Released this past November, the list is based on data collected from the Web of Science and highlights some of the world’s most influential scientific minds by naming the researchers whose publications over the previous decade have included a high number of Highly Cited Papers placing them among the top 1% most-cited.
\\n\\n
We wish to congratulate all of the researchers named and especially our authors on this amazing accomplishment! We are happy and proud to share in their success!
IntechOpen is proud to announce that 191 of our authors have made the Clarivate™ Highly Cited Researchers List for 2020, ranking them among the top 1% most-cited.
\n\n
Throughout the years, the list has named a total of 261 IntechOpen authors as Highly Cited. Of those researchers, 69 have been featured on the list multiple times.
\n\n\n\n
Released this past November, the list is based on data collected from the Web of Science and highlights some of the world’s most influential scientific minds by naming the researchers whose publications over the previous decade have included a high number of Highly Cited Papers placing them among the top 1% most-cited.
\n\n
We wish to congratulate all of the researchers named and especially our authors on this amazing accomplishment! We are happy and proud to share in their success!
Note: Edited in March 2021
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In 2008, he held a Doctor of Philosophy (Candidate of Science) degree from Taras Shevchenko National University of Kyiv in specialty of Algebra and the Theory of Numbers. His PhD thesis "Theory of the column and row determinants and inverse matrix over a skew field with involution" introduces and develops the theory of new column and row determinants for matrices with noncommutative entries. In 2021, he was awarded a Doctor of Physical and Mathematical Sciences degree from Institute of Mathematics of NAS of Ukraine in Kyiv. His habilitation ScD thesis " Generalized inverse matrices over the quaternion skew field and their applications" is devoted to generalized inverse matrices over the quaternion skew field, first of all to their determinantal representations, and their applications to solving quaternion matrix equations, some differential matrix equations, and problems of quaternion matrix minimizations and approximations. 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\n
1. Introduction
\n
Chagas disease, or American trypanosomiasis, was described in 1909 by the Brazilian physician Carlos Chagas, who identified the causative agent—Trypanosoma cruzi—the transmission vector, major reservoirs, mechanism of human infection, as well as some clinical manifestations [1]. This disease is primarily transmitted to humans by the feces of hematophagous insects, of the family Reduviidae, subfamily Triatominae. The impressive decrease in Chagas disease prevalence from 16–18 million people by 1990 to 6–8 million people by 2010 was essentially the consequence of the launching of transnational programs in Latin America focused on the elimination of domestic vectors and blood donors screening supported by Pan American Health Organization/World Health Organization (PAHO/WHO) [2]. Despite these successful control interventions, the Chagas disease prevalence was estimated to reach 1.0–2.4% of the Brazilian population [1]. This disease, classically associated with poor and rural populations, underwent an urbanization process in the 1970s and 1980s to Latin American cities and later on beyond endemic countries, creating new epidemiological, social, and political challenges [3, 4, 5].
\n
With the success of vector and blood bank control programs, congenital [6, 7], and oral [8, 9] transmissions have become important sources of new cases of Chagas disease. Congenital infections represent an estimated 22% of new cases in Latin America [2], occurring also in nonendemic countries [10, 11]. The oral route, which is probably the most frequent mechanism among vectors and wild mammals, has recently become relevant, due to environmental changes caused by deforestation [12]. T. cruzi DNA was recently shown in 10% among 140 samples of açai-based products marketed in Rio de Janeiro and Pará States in Brazil [13].
\n
Chagas disease results from the establishment of T. cruzi in host tissues, involving an initial acute phase followed by a chronic phase, classified as indeterminate, cardiac, and/or digestive syndromes. The acute phase is characterized by detectable parasitemia and is commonly asymptomatic [14]. Without treatment, approximately 5–10% of symptomatic patients die during this phase due to encephalomyelitis or severe cardiac failure and rarely due to cardiac arrest [15]. After 2–3 months, the infection enters the chronic phase, and without successful treatment, it is lifelong. Approximately, two-thirds of infected individuals have the indeterminate form of the chronic phase, which is asymptomatic and defined by the presence of T. cruzi antibodies and normal electrocardiographic and radiologic exams. The remaining infected individuals, due to an unbalanced inflammatory response and persistent low parasitism, will develop years or even decades later symptomatic chronic disease with cardiac (20–30%) and/or digestive (15–20%) disorders.
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The current etiological treatment for Chagas disease is restricted to two nitroheterocyclic drugs: benznidazole (Bz/LAFEPE, Abarax®, ELEA and Bz/Chemo Research, Exeltis) and nifurtimox (Nif, LAMPIT®, Bayer) (Figure 1). Bz has been recently FDA-approved for use in children aged 2–12 years, being the first treatment approved in the United States for Chagas disease [16]. The results obtained with these two nitroderivatives vary according to the phase of Chagas disease, the period, and dose of treatment, as well as the age and geographical origin of the patients [17]. Both drugs have often shown successful results with high parasitological cure rates during the acute phase, but the effectiveness decreases with advance of the infection; therefore, early detection and intervention are crucial for reaching high cure rates [18]. The high incidence of collateral effects, especially for adults, leads to treatment abandonment rates reaching over 30% of the patients [19, 20, 21]. In contrast, children have a markedly higher tolerance for treatment [1, 14].
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Figure 1.
Clinical drugs for Chagas disease treatment: (A) benznidazole and (B) nifurtimox.
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There are significant drawbacks on the use of these drugs, mostly related to the limited efficacy in the chronic phase [22], and so, new alternative therapies are urgently required. In the last decades, many chemical diversity libraries from several pharmaceutical companies have been screened in the search of novel anti-T. cruzi candidates. In these programs, different approaches have been used including target-oriented studies, combination therapies, new formulations for drugs in use, and drug repurposing, and thus, in the present review, some of these points will be addressed.
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2. Trypanosoma cruzi and drug targets
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One important point to be addressed in the search of alternative molecular targets in T. cruzi is their presence in parasite forms dwelling in vertebrates. Once the parasite stages present different metabolic profiles [23, 24], the most promising targets are involved in crucial metabolic pathways, such as key enzymes related to antioxidant metabolism or sterol biosynthesis. In this section, we revised some of the most studied targets for drug intervention.
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2.1 Mitochondrion, glycosomes, and oxidative metabolism
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Mitochondrion plays a pivotal role in the oxidative stress, since the electron leakage from the electron transport chain (ETC particularly from complexes I, III and coenzyme Q) leads to the partial reduction of oxygen, being the main source of reactive oxygen species (ROS) in the cells [25]. During electron leakage, ROS were produced that interfere with different biological processes [26]. Such production leads to the increase in the expression of antioxidant enzymes such as superoxide dismutase (SOD), trypanothione reductase (TR), and peroxidases in response to the oxidative burst, and TR is considered one of the most promising chemotherapy targets in Chagas disease [27]. In trypanosomatids, mitochondrial metabolism is quite similar to that of other eukaryotes. Complex I (NADH: ubiquinone oxidoreductase) is expressed (almost 19 subunits were detected) but its functionality is still controversial [26]. In this way, glucose metabolism results mostly in succinate (complex II substrate) in trypanosomatids, derived from glycosomal and mitochondrial NADH-dependent fumarate reductase activities [28, 29]. Since complex I is not functional, oxidative phosphorylation is exclusively dependent of complex II in these protozoa. On the other hand, complexes III (ubiquinol:cytochrome c oxidoreductase) and IV (cytochrome c oxidase) of high eukaryotes and trypanosomatids display no differences, being complex III considered the major mitochondrial source of ROS production [30]. Many studies pointed to the susceptibility of T. cruzi mitochondrion to a great variety of compounds, and such mitochondrial damage (ultrastructural swelling, decreased mitochondrial membrane potential, etc.) may comprise early or late events in trypanocidal agent activity (Figure 2) [31].
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Figure 2.
Most recurrent cellular drug targets in T. cruzi mammalian stages. M: mitochondrion; K: kinetoplast; N: nucleus; F: flagellum; Gl: glycosomes; G: golgi; Ac: acidocalcisomes; ER: endoplasmic reticulum; and Ap: autophagosomes.
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Glycosomes are organelles crucial for the energetic and antioxidant metabolisms of the parasite, and the compartmentalization of their enzymes (including the majority of the enzymes of the glycolytic pathway) has also been reported to be directly involved in the maintenance of T. cruzi viability, indicating this organelle as a potential drug target [32]. Among the glycosomal oxidative, scavengers are SOD isoforms, tryparedoxin, and peroxidases [26]. Up to now, no specific inhibitors of glycosomal enzymes showed promising trypanocidal activity [33].
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2.1.1 Mitochondrial ETC
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T. cruzi mitochondrion is the most recurrent cellular drug target described in mechanistic studies; however, the exact molecular machinery involved in the susceptibility of this organelle to different classes of compounds is still unclear [31]. No hypothesis about the molecular mechanism involved in the mitochondrial effect of the great majority of trypanocidal drugs was postulated hitherto, and the damage specificity in this organelle is very debatable. Some specific inhibitors of ETC complexes have already been tested on T. cruzi. Rotenone, a well-known complex I inhibitor, has a controversial activity in the parasite. However, rotenone at high doses inhibited the activity of T. cruzi NADH-dependent enzymes [34]. The existence of complex I activity was not strongly supported by such inhibition and could be caused by nonspecific binding to other electron carriers. On the other hand, depolarization of mitochondrial membrane, ROS production, and apoptotic-like phenotype was detected in parasites after the treatment with inhibitors of complexes III and IV, antimycin A, and potassium cyanide, respectively [24]. Structural and functional similarities between mammalian and trypanosomatidae complexes are suggestive of high toxicity.
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2.1.2 Trypanothione reductase
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The presence of some antioxidant components that are absent in mammalian cells makes this pathway a promising target of drug intervention in trypanosomatids. The unusual spermidine-glutathione adduct named trypanothione or N1,N8-bis(glutathionyl)spermidine found solely in these parasites functions as an electron donor in many pathways by neutralizing diverse reactive species through redox reactions, also providing reducing equivalents to intermediate molecules in other antioxidant pathways and in biosynthetic pathways such as DNA synthesis [35, 36]. The catalysis of NADPH-dependent reduction of trypanothione disulfide to T(SH)2 is performed by trypanothione reductase (TR), enzyme that has been proposed as a molecular target, based on the specific inhibition of antioxidant defenses of the parasite [37, 38]. The central role of trypanothione makes other enzymes that influence its production also interesting drug targets such as trypanothione synthetase, ornithine decarboxylase (ODC), S-adenosylmethionine (AdoMet) decarboxylase, γ-glutamylcysteine synthetase as well as polyamine transporters [39, 40].
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In the last decades, many TR inhibitors were developed, but only a few had a positive correlation between trypanocidal activity and binding to the enzyme demonstrated [41, 42, 43]. Recently, a high-throughput screening of 1.8 million compounds was performed, and specific inhibitors of Leishmania TR were identified. Since this enzyme is considered well-conserved among trypanosomatids, this study could represent a critical step for the identification of inhibitors also for T. cruzi TR [44]. Up to the moment, the inhibition of trypanothione metabolism of this parasite was poorly assessed in animal models, and no clinical trial has been reported involving this target (Figure 3).
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Figure 3.
Landmarks in the investigation of TR as a drug target. Despite many efforts up to now, specific inhibitors of this enzyme presented neither important trypanocidal activity in vitro nor in vivo. TR DPB ID: 1BZL.
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2.1.3 ROS inducers
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Varying the dose or the time of drug treatment, injury to the mitochondrion usually leads to ROS production [45]. Despite many compounds having induced mitochondrial alterations, generating ROS, the molecular mechanistic action was not elucidated in most studies. In this section, we will discuss only quinones and nitrocompounds, compounds with oxidative mechanisms of action well-characterized.
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Quinones: Chemical properties of quinoidal carbonyls lead to the direct ROS generation [46], and trypanocidal effect of natural quinones and derivatives have been assessed [47, 48, 49, 50]. In epimastigotes, the oxidative activity of β-lapachone was first reported almost 40 years ago [51, 52], and increase in ROS levels has also been related to the treatment of T. cruzi with other naphthoquinones [53, 54]. In 2009, we proposed the trypanocidal mechanism of action of naphthofuranquinones. Such quinones strongly impaired the parasite mitochondrion by the deviation of the electrons from ubiquinone, culminating in this organelle depolarization, loss of respiratory rates, inhibition of complexes I–III activities, and ROS production [54]. Increased levels of ROS were also detected in parasites after the treatment with other classes of compounds such as pyrazyl/pyridylhydrazones and thiosemicarbazones [55, 56, 57].
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Nitrocompounds: These compounds are usually avoided in medicinal chemistry approaches because the presence of a nitro group creates concerns regarding toxicity issues associated with DNA damage [58]. Regarding Chagas disease, fexinidazole evaluated in vivo, led to high cure rates and reduced myocarditis [59]. Subsequently, a phase II clinical trial was performed in chronic chagasic patients in Bolivia using fexinidazole treatment (NCT02498782), and it was observed that parasitemia was cleared; however, after recruiting 47 participants, some safety and tolerability issues arose, and it was decided to conclude the trial without the inclusion of new participants. After a 12 month follow-up, a high efficacy rate was evidenced, without relapses [60]. Therefore, a new proof of concept study was initiated in Spain in 2017, with the results expected in 2019 (EudraCT Number 2016-004905-15).
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Surprisingly, trypanocidal action of Nif and Bz is still controversial. Nif has the oxidative activity demonstrated in the early 1980s, being hydrogen peroxide and superoxide anion production detected, while no reactive species was found after the treatment with Bz [61]. Bz and Nif are considered prodrugs that require activation by nitroreductases—NTR-I, an oxygen insensitive class catalyzing the two-electron reduction of the nitro group and NTR-II, an oxygen-sensitive class catalyzing one-electron reduction [62]. The mechanistic proposal of Nif involves nitroanion radical metabolization by NTR-II, followed by reoxidation by molecular oxygen to form superoxide anion (∙O2−), which is converted to hydrogen peroxide (H2O2) under catalysis by SOD (Figure 4) [63]. On the other hand, low molecular weight thiol reduction together with no redox cycling in trypanocidal doses supported the hypothesis that oxidative effect was not involved in the parasite killing by Nif [64]. Additionally, NTR-I activity has been related to the trypanocidal effect of Nif and Bz through a two-electron reduction in the nitro group. In an oxygen-independent way, the production of nitroso and hydroxylamine intermediates led to amine generation, using NADH as a cofactor. The cleavage of the Nif furane ring produces a highly reactive unsaturated open chain nitrile [65].
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Figure 4.
Metobolization of nitrocompounds by NTR-1 and NTR-II. ROS is generated by reoxidation (one electron route). Two-electron reduction produces hydroxylamine intermediates and reactive nitroso [63].
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Recently, some highly potent 3-nitro-1H-1,2,4-triazole derivatives emerged as excellent substrates for NTR-I, but the enzymatic activity was not required for the trypanocidal activity [66]. Alternative enzymes have been associated with the reduction of nitro compounds in T. cruzi, indicative of a secondary action for these drugs, and further studies about the molecular mechanisms involved must be performed. The high trypanocidal activity together with the identification of exclusive nitroreductases in trypanosomatids supports the hypothesis of selectivity [63].
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2.1.4 Polyamines
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Polyamines (PA) are ubiquitous organic polycations that play a plethora of ubiquitous biological roles in most cell types, including bacteria, protozoa, and higher organisms [67], with significant metabolic differences, therefore comprising promising drug targets for protozoal diseases [68]. PA metabolism among parasitic protozoa is defective in a number of pathways as compared to mammalian cells. T. cruzi parasites lack ODC and so are auxotrophic for the diamine putrescine [69]. Therefore, the protozoan relies on the diamine uptake from the extracellular milieu via surface transporters or permeases [70], and so, these mechanisms comprise targets for chemotherapy agent development [71], and pentamidine was shown to inhibit polyamine transport by T. cruzi [72]. Putrescine uptake is required for the massive infection [73] and scape from stress conditions [74]. Spermidine is synthesized by the transfer of an aminopropyl group from decarboxylated S-adenosyl-l-methionine to putrescine and takes part in the biogenesis of T[SH]2 a pivotal adduct in oxidative stress endurance and involved in anti-T. cruzi drug resistance [75]. In this regard, the putrescine analog DAB (1,4-diamino-2-butanone) promotes oxidative stress in T. cruzi [76] and leads to T. cruzi mitochondrial destruction [77]. It is noteworthy that DAB not only is involved on reactive species production but also inhibit putrescine synthesis [78] and incorporation [79].
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Polyamines may play multiple functions in parasite endurance under oxidative stress conditions, not only for TSH is a spermidine adduct but also because these polycations per se may be antioxidant, protecting T. cruzi from oxidative stress [80]. Polyamines are also relevant for controlling differentiation, including T. cruzi metacyclogenesis [81]. Thus, the enzymes involved in polyamine and TSH metabolism provide important drug targets for potential anti-T. cruzi therapy [40].
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2.2 Biosynthesis of sterols
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Sterols are essential lipid molecules, performing numerous cellular roles associated with membrane and signal functions [82]. Cholesterol is biosynthesized in humans, whereas ergosterol or other 24-alkylated sterols are biosynthesized in opportunistic fungi and parasitic protozoa and such difference is exploited in the drug development [83]. T. cruzi and related trypanosomatids have a strict requirement for endogenous sterols (ergosterol and analogs) for survival that cannot be replaced by cholesterol found in the host. Thus, the biosynthesis of sterols is a major target in the drug development for Chagas disease [84]. Among enzymes of the sterol metabolism, squalene synthase (SQS) and C14α-sterol demethylase (CYP51) have been intensively investigated as drug targets (Figure 5).
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Figure 5.
Ergosterol biosynthesis is an important drug target in T. cruzi. In red, the enzymes described as molecular targets and in blue, the classes of the speciffic inhibitors. Inside gray boxes, the intermediary steps of the conversion of lanosterol into 4,4-dimethyl-5a-cholesta-8,1,4,24-3b-ol by sterol 14-α-demethylase (CYP51).
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2.2.1 Squalene synthase (SQS)
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This enzyme catalyzes the dimerization of two molecules of farnesyl pyrophosphate (FPP) to produce squalene. This enzyme is under study as a possible target for cholesterol-lowering agents in humans [85]. SQS is a membrane-bound enzyme in T. cruzi epimastigotes, being distributed between glycosome and mitochondrial/microsomal vesicles [86]. FPP is a branching point in isoprenoid biosynthesis: conversion to squalene and sterols by SQS or synthesis of other essential isoprenoids. The quinuclidine-based inhibitors of mammalian SQS, 3-(biphenyl-4-yl)-3-hydroxyquinuclidine (BPQ-OH) ER27856, E5700, and ER-119884 were assayed against T. cruzi, leading to the in vitro inhibition of epimastigote and intracellular amastigote proliferation, depletion of endogenous squalene and sterols, and marked ultrastructural alterations [86, 87] and in vivo E5700 led to 100% survival and parasitemia negativation [88]. However, E5700 and ER-119884 have no selectivity toward the parasite enzyme in comparative assays with the recombinant human enzyme [89]. In 2014, the X-ray crystallographic structure of SQS from T. cruzi was reported, confirming the binding of the enzyme to distinct classes of inhibitors such as the quinuclidines E5700 and ER119884 and the thiocyanate WC-9 opening possibilities to the development of alternative inhibitors [90].
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In a screening of compounds containing the 4-phenoxyphenoxy skeleton, 4-phenoxyphenoxyethyl thiocyanate (WC-9) was highlighted due to the high activity against the proliferative form epimastigotes (low micromolar) and intracellular amastigotes (nanomolar) and a potent inhibitor of the enzymatic activity of both glycosomal and mitochondrial isoforms of SQS [91, 92]. Since then, different series of WC-9 analogs have been developed [91, 93], including seleno-containing analogs resulting in compounds, such as 4-phenoxyphenoxyethyl selenocyanate, with EC50 values at low nanomolar level and selectivity index (SI) higher than 900 [94].
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2.2.2 C14α-sterol demethylase (CYP51)
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This enzyme catalyzes the oxidative removal of the 14α-methyl group from of catalyzing the oxidative removal of the 14α-methyl group from sterol precursors such as lanosterol or eburicol, via a repetitive three-step process that uses NADPH and oxygen to produce 4,4-dimethyl-5α-cholesta-8,14,24-trien-3β-ol [83]. CYP51s are the most conserved cytochrome P450 enzymes [84]. Series of azoles originally developed for the treatment of fungal infections targets this enzyme leading to accumulation of lanosterol and other sterol intermediates and displaying activity in vitro and in vivo against T. cruzi [95, 96, 97]. This line of investigation led to the selection of the triazole posaconazole [98, 99] and E1224 (fosravuconazole) [100, 101] for Phase II clinical trials with chronic patients, which, however, led to therapeutic failure as compared to benznidazole, with parasitemia relapses: NCT01162967 (Chagazol) [102], NCT01377480 (Stopchagas) [103], and NCT01489228 (E1224 trial) [104].
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VNI, a carboxamide-containing β-phenyl-imidazole, identified from a Novartis collection of azoles, was active in acute and chronic mouse models using Tulahuen strain [105]; whereas in experiments with other parasite strains, no complete parasitological clearance was achieved [106]. In subsequent work, VFV, a fluoro analog of VNI, designed to fill the deepest portion of the CYP51 substrate-binding cavity demonstrated 100% efficacy in experimental infection, displaying favorable oral bioavailability and pharmacokinetics [107]. Comparison between VNI and VFV, in murine models of infection, revealed that regardless of the treatment scheme or delivery vehicle, VFV was more potent in both genders [108]. VT-1161, a 1-tetrazole-based drug undergoing phase II antifungal clinical trials, is active in vitro and in vivo against T. cruzi. It was structurally characterized in a complex with TcCYP51, allowing for the optimization of new tetrazole-based analogs and presents good pharmacokinetic properties and an excellent safety profile [109]. Friggeri et al. [110] synthesized imidazolyl-2-phenylethanol derivatives, and several of them were active against intracellular amastigotes and inhibited TcCYP51. In sequence, eight new derivatives were prepared and assayed against the parasite, and the most active was a piperazinyl-carbamate derivative at nanomolar range, low cytotoxicity, and good chemical and metabolic stability [111]. Recently, a series of pyrazolo[3,4-e][1,4]thiazepin analogs, novel CYP51 inhibitors, were investigated revealing in vitro and in vivo activity against T. cruzi, with several analogs displaying effect at low micromolar dosis and low host toxicity [112].
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2.3 Cysteine proteases
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Cysteine proteases are intensively used as molecular targets in trypanosomatid disease drug discovery efforts. Target-based screening, structure-based drug design, and medicinal chemistry approaches targeting cysteine proteases are strategies intensively used in the development of drugs for diseases caused by pathogenic trypanosomatids. T. cruzi cysteine protease named cruzipain (or cruzain) is a cathepsin-L-like protease of the papain family and is essential for the intracellular replication, differentiation, and immune evasion of the parasite [113, 114]. Three-dimensional structures of cruzain with different ligands have been reported, allowing the design and synthesis of new hit compounds [115]. Based on the interaction with its active site, enzyme inhibitors have been classified as irreversible, forming covalent bonds with cysteine sulfur, or as reversible, forming 1,2-adducts with cysteine that are generally unstable [116]. Among irreversible peptidyl inhibitors of cruzipain, we highlight diazomethyl ketones, allyl sulfones, vinyl sulfonamides, and vinyl sulfones, including K777 and its arginine variant WRR-483 [117, 118, 119]. Among nonpeptidyl inhibitors of cruzipain, we found thiosemicarbazones, thiazolylhydrazones, thiazoles, and oxadiazoles (Figure 6) [120].
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Figure 6.
Cruzipain as a molecular target in T. cruzi. Irreversible and reversible inhibition was demonstrated by different classes of compounds. Cruzipain PDB ID: 3Io6.
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Another group of compounds that has been studied as cruzipain reversible inhibitors are those containing a nitrile head: purine nitriles [121], nitrile analogs of odanacatib [122, 123], and nonpeptidic nitriles [124]. Salas-Sarduy et al. [125] identified two new cruzipain inhibitory scaffolds from GlaxoSmithKline HAT and Chagas chemical boxes, both containing a nitrile moiety, with major structural differences between them. Benzimidazoles and oxidiazoles have also been explored as noncovalent cruzain inhibitors, using an approach combining high throughput and virtual screenings [126, 127].
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Development of cruzipain inhibitors by structure activity relationship (SAR) studies, combinatorial chemistry, HTS, and virtual screening are also employed in repositioning strategies [128]. Bromocriptine (antiparkinson and antidiabetic drug), amiodarone (antiarrhythmic drug), and levothyroxine (hypothyroidism drug) were selected in a screening campaign for cruzain inhibitors of the DrugBank database [129], clofazimine (antileprosy drug) and benidipine (antihypertensive) from the Merck Index 12th database [130, 131], and etofyllin clofibrate (antilipemic drug) and piperacillin, cefoperazone, and flucloxacillin (β-lactam antibiotics) from a collection of 3180 FDA drugs [132].
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Calpains are calcium-dependent nonlysosomal cysteine peptidases highly conserved among eukaryotes, but their precise biological function is not completely clear. In mammalian cells, calpains participate in many different calcium processes including proliferation, differentiation, cytoskeletal assembly, cellular signaling, among many others; however, T. cruzi calpains do not present a mapped active catalytic site up to now [133]. In man, uncontrolled activity of calpains has been associated with muscular and neurological disorders such as Alzheimer, Parkinson, multiple sclerosis, and arthritis, and the terapeutic effect of specific calpain inhibitors was suggested [134, 135]. Recently, the repurposing of calpain inhibitors was also postulated for neglected tropical diseases, including Chagas disease [133]. In T. cruzi, only the inhibitor MDL28170 was tested, and the trypanocidal activity at low micromolar range was shown on all three parasite forms, impairing the ultrastructural architecture of Golgi and reservosomes [136, 137]. Despite the study’s scarcity, calpains inhibition has been suggested as an attractive antitrypanosomatid approach even without the confirmation of their proteolytic activity in these parasites.
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2.4 Nuclear and kinetoplast DNA
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Both T. cruzi kinetoplast and nucleus may be targeted by different classes of compounds with antiparasitic activity [138, 139]. Early studies [140] revealed that hydroxystilbamidine led to the disorganization of kinetoplast DNA (kDNA). Later other compounds such as vinblastine, geranylgeraniol, diaminobenzidine, and aromatic diamidines were reported to affect kDNA arrangement causing its fragmentation [138, 141, 142]. Trypanosomatid nucleus and kinetoplast display topoisomerases that show significant structural differences from host orthologs advocating their potential as drug targets [143]. Interestingly, T. cruzi topoisomerase I is inactivated by ROS [144], so the oxidative stress induced by both immune response and trypanocidal agents may also affect parasite chromatin organization.
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Classic aromatic diamidines have been shown to bind noncovalently and through a nonintercalative manner to the minor groove of DNA; several hypotheses regarding their mode of action were proposed. They could act by complexation with DNA and subsequently lead to a selective inhibition of DNA-dependent enzymes and/or through the direct inhibition of transcription [145]. Thus, evidences suggest that diamidines interfere in the kinetoplast function of trypanosomatids through a selective association to the unique AT-rich regions of kDNA minicircles, perhaps involving DNA-processing enzymes [146]. Medicinal chemistry studies pointed to arylimidamides (AIAs) as the most promising antimicrobial diamidines [106]. DB702, DB786, DB811, and DB889 presented anti-T. cruzi activity in the low-micromolar range and led to ultrastructural alterations mainly associated with the nucleus and mitochondrion [147, 148]. On the other hand, recent study with novel bis-AIAs revealed their higher potency and in silico analysis showed DNA as the main target, but no DNA ultrastructural alterations were found [149].
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On the other hand, enzymes involved in nucleic acid metabolism could be also promising targets. Topoisomerases play a crucial role for the DNA dynamics during the transcription, replication, or even in the repair. Due to their participation in essential cellular processes, interfering with DNA topology, and consequently leading to physiological implications, topoisomerases have been described as molecular targets for cancer and also parasitic illnesses such as Chagas disease. Up to now, innumerous topoisomerase inhibitors presented antitrypanosomatidae activities such as camptothecin, doxorubicin, etoposide, suramin, among many others [150]. Recently, voacamine and an isobenzofuranone derivative induced important morphological alterations in different trypanosomatids, including T. cruzi. In Leishmania parasites, the most affected organelle was mitochondrion (severely swelled presenting membrane depolarization), where the derivative led to kinetoplast network disorganization [151, 152].
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3. Proteomic insights for the target identification in the parasite
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The evaluation of the proteomic profile in trypanosomatids is particularly interesting because these protozoa exhibit open reading frames in long polycistronic regions, and the regulation of gene expression occurs only post-transcriptionally, justifying the importance on monitoring the protein expression by proteomic approach [153]. This section will focus on proteomic analysis of parasite forms dwelling in mammalian hosts. The first large-scale analysis was performed by Atwood and colleagues in 2005 [23], identifying 1486 proteins of culture-derived trypomastigotes, and 30 trans-sialidases, enzymes that play an important role in parasite host cell invasion, were among the top-scoring proteins exclusively detected in this developmental form. T. cruzi surface subproteome and basic proteins analysis confirmed the high distribution of trans-sialidases in this life form [154, 155]. Specific trypomastigote surface analysis also revealed membrane-associated enzymes that are involved in biosynthetic pathway of phospholipid and glycolysis [155]. The evaluation of chromatin fraction of this stage revealed RNA-binding proteins and histones, representing 29% of chromatin protein content [156], providing new insights into gene expression and histone modifications involved in the parasite cycle regulation. Likewise, T. cruzi glycoproteome was assessed, and trypomastigote-specific glycoproteins were identified, including mucin family members [157, 158].
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In metacyclic trypomastigotes, Atwood and co-workers [23] identified 2339 proteins, and different antioxidant enzymes were among the main proteins detected. The presence of these enzymes in this stage could be related to the parasite adaptation to the oxidative environment inside the vertebrate host circulation and particularly inside the phagocytes. The analysis of metacyclogenesis revealed increased expression of cytoskeletal proteins as well as proteins related to energetic and oxidative metabolisms, suggestive of the morphological and metabolic reorganization [159]. Plasma membrane subproteome pointed to a large repertoire of surface proteins in this parasite stage, including trans-sialidases, mucins, and GP63 protease [160]. Such glycoprotein diversity confers adaptation of the parasite to distinct environmental conditions. Morever, secretome of metacyclic trypomastigotes also demonstrated trans-sialidases and other surface molecules, playing a role in parasite invasion during acute and chronic infections [161, 162]. The blockage of this process could be an interesting strategy in novel drug development.
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The first proteomic analysis of bloodstream trypomastigotes was performed by our group in 2015, identifying a total 5901 proteins [163]. In this work, a comparison among the proteomic maps of trypomastigotes (bloodstream, cultured-derived, and metacyclic forms) was also assessed, and 2202 proteins related to the parasite surface, cytoskeleton, redox metabolism, cell signaling, and energetic metabolism were exclusively detected in bloodstream forms. Overall, the proteomic profile of bloodstream form comprises an important tool to discover potential new drug targets and novel antigens for vaccines or diagnostics. The differences in the trypomastigote proteomic profiles were expected due to their environment, and huge number of stage-specific proteins in bloodstream forms, probably triggered by the exposure to the host immune system reinforces the necessity for drug validation on this developmental form. In relation to proteomic evaluation of trypanocidal action of drugs, β-lapachone-derived naphthoimidazoles induced the increase in the abundance of 27 proteins, involved in stress response, cell structure, energetic metabolism, nucleic and amino acid metabolisms, oxidative metabolism, among other pathways [164]. This large-scale study revealed an important set of proteins belonging to metabolic pathways that play pivotal functions for this parasite form, providing new insights for the understanding of the parasite biology and of potential drugable molecules for the treatment of Chagas disease.
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In 2005, 1871 proteins of culture-derived amastigotes were identified, preferably involved in endoplasmic reticulum to Golgi trafficking, suggesting an intense traffic at this stage [23]. The analysis of amastigogenesis evidenced high abundance of glycolytic enzymes in amastigotes as well as the lower abundance of flagellar components, compatible with the morphology of this stage [165]. Later, the surface subproteome of vertebrate-dwelling parasite forms was characterized, displaying molecules involved in cell division, signal transduction, and lipid metabolism, crucial for the parasite intracellular self-maintenance [155].
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Another interesting target is the posttranslational modification of parasite proteins. Acetylation at lysine residues exerts important role in both vertebrates and microbial cells. The NAD+-dependent lysine deacetylases are termed sirtuins. Humans present seven different sirtuins, whereas T. cruzi, solely two. TcSIR2RP1 andTcSIR2RP3 are found in the cytosolic and mitochondrial compartments, respectively. Parasites overexpressing TcSIR2RP1 display enhanced metacyclogenesis and host cell infection [166]. The sirtuin antagonist salermide diminishes intracellular parasite proliferation and parasitemia in murine infection [167]. Thus, acetylation of T. cruzi proteins may provide useful targets for the development of antiparasitic agents [167, 168]. In addition, mammalian sirtuin targeting may be beneficial in chronic chagasic cardiomyopathy [169].
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4. Conclusions
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The clinical chemotherapy for Chagas disease (Nif and Bz) led to a parasitological cure in the great number of congenital, adult acute, or early chronic cases [170]. However, undesirable side effects and the resistance of some parasite strains [171], together with the limited efficacy in symptomatic chronic cases, drive the continuous search for novel chemotherapeutic agents [33]. Drug repurposing or even combinations with the current drugs could be options to minimize this problem [59, 120]. In this direction, phenotypic strategy has been considered the most valuable approach for the screening of antiparasitic compounds [172].
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High throughput screening complemented by whole-cell phenotypic assays represents the more feasible option in the search for novel anti-T. cruzi compounds, also leading to an increment in sensitivity [173]. Preclinical in silico combined to in vitro assays represents an essential step for the recognition of T. cruzi drug targets, generating knowledge about the metabolism, biochemical pathways, or biological processes allowing the target validation. In this way, the identification of selective targets comprises a logical startpoint to the reduction of the side effects in the hosts [153, 163]. Ultrastructural observations can predict the potential primary cellular targets due to their earlier alterations triggered by pharmacologic stimuli, helping the prospection of molecular modes of action of antiparasitic agents [141, 174].
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Large-scale proteomics represents an alternative approach for the assessment of molecular mechanisms of trypanocidal drugs. Indeed, despite its potential, such technique is poorly employed in this context. The importance of the use of clinical relevant T. cruzi stages in drug screening was evidenced by the remarkable differences found among the proteomic profile of parasite forms [23, 163]. The proteomic analysis of bloodstream trypomastigotes identified a huge variety of proteins from distinct biological processes, pointed to more than 2000 proteins present only in bloodstream forms (not in trypomastigotes from other sources), reinforcing the importance of the chemotherapeutic tests using recent isolated parasites from animals’ blood [163].
\n
In the current scenario, the CYP51 still represents one the most promising alternatives. Large-scale screening pointed to the high activity of CYP51 inhibitors in vitro (even higher than Bz), but not producing T. cruzi elimination [175, 176]. Unfortunately, the clinical trial with posaconazole and E1224 was also unsatisfactory [102]. In Argentina, a drug–drug interaction analysis of the combination Bz and E1224 in healthy volunteers demonstrated no improvement in tolerability or safety parameters [177], and a clinical study using this combination is planned [178]. Also, the use of new scaffolds with the design of inhibitors much more selective toward CYP51 has demonstrated its high trypanocidal activity in association or not with other licensed drugs [108, 179].
\n
Among the parasite antioxidant defenses, the most promising drug target is TR, and the specific inhibitor development has been proposed in the last three decades [36]. However, no active inhibitors of this enzyme were described up to now [180]. The hypothesis that T. cruzi is more susceptible to oxidative species than the vertebrate hosts is an old misleading concept, due to the highly efficient scavengers described in the parasite [51, 181]. Another aspect to be considered is the central role of ROS production and the mitochondrion for the trypanocial action of a great variety of preclinical compounds [31]. The mitochondrial swelling is frequently observed in T. cruzi after the treatment with different drugs, but this phenotype is rarely associated with a specific molecular mechanism, except for DNA ligands such as aromatic amidines [106]. The molecular mechanistic proposal opens the possibility of the mitochondrial dysfunction to be as a random consequences of indirect effect triggered by the impaired homeostasis, resulting in redox imbalance [31].
\n
Bioinformatic, proteomic, and ultrastructural analyses are pivotal tools in the identification of drug targets; however, the use of specific inhibitors must be validated before the following studies. The absence of the predicted biological activity or even the specific binding to the respective molecular target is not uncommon [178, 182]. To improve the safety, mechanisms of action characterization should be performed in parallel to the high-throughput screening of the trypanocidal activity [183]. In case of obligatory intracellular parasites as T. cruzi, the direct analysis in a phenotypic assay is also essential, considering permeability of the host cells besides the therapeutic window related to the mammalian host toxicity aspects [182]. The adequate choice of the experimental design is also crucial. Animal models, parasite strains, and treatment protocols for preclinical assays (in vitro and in vivo) must be standardized, in order to reach better translation to humans [184].
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Acknowledgments
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This research was funded by grants from the Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq), Fundação de Amparo à Pesquisa do Rio de Janeiro (Faperj) and by Fundação Oswaldo Cruz (Fiocruz).
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Conflict of interest
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None to declare.
\n
\n',keywords:"Trypanosoma cruzi, Chagas disease, chemotherapy, drug targets, organelles, proteomics, oxidative metabolism",chapterPDFUrl:"https://cdn.intechopen.com/pdfs/65605.pdf",chapterXML:"https://mts.intechopen.com/source/xml/65605.xml",downloadPdfUrl:"/chapter/pdf-download/65605",previewPdfUrl:"/chapter/pdf-preview/65605",totalDownloads:893,totalViews:0,totalCrossrefCites:2,totalDimensionsCites:4,totalAltmetricsMentions:0,impactScore:1,impactScorePercentile:64,impactScoreQuartile:3,hasAltmetrics:0,dateSubmitted:"September 6th 2018",dateReviewed:"January 16th 2019",datePrePublished:"March 15th 2019",datePublished:"December 18th 2019",dateFinished:"February 11th 2019",readingETA:"0",abstract:"Chagas disease, caused by the protozoan Trypanosoma cruzi, is endemic to Latin America, standing out as a socio-economic problem for low-income tropical populations. Such disease affects millions of people worldwide and emerges in nonendemic areas due to migration and climate changes. The current chemotherapy is restricted to two nitroderivatives (benznidazole and nifurtimox), which is unsatisfactory due to limited efficacy (particularly in chronic phase) and adverse side effects. T. cruzi life cycle is complex, including invertebrate and vertebrate hosts and three developmental forms (epimastigotes, trypomastigotes, and amastigotes). In this chapter, we will discuss promising cellular and molecular targets present in the vertebrate-dwelling forms of the parasite (trypomastigotes and amastigotes). Among the cellular targets, the mitochondrion is the most frequently studied; while among the molecular ones, we highlight squalene synthase, C14α-sterol demethylase, and cysteine proteases. In this scenario, proteomics becomes a valuable tool for the identification of other molecular targets, and some previously identified candidates will be also discussed. Multidisciplinary studies are needed to identify novel key molecules in T. cruzi in order to increase trypanocidal activity and reduce mammalian toxicity, ensuring the development of novel drugs for Chagas disease.",reviewType:"peer-reviewed",bibtexUrl:"/chapter/bibtex/65605",risUrl:"/chapter/ris/65605",book:{id:"8806",slug:"biology-of-em-trypanosoma-cruzi-em-"},signatures:"Marcos André Vannier-Santos, Giselle V. Brunoro, Maria de Nazaré C. Soeiro, Solange L. DeCastro and Rubem F.S. Menna-Barreto",authors:[{id:"112244",title:"Dr.",name:"Maria de Nazaré C.",middleName:null,surname:"Soeiro",fullName:"Maria de Nazaré C. Soeiro",slug:"maria-de-nazare-c.-soeiro",email:"soeiro@ioc.fiocruz.br",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",institution:null},{id:"124310",title:"Dr.",name:"Giselle V.",middleName:null,surname:"Brunoro",fullName:"Giselle V. Brunoro",slug:"giselle-v.-brunoro",email:"gisellebrunoro@gmail.com",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",institution:null},{id:"174902",title:"Dr.",name:"Rubem",middleName:null,surname:"Menna-Barreto",fullName:"Rubem Menna-Barreto",slug:"rubem-menna-barreto",email:"rubemsadok@gmail.com",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/174902/images/system/174902.jpg",institution:null},{id:"175952",title:"Dr.",name:"Solange L.",middleName:null,surname:"DeCastro",fullName:"Solange L. DeCastro",slug:"solange-l.-decastro",email:"sldecastro@globo.com",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",institution:null},{id:"273335",title:"Dr.",name:"Marcos André",middleName:null,surname:"Vannier-Santos",fullName:"Marcos André Vannier-Santos",slug:"marcos-andre-vannier-santos",email:"marcos.vannier@ioc.fiocruz.br",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/273335/images/system/273335.jfif",institution:{name:"Oswaldo Cruz Foundation",institutionURL:null,country:{name:"Brazil"}}}],sections:[{id:"sec_1",title:"1. Introduction",level:"1"},{id:"sec_2",title:"2. Trypanosoma cruzi and drug targets",level:"1"},{id:"sec_2_2",title:"2.1 Mitochondrion, glycosomes, and oxidative metabolism",level:"2"},{id:"sec_2_3",title:"2.1.1 Mitochondrial ETC",level:"3"},{id:"sec_3_3",title:"2.1.2 Trypanothione reductase",level:"3"},{id:"sec_4_3",title:"2.1.3 ROS inducers",level:"3"},{id:"sec_5_3",title:"2.1.4 Polyamines",level:"3"},{id:"sec_7_2",title:"2.2 Biosynthesis of sterols",level:"2"},{id:"sec_7_3",title:"2.2.1 Squalene synthase (SQS)",level:"3"},{id:"sec_8_3",title:"2.2.2 C14α-sterol demethylase (CYP51)",level:"3"},{id:"sec_10_2",title:"2.3 Cysteine proteases",level:"2"},{id:"sec_11_2",title:"2.4 Nuclear and kinetoplast DNA",level:"2"},{id:"sec_13",title:"3. Proteomic insights for the target identification in the parasite",level:"1"},{id:"sec_14",title:"4. 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Expert Opinion on Drug Discovery. 2016;11:447-455. DOI: 10.1517/17460441.2016.1160883'},{id:"B174",body:'Sueth-Santiago V, Decote-Ricardo D, Morrot A, Freire-de-Lima CG, Lima MEF. Challenges in the chemotherapy of Chagas disease: Looking for possibilities related to the differences and similarities between the parasite and host. World Journal of Biological Chemistry. 2017;8:57. DOI: 10.4331/wjbc.v8.i1.57'},{id:"B175",body:'Moraes CB, Giardini MA, Kim H, Franco CH, Araujo-Junior AM, Schenkman S, et al. Nitroheterocyclic compounds are more efficacious than CYP51 inhibitors against Trypanosoma cruzi: Implications for Chagas disease drug discovery and development. Scientific Reports. 2014;4:4703. DOI: 10.1038/srep04703'},{id:"B176",body:'Cal M, Ioset J-R, Fügi MA, Mäser P, Kaiser M. Assessing anti-T. cruzi candidates in vitro for sterile cidality. International Journal for Parasitology: Drugs and Drug Resistance. 2016;6:165-170. DOI: 10.1016/j.ijpddr.2016.08.003'},{id:"B177",body:'Ferraz ML, Gazzinelli RT, Alves RO, Urbina JA, Romanha AJ. Absence of CD4+ T lymphocytes, CD8+ T lymphocytes, or B lymphocytes has different effects on the efficacy of posaconazole and benznidazole in treatment of experimental acute Trypanosoma cruzi infection. Antimicrobial Agents and Chemotherapy. 2009;53:174-179. DOI: 10.1128/AAC.00779-08'},{id:"B178",body:'Chatelain E, Ioset J-R. Drug discovery and development for neglected diseases: The DNDi model. Drug Design, Development and Therapy. 2011;5:175-181. DOI: 10.2147/DDDT.S16381'},{id:"B179",body:'Friggeri L, Hargrove TY, Rachakonda G, Blobaum AL, Fisher P, de Oliveira GM, et al. Sterol 14α-demethylase structure-based optimization of drug candidates for human infections with the protozoan trypanosomatidae. Journal of Medicinal Chemistry. 2018;61:10910-10921. 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DOI: 10.1038/srep08771'},{id:"B184",body:'Chatelain E, Konar N. Translational challenges of animal models in Chagas disease drug development: A review. Drug Design, Development and Therapy. 2015;9:4807-4823. DOI: 10.2147/DDDT.S90208'}],footnotes:[],contributors:[{corresp:null,contributorFullName:"Marcos André Vannier-Santos",address:null,affiliation:'
Oswaldo Cruz Institute, FIOCRUZ, Brazil
'},{corresp:null,contributorFullName:"Giselle V. Brunoro",address:null,affiliation:'
Centre of Excellence in New Target Discovery, Butantan Institute, Brazil
'},{corresp:null,contributorFullName:"Maria de Nazaré C. Soeiro",address:null,affiliation:'
Laboratory of Cellular Biology Cellular, Oswaldo Cruz Institute, FIOCRUZ, Brazil
'},{corresp:null,contributorFullName:"Solange L. DeCastro",address:null,affiliation:'
Laboratory of Cellular Biology Cellular, Oswaldo Cruz Institute, FIOCRUZ, Brazil
Laboratory of Cellular Biology Cellular, Oswaldo Cruz Institute, FIOCRUZ, Brazil
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1. Introduction
In the last decades, healthcare systems in the Western world have been undergoing constant, profound, local and global changes. These changes present new challenges to health systems and require them to adapt to the new and dynamic era of the 21st century.
Macro-level changes and consequent challenges include the digital revolution [1, 2]; the need to work with, and alongside, technological innovations and artificial intelligence (AI) [3]; frequent reforms and changes to regulations (citation removed for blinding); an increase in life expectancy and other demographic changes; and the need to address all of these changes with limited resources and in face of increasing competition within health care organizations [4].
Micro-level challenges include changes in patients’ consumerist approach and in patients’ access to information, as well as changes in the power relations between patients and care- givers, and the entry of younger generations (Generations Y and Z) into the workplace.
In order to address these challenges and effectively carry out these systemic changes and prepare healthcare students and professionals to additional current and future changes, healthcare personnel need to adopt a wide range of new skills, and healthcare systems need to find effective ways to disseminate these skills among present and future employees [5].
1.1 Social-emotional skills and healthcare professions
Faced with the need to change and modify healthcare systems, one crucial set of skills that has been predominantly referred to is “soft skills”. The term describes skills that are not strictly cognitive or technical [6] and ones that include both intrapersonal and interpersonal competencies [7]. Thus, many of the soft skills which are now referred to as “critical skills” or “core skills”, are included in the concept of Emotional Intelligence (EI).
In its essence, EI involves an optimal combination of emotion and thought and consists of one’s ability to identify, use, understand and manage feelings in oneself and in others [8, 9]. Several models have proposed a set of emotional and social skills and competencies that are related to emotionally intelligent behaviors and outcomes in various fields, and which can be actively developed [10, 11, 12]. Such skills typically include self-awareness, awareness of others (empathy), emotional management (self-regulation) and interpersonal communication.
In recent years, a broad body of research has highlighted the contribution of EI and social–emotional skills to areas such as physical and psychological health; interpersonal relationships; and effectiveness and success in academic studies and in a wide range of organizations, occupations and levels of employment [11, 13, 14, 15]. In particular, a large number of studies have emphasized the importance of SEI for coping with challenges of the 21st century [16].
In the field of medicine, social–emotional skills have been linked to success across a wide range of positions and roles [17]. Noted examples include links to effective performance under pressure, increased commitment to healthcare organizations, positive interpersonal communications, and effective teamwork among medical staff [18]. Additional studies have pointed out correlations between SEI and better doctor–patient relations [19], fewer medical lawsuits [20], empathic treatment [21], precision in medical diagnoses and consequently in treatment [22], lower levels of situation-related anxiety in patients [23], higher levels of patient responsiveness to treatment, increased patient satisfaction and higher patient trust in healthcare staff [24]. Yet despite the clear benefits offered by social–emotional skills in the healthcare professions, the social–emotional skills of medical students have often been noted to be similar or even lower than those of the average population [25], and at times were even noted to decrease during their studies [26].
Consequently, there has been a call to develop social–emotional intelligence among medical students, nursing students and medical management students [27]. Nevertheless, to date, and despite a growing understanding of the importance of social–emotional skills to medical professions, the development of these skills has only captured a limited place in medical school curricula and in the training of healthcare staff.
1.2 Teaching social-emotional skills: academic and professional training
Until recently, both admissions to healthcare education programs and subsequent academic success were defined primarily on the basis of superior cognitive abilities. Traditional teaching, learning and assessment processes focused on knowledge and on cognitive abilities (citation removed for blinding).
However, in recent years, it has been increasingly recognized that cognitive and professional abilities are not sufficient criteria for success in medical schools and in the medical profession. Consequently, several hospitals have begun incorporating social–emotional skill development efforts as part of ongoing training for their medical teams [28]. Several medical schools have also introduced admission measures that examine candidates’ personal and interpersonal abilities [29] as well as courses for social–emotional skill development [30]. Nevertheless, such efforts are still limited, due to time and overload constraints and to a lingering, mainly cognitive, focus. This paper will introduce the theoretical and methodological underpinning of a novel tool for the development of social–emotional skills, suitable for use among medical students and staff.
2. The Social-Emotional Skill Development Tool (SE-SD)
In order to integrate the development of social–emotional skills into existing academic and training curricula in a wide field of subjects, a unique Social–Emotional Skill Development tool (SE-SD) that is based on guidelines for effective practices in social–emotional development (e.g. [31, 32]) has been recently developed. This tool is highly suited for healthcare education systems, in particular in light of the above-noted time constraints and the challenges imposed by a predominantly cognitive focus [2, 33].
The SE-SD tool offers a broad perspective on the field of healthcare education and addresses the need for non-cognitive social–emotional skills in the field. In addition, it aims to complement and to work in synergy with existing training tools and to support other professional skills. It can be further viewed more broadly as a method and pedagogy for integrating the development of social–emotional skills in healthcare training. By doing so, it is expected to enable students to cope with a changing healthcare reality and thrive in it.
2.1 The social-emotional skill development tool: underlying principles
The SE-SD tool is based on eight underlying principles:
2.1.1 An inclusive theoretical framework
The theoretical framework at the basis of the SE-SD tool is the well-established Bar-On [11] model of Emotional–Social Intelligence. This framework, which addresses both behaviors and outcomes, has been noted to be especially suitable for educational settings [34, 35] and has been employed successfully in the medical arena [36, 37, 38]. It allows for a holistic and inclusive development approach that has been noted especially effective in SEI trainings [39]. Similar to the Bar-On framework and associated tool (EQ-i), the SE-SD tool includes ten skills, nine such as emotional self-awareness and expression, self-regulation, empathy and interpersonal relations, social responsibility, flexibility, stress-tolerance, optimism and self-regard from the original Bar-On model (Figure 1) [11], with the addition of Growth Mindset. All linked to different aspects of various healthcare professions [25]. The SE-SD skills are arranged in 4 major clusters: intrapersonal, inter-personal, adaptability and stress-management, to which the well-being indicator of the original model has been added.
Figure 1.
List of essential soft skills for healthcare professions.
2.1.2 A wide variety of pedagogical methods
In line with the inclusive model at its basis and the wide variety of social–emotional skills it includes, the SE-SD tool addresses a offers a wide range of development assignments and a wide range of methodical tools (such as dedicated articles, video clips, short interviews, reflective questions, real-life experimentation, etc.). This variability is in line with earlier studies where the successful development of social–emotional skills was noted to include both cognitive and emotional components and to require varied and experiential methods [40].
2.1.3 A curriculum-integrated approach
It has been widely acknowledged that SEI development cannot be achieved by means of a single workshop [41, 42, 43, 44] and requires an extensive, routinised, long-term effort that provides time for learning, practicing and achieving development [31]. A curriculum integrated approach allows for such extensive and long-term development efforts as well as for offering a contextual, rather than isolated, experience.
In line with these findings, the SE-SD tool has been designed to be integrated into existing course materials. This integrated approach helps students and instructors overcome time constraints as well as highlights the links between the targeted SEI skills and different aspects of the profession, making the development relevant and meaningful. Integration is achieved through two parallel processes: by linking specific social–emotional skills with the general course material; and through home assignments that target SEI development, are self-paced and are completed and evaluated at different points in time throughout the entire course.
2.1.4 A generic tool
Social–emotional skills have been noted to be relevant across a wide range of roles and positions in the field of healthcare [17].
Accordingly, the SE-SD tool, and in particular the assignments associated with each skill, were structured in a more general manner and therefore can be easily applied to a variety of subjects in the academic curriculum and can be integrated into a variety of healthcare academic courses, disciplines and academic levels.
2.1.5 Modularity
The SE-SD tool can be used in a modular and “spiral” manner in order to integrate a wide range of skills into different courses throughout the academic program. Such modularity is particularly suited to the development of social–emotional skills, a process noted to involve continuous and lifelong learning [45, 46] and in which links between skills exist [11]. Importantly, while the SE-SD tool can be used in isolation, as part of a single course or a number of courses, a multiyear, spiral SEI development program which corresponds with the desired graduate vision can enhance the overall effectiveness and sustainability of the SEI development process [31] and ultimately contribute to the quality of healthcare professionals.
The nature of healthcare studies supports such modularity as healthcare students may need to employ different SEI skills at different stages of their academic training (pre-clinical and clinical years for example).
Finally, assignments that form part of the SE-SD tool are constructed in a modular fashion, building up from theory to practice. This modular structure is built on the premise that theoretical knowledge provides a foundation for the development of SEI [44] and that effective social–emotional development should follow several steps: the acquisition of a theoretical basis; and an understanding of the concept of EI and the specific SEI skills as they are being targeted, achieved through theoretical assignments. These are followed by gaining understanding of the relevance of the targeted skills to the course material and to future practice through reflective assignments. Practical assignments then provide a step-by-step opportunity to develop and practice newly acquired skills. Ideally, these steps lead to changes in habits, attitudes and behaviors [31, 44].
2.1.6 A formative tool
The SE-SD tool focuses on the process of SEI development rather than on its outcomes. It is assumed that social–emotional development is an on-going life-long process which takes place within relationships (in this case, with the course instructor). It has been demonstrated that relationships that are based on trust, guidance, support and formative feedbacks enhance SEI development [12, 32]. As an inseparable part of the SE-SD tool, therefore, evaluations and feedbacks from course instructors provide formative comments which students can use in order to continue to progress and to refine their development process. All these elements have been noted to enhance SEI development [47] and motivation levels [31].
Academic assignments that integrate the SE-SD tool are evaluated based on their degree of completion and on the students’ level of understanding of several elements: the concept of EI, the specific SEI skills that are being acquired, and the relevance of these skills to the particular healthcare profession at the center of the course. During the active development stage, students are evaluated based on their level of engagement and reflection. The importance of reflective learning has been previously highlighted [44], noting that reflections on thoughts, feelings and behaviors that underlie attitudes and habits, both personal and of others, enhance the development of SEI competencies.
2.1.7 A self-directed and self-paced process
As emotions, thoughts, competencies, behaviors and habits are all unique to each individual, it is recommended that social–emotional development processes include a focus on individual social–emotional skills [12, 48]. To this end, the SE-SD tool allows students to follow their own individual development path at their own pace, to start the development process from their own individual starting point, to focus on their own specific goals and to self-assess their progress. Self-directed processes encourage participants to be personally accountable for their progress and involve them in planning, carrying out and evaluating their own learning experiences. These elements, in turn, were noted to enhance motivation, which is key to social–emotional training success [12].
In order to manage their self-directed learning, students receive “road maps” (either in a digital form or in print) that outline their assignments and set specific points in time for evaluations and feedbacks. The assignments are order-dependent, as each assignment builds on the previous one, and the order in which assignments are offered is pre-determined. While students can follow the development process at their own pace, they are instructed to avoid completing their assignments all at once. This time-paced approach maximizes the effectiveness of the learning process, allowing students time for reflection and practice and providing instructors with at least two opportunities, at two different points in time, to deliver evaluations and feedbacks to students.
2.1.8 A flexible and dynamic tool
The SE-SD tool is both flexible and adaptable. The tool’s flexibility is manifested in the choice of SEI skills that are to be associated with a given course, in the links drawn between these skills and the course materials, in the number of assignments chosen from the selection offered and in the variety of these assignments. The tool offers further flexibility in terms of feedbacks and evaluations: instructors can limit themselves to the two formal evaluations (intermediate and final) that are provided as part of the tool, but may choose to provide additional informal and more frequent feedbacks. Furthermore, additional skills to those offered in the model can be added, consistent with the principles embedded in the tool: designing developmental activities and assignments that would support knowledge acquisition and enhance the understanding of these skills, determining the relevance of the added skill to a particular course, and identifying starting points and goals for each of the participants.
Taken together, these features of the SE-SD allow healthcare education systems to include social–emotional development as a strategic plan for preparing students and workers for a changing professional reality.
2.2 Inculcating the model: methodological considerations
Skill-development processes often follow a sequence of stages that have been recognized to contribute to effective development (e.g. [31, 41, 47]). These include: preparation (gaining students’ commitment, identifying needs, and jointly designing a development program); action (implementing the program – introduction and development); and evaluation. In the case of the SE-SD tool and healthcare education settings, these stages have been adapted to meet the specific requirements of various healthcare professions (Figure 2).
Figure 2.
Process of model implementation.
2.2.1 Preparation
The preparation stage begins with the selection of an SEI skill to be developed during a given course. This skill, selected by the course instructor from a list of social–emotional skills offered in the tool (Figure 1), is chosen based on its degree of relevance to the course material and its suitability in terms of the students’ academic level.
The course instructor then plans how to integrate the skill into the course material. For example, if integrated into a course that focuses on patient-caregiver relationships, the instructor may decide to discuss empathy as part of a segment that examines how to deliver difficult news to patients.
Lastly, the course instructor goes over the SE-SD assignment list and chooses assignments that correspond to the selected skill.
When a three-year process is involved, these steps are followed in group discussions where faculty members jointly decide on the skills to be introduced each year and the classes they most fit.
2.2.2 Action
The action stage includes two parts, introduction and development.
2.2.2.1 Introduction
This part of the action stage is designed to highlight the relevance and importance of SEI to the students and to promote motivation to participate in the EI development process. The course instructor begins by introducing the concept of social–emotional skills to the students, highlights the relevance of these skills to the course and notes their importance to students’ overall growth and future careers in the 21st century.
Following these introductory remarks, the SE-SD model and tool are presented and the methods by which the development process will be incorporated into the course, both during class and by means of home assignments and their evaluation, are explained. The instructor notes the order by which the assignments are to be completed, the corresponding time frames, and the formative evaluation method by which they would be assessed.
2.2.2.2 Development
The development part of the action stage relies on individual home assignments that students are asked to carry out throughout the entire course. Students are instructed to complete the assignments in a pre-determined order and can only access subsequent assignments after completing the previous ones. In line with the structure of the SE-SD tool, the assignments include three hierarchical segments: Theoretical background, Exploration, and Practice.
The theoretical background segment aims to provide the students with a solid theoretical basis for personal development. Students learn about the concept of EI and come to understand the targeted SEI skills and the mechanisms by which they may be employed. As part of this segment, students are encouraged to read relevant literature and to watch illustrative video presentations. For example, as part of a background segment on empathy, students may read a paper about the concept, watch a relevant video program, note the distinction between empathy, sympathy and compassion, and find out more about the mechanisms by which empathy is employed and its contribution to the healthcare professions.
During the exploration segment, students proceed to explore the relevance of targeted EI skills to various healthcare professions. By answering a set of guiding questions and/or conducting short interviews with professional in the field, students are able to identify the relevance of any given skill to their course material, to their chosen profession and to present and future life outcomes. Finally, they are asked to identify their own individual starting point with respect to the targeted skill and to define the corresponding goals. The SE-SD tool provides a set of guiding questions and/or a short questionnaire that support this exploration process. For example, in the case of empathy, students are asked to identify links between empathy and healthcare professions, use guiding questions to evaluate the gains they are likely to derive from enhanced empathy, and assess their starting point with regards to the development process using an empathy questionnaire.
The practice segment involves students in a wide range of activities, all aimed at developing the targeted SEI skill. This is the longest segment of the three, in line with Boyatzis [12, 32] who noted the importance of experimenting with new behaviors for an effective social–emotional development process. The assignments that form the core of this segment are designed to develop cognitive, emotional and behavioral components of the targeted skill. For example, in the case of empathy, the students are asked to engage in empathic dialogues, take on another person’s perspective (e.g. a patient or a team member), or examine case studies that center on interactions between patients and caregivers. The culminating assignment includes reflection and self-evaluation.
2.2.3 Evaluation
Finally, during the evaluation segment, students are provided with feedbacks and formative assessments that can help them further develop their social–emotional skills. These feedbacks and evaluations are provided by their course instructors at two points in time during each course: mid-term (which coincides with the goal-setting stage of the development process) and at the end of the course (after all assignments have been completed). These feedbacks are accompanied by self-evaluations.
As noted above, participant students are evaluated based on their level of commitment, efforts and engagement in the development process (as opposed to the level of development that has been achieved); their level of understanding of the targeted EI skill; and the level of personal and professional reflectiveness they demonstrate throughout the entire course.
Furthermore, beyond the mid-term and end-of-term evaluations, instructors can choose to provide additional evaluations and feedbacks in the course of the program, in accordance with available time resources.
3. Discussion
In light of the global changes and challenges that face many professionals in the 21st century, there is an increasing understanding that it is of primary importance to develop and foster social–emotional skills, also referred to as “soft skills”, among workers in a wide range of fields. A prominent example is the field of healthcare. Skills that are likely to benefit healthcare professionals may include emotional self-awareness, self-regulation, empathy, and interpersonal relations. These, as well as other social–emotional skills, were noted to improve coping abilities, academic learning and professional effectiveness among both medical teams and healthcare management teams [49, 50].
The importance of social–emotional skills to medical staff and to healthcare systems and their currently limited place in medical school curricula, call for a proactive initiative on the part of academic institutions. Such an initiative should address needs and challenges, both current and future, that face healthcare professionals and can transform medical schools from knowledge providers to leaders of cultural and social changes.
Given the noted difficulties to integrate the development of social–emotional skills into existing curricula in the field of healthcare, we propose a novel and holistic SE-SD tool that integrates social–emotional learning into existing curricula while overcoming time and workload barriers.
Furthermore, the assignments that form part of the SE-SD tool are prepared and provided ahead of time by the tool designers, and therefore instructors do not require any prior expertise in the field of social–emotional learning in order to implement the tool as part of their courses.
Effective implementation of social–emotional skill development programs has been noted to benefit from a supportive climate. It is therefore highly recommended that faculty is included in the proposed social–emotional training process. Social–emotional training is expected to heighten faculty awareness of the importance of the process, increase their willingness to take risks as they implement the SE-SD model in their respective institutions, and enable them to model socially-emotionally behaviors and to ‘walk the talk’ [49]. All these were found to contribute to the development of social–emotional skills in students.
In addition to academic institutions which can take upon themselves to develop social–emotional skills in students and faculty, development of these skills should form an integral part of on-going professional training for both healthcare staff in post-academic settings. Such life-long learning will support earlier development efforts in academic institutions and will insure its sustainability.
Lastly, although research regarding the effectiveness of the SE-SD tool is still a work in progress, we believe that the use of integrative learning methodologies like the one described here would bring healthcare academic institutions and their graduates one step closer towards adapting to the 21st century and meeting its demands.
\n',keywords:"Soft skills, medical education, emotional intelligence, innovation in teaching",chapterPDFUrl:"https://cdn.intechopen.com/pdfs/77395.pdf",chapterXML:"https://mts.intechopen.com/source/xml/77395.xml",downloadPdfUrl:"/chapter/pdf-download/77395",previewPdfUrl:"/chapter/pdf-preview/77395",totalDownloads:143,totalViews:0,totalCrossrefCites:0,dateSubmitted:"April 26th 2021",dateReviewed:"June 1st 2021",datePrePublished:"July 2nd 2021",datePublished:null,dateFinished:"July 2nd 2021",readingETA:"0",abstract:"In recent decades, it has been increasingly recognized that soft skills play an important role in healthcare education and must be developed alongside other professional skills. Furthermore, the contribution of emotional intelligence (EI) to the ability to adapt to the changing environment of the 21st century has been widely agreed upon. Yet, despite these findings, social–emotional intelligence (SEI) and related skills skills are not widely developed in healthcare education settings, and if at all, only in a limited way. The present chapter presents a model and a methodological tool (SE-SD) for the development of social–emotional skills (SEI) as part of existing healthcare curricula, applying a broad view of the healthcare professions and associated skills. Soft, social–emotional, skills are positioned as a relevant and integral part of healthcare courses, thereby avoiding the need for significant changes in existing curricula. The SEI development process is implemented in three stages: preparation, action and assessment. The tool allows learners to embark on a self-directed, yet supervised, learning and development process, and can be applied to a single course or through the entire study program. The incorporation of a soft skill development process into healthcare education programs could help health systems to adapt and to cope better with the challenges of the 21st century, both present and future.",reviewType:"peer-reviewed",bibtexUrl:"/chapter/bibtex/77395",risUrl:"/chapter/ris/77395",signatures:"Niva Dolev, Lior Naamati-Schneider and Adaya Meirovich",book:{id:"11004",type:"book",title:"Medical Education for the 21st Century",subtitle:null,fullTitle:"Medical Education for the 21st Century",slug:null,publishedDate:null,bookSignature:"Dr. Michael S. Firstenberg and Dr. Stanislaw P. Stawicki",coverURL:"https://cdn.intechopen.com/books/images_new/11004.jpg",licenceType:"CC BY 3.0",editedByType:null,isbn:"978-1-83969-732-6",printIsbn:"978-1-83969-731-9",pdfIsbn:"978-1-83969-733-3",isAvailableForWebshopOrdering:!0,editors:[{id:"64343",title:"Dr.",name:"Michael S.",middleName:null,surname:"Firstenberg",slug:"michael-s.-firstenberg",fullName:"Michael S. Firstenberg"}],productType:{id:"1",title:"Edited Volume",chapterContentType:"chapter",authoredCaption:"Edited by"}},authors:null,sections:[{id:"sec_1",title:"1. Introduction",level:"1"},{id:"sec_1_2",title:"1.1 Social-emotional skills and healthcare professions",level:"2"},{id:"sec_2_2",title:"1.2 Teaching social-emotional skills: academic and professional training",level:"2"},{id:"sec_4",title:"2. The Social-Emotional Skill Development Tool (SE-SD)",level:"1"},{id:"sec_4_2",title:"2.1 The social-emotional skill development tool: underlying principles",level:"2"},{id:"sec_4_3",title:"2.1.1 An inclusive theoretical framework",level:"3"},{id:"sec_5_3",title:"2.1.2 A wide variety of pedagogical methods",level:"3"},{id:"sec_6_3",title:"2.1.3 A curriculum-integrated approach",level:"3"},{id:"sec_7_3",title:"2.1.4 A generic tool",level:"3"},{id:"sec_8_3",title:"2.1.5 Modularity",level:"3"},{id:"sec_9_3",title:"2.1.6 A formative tool",level:"3"},{id:"sec_10_3",title:"2.1.7 A self-directed and self-paced process",level:"3"},{id:"sec_11_3",title:"2.1.8 A flexible and dynamic tool",level:"3"},{id:"sec_13_2",title:"2.2 Inculcating the model: methodological considerations",level:"2"},{id:"sec_13_3",title:"2.2.1 Preparation",level:"3"},{id:"sec_14_3",title:"2.2.2 Action",level:"3"},{id:"sec_14_4",title:"2.2.2.1 Introduction",level:"4"},{id:"sec_15_4",title:"2.2.2.2 Development",level:"4"},{id:"sec_17_3",title:"2.2.3 Evaluation",level:"3"},{id:"sec_20",title:"3. 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Department of Education and Community, Kinneret Academic College on the Sea of Galilee, Israel
Department of Management of Service Organizations, Health Track, Hadassah Academic College, Israel
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All rights to Books and other compilations are reserved by IntechOpen. The copyright to Books and other compilations is subject to a Copyright separate from any that exists in the included Works.
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Since November 2009 she is working as a Teaching Assistant at the Faculty of Pharmacy, Department of Clinical Biochemistry. In 2011 she completed part of her research and PhD work at Institute of Genetics and Molecular Medicine, University of Edinburgh. She finished her PhD entitled The influence of the proinflammatory cytokines on the RANK/RANKL/OPG in bone tissue of osteoporotic and osteoarthritic patients in 2012. From 2014-2016 she worked at the Institute of Biomedical Sciences, University of Aberdeen as a postdoctoral research fellow on UK Arthritis research project where she gained knowledge in mesenchymal stem cells and regenerative medicine. She returned back to University of Ljubljana, Faculty of Pharmacy in 2016. 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He started his academic career as a Research Assistant in the Department of Biochemistry at Kafkas University. In 2019, he completed his Ph.D. program in the Department of Biochemistry at the Institute of Health Sciences. He is currently working at the Department of Biochemistry, Kafkas University. He has 27 published research articles in academic journals, 11 book chapters, and 37 papers. He took part in 10 academic projects. He served as a reviewer for many articles. He still serves as a member of the review board in many academic journals.",institutionString:null,institution:{name:"Kafkas University",country:{name:"Turkey"}}},{id:"178366",title:"Associate Prof.",name:"Volkan",middleName:null,surname:"Gelen",slug:"volkan-gelen",fullName:"Volkan Gelen",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/178366/images/system/178366.jpg",biography:"Volkan Gelen is a Physiology specialist who received his veterinary degree from Kafkas University in 2011. 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His research interests include physiology, endocrine system, cancer, diabetes, cardiovascular system diseases, and isolated organ bath system studies.",institutionString:"Kafkas University",institution:{name:"Kafkas University",country:{name:"Turkey"}}},{id:"418963",title:"Dr.",name:"Augustine Ododo",middleName:"Augustine",surname:"Osagie",slug:"augustine-ododo-osagie",fullName:"Augustine Ododo Osagie",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/418963/images/16900_n.jpg",biography:"Born into the family of Osagie, a prince of the Benin Kingdom. I am currently an academic in the Department of Medical Biochemistry, University of Benin. 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She is a fellow member of the Royal Society of Chemistry UK and the American Chemical Society of the United States.",institutionString:"King Saud University",institution:{name:"King Saud University",country:{name:"Saudi Arabia"}}},{id:"49848",title:"Dr.",name:"Wen-Long",middleName:null,surname:"Hu",slug:"wen-long-hu",fullName:"Wen-Long Hu",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/49848/images/system/49848.jpg",biography:"Wen-Long Hu is Chief of the Division of Acupuncture, Department of Chinese Medicine at Kaohsiung Chang Gung Memorial Hospital, as well as an adjunct associate professor at Fooyin University and Kaohsiung Medical University. Wen-Long is President of Taiwan Traditional Chinese Medicine Medical Association. He has 28 years of experience in clinical practice in laser acupuncture therapy and 34 years in acupuncture. He is an invited speaker for lectures and workshops in laser acupuncture at many symposiums held by medical associations. He owns the patent for herbal preparation and producing, and for the supercritical fluid-treated needle. Dr. Hu has published three books, 12 book chapters, and more than 30 papers in reputed journals, besides serving as an editorial board member of repute.",institutionString:"Kaohsiung Chang Gung Memorial Hospital",institution:{name:"Kaohsiung Chang Gung Memorial Hospital",country:{name:"Taiwan"}}},{id:"298472",title:"Prof.",name:"Andrey V.",middleName:null,surname:"Grechko",slug:"andrey-v.-grechko",fullName:"Andrey V. Grechko",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/298472/images/system/298472.png",biography:"Andrey Vyacheslavovich Grechko, Ph.D., Professor, is a Corresponding Member of the Russian Academy of Sciences. He graduated from the Semashko Moscow Medical Institute (Semashko National Research Institute of Public Health) with a degree in Medicine (1998), the Clinical Department of Dermatovenerology (2000), and received a second higher education in Psychology (2009). Professor A.V. Grechko held the position of Сhief Physician of the Central Clinical Hospital in Moscow. He worked as a professor at the faculty and was engaged in scientific research at the Medical University. Starting in 2013, he has been the initiator of the creation of the Federal Scientific and Clinical Center for Intensive Care and Rehabilitology, Moscow, Russian Federation, where he also serves as Director since 2015. He has many years of experience in research and teaching in various fields of medicine, is an author/co-author of more than 200 scientific publications, 13 patents, 15 medical books/chapters, including Chapter in Book «Metabolomics», IntechOpen, 2020 «Metabolomic Discovery of Microbiota Dysfunction as the Cause of Pathology».",institutionString:"Federal Research and Clinical Center of Intensive Care Medicine and Rehabilitology",institution:null},{id:"199461",title:"Prof.",name:"Natalia V.",middleName:null,surname:"Beloborodova",slug:"natalia-v.-beloborodova",fullName:"Natalia V. Beloborodova",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/199461/images/system/199461.jpg",biography:'Natalia Vladimirovna Beloborodova was educated at the Pirogov Russian National Research Medical University, with a degree in pediatrics in 1980, a Ph.D. in 1987, and a specialization in Clinical Microbiology from First Moscow State Medical University in 2004. She has been a Professor since 1996. Currently, she is the Head of the Laboratory of Metabolism, a division of the Federal Research and Clinical Center of Intensive Care Medicine and Rehabilitology, Moscow, Russian Federation. N.V. Beloborodova has many years of clinical experience in the field of intensive care and surgery. She studies infectious complications and sepsis. She initiated a series of interdisciplinary clinical and experimental studies based on the concept of integrating human metabolism and its microbiota. Her scientific achievements are widely known: she is the recipient of the Marie E. Coates Award \\"Best lecturer-scientist\\" Gustafsson Fund, Karolinska Institutes, Stockholm, Sweden, and the International Sepsis Forum Award, Pasteur Institute, Paris, France (2014), etc. Professor N.V. Beloborodova wrote 210 papers, five books, 10 chapters and has edited four books.',institutionString:"Federal Research and Clinical Center of Intensive Care Medicine and Rehabilitology",institution:null},{id:"354260",title:"Ph.D.",name:"Tércio Elyan",middleName:"Azevedo",surname:"Azevedo Martins",slug:"tercio-elyan-azevedo-martins",fullName:"Tércio Elyan Azevedo Martins",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/354260/images/16241_n.jpg",biography:"Graduated in Pharmacy from the Federal University of Ceará with the modality in Industrial Pharmacy, Specialist in Production and Control of Medicines from the University of São Paulo (USP), Master in Pharmaceuticals and Medicines from the University of São Paulo (USP) and Doctor of Science in the program of Pharmaceuticals and Medicines by the University of São Paulo. Professor at Universidade Paulista (UNIP) in the areas of chemistry, cosmetology and trichology. Assistant Coordinator of the Higher Course in Aesthetic and Cosmetic Technology at Universidade Paulista Campus Chácara Santo Antônio. Experience in the Pharmacy area, with emphasis on Pharmacotechnics, Pharmaceutical Technology, Research and Development of Cosmetics, acting mainly on topics such as cosmetology, antioxidant activity, aesthetics, photoprotection, cyclodextrin and thermal analysis.",institutionString:null,institution:{name:"University of Sao Paulo",country:{name:"Brazil"}}},{id:"334285",title:"Ph.D. Student",name:"Sameer",middleName:"Kumar",surname:"Jagirdar",slug:"sameer-jagirdar",fullName:"Sameer Jagirdar",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/334285/images/14691_n.jpg",biography:"I\\'m a graduate student at the center for biosystems science and engineering at the Indian Institute of Science, Bangalore, India. I am interested in studying host-pathogen interactions at the biomaterial interface.",institutionString:null,institution:{name:"Indian Institute of Science Bangalore",country:{name:"India"}}},{id:"329795",title:"Dr.",name:"Mohd Aftab",middleName:"Aftab",surname:"Siddiqui",slug:"mohd-aftab-siddiqui",fullName:"Mohd Aftab Siddiqui",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/329795/images/15648_n.jpg",biography:"Dr. Mohd Aftab Siddiqui is currently working as Assistant Professor in the Faculty of Pharmacy, Integral University, Lucknow for the last 6 years. He has completed his Doctor in Philosophy (Pharmacology) in 2020 from Integral University, Lucknow. He completed his Bachelor in Pharmacy in 2013 and Master in Pharmacy (Pharmacology) in 2015 from Integral University, Lucknow. He is the gold medalist in Bachelor and Master degree. He qualified GPAT -2013, GPAT -2014, and GPAT 2015. His area of research is Pharmacological screening of herbal drugs/ natural products in liver and cardiac diseases. He has guided many M. Pharm. research projects. He has many national and international publications.",institutionString:"Integral University",institution:null},{id:"255360",title:"Dr.",name:"Usama",middleName:null,surname:"Ahmad",slug:"usama-ahmad",fullName:"Usama Ahmad",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/255360/images/system/255360.png",biography:"Dr. Usama Ahmad holds a specialization in Pharmaceutics from Amity University, Lucknow, India. He received his Ph.D. degree from Integral University. Currently, he’s working as an Assistant Professor of Pharmaceutics in the Faculty of Pharmacy, Integral University. From 2013 to 2014 he worked on a research project funded by SERB-DST, Government of India. He has a rich publication record with more than 32 original articles published in reputed journals, 3 edited books, 5 book chapters, and a number of scientific articles published in ‘Ingredients South Asia Magazine’ and ‘QualPharma Magazine’. He is a member of the American Association for Cancer Research, International Association for the Study of Lung Cancer, and the British Society for Nanomedicine. Dr. Ahmad’s research focus is on the development of nanoformulations to facilitate the delivery of drugs that aim to provide practical solutions to current healthcare problems.",institutionString:"Integral University",institution:{name:"Integral University",country:{name:"India"}}},{id:"30568",title:"Prof.",name:"Madhu",middleName:null,surname:"Khullar",slug:"madhu-khullar",fullName:"Madhu Khullar",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/30568/images/system/30568.jpg",biography:"Dr. Madhu Khullar is a Professor of Experimental Medicine and Biotechnology at the Post Graduate Institute of Medical Education and Research, Chandigarh, India. She completed her Post Doctorate in hypertension research at the Henry Ford Hospital, Detroit, USA in 1985. She is an editor and reviewer of several international journals, and a fellow and member of several cardiovascular research societies. Dr. Khullar has a keen research interest in genetics of hypertension, and is currently studying pharmacogenetics of hypertension.",institutionString:"Post Graduate Institute of Medical Education and Research",institution:{name:"Post Graduate Institute of Medical Education and Research",country:{name:"India"}}},{id:"223233",title:"Prof.",name:"Xianquan",middleName:null,surname:"Zhan",slug:"xianquan-zhan",fullName:"Xianquan Zhan",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/223233/images/system/223233.png",biography:"Xianquan Zhan received his MD and Ph.D. in Preventive Medicine at West China University of Medical Sciences. He received his post-doctoral training in oncology and cancer proteomics at the Central South University, China, and the University of Tennessee Health Science Center (UTHSC), USA. He worked at UTHSC and the Cleveland Clinic in 2001–2012 and achieved the rank of associate professor at UTHSC. Currently, he is a full professor at Central South University and Shandong First Medical University, and an advisor to MS/PhD students and postdoctoral fellows. He is also a fellow of the Royal Society of Medicine and European Association for Predictive Preventive Personalized Medicine (EPMA), a national representative of EPMA, and a member of the American Society of Clinical Oncology (ASCO) and the American Association for the Advancement of Sciences (AAAS). He is also the editor in chief of International Journal of Chronic Diseases & Therapy, an associate editor of EPMA Journal, Frontiers in Endocrinology, and BMC Medical Genomics, and a guest editor of Mass Spectrometry Reviews, Frontiers in Endocrinology, EPMA Journal, and Oxidative Medicine and Cellular Longevity. He has published more than 148 articles, 28 book chapters, 6 books, and 2 US patents in the field of clinical proteomics and biomarkers.",institutionString:"Shandong First Medical University",institution:{name:"Affiliated Hospital of Shandong Academy of Medical Sciences",country:{name:"China"}}},{id:"297507",title:"Dr.",name:"Charles",middleName:"Elias",surname:"Assmann",slug:"charles-assmann",fullName:"Charles Assmann",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/297507/images/system/297507.jpg",biography:"Charles Elias Assmann is a biologist from Federal University of Santa Maria (UFSM, Brazil), who spent some time abroad at the Ludwig-Maximilians-Universität München (LMU, Germany). He has Masters Degree in Biochemistry (UFSM), and is currently a PhD student at Biochemistry at the Department of Biochemistry and Molecular Biology of the UFSM. His areas of expertise include: Biochemistry, Molecular Biology, Enzymology, Genetics and Toxicology. He is currently working on the following subjects: Aluminium toxicity, Neuroinflammation, Oxidative stress and Purinergic system. Since 2011 he has presented more than 80 abstracts in scientific proceedings of national and international meetings. Since 2014, he has published more than 20 peer reviewed papers (including 4 reviews, 3 in Portuguese) and 2 book chapters. He has also been a reviewer of international journals and ad hoc reviewer of scientific committees from Brazilian Universities.",institutionString:"Universidade Federal de Santa Maria",institution:{name:"Universidade Federal de Santa Maria",country:{name:"Brazil"}}},{id:"217850",title:"Dr.",name:"Margarete Dulce",middleName:null,surname:"Bagatini",slug:"margarete-dulce-bagatini",fullName:"Margarete Dulce Bagatini",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/217850/images/system/217850.jpeg",biography:"Dr. Margarete Dulce Bagatini is an associate professor at the Federal University of Fronteira Sul/Brazil. She has a degree in Pharmacy and a PhD in Biological Sciences: Toxicological Biochemistry. She is a member of the UFFS Research Advisory Committee\nand a member of the Biovitta Research Institute. She is currently:\nthe leader of the research group: Biological and Clinical Studies\nin Human Pathologies, professor of postgraduate program in\nBiochemistry at UFSC and postgraduate program in Science and Food Technology at\nUFFS. She has experience in the area of pharmacy and clinical analysis, acting mainly\non the following topics: oxidative stress, the purinergic system and human pathologies, being a reviewer of several international journals and books.",institutionString:"Universidade Federal da Fronteira Sul",institution:{name:"Universidade Federal da Fronteira Sul",country:{name:"Brazil"}}},{id:"226275",title:"Ph.D.",name:"Metin",middleName:null,surname:"Budak",slug:"metin-budak",fullName:"Metin Budak",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/226275/images/system/226275.jfif",biography:"Metin Budak, MSc, PhD is an Assistant Professor at Trakya University, Faculty of Medicine. He has been Head of the Molecular Research Lab at Prof. Mirko Tos Ear and Hearing Research Center since 2018. His specializations are biophysics, epigenetics, genetics, and methylation mechanisms. He has published around 25 peer-reviewed papers, 2 book chapters, and 28 abstracts. He is a member of the Clinical Research Ethics Committee and Quantification and Consideration Committee of Medicine Faculty. His research area is the role of methylation during gene transcription, chromatin packages DNA within the cell and DNA repair, replication, recombination, and gene transcription. His research focuses on how the cell overcomes chromatin structure and methylation to allow access to the underlying DNA and enable normal cellular function.",institutionString:"Trakya University",institution:{name:"Trakya University",country:{name:"Turkey"}}},{id:"243049",title:"Dr.",name:"Anca",middleName:null,surname:"Pantea Stoian",slug:"anca-pantea-stoian",fullName:"Anca Pantea Stoian",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/243049/images/system/243049.jpg",biography:"Anca Pantea Stoian is a specialist in diabetes, nutrition, and metabolic diseases as well as health food hygiene. She also has competency in general ultrasonography.\n\nShe is an associate professor in the Diabetes, Nutrition and Metabolic Diseases Department, Carol Davila University of Medicine and Pharmacy, Bucharest, Romania. She has been chief of the Hygiene Department, Faculty of Dentistry, at the same university since 2019. Her interests include micro and macrovascular complications in diabetes and new therapies. Her research activities focus on nutritional intervention in chronic pathology, as well as cardio-renal-metabolic risk assessment, and diabetes in cancer. She is currently engaged in developing new therapies and technological tools for screening, prevention, and patient education in diabetes. \n\nShe is a member of the European Association for the Study of Diabetes, Cardiometabolic Academy, CEDA, Romanian Society of Diabetes, Nutrition and Metabolic Diseases, Romanian Diabetes Federation, and Association for Renal Metabolic and Nutrition studies. She has authored or co-authored 160 papers in national and international peer-reviewed journals.",institutionString:null,institution:{name:"Carol Davila University of Medicine and Pharmacy",country:{name:"Romania"}}},{id:"279792",title:"Dr.",name:"João",middleName:null,surname:"Cotas",slug:"joao-cotas",fullName:"João Cotas",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/279792/images/system/279792.jpg",biography:"Graduate and master in Biology from the University of Coimbra.\n\nI am a research fellow at the Macroalgae Laboratory Unit, in the MARE-UC – Marine and Environmental Sciences Centre of the University of Coimbra. My principal function is the collection, extraction and purification of macroalgae compounds, chemical and bioactive characterization of the compounds and algae extracts and development of new methodologies in marine biotechnology area. \nI am associated in two projects: one consists on discovery of natural compounds for oncobiology. The other project is the about the natural compounds/products for agricultural area.\n\nPublications:\nCotas, J.; Figueirinha, A.; Pereira, L.; Batista, T. 2018. An analysis of the effects of salinity on Fucus ceranoides (Ochrophyta, Phaeophyceae), in the Mondego River (Portugal). Journal of Oceanology and Limnology. in press. DOI: 10.1007/s00343-019-8111-3",institutionString:"Faculty of Sciences and Technology of University of Coimbra",institution:null},{id:"279788",title:"Dr.",name:"Leonel",middleName:null,surname:"Pereira",slug:"leonel-pereira",fullName:"Leonel Pereira",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/279788/images/system/279788.jpg",biography:"Leonel Pereira has an undergraduate degree in Biology, a Ph.D. in Biology (specialty in Cell Biology), and a Habilitation degree in Biosciences (specialization in Biotechnology) from the Faculty of Science and Technology, University of Coimbra, Portugal, where he is currently a professor. In addition to teaching at this university, he is an integrated researcher at the Marine and Environmental Sciences Center (MARE), Portugal. His interests include marine biodiversity (algae), marine biotechnology (algae bioactive compounds), and marine ecology (environmental assessment). Since 2008, he has been the author and editor of the electronic publication MACOI – Portuguese Seaweeds Website (www.seaweeds.uc.pt). He is also a member of the editorial boards of several scientific journals. Dr. Pereira has edited or authored more than 20 books, 100 journal articles, and 45 book chapters. He has given more than 100 lectures and oral communications at various national and international scientific events. He is the coordinator of several national and international research projects. In 1998, he received the Francisco de Holanda Award (Honorable Mention) and, more recently, the Mar Rei D. Carlos award (18th edition). He is also a winner of the 2016 CHOICE Award for an outstanding academic title for his book Edible Seaweeds of the World. In 2020, Dr. Pereira received an Honorable Mention for the Impact of International Publications from the Web of Science",institutionString:"University of Coimbra",institution:{name:"University of Coimbra",country:{name:"Portugal"}}},{id:"61946",title:"Dr.",name:"Carol",middleName:null,surname:"Bernstein",slug:"carol-bernstein",fullName:"Carol Bernstein",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/61946/images/system/61946.jpg",biography:"Carol Bernstein received her PhD in Genetics from the University of California (Davis). She was a faculty member at the University of Arizona College of Medicine for 43 years, retiring in 2011. Her research interests focus on DNA damage and its underlying role in sex, aging and in the early steps of initiation and progression to cancer. In her research, she had used organisms including bacteriophage T4, Neurospora crassa, Schizosaccharomyces pombe and mice, as well as human cells and tissues. She authored or co-authored more than 140 scientific publications, including articles in major peer reviewed journals, book chapters, invited reviews and one book.",institutionString:"University of Arizona",institution:{name:"University of Arizona",country:{name:"United States of America"}}},{id:"182258",title:"Dr.",name:"Ademar",middleName:"Pereira",surname:"Serra",slug:"ademar-serra",fullName:"Ademar Serra",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/182258/images/system/182258.jpeg",biography:"Dr. Serra studied Agronomy on Universidade Federal de Mato Grosso do Sul (UFMS) (2005). He received master degree in Agronomy, Crop Science (Soil fertility and plant nutrition) (2007) by Universidade Federal da Grande Dourados (UFGD), and PhD in agronomy (Soil fertility and plant nutrition) (2011) from Universidade Federal da Grande Dourados / Escola Superior de Agricultura Luiz de Queiroz (UFGD/ESALQ-USP). Dr. Serra is currently working at Brazilian Agricultural Research Corporation (EMBRAPA). His research focus is on mineral nutrition of plants, crop science and soil science. Dr. Serra\\'s current projects are soil organic matter, soil phosphorus fractions, compositional nutrient diagnosis (CND) and isometric log ratio (ilr) transformation in compositional data analysis.",institutionString:"Brazilian Agricultural Research Corporation",institution:{name:"Brazilian Agricultural Research Corporation",country:{name:"Brazil"}}}]}},subseries:{item:{id:"26",type:"subseries",title:"Machine Learning and Data Mining",keywords:"Intelligent Systems, Machine Learning, Data Science, Data Mining, Artificial Intelligence",scope:"The scope of machine learning and data mining is immense and is growing every day. It has become a massive part of our daily lives, making predictions based on experience, making this a fascinating area that solves problems that otherwise would not be possible or easy to solve. This topic aims to encompass algorithms that learn from experience (supervised and unsupervised), improve their performance over time and enable machines to make data-driven decisions. It is not limited to any particular applications, but contributions are encouraged from all disciplines.",coverUrl:"https://cdn.intechopen.com/series_topics/covers/26.jpg",hasOnlineFirst:!0,hasPublishedBooks:!0,annualVolume:11422,editor:{id:"24555",title:"Dr.",name:"Marco Antonio",middleName:null,surname:"Aceves Fernandez",slug:"marco-antonio-aceves-fernandez",fullName:"Marco Antonio Aceves Fernandez",profilePictureURL:"https://mts.intechopen.com/storage/users/24555/images/system/24555.jpg",biography:"Dr. Marco Antonio Aceves Fernandez obtained his B.Sc. (Eng.) in Telematics from the Universidad de Colima, Mexico. He obtained both his M.Sc. and Ph.D. from the University of Liverpool, England, in the field of Intelligent Systems. He is a full professor at the Universidad Autonoma de Queretaro, Mexico, and a member of the National System of Researchers (SNI) since 2009. Dr. Aceves Fernandez has published more than 80 research papers as well as a number of book chapters and congress papers. He has contributed in more than 20 funded research projects, both academic and industrial, in the area of artificial intelligence, ranging from environmental, biomedical, automotive, aviation, consumer, and robotics to other applications. He is also a honorary president at the National Association of Embedded Systems (AMESE), a senior member of the IEEE, and a board member of many institutions. His research interests include intelligent and embedded systems.",institutionString:"Universidad Autonoma de Queretaro",institution:{name:"Autonomous University of Queretaro",institutionURL:null,country:{name:"Mexico"}}},editorTwo:null,editorThree:null,series:{id:"14",title:"Artificial Intelligence",doi:"10.5772/intechopen.79920",issn:"2633-1403"},editorialBoard:[{id:"43680",title:"Prof.",name:"Ciza",middleName:null,surname:"Thomas",slug:"ciza-thomas",fullName:"Ciza Thomas",profilePictureURL:"https://mts.intechopen.com/storage/users/43680/images/system/43680.jpeg",institutionString:null,institution:{name:"Government of Kerala",institutionURL:null,country:{name:"India"}}},{id:"16614",title:"Prof.",name:"Juan Ignacio",middleName:null,surname:"Guerrero Alonso",slug:"juan-ignacio-guerrero-alonso",fullName:"Juan Ignacio Guerrero Alonso",profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002g6HB8QAM/Profile_Picture_1627901127555",institutionString:null,institution:{name:"University of Seville",institutionURL:null,country:{name:"Spain"}}},{id:"3095",title:"Prof.",name:"Kenji",middleName:null,surname:"Suzuki",slug:"kenji-suzuki",fullName:"Kenji Suzuki",profilePictureURL:"https://mts.intechopen.com/storage/users/3095/images/1592_n.jpg",institutionString:null,institution:{name:"University of Chicago",institutionURL:null,country:{name:"United States of America"}}},{id:"214067",title:"Dr.",name:"W. 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David Pan",profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bSEI9QAO/Profile_Picture_1623656213532",institutionString:null,institution:{name:"University of Alabama in Huntsville",institutionURL:null,country:{name:"United States of America"}}},{id:"72920",title:"Prof.",name:"Yves",middleName:"Philippe",surname:"Rybarczyk",slug:"yves-rybarczyk",fullName:"Yves Rybarczyk",profilePictureURL:"https://mts.intechopen.com/storage/users/72920/images/system/72920.jpeg",institutionString:"Dalarna University, Faculty of Data and Information Sciences",institution:{name:"Dalarna University",institutionURL:null,country:{name:"Sweden"}}}]},onlineFirstChapters:{},publishedBooks:{paginationCount:3,paginationItems:[{type:"book",id:"8545",title:"Animal Reproduction in Veterinary Medicine",subtitle:null,coverURL:"https://cdn.intechopen.com/books/images_new/8545.jpg",slug:"animal-reproduction-in-veterinary-medicine",publishedDate:"January 20th 2021",editedByType:"Edited 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