFATC2PTCwithoutHT_2HumanThyroidPTC2.43e-03-1.98e-010.0419
4773NFATC2male-WTAHumanThyroidPTC7.65e-06-1.13e-010.1037
4773NFATC2PTC05HumanThyroidPTC1.29e-04-4.61e-020.2065
4773NFATC2PTC07HumanThyroidPTC2.66e-03-1.18e-010.2044
4773NFATC2ATC13HumanThyroidATC2.12e-278.42e-010.34
4773NFATC2ATC5HumanThyroidATC2.17e-349.50e-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:0009410111ThyroidPTCresponse to xenobiotic stimulus171/5968462/187231.00e-024.07e-02171
GO:004269216ThyroidATCmuscle cell differentiation165/6293384/187237.17e-055.46e-04165
GO:005114617ThyroidATCstriated muscle cell differentiation119/6293283/187231.74e-038.70e-03119
GO:005500112ThyroidATCmuscle cell development81/6293184/187232.02e-039.60e-0381
GO:000941027ThyroidATCresponse to xenobiotic stimulus184/6293462/187232.70e-031.23e-02184
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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
NFATC2CD8TEXINTBreastADJGZMK,ZBTB21,EOMES, etc.8.99e-02The 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.
NFATC2CD8TEXPBreastADJGZMK,ZBTB21,EOMES, etc.6.61e-02The 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.
NFATC2CD8TEXINTBreastDCISGZMK,ZBTB21,EOMES, etc.1.67e-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.
NFATC2CD8TEXPBreastDCISGZMK,ZBTB21,EOMES, etc.5.45e-02The 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.
NFATC2CD8TEREXBreastDCISGZMK,ZBTB21,EOMES, etc.1.61e-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.
NFATC2CD8TCMBreastDCISGZMK,ZBTB21,EOMES, etc.8.39e-02The 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.
NFATC2CD8TRMBreastHealthyGZMK,ZBTB21,EOMES, etc.3.95e-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.
NFATC2CD8TEXPBreastHealthyGZMK,ZBTB21,EOMES, etc.3.32e-02The 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.
NFATC2CD8TCMBreastIDCGZMK,ZBTB21,EOMES, etc.2.54e-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.
NFATC2CD8TEXINTBreastIDCGZMK,ZBTB21,EOMES, etc.7.21e-02The 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
NFATC2SNVMissense_Mutationc.1279N>Ap.Glu427Lysp.E427KQ13469protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NFATC2SNVMissense_Mutationc.1505N>Ap.Pro502Hisp.P502HQ13469protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
NFATC2SNVMissense_Mutationrs748148486c.1433N>Ap.Arg478Glnp.R478QQ13469protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A08G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
NFATC2SNVMissense_Mutationrs774385491c.827N>Tp.Ser276Leup.S276LQ13469protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NFATC2SNVMissense_Mutationnovelc.349N>Gp.Pro117Alap.P117AQ13469protein_codingtolerated(0.11)benign(0.266)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NFATC2SNVMissense_Mutationc.1992N>Cp.Lys664Asnp.K664NQ13469protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C8-A26W-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
NFATC2insertionNonsense_Mutationnovelc.1033_1034insAAAAAATAAAAATAAAAATTGAGTACCTAAATAGATAAAGGTAGAGCp.Ile345LysfsTer13p.I345Kfs*13Q13469protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NFATC2insertionIn_Frame_Insnovelc.918_919insTTGTTCACCCCCATACCAGATGAAAATGGACAGp.Leu307_Asn308insPheThrProIleProAspGluAsnGlyGlnLeup.L307_N308insFTPIPDENGQLQ13469protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NFATC2deletionFrame_Shift_Delnovelc.898delNp.Ser300LeufsTer3p.S300Lfs*3Q13469protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NFATC2SNVMissense_Mutationrs777046802c.2048N>Tp.Thr683Metp.T683MQ13469protein_codingdeleterious(0)probably_damaging(0.971)TCGA-2W-A8YY-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
4773NFATC2TRANSCRIPTION FACTOR BINDING, TRANSCRIPTION FACTOR COMPLEX, DRUGGABLE GENOMEasparaginaseASPARAGINASE25987655
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