{'fraction_non_alphanumeric': 0.03812569903655593, 'fraction_numerical': 0.019151148872711576, 'mean_word_length': 5.51297124600639, 'pattern_counts': {'":': 0, '<': 12, '<?xml version=': 0, '>': 0, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
Transcriptomic and Lipidomic Mapping of Macrophages in the Hub of Chronic Beta-Adrenergic-Stimulation Unravels Hypertrophy-, Proliferation-, and Lipid Metabolism-Related Genes as Novel Potential Markers of Early Hypertrophy or Heart Failure

Sympathetic nervous system overdrive with chronic release of catecholamines is the most important neurohormonal mechanism activated to maintain cardiac output in response to heart stress. Beta-adrenergic signaling behaves first as a compensatory pathway improving cardiac contractility and maladaptive remodeling but becomes dysfunctional leading to pathological hypertrophy and heart failure (HF). Cardiac remodeling is a complex inflammatory syndrome where macrophages play a determinant role. This study aimed at characterizing the temporal transcriptomic evolution of cardiac macrophages in mice subjected to beta-adrenergic-stimulation using RNA sequencing. Owing to a comprehensive bibliographic analysis and complementary lipidomic experiments, this study deciphers typical gene profiles in early compensated hypertrophy (ECH) versus late dilated remodeling related to HF. We uncover cardiac hypertrophy- and proliferation-related transcription programs typical of ECH or HF macrophages and identify lipid metabolism-associated and Na+ or K+ channel-related genes as markers of ECH and HF macrophages, respectively. In addition, our results substantiate the key time-dependent role of inflammatory, metabolic, and functional gene regulation in macrophages during beta-adrenergic dependent remodeling. This study provides important and novel knowledge to better understand the prevalent key role of resident macrophages in response to chronically activated beta-adrenergic signaling, an effective diagnostic and therapeutic target in failing hearts.


Introduction
The sympathetic nervous system serves as one of the first mechanisms of compensation in response to cardiac injury but is also undoubtedly involved in the pathogenesis of heart failure (HF). Sustained catecholamine hyperstimulation contributes to cardiac hypertrophy and myocardial dysfunction and is a central component of HF with reduced ejection fraction (HFrEF), for which beta-adrenergic receptor (beta-AR) blockade is a proven therapy [1]. In contrast, this blockade approach lacks efficacy in HF with preserved ejection fraction (HFpEF), where treatment with a beta-AR agonist, albuterol, has been recently proven to improve pulmonary function and increase exercise cardiac output reserve [2]. Thus, the beta-AR signaling plays a determinant role in cardiac remodeling. Cardiac remodeling targets not only cardiomyocytes, with alterations of survival, geometry, contractile or

RNA Sequencing and Statistical Analysis
Total RNA from FACS sorted CD64 + /CD14 + cells was isolated using the Nucleospin RNA XS kit (Macherey Nagel, Hoerdt, France), according to the manufacturer instructions. cDNA libraries were generated using total RNA with SMART-Seq v4 Ultra Low Input RNA Kit (TAKARA) and constructed according to manufacturer protocols as previously reported [9]. Paired end sequencing (2 × 750 bp) was performed by Nextseq 500 machine using High Output kit (150 cycles). Raw sequencing data was quality-controlled with the FastQC program. Trimmomatic was used to remove adapter sequences, trim low-quality reads, and discard reads shorter than 40 bp. Reads were aligned to the mouse reference genome (build mm10) with the TopHat2 tool. Mapping results were quality-checked using RNA-SeQC. Aligned reads were counted using the FeatureCounts and Express software, at the gene-level and transcript-level, respectively. Normalization and differential statistical analysis were performed with the GLM EdgeR package. RNA-Seq data has been made publicly available through the NCBI Gene Expression Omnibus (GEO), GEO accession number GSE157035, as previously reported [5]. Gene Analyses were performed using Ingenuity Pathway Analysis (IPA) (version 448560M) (Qiagen, les Ulis, France) and Metascape software (developped by Zhou et al. [10]).

Lipidomic Analysis 2.8.1. Materials for Lipidomic Analysis
A high number of sorted Cd14 + /Cd64 + cells was required for lipidomic experiments (around 40,000 cells/assay instead of 10,000 for RNAseq). Thus, cells obtained from 2-6 animals were pooled before lipid extraction.
All internal standards were purchased from Avanti Polar Lipids (Alabaster, AL, USA). LC/MS grade or UPLC grade solvents were used without further purification and obtained from Sigma-Aldrich (St Louis, MO, USA).

Extraction
Phospho-and sphingolipids were extracted using a modified Bligh and Dyer method. Samples supplemented with a mixture of internal standard were extracted with 1.2 mL methanol/CHCl 3 (2:1 v/v) in the presence of the antioxydant BHT and 310 µL HCl 0.005 N. Phase separation was triggered by addition of 400 µL CHCl 3 and 400 µL water. Extracted lipids were dried and resuspended in LC/MS solvent.
Quantification of phospholipids, sphingolipids and neutral lipids was performed in positive-ion mode. Sample (4 µL) was injected to a Kinetex HILIC 2.6 µm 2.1 × 150 mm column (Phenomenex, CA, USA). Mobile phases consisted of water and acetonitrile containing ammonium acetate and acetic acid. Lipid species were detected using scheduled multiple reaction monitoring (sMRM). N 2 was used as nebulization and collision gas. Air was used as exhaust gas.

Quantification
Lipids were quantified using thirty-seven calibration curves specific for the 16 individual lipid subclasses and up to 12 fatty acid moieties. More abundant lipid species which displayed non-linear response in non-diluted extracts were quantified from a 20-fold diluted sample. . HR, heart rate; IVSd, end-diastolic interventricular septum thickness; LVd, end-diastolic left ventricular diameter; PWd, end-diastolic posterior wall thickness; IVSs, end-systolic interventricular septum thickness; LVs, end-systolic left ventricular diameter; PWs, end-systolic posterior wall thickness; h/r, diastolic wall thickness to radius ratio; EF, ejection fraction; FS, fractional shortening; HW/TL, heart weight/tibia length. Kruskal-Wallis followed by Dunn post-hoc tests. * p < 0.05 ECH or HF vs Ct; † p < 0.05 ECH vs HF.
Mice (n = 4/group) were characterized according to the following criteria: cardiac hypertrophy (ECH and HF groups) based on the HW/TL parameter, normal (ECH group) or altered (HF group) cardiac function based on the FS parameter and presence (HF group) of dilation based on the LVd parameter ( Figure 1B).
Transcriptomic data analyzed in this study were obtained from the RNA sequencing of cardiac CD64 + macrophages (gating strategy described in Supplementary Materials Figure S1) isolated from Ct, ECH, and HF mice, as previously published [5]. This initial study by Flamant et al., focused on ECH macrophages and the role of the CX3CL1/CX3CR1 axis in the development of ECH. The present study aimed at performing an in-depth compar- Figure 1. Schematic representation of iso-pump protocol with time-lapse of echocardiographic and morphologic measurements (A) and echocardiography and morphology parameters (B). HR, heart rate; IVSd, end-diastolic interventricular septum thickness; LVd, end-diastolic left ventricular diameter; PWd, end-diastolic posterior wall thickness; IVSs, end-systolic interventricular septum thickness; LVs, end-systolic left ventricular diameter; PWs, end-systolic posterior wall thickness; h/r, diastolic wall thickness to radius ratio; EF, ejection fraction; FS, fractional shortening; HW/TL, heart weight/tibia length. Kruskal-Wallis followed by Dunn post-hoc tests. * p < 0.05 ECH or HF vs. Ct; † p < 0.05 ECH vs. HF.
Mice (n = 4/group) were characterized according to the following criteria: cardiac hypertrophy (ECH and HF groups) based on the HW/TL parameter, normal (ECH group) or altered (HF group) cardiac function based on the FS parameter and presence (HF group) of dilation based on the LVd parameter ( Figure 1B).
Transcriptomic data analyzed in this study were obtained from the RNA sequencing of cardiac CD64 + macrophages (gating strategy described in Supplementary Materials Figure S1) isolated from Ct, ECH, and HF mice, as previously published [5]. This initial study by Flamant et al., focused on ECH macrophages and the role of the CX3CL1/CX3CR1 axis in the development of ECH. The present study aimed at performing an in-depth comparison between Ct, ECH, and HF global transcriptomic profiles to highlight ECH or HF macrophages signatures versus genes whose expression was progressively impacted by Iso treatment (RNAseq data publicly available through the NCBI Gene Expression Omnibus (GEO), GEO accession number GSE157035). Using a threshold of twofold change and false discovery rate (FDR) < 0.05, RNAseq identified 413, 152, or 94 genes selectively upregulated and 158, 46, or 143 genes selectively downregulated, in Ct, ECH, or HF macrophages, respectively ( Figure 2A). ison between Ct, ECH, and HF global transcriptomic profiles to highlight ECH or HF macrophages signatures versus genes whose expression was progressively impacted by Iso treatment (RNAseq data publicly available through the NCBI Gene Expression Omnibus (GEO), GEO accession number GSE157035). Using a threshold of twofold change and false discovery rate (FDR) < 0.05, RNAseq identified 413, 152, or 94 genes selectively upregulated and 158, 46, or 143 genes selectively downregulated, in Ct, ECH, or HF macrophages, respectively ( Figure 2A).  and HF (right) macrophages as compared to Ct and HF or Ct and ECH counterparts, respectively (with red and blue indicating increased and decreased expression, respectively). n = 4 mice/group. Normalization and differential statistical analysis were performed with the glm edgeR package. (C) RNAseq analysis. Ingenuity Pathway analysis showing specific canonical pathways and functions statistically enriched in ECH (left) and HF (right) macrophages. Part of the results concerning ECH macrophages specificities were published in Flamant et al. Figure 2B shows the heat map illustrating selective ECH and HF regulated top genes (as compared to Ct and HF or Ct and ECH counterparts, respectively) and Figure 2C the associated IPA analysis of canonical pathways. As expected, ECH hearts displayed a higher number of upregulated genes whereas HF hearts were characterized by a predominance of downregulated genes. Of note only part of ECH results was previously included in Flamant et al., with few genes being briefly commented [5]. Metascape analyses of enriched ontology clusters among ECH (A) and HF (B) selective genes are shown in Supplementary Materials Table S1. They highlight tissue remodeling, positive regulation of apoptotic processes and inflammatory response in ECH versus double-strand break repair and cell growth in HF macrophages.
Based on these initial results, we then performed an in-depth analysis of the literature concerning the major pathways identified in order to highlight the evolution of macrophages transcriptomics during beta-adrenergic-induced remodeling.

Genes Associated with Beta-Adrenergic Signaling
Isoproterenol (Iso) treatment resulted in macrophages gene expression changes downstream of beta-adrenergic receptor signaling with a decrease in Adrb1 (coding for the beta 1 -AR), as previously reported in cardiac homogenates [12] (Figure 3), but no change in Adrb2 (coding for the beta 2 -AR) (not shown).

ECH and HF Macrophages Are Characterized by Expression of Tissue Remodeling Genes Related to Cardiac Hypertrophy
Surprisingly, a number of genes previously found to be regulated in cardiac homogenates and related to Iso-induced cardiomyocyte hypertrophy [13] were identified in cardiac macrophages ( Figure 3). Of note, the atypical expression of marker genes in 'unrelated' cell type has already been evidenced in other studies [14].
Similarly, Iso-infusion induced a progressive regulation of Mif (Macrophage migration inhibitory factor) and Bhlhe40 (Class E basic helix-loop-helix protein 40), previously associated with a limitation of pathological hypertrophy [20,21].
Thus, different kinetic signatures of genes associated with hypertrophy are highlighted in macrophages, suggesting distinct, Iso-induced, early, transient, or late, transcriptomic programs.  . Transcriptomic characterization of Ct, ECH, and HF cardiac CD64 + macrophages. Beta-adrenergic--, hypertrophy--, and proliferation--signaling related genes. Analysis of mRNA levels in isolated cardiac CD64 + macrophages by RNAseq (n = 4 mice/group), normalization and differential statistical analysis were performed with the glm edgeR package, with genes selectively and significantly regulated in the ECH group (written in red) as compared to Ct and HF and significantly regulated in HF group (written in blue) as compared to Ct and ECH. Genes written in black are compared to Ct and genes underlined display statistical different expression between ECH and HF groups (p < 0.05 Mann-Whitney test or addition of the symbol ≈ means p = 0.05 HF vs ECH).

ECH and HF Macrophages Are Characterized by Expression of Tissue Remodeling Genes Related to Cardiac Hypertrophy
Surprisingly, a number of genes previously found to be regulated in cardiac homogenates and related to Iso-induced cardiomyocyte hypertrophy [13] were identified in cardiac macrophages ( Figure 3). Of note, the atypical expression of marker genes in 'unrelated' cell type has already been evidenced in other studies [14]. . Transcriptomic characterization of Ct, ECH, and HF cardiac CD64 + macrophages. Betaadrenergic-, hypertrophy-, and proliferation-signaling related genes. Analysis of mRNA levels in isolated cardiac CD64 + macrophages by RNAseq (n = 4 mice/group), normalization and differential statistical analysis were performed with the glm edgeR package, with genes selectively and significantly regulated in the ECH group (written in red) as compared to Ct and HF and significantly regulated in HF group (written in blue) as compared to Ct and ECH. Genes written in black are compared to Ct and genes underlined display statistical different expression between ECH and HF groups (p < 0.05 Mann-Whitney test or addition of the symbol ≈ means p = 0.05 HF vs. ECH). (Left column) Indication of the mean value of gene expression in Ct macrophages (expressed in counts per million mapped reads (cpm) estimates). (Middle columns) Heat map representation of log2 fold change. (Right column) Significantly regulated genes.

Induction of Proliferation Programs in ECH and HF Macrophages
We previously demonstrated an increase in macrophages proliferation in Iso-induced ECH hearts (using Ki-67 immunostaining and BrdU incorporation experiments) [5] and our transcriptomic analysis revealed an associated early stimulation of the cell cycle modulator and proliferative marker Ncapg2 (Condensin 2 complex subunit G2) [30]. In contrast, the expression of the inducer of macrophages proliferation, Klf4 (Krüppel-like factor 4), previ-ously identified in the transverse aortic constriction (TAC) model [31], was downregulated in response to Iso. This could suggest that Iso-induced macrophages proliferation operates independently of macrophages Klf4 induction, a process that has been proposed to be driven by renal CSF2 (colony stimulating factor 2) in the TAC model [31].
HF macrophages display high levels of several members of the mini-chromosome maintenance complex, MCM related genes (Mcm2, Mcm3, Mcm5, Mcm6), initiators of genome replication, cell cycle progression and key triggers of cell proliferation ( Figure 3) [32,33]. A parallel downregulated expression of Notch1 (encoding Neurogenic locus notch homolog protein 1) was detected. Of note, the NOTCH pathway is a negative regulator of MCM proteins expression [34].
Taken together, these results could suggest an increased proliferative activity of both ECH and HF cardiac macrophages, potentially occurring via distinct signaling mechanisms.  [35,36].
Associated with this anti-inflammatory profile, ECH macrophages were enriched in fibrosis-related extracellular matricellular genes such as Thbs1 (TSP1, thrombospondin), Sparc (Secreted protein acidic and rich in cystein), Emilin1 (Elastin microfibril interface located protein 1), and Postn (Periostin) (Figure 4). These genes were previously reported to protect the failing heart from adverse remodeling and dysfunction (Thbs1 and Sparc) or involved in collagen maturation and matrix production in reparative post-myocardial infarction (MI) (Emilin1 and Postn) [37].
As discussed above, ECH macrophages displayed a selective increase in Mertk ( Figure 4). MERTK is associated with anti-inflammatory and phagocytic macrophages functions and its determinant role has recently been described in resident macrophages to ensure elimination of cardiomyocyte extruded mitochondria-laden exophers and preserve metabolic stability and ventricular function [38].

Early but Persistent Induction of Tissue-Resident-Related Protective Genes in Response to Iso
Other genes, described in the literature as related to tissue-resident macrophages and presenting properties similar with those identified above in ECH macrophages, were upregulated in ECH and further amplified in HF macrophages. This was the case of pro-fibrotic and/or anti-inflammatory Lgals3 (galectin-3), Spp1 (osteopontin), Fn1 (fibronectin1), P2ry1 (purinergic receptor), Ccl17 (C-C motif chemokine 17), Anxa1, Anxa2 (previously listed in hypertrophic markers), and Anxa4 [37,[41][42][43][44][45][46][47][48][49][50] (Figure 4). Of note, Lgals3 is currently developed as a new generation diagnostic marker for detecting the early stages of various heart diseases [41,42]. Recently related to Lgals3 [42], Spp1 is involved in macrophages polarization and phagocytosis [37] and Fn1 is an injury-associated matrix macromolecule [43,44]. P2ry1 and Il7r are related to M2-polarization [45] and tissue resident macrophage development [46], respectively. Similarly the M2 chemokine Ccl17 [47], coding for a ligand of CCR4, has been detected in early TAC-induced cardiac remodeling [48]. ANXA1 is an anti-inflammatory and pro-resolving mediator [49] and ANXA2 is associated with pro-angiogenic properties of macrophages [50]. . Transcriptomic characterization of inflammation, fibrosis, phagocytosis, angiogenesis, and Ab presentation related genes in Ct, ECH, and HF cardiac CD64 + macrophages. Analysis of mRNA levels in isolated cardiac CD64 + cells by RNAseq (n = 4 mice/group, normalization and differential statistical analysis were performed with the glm edgeR package, with genes selectively and significantly regulated in the ECH group (written in red) as compared to Ct and HF and significantly regulated in HF group (written in blue) as compared to Ct and ECH. Genes written in black are compared to Ct and genes underlined display statistical different expression between ECH and HF groups (p < 0.05 Mann-Whitney test or addition of the symbol ≈ means p = 0.05 HF vs ECH).  . Transcriptomic characterization of inflammation, fibrosis, phagocytosis, angiogenesis, and Ab presentation related genes in Ct, ECH, and HF cardiac CD64 + macrophages. Analysis of mRNA levels in isolated cardiac CD64 + cells by RNAseq (n = 4 mice/group, normalization and differential statistical analysis were performed with the glm edgeR package, with genes selectively and significantly regulated in the ECH group (written in red) as compared to Ct and HF and significantly regulated in HF group (written in blue) as compared to Ct and ECH. Genes written in black are compared to Ct and genes underlined display statistical different expression between ECH and HF groups (p < 0.05 Mann-Whitney test or addition of the symbol ≈ means p = 0.05 HF vs.

Moderate Evolution towards a Pro-Inflammatory Gene Program Characterizes HF Macrophages
As compared to Ct and ECH counterparts, HF macrophages were characterized by an induction of pro-inflammatory genes related to adverse remodeling such as Cfp (PROPERDIN) and Pf4 (Platelet factor 4, CXCL4) ( Figure 4). Consistent with the reported activation of the system complement in HF [51,52], PROPERDIN is a positive regulator of the alternative complement pathway [53]. CXCL4 is an anti-angiogenic chemokine [54] limiting phagocytic macrophage activity [55] and favoring adverse remodeling [54][55][56]. In addition, HF macrophages exhibited a marked downregulation of anti-inflammatory markers among which Ngp (Neutrophilic granule protein) [57] and Dusp1 (Dual specificity protein phosphatase 1) [58] (Figure 4).
These results could suggest the maintenance of a relatively anti-inflammatory environment in HF macrophages, despite a tendency towards an elevation of inflammatory response when compared to ECH counterparts.

Typical Regulation of K + and Na + Transport Genes in HF Macrophages
A number of genes related to ion transport were modulated in HF macrophages (e.g., Kcnk6 (coding for the K+ channel efflux TWIK2), Kcnq1, Kcnn4, Cask (calcium/calmoduline dependent serine protein kinase), Eif2ak3 (PERK), Sik1 and Mpp5 (MAGUK)) ( Figure 4). Inhibition of Kcnk6 in HF macrophages was potentially protective since Kcnk6 is major actor in NLRP3-inflammasome activation [65] promoting adverse cardiac remodeling in the TAC model [66]. In contrast, induction of Kcnn4 was potentially associated with facilitated inflammation and promotion of fibrosis as described in AngII treated rats [67] or in response to beta-adrenergic stimulation [68]. Of note, Kcnn4, upregulated in M1 macrophages, facilitates cardiac arrhythmias, regulating cardiomyocyte electrical conduction via gap junctions in the MI border zone [69].

Dendritic Cell Markers and Antigen Presentation in HF Macrophages
The downregulation of Cd209f and Cd209g dendritic cell markers and H2-aa (histocompatibility Antigen) expression as compared to control and HF macrophages argued for a limited antigen presentation potential of ECH macrophages. In contrast, HF macrophages were potentially enriched in Ag-presenting dendritic cells since they displayed an upregulated Cd209a expression (Figure 4) [75]. In addition, ECH macrophages were characterized by an increased expression of Pdk1 (pyruvate deshydrogenase) coding for a rate limiting enzyme of glucose oxidation [79]. ECH macrophages also exhibited an induction of Ucp2 (mitochondrial uncoupling protein 2), that plays a cardioprotective role in cardiac hypertrophy promoting mitochondrial fission, ATP synthesis and a decreased ROS production [80] (Figure 5).
The mitochondrial complexe gene, ATP5a1 (ATP synthase subunit alpha) was increased in ECH macrophages and maintained elevated in HF counterparts, in favor of a sustained mitochondrial oxidative function. Iso also induced a progressive induction of Srebf1 (sterol regulatory element binding protein 1), involved in lipogenesis [59] ( Figure  5).
In contrast, several genes associated with glycolysis were progressively upregulated in response to Iso or increased in ECH macrophages and maintained elevated in HF macrophages ( Figure 5), among which Ldha (lactate deshydrogenase), Pgk1 (phosphoglycerate kinase 1), Pkm (pyruvate kinase muscle isoform), Tpi1 (Triose phosphate isomerase 1), and Gapdh (glyceraldehyde-3 phosphate deshydrogenase). Taken together these results suggest that both ECH and HF macrophages exhibit overlapping activation of anti-and pro-inflammatory transcriptomic programs with a dominant anti-inflammatory tendency in ECH versus HF macrophages. Of note, in line with a limited role of recruited pro-inflammatory monocytes [5], the activation of pro-inflammatory genes is mitigated in Iso-infused as compared to TAC-induced HF macrophages. ECH macrophages were characterized by an induction of pro-fibrotic, pro-phagocytic and proangiogenic markers and HF macrophages displayed special regulation of ion channel related genes.

Regulation of Macrophages Metabolism Associated with Beta-Adrenergic-Induced Cardiac Remodeling
Immunometabolism recently emerged as a central regulator of macrophage functions [76]. It is reported that anti-inflammatory (M2) macrophages mediate the resolution of inflammation and tissue repair, shifting their metabolism to fatty acid oxidation and oxidative phosphorylation. The M2 polarization exerts a switch on arginine metabolism [77] and fatty acid lipid synthesis [78]. Of note, mitochondrial metabolism plays an important role in regulating the inflammatory phenotype of macrophages. The M2 phenotype mainly depends on oxidative phosphorylation and characterized by an increased oxygen consumption [59]. The M1-like macrophages phenotype is associated with high glycolysis and minimal mitochondrial oxidative phosphorylation.
In keeping with such adaptation, predominant anti-inflammatory ECH macrophages exhibited a typical increase in Arg1 ( Figure 5).
In addition, ECH macrophages were characterized by an increased expression of Pdk1 (pyruvate deshydrogenase) coding for a rate limiting enzyme of glucose oxidation [79]. ECH macrophages also exhibited an induction of Ucp2 (mitochondrial uncoupling protein 2), that plays a cardioprotective role in cardiac hypertrophy promoting mitochondrial fission, ATP synthesis and a decreased ROS production [80] (Figure 5).
The mitochondrial complexe gene, ATP5a1 (ATP synthase subunit alpha) was increased in ECH macrophages and maintained elevated in HF counterparts, in favor of a sustained mitochondrial oxidative function. Iso also induced a progressive induction of Srebf1 (sterol regulatory element binding protein 1), involved in lipogenesis [59] (Figure 5).
Lipid droplets (LDs) are ubiquitous organelles specialized in neutral lipid storage (i.e., tri-and di-acylglycerols and sterol esters), and their degradation (lipophagy) plays a pivotal role in the mobilization of fatty acids and cholesterol for energy production and cholesterol efflux [81]. ECH macrophages were enriched in Plin2 (perilipin 2), Pnpla2 (patatin-like phospholipase domain containing 2), and Ube2g2 mRNA (ubiquitin conjugating enzyme E2 G2) ( Figure 5). PLIN2 is one of the most abundant structural protein on the surface of LDs and PNPLA2 a lipase associated to LDs [82]. Ube2g2 is a putative lipophagy promoting signal [82] and a regulator of cholesterol efflux [81]. ECH macrophages were also characterized by an induction of Bnip3 (BCL2/adenovirus E1 B interacting protein 3) involved in mitophagy and potentially exerting cardioprotective survival effects [83].
Fabp5 coding for the Fatty acid binding protein 5, involved in lipid transport and a potential protective mechanism against pathological remodeling [84], was markedly elevated in ECH and HF macrophages, as compared to Ct counterparts ( Figure 5). A similar regulation was detected for genes such as Mmp14 (matrix metalloproteinase 14), a candidate lipophagy regulator [81] and Mif (macrophage migration inhibitory factor), a cardioprotective activator of autophagy reported to mitigate pathological hypertrophic responses [85] (Figure 5). Cp (ceruloplasmin), a potent catalyst of LDL oxidation [86] and proposed biomarker of HF [87] was progressively downregulated in Iso-treated macrophages ( Figure 5).

Enrichment in Lipid Signaling Characterizes Beta-Adrenergic-Induced ECH Macrophages
IPA highlighted an enrichment for pathways involved in atherosclerosis and eicosanoid signaling in ECH macrophages ( Figure 2C). In fact, a hallmark of ECH macrophages was an enrichment in the expression of several lipid metabolism-related genes among which Pla2g7 (Platelet activating factor acetylhydrolase), Pnpla2 and Ptger2 (Prostaglandin E2 receptor EP2 subtype), involved in arachidonic acid (AA) metabolism and prostaglandin signaling ( Figure 6A,B).  A net increase in several lipid species was detected in ECH macrophages using a lipidomic analysis approach ( Figure 6C). In agreement with the increased choline ethanolamine phosphotransferase 1 (Cept1) mRNA expression, ECH macrophages displayed higher amounts of several phosphatidylethanolamine (PE) and phosphatidylcholine (PC) molecular species, as compared to Ct macrophages ( Figure 6A-C). The elevation in PE-plasmalogens was in favor of monocyte to macrophages terminal phagocytic differentiation [88]. It was associated with an induction of Elovl5 (elongation of very long chain fatty acids protein 5) mRNA expression, also previously suggested as a potential biomarker of macrophages differentiation [88] and involved in long-chain polyunsaturated fatty acids biosynthesis and AA production ( Figure 6A,B). Higher levels of several lysophosphatidylethanolamine (LPE) and lysophosphatidylcholine (LPC) lipid species in ECH cells also suggested an increase in PE and PC hydrolysis and a potential increased release of polyunsaturated fatty acids (PUFAs) contributing to eicosanoid signaling ( Figure 6B,C). Of note, plasmalogens in the plasma membrane represent cellular stores for precursor molecules of eicosanoid biosynthesis, mainly AA [89].
In addition, ECH macrophages were characterized by an increased Sgms1 mRNA expression (coding for the SMS1 protein), an enzyme that converts ceramides into sphingomyelins ( Figure 6A,B). In line with this, ECH macrophages display elevated levels in several types of SM lipid species ( Figure 6C). Several studies have reported a correlation between apoptotic resistance and increased SMS activity, with a change in the cellular balance between pro-apoptotic ceramide and anti-apoptotic sphingomyelins [90][91][92] and sphingosine-1-phosphate [93]. In addition, SMS1 plays a critical role in cell growth, e.g., of mouse lymphoid cells [94] and proliferation [95]. Thus, an increased SMS activity in ECH macrophages could favor cell survival and proliferation and partly drive the macrophages accumulation observed in ECH hearts [5].
Taken together, our RNAseq analysis suggests that ECH macrophages display an induction of metabolic genes involved in oxidative mitochondrial phosphorylation, glucose and fatty acid oxidation, lipophagy and eicosanoid signaling, and arginine metabolism. Our lipidomic approach further argues for an important modulation of lipid metabolism in ECH macrophages. Despite a tendency to retain fatty acid oxidation and mitochondrial oxidative gene expression, HF macrophages display an upregulation of several glycolysis related genes.
3.6. Beta-Adrenergic Regulation of Genes Involved in Signaling Pathway Networks 3.6.1. Induction of Anti-Apoptotic and Pro-Survival Genes in ECH and HF Macrophages ECH and HF macrophages displayed an increase in Adam8 expression, an important biomarker in cardiovascular diseases [96], with protective proliferative, pro-survival, and anti-apoptotic properties (Figure 7) [97]. ECH macrophages were characterized by elevated Aldh1a1 coding for the major enzyme catalyzing retinoic acid synthesis, a potent transcription activating hormone driving protective signaling pathways [98].

Differential Regulation of Cell-Cell Communication Genes in ECH and HF Macrophages
ECH macrophages displayed an induction of several NOTCH-signaling related factors mRNA (e.g., Tlr7, Tlr8, Tlr13, and the Notch ligand Jag1 (JAGGED1)) potentially playing a role in cell-cell communication and/or inflammatory polarization [99]. Postn gene upregulation, coding for a non-canonical Notch ligand previously related to human diastolic dysfunction [100], characterized ECH and HF macrophages (Figure 7). Of note, an alternative protective impact of NOTCH-signaling has been described in pressure overloaded heart due to limitation of fibrosis or in infarcted myocardium favoring angiogenesis [100].

Figure 7.
Transcriptomic characterization of Ct, ECH, and HF cardiac CD64 + macrophages. Apoptosis and survival, cell-cell communication, growth hormone signaling, UPR signaling, and cell recruitment related genes. Analysis of mRNA levels in isolated cardiac CD64 + cells by RNAseq (n = 4 mice/group, normalization and differential statistical analysis were performed with the glm edgeR package, with genes selectively and significantly regulated in the ECH group (written in red) as compared to Ct and HF and significantly regulated in HF group (written in blue) as compared to Ct and ECH. Genes written in black are compared to Ct and genes underlined display statistical different expression between ECH and HF groups (p < 0.05 Mann-Whitney test or addition of the symbol ≈ means p = 0.05 HF vs ECH). (Left column). Indication of the mean value of gene expression in Ct macrophages (expressed in counts per million mapped reads (cpm) estimates). (Middle columns). Heat map representation of log2 fold change. (Right column). Significantly regulated genes. ECH macrophages were characterized by elevated Aldh1a1 coding for the major enzyme catalyzing retinoic acid synthesis, a potent transcription activating hormone driving protective signaling pathways [98].

Differential Regulation of Cell-Cell Communication Genes in ECH and HF Macrophages
ECH macrophages displayed an induction of several NOTCH-signaling related factors mRNA (e.g., Tlr7, Tlr8, Tlr13, and the Notch ligand Jag1 (JAGGED1)) potentially playing a role in cell-cell communication and/or inflammatory polarization [99]. Postn gene Figure 7. Transcriptomic characterization of Ct, ECH, and HF cardiac CD64 + macrophages. Apoptosis and survival, cell-cell communication, growth hormone signaling, UPR signaling, and cell recruitment related genes. Analysis of mRNA levels in isolated cardiac CD64 + cells by RNAseq (n = 4 mice/group, normalization and differential statistical analysis were performed with the glm edgeR package, with genes selectively and significantly regulated in the ECH group (written in red) as compared to Ct and HF and significantly regulated in HF group (written in blue) as compared to Ct and ECH. Genes written in black are compared to Ct and genes underlined display statistical different expression between ECH and HF groups (p < 0.05 Mann-Whitney test or addition of the symbol ≈ means p = 0.05 HF vs. ECH). (Left column). Indication of the mean value of gene expression in Ct macrophages (expressed in counts per million mapped reads (cpm) estimates). (Middle columns). Heat map representation of log2 fold change. (Right column). Significantly regulated genes.

Induction of Growth Factor Signaling Genes in ECH Macrophages
Alternative wound repair macrophages are characterized by an enhanced production of several growth factors [105] and EGFR signaling is described as a cardiac specific macrophages signature [40]. In line with this, ECH macrophages display a transient upregulation of Egfr and Nrg4 (pro-neuregulin 4) (Figure 7).
In contrast, HF macrophages were characterized by upregulated Igfbp4 (insulin-like growth factor binding protein 4), a negative regulator of IGF1 signaling, proposed as a potential therapeutic strategy target for HF due to its cardiogenic properties [106]. Of note, the IGF1-PI3Kinase pathway plays an essential role in exercise-induced protective physiological hypertrophy [107].

UPR Signaling in HF Macrophages
The unfolded protein response (UPR) signaling potentially limits apoptosis and inflammation in macrophages [108,109]. HF macrophages displayed an inhibition of the expression of several UPR genes such as Atf4 (cyclic AMP dependent transcription factor), Eif2ak3 (cited in ion transporters section), Map3k5 (ASK1), Txnip (thioredoxin interacting protein) (Figure 7). However, they also exhibited an increase in Xbp1 (Treb5), Sdf2l1 (stromal cell derived factor 2 like protein 1), and Pdia6 (protein disulfide isomerase A6), associated with protein folding and misfolded protein degradation [110,111]. Taken together these results could suggest a complex regulation of UPR signaling in HF macrophages.

Regulation of Genes Involved in Monocyte or Neutrophils Recruitment in HF Macrophages
HF macrophages displayed a downregulated expression of Per1 (PERIODIN 1) and an increased expression of Ccr2. Of note, PERIODIN 1 is a circadian regulator protein that has been associated with limited recruitment of CCR2 + macrophages [112].
HF macrophages exhibited a net increase in Ppbp (CXCL7), a neutrophil chemoattractant [113] and reported biomarker of the severity of atherosclerosis (Figure 7) [114]. Of note, a combined elevation of Cxcr2, coding for the CXCL7 receptor was observed in blood samples of HF mice (unpublished data) arguing for a possible chemoattraction process. However, HF macrophages were also characterized by a marked induction of Mmp12, reported to limit neutrophils influx [115,116].

Discussion
The objective of this study was to perform a descriptive and integrative analysis of macrophages gene variations during cardiac remodeling. We did not aim to establish a causal relationship between the expression of these genes and the course of the disease. Nevertheless, among the many avenues that are suggested, our analysis may constitute the basis for more in-depth studies to identify important macrophage-related pathways interfering in cardiac remodeling or characterize biomarkers associated with early versus late disease progression.
We characterized the evolution of the molecular signature of cardiac macrophages in mice subjected to chronic beta-AR stimulation (Figure 8).
Our results point out both the potential novel properties of cardiac macrophages as well as new biomarkers of compensated versus failing remodeling (see graphical abstract).
First, we identified panels of hypertrophy-related genes regulated in ECH macrophages (Rcan1, Pik3ip1) or HF macrophages (Adam22, Tet2, Map3k2, Sik1) and thus potentially associated with compensated or failing hypertrophy remodeling, respectively [5]. A third series specify hypertrophy-related genes gradually regulated in response to Iso (such as Mif, Bhlhe40, Clu, Pgam1, Anxa2, Anxa4, Mrps36, Myl2, Myl3). In addition to emphasizing potential biomarkers of ECH versus HF cardiac remodeling, our results highlight within macrophages, an atypical induction of marker genes traditionally attributed to cardiomyocyte-specific hypertrophy. Atypical expression of marker genes in unrelated cell types has already been evidenced. In atherosclerosis, expression of the stem-cell marker pluripotency factor OCT4 in somatic vascular smooth muscle cells was found to exert a critical atheroprotective functional role [117]. During the progression of cardiac hypertrophy, expression of endothelial marker genes was described in cardiomyocytes [14]. Myl2 expression was also detected in immune B cells. The notion of selective cell markers as well as tissue-specificity has evolved a lot in recent years and the potential for resident cardiac macrophages to express cardiac specific genes warrants to be further assessed. We characterized the evolution of the molecular signature of cardiac macrophages in mice subjected to chronic beta-AR stimulation (Figure 8). Our results point out both the potential novel properties of cardiac macrophages as well as new biomarkers of compensated versus failing remodeling (see graphical abstract).
First, we identified panels of hypertrophy-related genes regulated in ECH macrophages (Rcan1, Pik3ip1) or HF macrophages (Adam22, Tet2, Map3k2, Sik1) and thus potentially associated with compensated or failing hypertrophy remodeling, respectively [5]. A third series specify hypertrophy-related genes gradually regulated in response to Iso (such as Mif, Bhlhe40, Clu, Pgam1, Anxa2, Anxa4, Mrps36, Myl2, Myl3). In addition to emphasizing potential biomarkers of ECH versus HF cardiac remodeling, our results highlight within macrophages, an atypical induction of marker genes traditionally attributed to cardiomyocyte-specific hypertrophy. Atypical expression of marker genes in unrelated cell types has already been evidenced. In atherosclerosis, expression of the stem-cell marker pluripotency factor OCT4 in somatic vascular smooth muscle cells was found to exert a critical atheroprotective functional role [117]. During the progression of cardiac hypertrophy, expression of endothelial marker genes was described in cardiomyocytes [14]. Myl2 expression was also detected in immune B cells. The notion of selective cell markers as well as tissue-specificity has evolved a lot in recent years and the potential for resident cardiac macrophages to express cardiac specific genes warrants to be further assessed.
Cardiac resident macrophages are established in neonates from primitive yolk sac and fetal monocyte lineages and persist into adulthood through self-renewal. Steady state resident macrophages proliferate in situ under physiological conditions [31]. They also exert cardioprotective compensatory functions in response to stress. Our results indicate that HF macrophages are characterized by induction of cell proliferation-related transcriptome programs, involving Mcm related genes. Of note, induction of Klf4, a key player of Cardiac resident macrophages are established in neonates from primitive yolk sac and fetal monocyte lineages and persist into adulthood through self-renewal. Steady state resident macrophages proliferate in situ under physiological conditions [31]. They also exert cardioprotective compensatory functions in response to stress. Our results indicate that HF macrophages are characterized by induction of cell proliferation-related transcriptome programs, involving Mcm related genes. Of note, induction of Klf4, a key player of macrophages proliferation in TAC remodeling, is not detected, suggesting divergent regulations in the Iso model.
With aging and/or following heart injuries, the myocardium is progressively colonized by a second pool of macrophages replenished from circulating monocytes derived from hematopoietic precursors in the bone marrow or spleen [3,118]. Infiltrating monocytes and pro-inflammatory CCR2 + macrophages mainly contribute to exacerbated hypertrophy responses and fibrosis leading to HF [119]. Our previous flow cytometry results identified the predominant upregulated ECH macrophages subpopulation as Ly6c low /CCR2 -/MHCII low and suggested that CCR2 + macrophages play a negligible role in ECH-related hypertrophic remodeling [5]. ECH macrophages exhibit a dominant anti-inflammatory profile and are enriched in genes associated with phagocytosis. In line with this, CCR2macrophages display a 2.5-fold increase in apoptotic cell engulfment efficiency, as compared to their proinflammatory CCR2 + counterparts [118]. Our studies documented the dominant protective role of resident ECH macrophages in Iso-induced remodeling [5,6]: we demonstrated that clodronate depletion of ECH macrophages favors transition to HF in response to Iso [5]. In line with this, the depletion of CCR2cardiac resident macrophages before cardiac stress by Iso leads to increased mortality and fibrosis [38]. A progressive but modest elevation of Ccr2 expression is detected in response to Iso together with the transition towards HF. This observation associated with our previous results argue for a limited participation of recruited CCR2 + monocytes in Iso-induced cardiac remodeling as compared to pressure-overload or ischemia-related models [3,5].
We identify a typical novel feature in HF macrophages, namely the potential regulation of voltage-gated Na + and K + transport-related genes. This underscores the need for future characterization of the electrophysiologic properties of resident cardiac macrophages during evolution towards HF, and consequences on their functions. In addition, HF macrophages display a more inflammatory profile and transcriptome modulation in favor of a lower phagocytic activity but higher Ag presentation capacity as compared to their ECH counterparts.
Transcriptomic and lipidomic results show that ECH macrophages are characterized by a typical lipid remodeling. Specifically, ECH macrophages display induction of Pla2g7, Pnpla2, and Elovl5, coding for enzymes potentially leading to AA production and Ptger2, an eicosanoid receptor encoding gene. PLA 2 are involved in generation of lipid signaling molecules by hydrolysis of the sn-2 ester bound of glycerophospholipids to yield free long chain fatty acids (FA) and 2-lysophospholipids [120]. PLA 2 are the upstream regulators of the eicosanoid pathway potentially liberating free AA from the sn-2 position of membrane phospholipids. AA can either function as an important signaling molecule or it can be oxidatively metabolized to various bioactive eicosanoids (including prostaglandins, thromboxanes, and leukotrienes) through cyclooxygenases (COX), lipooxygenases (LOX), and cytochrome P450s [120]. In the heart, eicosanoids exert important effects on receptor-, ion channel-, and transcription-mediated processes that facilitate cardiac hypertrophy, mediate ischemic preconditioning, activate inflammation or precipitate arrhythmogenesis in response to pathologic stimuli [121]. In cardiomyocytes, activation of a cytosolic PLA 2 /COX pathway via beta 2 -AR/Gi mediated stimulation has been suggested to participate in protective adaptive changes induced in the myocardium either by chronic intermittent hypoxia in rats, or in human HF [122][123][124][125]. In macrophages, AA and eicosanoids regulate immune cell activation, phagocytosis, host defense, inflammation, and the repair of membranes [126,127]. AA metabolites have been recently involved in the release of TNFalpha by monocytes [128] and peritoneal macrophages [129]. Interestingly, one of our recent studies reported that LOX-derived AA metabolites may drive a cardiac protective pro-hypertrophic effect in Iso-infused or TAC rats upon activation of Orai3-dependent calcium channels [6]. In the present study, IPA analysis clearly highlights induction of the eicosanoid signaling as a potential critical feature of protective ECH macrophages.
Our results indicate elevation of LPC species in ECH macrophages associated with induction of Pla2g7. Lp-PLA 2 (encoded by Pla2g7) is secreted by macrophages with a favored substrate of oxidized phosphatidylcholine (PC), generating lyso-PC (LPC) and oxidized non-esterified fatty acids [130]. Lp-PLA 2 can also hydrolyze platelet activating factor (PAF). It has been identified as a biomarker of cardiovascular disease, but clinical trials failed to identify evidence of a causal relationship between Lp-PLA 2 activity and risk of CVD [130].
ECH macrophages display elevated Pnpla2 expression. ATGL (encoded by Pnpla2) is a critical rate-limiting enzyme of lipolysis of triacylglyceride into DAG and free fatty acids (FFAs). ATGL regulates cardiac mitochondrial function via PPARs in non-immune cells and its global deletion results in cardiac insufficiency and lethal cardiomyopathy [131]. In line with this, patients with mutations in Pnpla2 gene develop severe cardiomyovasculopathy [132]. In contrast, ATGL supports pro-inflammatory and chemotaxis responses in immune cells, contributing to the production of IL6 and AA (C20:4), the precursor of eicosanoids [133].
Interestingly, pharmacological or genetic inhibition of ATGL in adipocytes ameliorates Iso-induced cardiac inflammation, hypertrophy and fibrosis likely by reducing adipose tissue inflammation and reducing galectin-3 secretion from adipose tissue [134]. Of note our results indicate that Pnpla2 induction in cardiac Iso ECH macrophages is associated with upregulation of Lgals3 (coding for Galectin-3). Adipocyte ATGL deletion also attenuates the development of exercise-induced physiological cardiac hypertrophy [135], as well as TACinduced cardiac hypertrophy and associated left ventricular phosphatidylethanolamine (PE) elevation [136]. In line with this, Pnpla2 induction in cardiac Iso ECH macrophages was associated with increase in several PE species (among which PE(16:0-20:4) and PE(18:0-20:4), induced in the TAC model) [136]. Whether these regulations potentially resulted from direct Iso-induced intracardiac metabolic modifications or also derived from interorgan communication (as previously illustrated in the TAC model [137] or documented by Smeir et al.) [138] remains an open question.
Our results strengthen previous findings concerning metabolic changes with cardiac remodeling. We show that beta-AR-induced cardiac remodeling triggers an important macrophages metabolic gene reprogramming. ECH cells exhibit upregulation of genes associated with Arginine metabolism, fatty acid and glucose oxidation and mitochondrial oxidative function, lipophagy, mitophagy, and autophagy. This is in keeping with a recent proteomic and metabolomic study showing that short term treatment of human U937 macrophages with Iso directly alters glucose metabolism by shifting it away from glycolysis [139]. In comparison, HF cells are enriched in genes involved in glycolysis. These metabolic orientations are in agreement with the current knowledge that metabolism drives macrophages function with oxidative phosphorylation and glycolysis promoting anti-and pro-inflammatory profiles, respectively.
Our previous flow-cytometry experiments show that CD64 + /CCR2 -/Ly6C low /MHCII low macrophages are increased in ECH but not in HF hearts, as compared to Ct. A limitation of our study is that our analysis indicates a time-dependent evolution of gene expression levels in iso-infused animals, highlighting early and late profiles. This suggests potential variation of macrophage functions with time but could also potentially reflect evolution in macrophage populations only. These observations are obtained from ECH or HF characterized animals but do not demonstrate any causal relations between transcriptomic profiles and heart phenotypes. However, our results provide a valuable resource for extending knowledge of macrophages biology and expanding the growing collection of molecular signatures of immune-related cells in different contexts and tissues. Given the key role of cardiac macrophages in cardiac remodeling and failure, this knowledge will likely benefit the future design of treatments for HF.

Institutional Review Board Statement:
The study was conducted according to the guidelines of the Declaration of Helsinki. Care of the animals and surgical procedures were performed according to the Directive 2010/63/EU of the European Parliament, which had been approved by the Ministry of Agriculture, France, (authorization for surgery C-75-665-R). The project was submitted to the French Ethic Committee CEEA (Comité d'Ethique en Expérimentation Animale) and obtained the authorization Ce5/2012/050 and APAFIS#1729-2015-083114195840v8. All experiments were performed in accordance with relevant named guidelines and regulations and in compliance with the ARRIVE guidelines.

Informed Consent Statement: Not applicable.
Data Availability Statement: RNA-Seq data has been made publicly available through the NCBI Gene Expression Omnibus (GEO), GEO accession number GSE157035, as previously reported [5].