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: NID2

Gene summary for NID2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NID2

Gene ID

22795

Gene namenidogen 2
Gene AliasNID-2
Cytomap14q22.1
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

Q14112


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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
22795NID2Adj_PTCwithHT_6HumanThyroidHT3.65e-02-2.84e-010.02
22795NID2Adj_PTCwithHT_8HumanThyroidHT2.18e-03-2.89e-010.0267
22795NID2PTCwithHT_6HumanThyroidHT1.19e-03-2.85e-010.02
22795NID2PTCwithHT_8HumanThyroidHT5.43e-04-2.89e-010.0351
22795NID2male-WTAHumanThyroidPTC1.57e-574.23e-010.1037
22795NID2PTC01HumanThyroidPTC8.99e-133.39e-030.1899
22795NID2PTC04HumanThyroidPTC6.94e-08-7.60e-020.1927
22795NID2PTC06HumanThyroidPTC4.83e-249.48e-010.2057
22795NID2PTC07HumanThyroidPTC7.73e-193.59e-010.2044
22795NID2ATC09HumanThyroidATC4.01e-023.41e-010.2871
22795NID2ATC12HumanThyroidATC1.50e-196.76e-010.34
22795NID2ATC13HumanThyroidATC2.88e-121.91e-010.34
22795NID2ATC1HumanThyroidATC2.17e-034.40e-010.2878
22795NID2ATC3HumanThyroidATC3.19e-02-4.84e-020.338
22795NID2ATC4HumanThyroidATC3.50e-268.58e-010.34
22795NID2ATC5HumanThyroidATC1.19e-152.45e-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:003158927ThyroidHTcell-substrate adhesion41/1272363/187239.54e-049.83e-0341
GO:0031589111ThyroidPTCcell-substrate adhesion169/5968363/187232.73e-097.57e-08169
GO:000716020ThyroidPTCcell-matrix adhesion109/5968233/187231.28e-061.84e-05109
GO:00301986ThyroidPTCextracellular matrix organization124/5968301/187233.75e-042.53e-03124
GO:00430626ThyroidPTCextracellular structure organization124/5968302/187234.38e-042.92e-03124
GO:00452296ThyroidPTCexternal encapsulating structure organization124/5968304/187235.96e-043.79e-03124
GO:00717116ThyroidPTCbasement membrane organization19/596831/187237.02e-044.39e-0319
GO:003158928ThyroidATCcell-substrate adhesion195/6293363/187231.58e-151.17e-13195
GO:0007160111ThyroidATCcell-matrix adhesion128/6293233/187231.49e-115.41e-10128
GO:003019812ThyroidATCextracellular matrix organization152/6293301/187238.63e-102.24e-08152
GO:004306212ThyroidATCextracellular structure organization152/6293302/187231.17e-092.94e-08152
GO:004522912ThyroidATCexternal encapsulating structure organization152/6293304/187232.11e-095.08e-08152
GO:007171113ThyroidATCbasement membrane organization20/629331/187234.20e-042.51e-0320
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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
∗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
NID2SNVMissense_Mutationc.3276N>Cp.Met1092Ilep.M1092IQ14112protein_codingtolerated(0.69)benign(0)TCGA-A2-A0SW-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
NID2SNVMissense_Mutationc.3655N>Ap.Glu1219Lysp.E1219KQ14112protein_codingtolerated(0.16)benign(0.304)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NID2SNVMissense_Mutationnovelc.2066N>Cp.Phe689Serp.F689SQ14112protein_codingtolerated(0.44)benign(0.006)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NID2SNVMissense_Mutationnovelc.592N>Ap.Leu198Ilep.L198IQ14112protein_codingdeleterious(0)probably_damaging(0.927)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NID2SNVMissense_Mutationc.440N>Gp.Ser147Cysp.S147CQ14112protein_codingdeleterious(0.01)benign(0.43)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NID2SNVMissense_Mutationc.1840N>Ap.His614Asnp.H614NQ14112protein_codingtolerated(0.09)benign(0.012)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
NID2SNVMissense_Mutationrs772923728c.2950N>Ap.Val984Metp.V984MQ14112protein_codingdeleterious(0.03)probably_damaging(0.997)TCGA-E2-A15H-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyherceptinSD
NID2insertionNonsense_Mutationnovelc.3983_3984insAAATATGTTCTTTAGAGAATAAGACTACCCTTGATACCATGAGCp.Phe1328LeufsTer8p.F1328Lfs*8Q14112protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NID2insertionNonsense_Mutationnovelc.291_292insTTATAACTTGCTTTTTTCACAGAATAp.Asp98LeufsTer2p.D98Lfs*2Q14112protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NID2insertionFrame_Shift_Insnovelc.2133_2134insCCTCATGGCTCTGCTGTTCCACAGTGGCCTCATGAp.Ala712ProfsTer25p.A712Pfs*25Q14112protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
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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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