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: NOD1

Gene summary for NOD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NOD1

Gene ID

10392

Gene namenucleotide binding oligomerization domain containing 1
Gene AliasCARD4
Cytomap7p14.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024RA73


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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
10392NOD1RNA-P25T1-P25T1-1HumanLungAIS5.65e-054.15e-01-0.2116
10392NOD1RNA-P25T1-P25T1-4HumanLungAIS5.14e-033.87e-01-0.2119
10392NOD1RNA-P3T-P3T-1HumanLungIAC4.51e-055.81e-010.1829
10392NOD1RNA-P3T-P3T-2HumanLungIAC1.15e-045.78e-010.1835
10392NOD1RNA-P3T-P3T-4HumanLungIAC4.99e-055.76e-010.1859
10392NOD1RNA-P6T2-P6T2-1HumanLungIAC1.02e-094.45e-01-0.0166
10392NOD1RNA-P6T2-P6T2-2HumanLungIAC1.80e-154.82e-01-0.0132
10392NOD1RNA-P6T2-P6T2-3HumanLungIAC1.45e-144.60e-01-0.013
10392NOD1RNA-P6T2-P6T2-4HumanLungIAC5.47e-042.87e-01-0.0121
10392NOD1male-WTAHumanThyroidPTC8.91e-353.53e-010.1037
10392NOD1PTC01HumanThyroidPTC7.53e-193.82e-010.1899
10392NOD1PTC04HumanThyroidPTC8.98e-164.07e-010.1927
10392NOD1PTC05HumanThyroidPTC2.84e-311.11e+000.2065
10392NOD1PTC06HumanThyroidPTC1.69e-499.46e-010.2057
10392NOD1PTC07HumanThyroidPTC1.06e-437.69e-010.2044
10392NOD1ATC12HumanThyroidATC7.85e-042.27e-020.34
10392NOD1ATC13HumanThyroidATC1.34e-081.72e-010.34
10392NOD1ATC4HumanThyroidATC1.89e-024.22e-020.34
10392NOD1ATC5HumanThyroidATC9.31e-151.91e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00098968LungIACpositive regulation of catabolic process114/2061492/187234.93e-151.25e-11114
GO:00313318LungIACpositive regulation of cellular catabolic process98/2061427/187237.79e-139.25e-1098
GO:00458628LungIACpositive regulation of proteolysis80/2061372/187232.62e-094.21e-0780
GO:00310987LungIACstress-activated protein kinase signaling cascade57/2061247/187233.95e-084.57e-0657
GO:00514037LungIACstress-activated MAPK cascade54/2061239/187231.86e-071.56e-0554
GO:00072544LungIACJNK cascade42/2061167/187231.99e-071.62e-0542
GO:00105066LungIACregulation of autophagy65/2061317/187234.97e-073.14e-0565
GO:00703026LungIACregulation of stress-activated protein kinase signaling cascade45/2061195/187231.03e-065.65e-0545
GO:00463284LungIACregulation of JNK cascade34/2061133/187231.88e-068.87e-0534
GO:19016537LungIACcellular response to peptide69/2061359/187232.62e-061.14e-0469
GO:00328726LungIACregulation of stress-activated MAPK cascade43/2061192/187234.06e-061.66e-0443
GO:00072495LungIACI-kappaB kinase/NF-kappaB signaling56/2061281/187237.39e-062.62e-0456
GO:00431226LungIACregulation of I-kappaB kinase/NF-kappaB signaling51/2061249/187238.41e-062.87e-0451
GO:20001168LungIACregulation of cysteine-type endopeptidase activity48/2061235/187231.65e-054.73e-0448
GO:00525478LungIACregulation of peptidase activity80/2061461/187232.39e-056.50e-0480
GO:00432818LungIACregulation of cysteine-type endopeptidase activity involved in apoptotic process43/2061209/187233.71e-059.14e-0443
GO:00525488LungIACregulation of endopeptidase activity75/2061432/187234.18e-051.01e-0375
GO:00109528LungIACpositive regulation of peptidase activity41/2061197/187234.22e-051.02e-0341
GO:00510903LungIACregulation of DNA-binding transcription factor activity76/2061440/187234.44e-051.05e-0376
GO:00510914LungIACpositive regulation of DNA-binding transcription factor activity50/2061260/187235.87e-051.29e-0350
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513116LungIACShigellosis58/1053247/84658.21e-073.81e-052.53e-0558
hsa0513216LungIACSalmonella infection52/1053249/84659.46e-051.28e-038.50e-0452
hsa051205LungIACEpithelial cell signaling in Helicobacter pylori infection20/105370/84652.31e-042.54e-031.68e-0320
hsa046212LungIACNOD-like receptor signaling pathway38/1053186/84651.23e-038.24e-035.47e-0338
hsa0513117LungIACShigellosis58/1053247/84658.21e-073.81e-052.53e-0558
hsa0513217LungIACSalmonella infection52/1053249/84659.46e-051.28e-038.50e-0452
hsa0512012LungIACEpithelial cell signaling in Helicobacter pylori infection20/105370/84652.31e-042.54e-031.68e-0320
hsa0462111LungIACNOD-like receptor signaling pathway38/1053186/84651.23e-038.24e-035.47e-0338
hsa0513123LungAISShigellosis53/961247/84652.70e-069.71e-056.21e-0553
hsa0513223LungAISSalmonella infection50/961249/84653.47e-055.62e-043.59e-0450
hsa0512021LungAISEpithelial cell signaling in Helicobacter pylori infection15/96170/84651.07e-024.45e-022.85e-0215
hsa0513133LungAISShigellosis53/961247/84652.70e-069.71e-056.21e-0553
hsa0513233LungAISSalmonella infection50/961249/84653.47e-055.62e-043.59e-0450
hsa0512031LungAISEpithelial cell signaling in Helicobacter pylori infection15/96170/84651.07e-024.45e-022.85e-0215
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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
NOD1SNVMissense_Mutationrs562328057c.1150C>Ap.Leu384Ilep.L384IQ9Y239protein_codingdeleterious(0)possibly_damaging(0.898)TCGA-A2-A04R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
NOD1SNVMissense_Mutationc.2721G>Tp.Gln907Hisp.Q907HQ9Y239protein_codingtolerated(0.13)benign(0.007)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NOD1SNVMissense_Mutationc.7N>Cp.Glu3Glnp.E3QQ9Y239protein_codingtolerated(0.43)benign(0.007)TCGA-AR-A1AK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
NOD1SNVMissense_Mutationc.1319N>Ap.Ser440Asnp.S440NQ9Y239protein_codingtolerated(0.22)benign(0.028)TCGA-BH-A0DQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NOD1SNVMissense_Mutationnovelc.2071N>Ap.Asp691Asnp.D691NQ9Y239protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C8-A8HR-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
NOD1SNVMissense_Mutationc.2629N>Gp.Gln877Glup.Q877EQ9Y239protein_codingtolerated(0.95)benign(0)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
NOD1SNVMissense_Mutationrs371304122c.2161C>Tp.Arg721Trpp.R721WQ9Y239protein_codingdeleterious(0)benign(0.185)TCGA-E9-A247-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NOD1insertionNonsense_Mutationnovelc.2766_2767insGTAAGACATTTCCAGGCTGACTTGAACTGACCTGTGCTCTTTGTCTp.Asn923ValfsTer10p.N923Vfs*10Q9Y239protein_codingTCGA-A2-A0ER-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NOD1deletionFrame_Shift_Delnovelc.535_536delNNp.Ser179ProfsTer14p.S179Pfs*14Q9Y239protein_codingTCGA-A2-A4S0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NOD1insertionFrame_Shift_Insnovelc.17_18insAAATAAGTACp.His6GlnfsTer6p.H6Qfs*6Q9Y239protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=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
10392NOD1CLINICALLY ACTIONABLE, DRUGGABLE GENOMEagonist178101718
10392NOD1CLINICALLY ACTIONABLE, DRUGGABLE GENOMEGNF-PF-3971CHEMBL599890
10392NOD1CLINICALLY ACTIONABLE, DRUGGABLE GENOMETRACHEAL CYTOTOXINTRACHEAL CYTOTOXIN21341753
10392NOD1CLINICALLY ACTIONABLE, DRUGGABLE GENOMEinhibitor310264668
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