| Literature DB >> 31924244 |
Federica Raggi1, Davide Cangelosi1, Pamela Becherini1,2, Fabiola Blengio1,3, Martina Morini1, Massimo Acquaviva1,4, Maria Luisa Belli1,5, Giuseppe Panizzon6, Giuseppe Cervo6, Luigi Varesio1, Alessandra Eva1, Maria Carla Bosco7.
Abstract
BACKGROUND: Tetralogy of Fallot (ToF) and Atrial Septal Defects (ASD) are the most common types of congenital heart diseases and a major cause of childhood morbidity and mortality. Cardiopulmonary bypass (CPB) is used during corrective cardiac surgery to support circulation and heart stabilization. However, this procedure triggers systemic inflammatory and stress response and consequent increased risk of postoperative complications. The aim of this study was to define the molecular bases of ToF and ASD pathogenesis and response to CPB and identify new potential biomarkers.Entities:
Keywords: Atrial myocardium; Cardiopulmonary bypass; Congenital heart disease; Gene expression profiling; Hypoxia
Mesh:
Year: 2020 PMID: 31924244 PMCID: PMC6954611 DOI: 10.1186/s12967-020-02210-5
Source DB: PubMed Journal: J Transl Med ISSN: 1479-5876 Impact factor: 5.531
Fig. 1Heat-map representation of DEGs in ToF compared to ASD atrium tissues. Data shown are relative to gene expression of atrium tissues from 10 ToF and 10 ASD patients undergoing cardiac surgery profiled by microarray. The heat-map shows the expression levels of genes differentially expressed in ToF vs ASD samples. Expression levels were z-scored and log2 transformed and are indicated by a 2-color scale ranging from blue (lowest values) to red (highest values). The 2-color scale is reported in the horizontal bar at the top of the figure. Each column represents a patient and each row represents a gene. The gene symbols are listed on the right side of the heatmap, whereas the disease type is indicated on the top side
Fig. 2Functional enrichment and network analyses of DEGs in ToF vs ASD samples. a GO enrichment analysis. Genes showing at least twofold expression differences between ToF and ADS specimens were analyzed using the GO biological process (BP, full columns) and cellular component (CC, empty columns) collections. A GO term was significantly enriched if p-value ≤ 0.05 and FDR ≤ 0.05. Genes could be comprised in more than one term depending on the function of the encoded protein. The graph shows the most relevant GO terms. The GO term name is reported on the y-axis; the number of enriched DEGs for each term is indicated on the x-axis. GO terms are listed by decreasing number of DEGs. The p value for each GO term is indicated. b Network analysis. The STRING-DB software was used to construct functional interaction networks among DEGs products. Networks are displayed graphically as nodes (DEGs products) and edges (predicted protein–protein associations). Colored nodes indicate query DEGs and first shell of interactors. Filled nodes indicate some 3D structure known or predicted. The color of the edge indicates the type of interaction inferred by experimental evidence (magenta lines), text-mining (light green lines), curated databases (cyan lines), encoded-protein homology (purple lines), and co-expression (violet lines). The thickness of the line indicates the degree of confidence prediction of the association. Only associations with a high degree of confidence (0.7) are displayed in the plot
Relative expression of selected DEGs in ToF vs ASD specimens
| Function | Gene symbol | Gene description | Fold changea |
|---|---|---|---|
| Matrix organization and cell adhesion | ELN | Elastin | 3.9 |
| POSTN | Periostin, osteoblast specific factor | 3.6 | |
| ADAMTS5 | ADAM metallopeptidase with thrombospondin type 1 motif, 5 | 3.6 | |
| COL1A1 | Collagen, type I, alpha 1 | 3.5 | |
| COL1A2 | Collagen, type I, alpha 2 | 2.8 | |
| ADAMTS2 | ADAM metallopeptidase with thrombospondin type 1 motif, 2 | 2.8 | |
| COL5A1 | Collagen, type V, alpha 1 | 2.7 | |
| VCAN | Versican | 2.7 | |
| COL5A2 | Collagen, type V, alpha 2 | 2.6 | |
| MMP16 | Matrix metallopeptidase 16 (membrane-inserted) | 2.5 | |
| NID1 | Nidogen 1 | 2.3 | |
| COL4A4 | Collagen, type IV, alpha 4 | 2.3 | |
| COL4A1 | Collagen, type IV, alpha 1 | 2.1 | |
| THBS1 | Thrombospondin 1 | 2.1 | |
| LAMA2 | Laminin, alpha 2 | 2.1 | |
| Trascription factors | EGR1 | Early growth response 1 | 4.5 |
| FOS | FBJ murine osteosarcoma viral oncogene homolog | 4.0 | |
| HIF3A | Hypoxia inducible factor 3, alpha subunit | 2.2 | |
| IER2 | Immediate early response 2 | 2.1 | |
| NFIL3 | Nuclear factor, interleukin 3 regulated | 2.0 | |
| Muscle development and contraction | ACTA1 | Actin, alpha 1, skeletal muscle | 9.6 |
| NEB | Nebulin | 7.9 | |
| MYOT | Myotilin | 6.4 | |
| MYL3 | Myosin, light chain 3, alkali; ventricular, skeletal, slow | 5.3 | |
| KLHL41 | Kelch-like family member 41 | 4.8 | |
| MUSTN1 | Musculoskeletal, embryonic nuclear protein 1 | 4.1 | |
| PPP1R3A | Protein phosphatase 1, regulatory subunit 3A | 3.9 | |
| ENO3 | Enolase 3 (beta, muscle) | 3.6 | |
| SYNPO2 | Synaptopodin 2 | 3.4 | |
| MYH11 | Myosin, heavy chain 11, smooth muscle | 2.0 | |
| MURC | Muscle-related coiled-coil protein | 2.0 | |
Comparative analysis of gene expression in ToF and ASD samples was conducted as described in “Methods” section. A function, a gene symbol, a brief gene description, and the fold change values are specified for each gene
Genes for each functional category are ordered according to decreasing fold changes
aFold change ≥ 2 are considered significant
Hypoxia-related gene sets enriched in ToF vs ASD samples
| GSEA terma | NOM p-valb | FDR q-valc |
|---|---|---|
| BIOCARTA_AMI_PATHWAY | 0.00 | 0.00 |
| FARDIN_HYPOXIA_11 | 0.00 | 0.03 |
| IKEDA_MIR30_TARGETS_DN | 0.02 | 0.09 |
| QI_HYPOXIA | 0.00 | 0.14 |
| MAINA_VHL_TARGETS_DN | 0.01 | 0.16 |
| KIM_HYPOXIA | 0.02 | 0.16 |
| MENSE_HYPOXIA_UP | 0.02 | 0.17 |
| ELVIDGE_HYPOXIA_BY_DMOG_UP | 0.05 | 0.18 |
| MANALO_HYPOXIA_UP | 0.02 | 0.18 |
| ELVIDGE_HIF1A_AND_HIF2A_TARGETS_DN | 0.01 | 0.19 |
| JIANG_HYPOXIA_VIA_VHL | 0.04 | 0.19 |
| HARRIS_HYPOXIA | 0.04 | 0.19 |
| ELVIDGE_HIF1A_TARGETS_DN | 0.00 | 0.19 |
| LEONARD_HYPOXIA | 0.04 | 0.20 |
Gene sets are ordered according to increasing FDR q-val
aGene sets enriched in the GSEA analysis. Gene sets belonging to all curated collections of the MSigDB were selected using the keywords “hypoxia” and “heart” and filtering out those having less than 15 probe sets and more than 500
bNOM p-val measures the statistical significance of the normalized enriched score by an empirical permutation test using 1.000 gene permutations. Values ≤ 0.05 are considered significant
cFDR q-value is the estimated probability that the normalized enrichment score represents a false positive finding. Values ≤ 0.2 are considered significant
Fig. 3GSEA enrichment plot for the “FARDIN_HYPOXIA_11” gene set in the ToF transcriptome. The ranked list of genes identified by microarray analysis between the ToF and the ASD transcriptomes was compared with previously published gene sets of hypoxia-regulated genes by GSEA. Enrichment plot of the “FARDIN_HYPOXIA_11” gene set is shown. Signal2noise was used as metric to generate the ranked gene list
Fig. 4Venn diagram of DEGs induced by CPB in ToF and ASD atrium tissues. The gene expression profile of atrium tissues from 10 ToF and 10 ADS patients was compared before and after CPB, as described in “Methods” section. The diagram shows the number of common and unique DEGs in Post-CBP vs Pre-CBP samples in the two patient groups
Relative expression of selected genes commonly regulated in Post- vs Pre-CPB right atrial samples from ToF and ASD patients
| Function | Gene symbol | Gene description | Fold changea | |
|---|---|---|---|---|
| ToF | ASD | |||
| Trascription regulation | ATF3 | Activating transcription factor 3 | 35.8 | 13.4 |
| EGR3 | Early growth response 3 | 27.0 | 13.0 | |
| NR4A2 | Nuclear receptor subfamily 4, group A, member 2 | 20.7 | 18.2 | |
| NR4A3 | Nuclear receptor subfamily 4, group A, member 3 | 19.6 | 4.8 | |
| FOSB | FBJ murine osteosarcoma viral oncogene homolog B | 14.9 | 28.8 | |
| MAFF | v-maf avian musculoaponeurotic fibrosarcoma oncogene homolog F | 12.0 | 8.4 | |
| JUNB | Jun B proto-oncogene | 10.3 | 9.4 | |
| EGR2 | Early growth response 2 | 9.8 | 5.9 | |
| EGR1 | Early growth response 1 | 8.8 | 20.5 | |
| NR4A1 | Nuclear receptor subfamily 4, group A, member 1 | 6.5 | 5.3 | |
| NFKBIZ | Nuclear factor of kappa light polypeptide gene enhancer in B-cells inhibitor, zeta | 6.3 | 2.2 | |
| MYC | v-myc avian myelocytomatosis viral oncogene homolog | 6.0 | 3.8 | |
| FOS | FBJ murine osteosarcoma viral oncogene homolog | 5.9 | 13.9 | |
| JUN | Jun proto-oncogene | 5.9 | 3.9 | |
| KLF4 | Kruppel-like factor 4 (gut) | 5.7 | 4.5 | |
| CSRNP1 | Cysteine-serine-rich nuclear protein 1 | 5.6 | 4.8 | |
| IER3 | Immediate early response 3 | 4.6 | 2.3 | |
| FOSL2 | FOS-like antigen 2 | 4.5 | 2.8 | |
| IER2 | Immediate early response | 2 4.0 | 5.0 | |
| HES1 | Hes family bHLH transcription factor 1 | 3.9 | 2.2 | |
| NFIL3 | Nuclear factor, interleukin 3 regulated | 3.9 | 2.4 | |
| KLF2 | Kruppel-like factor 2 | 2.3 | 2.2 | |
| Regulation of cell growth and apoptosis | MIR21/VMP1 | MicroRNA 21/vacuole membrane protein 1 | 11.4 | 5 |
| DUSP5 | Dual specificity phosphatase 5 | 5.4 | 3.1 | |
| GADD45B | Growth arrest and DNA-damage-inducible, beta | 5.2 | 2.6 | |
| CDKN1A | Cyclin-dependent kinase inhibitor 1A (p21, Cip1) | 5.1 | 2.7 | |
| MIR22/MIR22HG | MicroRNA 22/MIR22 host gene | 4.5 | 2.8 | |
| MCL1 | Myeloid cell leukemia 1 | 4.4 | 2.5 | |
| MIR23A/MIR24-2 | MicroRNA 23a/24-2 | 4.3 | 3.3 | |
| BTG2 | BTG family, member 2 | 4.0 | 2.6 | |
| DUSP6 | Dual specificity phosphatase 6 | 3.7 | 3.2 | |
| CCNL1 | Cyclin L1 | 3.7 | 2 | |
| PPP1R15A/GADD34 | Protein phosphatase 1, regulatory subunit 15A/growth arrest and DNA-damage-inducible | 3.3 | 2.1 | |
| DUSP1 | Dual specificity phosphatase 1 | 2.2 | 2.1 | |
| Inflammatory response | SOCS3 | Suppressor of cytokine signaling 3 | 23.0 | 24.6 |
| PTGS2 | Prostaglandin-endoperoxide synthase 2 (prostaglandin G/H synthase and cyclooxygenase) | 12.2 | 6.9 | |
| CCL2 | Chemokine (C–C motif) ligand 2 | 10.4 | 6.2 | |
| CXCL2 | Chemokine (C–X–C motif) ligand 2 | 9.3 | 11.7 | |
| RGS1 | Regulator of G-protein signaling 1 | 4.0 | 4.8 | |
| RGS2 | Regulator of G-protein signaling 2 | 3.6 | 2.0 | |
| C3 | Complement component 3 | 0.4 | 0.3 | |
| ITLN1 | Intelectin 1 (galactofuranose binding) | 0.05 | 0.1 | |
| Cell adhesion and matrix organization | ADAMTS1 | ADAM metallopeptidase with thrombospondin type 1 motif, 1 | 6.5 | 3.8 |
| CYR61 (CCN1) | Cysteine-rich, angiogenic inducer, 61 | 5.5 | 5.2 | |
| THBD | Thrombomodulin | 4.6 | 2.4 | |
| EFEMP1 | EGF containing fibulin-like extracellular matrix protein 1 | 0.4 | 0.4 | |
| COL3A1 | Collagen, type III, alpha 1 | 0.2 | 0.2 | |
| Antioxidant activity | MT1M | Metallothionein 1M | 14.3 | 5.9 |
| NCOA7 | Nuclear receptor coactivator 7 | 4.7 | 2.2 | |
| MT2A | Metallothionein 2A | 3.1 | 2.0 | |
Comparative analysis of gene expression in Pre-CPB and Post-CPB ToF and ASD samples was conducted as described in “Methods” section. A function, a gene symbol, a brief gene description, and fold change values are specified for each gene
Genes for each functional category are ordered according to decreasing fold changes of ToF genes
aFold change was calculated as the ratio between the mean expression value of Post-CPB and Pre-CPB samples for each gene. Fold change ≥ 2 or ≤ 0.5 are considered significant
Relative expression of genes selectively modulated in Post- vs Pre-CPB ToF samples
| Function | Gene symbol | Gene description | Fold changea |
|---|---|---|---|
| Transcription regulation | IRF1 | Interferon regulatory factor 1 | 10.3 |
| BHLHE40 | Basic helix-loop-helix family, member e40 | 4.4 | |
| MIR612/NEAT1 | MicroRNA 612/ nuclear paraspeckle assembly transcript 1 | 3.7 | |
| KLF10 | Kruppel-like factor 10 | 3.1 | |
| BCL3/MIR8085 | B-cell CLL/lymphoma 3/microRNA 8085 | 3.1 | |
| IFRD1 | Interferon-related developmental regulator 1 | 2.9 | |
| DDIT3 | DNA-damage-inducible transcript 3 | 2.7 | |
| SOX9 | SRY (sex determining region Y)-box 9 | 2.5 | |
| ETS2 | v-ets avian erythroblastosis virus E26 oncogene homolog 2 | 2.4 | |
| CEBPB | CCAAT/enhancer binding protein (C/EBP), beta | 2.1 | |
| CEBPD | CCAAT/enhancer binding protein (C/EBP), delta | 2.0 | |
| AFF4 | AF4/FMR2 family, member 4 | 2.0 | |
| Inflammatory responses | CXCL8 | Chemokine (C-X-C motif) ligand 8 | 19.6 |
| IL6 | Interleukin 6 | 18.7 | |
| AREG | Amphiregulin | 10.1 | |
| TNFAIP3 | Tumor necrosis factor, alpha-induced protein 3 | 3.0 | |
| IL1RL1 | Interleukin 1 receptor-like 1 | 2.8 | |
| SQSTM1 | Sequestosome 1 | 2.7 | |
| HSPA1A,1B | Heat shock 70kDa protein 1A,1B | 2.2 | |
| KDM6B | Lysine (K)-specific demethylase 6B | 2.0 | |
| C1QC | Complement component 1, q subcomponent, C chain | 0.5 | |
| C1QB | Complement component 1, q subcomponent, B chain | 0.4 | |
| Cell adhesion, cytoskeleton and matrix organization | ABRA | Actin-binding Rho activating protein | 8.5 |
| THBS1 | Thrombospondin 1 | 7.9 | |
| PDLIM3 | PDZ and LIM domain 3 | 5.3 | |
| MMP19 | Matrix metallopeptidase 19 | 4.6 | |
| FBN2 | Fibrillin 2 | 2 4 | |
| XIRP1 (CMYA1) | Xin actin-binding repeat containing 1 | 3.6 | |
| HBEGF | Heparin-binding EGF-like growth factor | 2.6 | |
| CTNNB1 | Catenin (cadherin-associated protein), beta 1, 88 kDa | 2 | |
| Antioxidant activity | MT1X | Metallothionein 1X | 3.9 |
| MT1F | Metallothionein 1F | 3.1 | |
| MT1HL1 | Metallothionein 1H-like 1 | 3.1 | |
| MT1H | Metallothionein 1H | 2.9 | |
| MT1E | Metallothionein 1E | 2.9 | |
| MT1G | Metallothionein 1G | 2.5 | |
| DNA repair | SPIDR | Scaffolding protein involved in DNA repair | 5.5 |
| PPP1R10 | Protein phosphatase 1, regulatory subunit 10 | 2.1 |
Comparative analysis of gene expression in Pre-CPB and Post-CPB ToF samples was conducted as described in “Methods” section. A main function, a gene symbol, a brief gene description, and the fold change values are specified for each gene
Genes for each functional category are ordered according to decreasing fold changes
aFold change was calculated as the ratio between the mean expression value of Post-ToF and Pre-ToF samples for each gene. Fold changes ≥ 2 or ≤ 0.5 are considered significant
Relative expression of genes selectively modulated in Post- vs Pre-CPB ASD samples
| Function | Gene symbol | Gene description | Fold changea |
|---|---|---|---|
| Inflammatory response | KDR (FLK1, VEGFR) | Kinase insert domain receptor (type III receptor tyrosine kinase), VEGF receptor | 0.5 |
| C4A/C4B | Complement component 4A (Rodgers blood group)/4B (Chido blood group) | 0.4 | |
| CFIv | Complement factor I | 0.3 | |
| CFB | Complement factor B | 0.2 | |
| SLPI | Secretory leukocyte peptidase inhibitor | 0.2 | |
| Cell adhesion | PTPRF | Protein tyrosine phosphatase, receptor type, F | 0.4 |
| FLRT3 | Fibronectin leucine rich transmembrane protein 3 | 0.2 | |
| MSLN | Mesothelin | 0.16 | |
| PRG4 | Proteoglycan 4 | 0.13 | |
| Oxidative stress | PTGIS | Prostaglandin I2 (prostacyclin) synthase | 0.5 |
| AOX1 | Aldehyde oxidase 1 | 0.5 |
Comparative analysis of gene expression in Pre-CPB and Post-CPB ToF samples was conducted as described in “Methods” section. A main function, a gene symbol, a brief gene description, and the fold change values are specified for each gene
Genes for each functional category are ordered according to decreasing fold changes
aFold change was calculated as the ratio between the mean expression value of Post-ToF and Pre-ToF samples for each gene. Fold changes ≥ 2 or ≤ 0.5 are considered significant
Fig. 5DEGs functional enrichment/network analyses in Post-CPB vs Pre-CPB atrial samples from ToF and ASD patients. a GO enrichment analysis. Genes showing at least twofold expression changes between Post-CPB and Pre-CPB conditions were analyzed using the GO biological processes collection, as detailed in the legend of Fig. 2a. The graph shows the most relevant GO terms. The GO term name is reported on the y-axis; the number of enriched DEGs for each term is indicated on the x-axis. The blue columns represent DEGs modulated in ToF patients; the red columns represent DEGs modulated in ASD patients. GO terms are listed by decreasing number of DEGs in ToF samples. The p value for each GO term is indicated. b Network analysis. Functional interaction networks among DEGs products were constructed using the STRING-DB software as detailed in the legend of Fig. 2b. Networks are displayed graphically as nodes (DEGs products) and edges (predicted protein–protein associations). Only associations with a high degree of confidence (0.7) are displayed in the plot
Hypoxia-related gene sets enriched in Post- vs Pre-CPB ASD samples
| GSEA terma | NOM p-valb | FDR q-valc |
|---|---|---|
| GROSS_ELK3_TARGETS_DN | 0.002 | 0.012 |
| CHEN_LVAD_SUPPORT_OF_FAILING_HEART_UP | 0.018 | 0.014 |
| BIOCARTA_CARDIACEGF_PATHWAY | 0.002 | 0.014 |
| LEONARD_HYPOXIA | 0.002 | 0.011 |
| GROSS_HYPOXIA_VIA_ELK3_DN | 0.026 | 0.030 |
| GROSS_HYPOXIA_VIA_ELK3_ONLY_UP | 0.016 | 0.043 |
| MENSE_HYPOXIA_UP | 0.012 | 0.042 |
| KRIEG_HYPOXIA_VIA_KDM3A | 0.042 | 0.095 |
| HARRIS_HYPOXIA | 0.053 | 0.096 |
| HU_ANGIOGENESIS_UP | 0.048 | 0.101 |
| KIM_HYPOXIA | 0.050 | 0.142 |
Gene sets are ordered according to increasing FDR q-val
aGene sets enriched in the GSEA analysis. Gene sets belonging to all curated collections o f the MSigDB were selected using the keywords “hypoxia” and “heart” and filtering out those having less than 15 probe sets and more than 500 probe sets
bNOM p-val measures the statistical significance of the normalized enriched score by an empirical permutation test using 1.000 gene permutations. NOM p-val ≤ 0.05 are considered significant
cFDR q-value is the estimated probability that the normalized enrichment s core represents a false positive finding. Values ≤ 0.2 are considered significant