Reconstitution of various immune subsets in different types of HSCT.
\r\n\t
",isbn:"978-1-80356-777-8",printIsbn:"978-1-80356-776-1",pdfIsbn:"978-1-80356-778-5",doi:null,price:0,priceEur:0,priceUsd:0,slug:null,numberOfPages:0,isOpenForSubmission:!0,isSalesforceBook:!1,isNomenclature:!1,hash:"84908e027f884ec3fcbaea42eb69b698",bookSignature:"Dr. Hayri Baytan Ozmen",publishedDate:null,coverURL:"https://cdn.intechopen.com/books/images_new/11524.jpg",keywords:"Computational Intelligence, Fuzzy Clustering, Fuzzy Sets Theory, Genetic Algorithm, Neural Network, Artificial Intelligence, Decision Making, Control Theory, Computer-Aided Diagnosis, Fuzzy Optimization, Pattern Recognition, Feature Extraction",numberOfDownloads:null,numberOfWosCitations:0,numberOfCrossrefCitations:null,numberOfDimensionsCitations:null,numberOfTotalCitations:null,isAvailableForWebshopOrdering:!0,dateEndFirstStepPublish:"April 1st 2022",dateEndSecondStepPublish:"April 29th 2022",dateEndThirdStepPublish:"June 28th 2022",dateEndFourthStepPublish:"September 16th 2022",dateEndFifthStepPublish:"November 15th 2022",dateConfirmationOfParticipation:null,remainingDaysToSecondStep:"a month",secondStepPassed:!0,areRegistrationsClosed:!1,currentStepOfPublishingProcess:3,editedByType:null,kuFlag:!1,biosketch:"Researcher with more than sixty-five research papers published in international journals and has been involved in more than ten national and international research projects. 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The main outcome expected from HSCT is the lifetime engraftment of the donor graft. The preferred donor is a HLA matched-related donor; however, this is available in about 25% of the patients. Other options such as matched unrelated, matched cord blood units, and haploidentical-related donor also do exist. The success of HSCT is marred by conditions such as graft-versus-host disease (GvHD), relapse, treatment-related toxicity, and infection, which lead to higher morbidity and mortality [1]. The effectiveness of HSCT is dependent on the immune reconstitution in the host, which is linked to the number of active T and NK cells present in the graft. Delayed immune reconstitution results in unfavorable transplant outcomes; hence, faster immune reconstitution of donor origin is required for long-term survival of patients.
\nSoon after HSCT using myeloablative conditioning, the patient experiences a period of pancytopenia. It takes several months or years for immune reconstitution and for patients to regain immunocompetence after transplant. The immune cells start re-appearing in the following order: neutrophils (0.5 months), monocytes (1 month), NK cells (1 month), T cells (2 months), and B cells (3 months); however, the normal levels are reached much later (Figure 1) [2].
\nThe time taken for different immune subsets to (A) reappear in circulation and (B) reach normal levels after hematopoietic stem cell transplantation.
There are various factors affecting immune reconstitution after transplant such as
thymic damage (age-related or pre-transplant conditioning regimens)
source of stem cells
HLA disparity between donor and host
post-transplant immune suppressant
occurrence of graft-versus-host disease.
Age or pre transplant chemotherapy or radiation leads to thymic damage. The severity of the damage caused to the thymus depends on the dose of the drugs used and also on the age of the patients, which in turn affect the immune recovery. In younger patients (<18 years), there is faster thymic regeneration after chemotherapy than older patients [3]. The age of the donor also affects the engraftment and reconstitution potential of hematopoietic stem cells as shown in mouse models [4]. Moreover, the thymic recovery is faster and is associated with faster T-cell reconstitution and recovery of normal T-cell repertoire in autologous (9 months) than allo-HSCT (12 months) [5]. This delayed thymic-dependent immune reconstitution is further reduced by the occurrence of aGvHD after allogeneic HSCT [6, 7].
\nThe source of stem cells used as graft could be either bone marrow, peripheral blood, or cord blood. Source of stem cells used predicts the rate of immune reconstitution. It has been observed that platelet (20 × 109/L) reconstitution is faster in peripheral blood (11–18 days) than bone marrow (17–25 days) HSCT. Similarly, neutrophil (>0.5 × 109/L) reconstitution is also faster in peripheral blood (12–19 days) than bone marrow (15–23 days) HSCT. This is because of the presence of long-term HSCs and more committed multipotent progenitors in the peripheral blood than bone marrow [8]. Further as compared to transplantation using in vivo or ex vivo T-cell depleted graft, faster immune reconstitution is seen in unmodified graft transplantation [9]. Using peripheral blood graft, faster reconstitution of CMV-specific cytotoxic T cells and CD4+ T cells is observed than stem cells from bone marrow source [10, 11]. The advantages of using umbilical cord blood units are its ready availability and its ability to cross the HLA barrier. The rates of engraftment and post-transplant outcomes are dependent on the number of total nucleated cells (TNCs) and CD34+ cell dose present in the graft source. Martin et al. [12] previously reported high TNC dose in association with positive transplant outcomes such as improved overall survival (OS), lower relapse rate (RR), and increased risk of chronic GvHD. Since there is a higher number of TNCs in the bone marrow and peripheral blood, there is faster engraftment (~14–21 days) after HSCT using this source of graft than umbilical cord blood source (~30 days) [13, 14]. Remberger et al. [15] reported faster engraftment but poor survival and higher relapse after HSCT using high CD34+ cell dose peripheral blood as graft source. Various researchers have reported immune cell reconstitution using different cell sources (Table 1).
\nCells/L type of transplant | \nNK cells 1 month | \nCD4+ T cells 90 days | \nCD8+ T cells 90 days | \nB cells 90 days | \nReference | \n
---|---|---|---|---|---|
Matched sibling donor | \n— | \n220 | \n645 | \n33 | \n[16] | \n
Matched unrelated donor | \n253 | \n198 | \n447 | \n43 | \n[17] | \n
Haploidentical donor | \n— | \n152 | \n672 | \n23 | \n[16] | \n
T-cell depleted | \n357 | \n7 | \n7 | \n55 | \n[18] | \n
T-cell replete | \n183 | \n127 | \n181 | \n64 | \n[18] | \n
Reconstitution of various immune subsets in different types of HSCT.
Graft manipulations such as T-cell depletion (TCD) have resulted in lower chances of GvHD and graft rejection in unrelated and HLA mismatched transplants. However, T-cell depletion results in delayed immune reconstitution and increased morbidity and mortality due to infection [19, 20, 21]. An advantage of using T-cell depletion is that in case of malignancies it also leads to better GVL effect depending on the malignant disease being treated. For example, in CML, TCD is related to increased relapse rate [22], whereas in AML and AML cohorts, lower rate of relapse has been observed in TCD transplantation [23, 24, 25].
\nThe degree of HLA mismatch is an important factor in immune reconstitution. It has been observed that the outcomes from matched unrelated transplantation are at par with that of matched related transplantation [1]. Chang et al. reported similar reconstitution of T-cell subsets, except for CD4+ cells and CD4+ naïve T cells, in haploidentical and HLA-matched transplantation [16]. Various researchers have reported reconstitution of immune cells following different transplant strategies. It has been observed that the immune reconstitution is best in matched sibling related followed by matched unrelated donor, haploidentical donor, T-cell replete, and T-cell depleted transplants.
\nConditioning regimens deplete host immune system, eliminate the leukemic cells, and create space for engraftment of the donor cells. Although this eliminates the patient’s leukemic cells, it also reduces the alloreactivity between host and donor cells after HSCT and further results in severe depletion of all immune cells. The use of drugs such as ATG or alemtuzumab depletes the host T cells further and results in a delayed recovery of donor-derived T cells. Increase in the severity of the conditioning regimen results in prolonged immune deficiency after transplant [26].
\nBoth thymus-dependent and thymus-independent T-cell reconstitutions are affected by the increase in HLA mismatch between the patient and the donor, probably because of higher risk of GvHD [27]. Clave et al. [28] reported higher reconstitution of both CD4+ and CD8+ T cells in transplants involving unrelated cord blood grafts (190 cells × 103/μL for CD4+ and 280 cells × 103/μL for CD8+) than CD34 selected peripheral blood haploidentical donor grafts (68 cells × 103/μL for CD4+ and 80 cells × 103/μL for CD8+). Mehta et al. [29] showed lower reconstitution of absolute CD4+ and CD8+ T cells at 3 months and higher B-cell counts (6 months) after unrelated cord blood HSCT than HLA matched HSCT (121.53 vs. 261.18 for CD4+, 36.03 vs. 190.56 for CD8+, and 210 vs. 31.2 for B cells). There was similar reconstitution of B cells but lower CD4+ and CD8+ T-cell reconstitution in single unit umbilical cord blood transplantation than HLA mismatched donor HSCT (11 vs. 9 for B cells, 15 vs. 21 for CD4+ cells, and 14 vs. 21 for CD8+ cells) [30].
\nAcute graft-versus-host disease occurs when donor lymphocytes react against normal host tissue to cause serious complications after allogeneic HSCT. Although there is faster recovery of the innate immune system after allo-HSCT, lymphocyte recovery is delayed due to aGvHD [3, 31]. The recovery of T cells depends on the thymic efficiency as well as the peripheral niche, which provides resources for T-cell survival. As GvHD targets the bone marrow, in patients with graft-versus-host disease, the peripheral resources are reduced because of which there is increased immunosuppression leading to delayed T-cell reconstitution in allogeneic HSCT as compared to autologous HSCT. The options to increase the efficiency of T-cell reconstitution must be selected in a manner so as to not aggravate the already present GvHD [32, 33]. Similarly, the drugs used to treat GvHD can also result in delayed immune reconstitution. Drugs such as cyclosporine A and methotrexate interfere with the T-cell receptor signaling and hence result in alteration of peripheral T-cell survival and B-cell differentiation [34, 35]. Tyrosine kinase inhibitors like imatinib mesylate used for controlling refractory cGvHD also lower T-cell survival by interfering with T-cell receptor (TCR) or IL7 signaling [36, 37]. Reconstitution of dendritic cells is decreased in GvHD [38]. Conversely, it has been suggested that depletion or inactivation of the host dendritic cells before allogeneic HSCT reduces the occurrence of GvHD [39, 40, 41].
\nAfter HSCT, the first cells to engraft are the monocytes, followed by granulocytes, platelets, and NK cells [42]. Monocytes are primarily involved in phagocytosis and release of cytokines. They are classified into classical (CD14++CD16-), intermediate (CD14++CD16+), and nonclassical (CD14+CD16++) based on the expression of CD14 and CD16 [43, 44]. Monocytes remain below the normal levels for up to a year [45, 46].
\nThe conditioning regimen used prior transplant results in a neutropenic phase till the neutrophils reconstitute, which takes approximately 11–12 days in T-cell depleted haploidentical HSCT [47, 48]. Although neutrophil counts rise to normal numbers within 2 weeks after transplant [49], they become functionally competent only after 2 months [50, 51]. The type of graft affects the reconstitution of neutrophils: 2 weeks in case of GCSF mobilized grafts, 3 weeks in case of bone marrow, and around 4 weeks in umbilical cord blood [1]. Use of peripheral blood has decreased the neutrophil recovery time from an average of 16 to 12 days [52].
\nNK cells recover in both number and function within the first few weeks after transplant [53], and functional reconstitution of NK cells is reached within 2 months [1]. The time taken for NK-cell reconstitution is dependent on the occurrence of GvHD [47, 54] and does not differ if the source of stem cells is peripheral blood or bone marrow [55]. However, the number of functional NK cells is higher when the transplant involves T-cell replete grafts than T-cell depleted grafts [56]. The most prominent functional NK cells after transplant are CD56brightCD16dim [57, 58]. Also, higher overall survival is seen in patients with high CD56bright NK cells at day 14 after unmanipulated haploidentical HSCT. The cytolytic function of NK cells is regulated by the interaction of inhibitory/activating killer immunoglobulin like receptors (KIRs) present on their surface and their specific HLA class I ligands. The reconstitution of the inhibitory and activating KIRs is dependent on factors such as conditioning regimen, T-cell deplete/replete graft, and immunosuppression used after transplant.
\nIn a study evaluating NK-cell reconstitution after matched related/unrelated donor HSCT, it has been reported that the NK-cell counts are lower for longer period (2-3 months) after MUD (156/μL) than MRD (265/μL). The most frequent immature NK cells were CD56bright and NKG2A+CD57-CD56dim NK cells [59]. Russo et al. [60] reported that in haploidentical HSCT using after transplant cyclophosphamide, the immature NK cell starts appearing at 2 weeks; however, the mature NK cells expressing CD16 and CD56 and NKG2A appear at about a year.
\nHost dendritic cells that escape chemotherapy/radiation activate alloantigenic T cells in the donor and hence play an important role in GvHD. Since host dendritic cells present MHC antigens to donor CD8+ T cells after transplant, depleting these cells could result in lower risk of GvHD [61, 62]. Lower reconstitution of lymphoid dendritic cells has been associated with inferior overall survival [63].
\nGamma delta T cells make up ~5% of the T-cell population, and their receptors are composed to gamma and delta chains. These T cells have been reported to enhance engraftment and graft-versus-leukemia effect without an increase in GvHD [64]. Gamma delta T cells reconstitute faster in patients in whom bone marrow (60 days) is used as the graft source than peripheral blood (200 days) [65].
\nT-cell reconstitution is faster in transplantation with peripheral blood as graft source than bone marrow due to higher number of T cells present in the graft [55]. Ciurea et al. [18] reported better T-cell reconstitution in recipients of T-cell replete haploidentical HSCT than recipients of T-cell depleted haploidentical HSCT at 6 months after transplant. Use of ATG for T-cell depletion also affects the rate of immune reconstitution. This effect is more prominent in umbilical cord blood transplantation than bone marrow transplantation. T-cell reconstitution in allo-HSCT without the use of ATG is seen in about 7–12 months when using bone marrow and umbilical cord as stem cell source as compared to 6–24 months when using peripheral blood as stem cell source [66]. T cells recover primarily via peripheral expansion of memory T cells or endogenous T-cell development. Hence, functional thymus is required for effective reconstitution of T cells [67]. This is an issue in aging patients where there is thymus atrophy [68]. Due to this, although full immune recovery is possible in middle-aged patients, it is not possible in older patients and is a cause of morbidity and mortality [69]. Reconstitution of T cells is slow probably due to the prolonged depletion and reduced function of naïve T cells [70]. T cells that reconstitute are primarily from the donor origin in case of T-cell replete transplant or host T cells that have escaped the conditioning regimen in case of T-cell depleted transplant. Naïve T cells/T-cell receptor excision circles (TRECs) are lower for approximately 10–30 years after transplant [71, 72]. Reconstitution of functional T cells as observed by their ability to secrete interferon gamma and interleukin-4 to normal levels returns in 30 days after haploidentical HSCT for patients in whom acute GvHD is not observed [73]. Recipients of T-cell depleted haploidentical HSCT show higher CD31+ naïve CD4+ T cells than their donors at approximately 4–6 years [74]. Homeostatic peripheral expansion is induced by various homeostatic cytokines such as IL7 and IL15, inflammatory cytokines, and viral exposure. Peripheral homeostatic expansion leads to an inverse CD4/CD8 ratio in patients for several months after transplant. CD4 counts are considered as the best predictive marker for the recovery of immune competence after HSCT, and its recovery has also been associated with lower risk of infections and improved transplant outcomes [1]. CD4+ T-cell counts are as low as <200 cells/μL in the first 3 months and reach levels of 450 cells/μL at about 5 years after transplant [55, 75]. CD8+ T-cell counts increase rapidly during the first 3 months after transplant possibly due to the expansion of herpesvirus-specific CD8 T cells [55, 76]. GvHD reduces the number of CD4+ T cells by inhibiting the thymic output, whereas CD8+ cells increase in number during GvHD or CMV reactivation [77, 78]. The reconstituting CD4+ T cells have a higher expression of CD11a, CD29, CD45RO, and HLA-DR and a lower expression of CD28, CD45RA, and CD62L than normal individuals [79, 80]. The early reconstituting CD8+ T cells are mostly memory or effector cells. Naïve or TREC+CD8+ T cells recover at a slower rate [77, 81]. The number of regulatory T cells (Tregs) is much higher after transplant than normal individuals and may contribute to remission [82, 83]. A Treg:CD4+ T cell ratio of less than 9% has been associated with higher risk of aGvHD [84]. Chang et al. [16] reported lower CD4+ T cells, dendritic cells, and higher CD28 expression on CD4+ and CD8+ T cells in patients receiving haploidentical HSCT than patients receiving HLA matched HSCT.
\nB-cell reconstitution is also delayed after HSCT: ~6 months for autologous and ~9 months after allogeneic transplantation and is mainly due to GvHD or its treatment. In the first 2 months after transplant, B-cell counts are low but rise higher than the normal levels in approximately 1–2 years [55, 85]. Since restoration of full humoral immune functioning requires both naïve and memory B cells, all patients who have undergone HSCT remain susceptible to infections for at least a year after transplant [1]. The reconstituted B cells express higher levels of CD1c, CD38, CD5, membrane IgM, and membrane IgD and lower levels of CD25 and CD26L than normal individuals [86].
\nA number of studies have reported comparisons between reconstitution of different immune cells depending on the graft source. Faster reconstitution of different immune cells was observed when bone marrow was used as graft source as compared to peripheral blood or cord blood (Table 2).
\nCell type and numbers | \nBone marrow | \nPeripheral blood | \nUnrelated cord blood | \nReference | \n
---|---|---|---|---|
Neutrophils (>0.5 × 109/L) | \n16 days | \n15 days | \n19 days | \n[87] | \n
Natural killer cells (>0.1 × 109/L) | \n1.5 months | \n4 months | \n4 months | \n[16, 87] | \n
T cells (>0.5 × 109/L) CD4 | \n2–3 months | \n6 months | \n3 months | \n[28, 88] | \n
Naïve T cells (>0.5 × 109/L) | \n9 months | \n24 months | \n12 months | \n[87, 89] | \n
Cytotoxic T cells (>0.25 × 109/L | \n3 months | \n9 months | \n8 months | \n[65, 90] | \n
T helper cells (>0.2 × 109/L) | \n4 months | \n10 months | \n1 months | \n[65, 90] | \n
Reconstitution of different immune cells depending on the graft source.
There are different methods to assess the immune recovery after transplant, such as estimation of absolute lymphocyte count (ALC), levels of immune cell subsets (NK cells, B cells, and T cells), and antibody titers to assays for T- and B-cell repertoires [91].
\nALC levels have been reported in association with overall survival and rate of relapse. ALC >500 cells/μL on day 15 is linked with better OS and lower relapse after autologous as well as allogeneic transplantation [92, 93]. An increase in the levels of CD16+ monocytes has been associated with aGvhD [94].
\nEarly recovery of CD4+ T cells is associated with overall survival, nonrelapse mortality, and risk of infections [95, 96]. Admiral et al. [97] reported the time taken by circulating CD4+ T cells to reach 0.5× 109/L as a strong marker for probability of relapse. In myeloablative allogeneic HSCT, higher levels of CD3+, CD8+ T cells, regulatory T cells, and myeloid dendritic cells are correlated with relapse-free survival [98].
\nRecently, flow cytometric analysis has been used to differentiate between the T, B, and NK-cell subpopulations. Low levels of NK cells within the first few weeks after transplant have been associated with poor transplant outcomes like lower overall survival and higher risk of infection [99, 100]. Surface markers such as CD45RA, CD28, CD27, CD62L, and CCR7 can be used to differentiate naïve, effector, effector memory, and central memory CD4+ and CD8+ subsets [101, 102]. The surface markers expressed by naïve T cells are CD45RA+CCR7+; central memory T cells are CD45RA-CCR7+; effector memory T cells are CD45RA-CCR7–; and effector T cells are CD45RA+CCR7– [91]. CD4+ T cells also include regulatory T cells (CD25+FoxP3+) and Th17 cells [103, 104]. The expression of CD27, IgM, and IgD helps in distinguishing between naïve B cells (CD27-IgD+), memory B cells (CD27+IgD+), and isotype switched memory B cells (CD27+IgD-) [105]. Myeloid and plasmacytoid dendritic cells can be distinguished based on the expression of CD123 and CD11c: CD123low CD11c+(myeloid) and CD123bright CD11c- (plasmacytoid) [106].
\nTRECs have been suggested as a marker for reconstitution of naïve T cells (CD4+CD45RA+) derived from the thymus. TRECs, however, remain low up to 6 months after HSCT [107]. Due to thymic atrophy with age, older patients have T cells with low TCR repertoire, which leads to higher risk of infections leading to lower transplant outcomes [108, 109]. Thymopoiesis can also be evaluated by measuring the number of TRECs by real-time quantitative in purified CD4+ and CD8+ T cells [110]. Lewin et al. [111] reported faster recovery of TRECs in younger patients and patients who received conventional grafts as compared to T-cell depleted grafts. Lower levels of TRECs are associated with GvHD and opportunistic infections [77, 112].
\nCertain cytokines can also be used as predictive markers for transplant outcomes. One such marker is IL7, which can be used to evaluate successful T-cell recovery. Increased IL7 is associated with delayed reconstitution and increased mortality and aGvHD [113]. High levels of IL6, GCSF, and IL2α have also been indicated in association with risk of aGvHD [96, 114]. For assessing chronic GvHD, high levels of IL8 and low levels of IL17A have been suggested [103, 115]. Min et al. [104] have also correlated high levels of IL6 and IL10 with poor transplant-related outcomes.
\nFurther, T- and B-cell receptor repertoire gene arrangements can be evaluated by molecular techniques such as next generation sequencing [116, 117]. Michalek et al. [118] have demonstrated β chain sequencing of the T-cell receptor in order to identify the T-cell clones that could mediate either graft-versus-host disease or graft-versus-leukemia effect. Brink et al. [9] reported higher diversity in CD4+ T cells than CD8+ T cells following allogeneic HSCT. Greater diversity was observed in cord blood grafts, followed by unmanipulated grafts and T-cell depleted grafts.
\nMany strategies, such as administration of recombinant cytokines, adoptive cell therapy, and hormone-based therapies, have recently been used to improve immune reconstitution after transplantation.
\nIL7 cytokine has been shown to effectively enhance reconstitution of T and B lymphoid cells by enabling thymopoiesis [105, 119]. It has been demonstrated that IL7 increased the CD3+, CD4+, and CD8+ T-cell levels to more than four folds and also leads to increase in functional and diverse T cells [120]. Administering IL-7 predominantly increases the naïve CD8+ T cells. The timing of administering is, however, important, as administering early after transplant aggravates GvHD [116, 121], whereas administering it at a later stage after HSCT results in lower risk of GvHD. This is contributed by the activation of alloreactive T cells that express lower IL-7Rα levels [32, 38]. Other cytokines that enable immune reconstitution are insulin-like growth factor 1(IGF-1), IL22, IL15, and IL12 [122, 123, 124]. IL15 has been shown to significantly increase the reconstitution of CD8+ T cells and NK cells and improve the GvL effect in haploidentical murine models [125]. Sauter et al. [126] reported better lymphocyte reconstitution after IL-15 administration in T-cell depleted allogeneic HSCT; however, it has been shown to worsen GvHD.
\nRecently, it has been suggested that modulating the function of dendritic cells could reduce GvHD while maximizing GvL [127]. Studies on reconstitution of dendritic cells after HSCT have been contradictory. Maraskovsky et al. [128] have shown that treatment with Flt3-L can expand DC subsets; however, when administered after HSCT, it can worsen GvHD [38]. Gauthier et al. [38] have demonstrated that SDF-1α therapy can expand the DC1 subsets and lower the severity of GvHD. Because of their immunosuppressive properties, mesenchymal stem cells have recently been used for suppressing GvHD [129, 130, 131]. Mesenchymal stem cells release cytokines such as IL-7, which improve T-cell survival and promote reconstitution of dendritic cells by secreting SDF-1α [132].
\nNK-cell immunotherapy is one of the novel strategies underway to reduce GvHD and enhance graft-versus-leukemia effect in a KIR-HLA mismatched haploidentical HSCT [133, 134, 135].
\nRecently, few studies have identified the association of reconstitution of certain immune subsets with predicting post-HSCT outcomes. However, these studies are often limited by small sample size, lack of detailed immune reconstitution, and secretome profile, which could be used as biomarkers to predict immune reconstitution. Prospective studies involving a large number of patients should be conducted to determine which immune factors and tests to detect the same could have prognostic value and understand the impact of such predictive risk factors on transplant outcomes. This is most beneficial, especially for recipients of haploidentical HSCT, in which a routine strategy could be adopted to result in faster immune reconstitution and hence lower probability of poor transplant outcomes, such as TRM, relapse, and GvHD.
\nThe authors declare no conflict of interest.
The increasing need of construction areas for infrastructure facilities like roads, rails, etc. that spread over large spaces confines the choice of neglecting those locations where poor soil is available. This open the scope of strengthening the available soil by using some ground improvement method. Ground improvement methods address many ground conditions problem and help in modifying the engineering aspects of available soils as per the requirements. These techniques also help in obtaining economical and environmental friendly solutions to mitigate the issues related to soil for construction purpose. Some basic ground improvement techniques including densification, dewatering and use of admixtures and reinforcement are being adopted from ancient times.
Several ground improvement techniques are currently in use to improve the engineering properties of soils. These modification techniques have been divided into several categories [1].
Mechanical modification: This includes physical modification of soil and can be carried out by means of controlled densification either by placement and compaction of soil or in-situ methods of soil improvement for deeper application. This includes static and dynamic compaction, and vibro-compaction. This method is most suitable for granular soils.
Hydraulic modification: This involves the modification of flow, seepage and drainage characteristics of soil. This is done by lowering water table, decreasing or increasing soil permeability, consolidation and preconsolidation by using vertical drains to minimize settlement and compressibility and increasing overall strength.
Physical and chemical modification: This deals with the stabilization of soil by physiochemical changes of the soil structure. This includes physical mixing of some chemical or additive material like cement, lime, industrial wastes (fly ash, ground granulated blast furnace slag etc.), injection of grouting materials, bioremediation of soil, thermal treatment.
Modification by inclusion, confinement and reinforcement: This includes application of some other manufactured materials within the soil mass. This involves use of reinforcement as tension resisting element in different forms known as soil-reinforcement. This also includes soil nailing, soil anchor and inclusion of stone column.
The above mentioned soil modification techniques are not limited to any particular type of soil. It can be adopted for any soil depending on their suitability and ease of field applicability, economic constraints along with the availability of resources for their implementation on any particular site.
Among several ground improvement methods, soil reinforcement is an effective and dependable method for upgrading the strength and stability of various civil engineering construction practice including pavement, embankment, retaining structures, foundations and slopes. Reinforced soil is a composite mass in which tension resisting elements in different forms (geosynthetics, fibers etc.) are embedded to increase the strength, stiffness, compressibility and permeability of soils. After the earliest reinforcement in the form of galvanized steel strips of high tensile modulus, use of synthetic materials named as geosynthetics in different forms (geogrid, geotextile, geocomposite etc.), and of natural products (bamboo, jute, and coir) are being adopted in the form of sheets or meshes. In most applications, the conventional method of soil reinforcement is in a continuous planer form introduced within the soil mass in a definite pattern, resulting in the systematically reinforced soil [2]. The one-dimensional orientation of reinforcement is installed sequentially in alternating layers as per the design requirements of the structure.
Fiber-reinforced soil has gained popularity in around last 35–40 years [2] where flexible, discrete fibers are being mixed within soil mass. Fibers act like tension resisting element which cause significant amendment in the various engineering aspects of soil including strength, stiffness, compressibility, permeability. Unlike conventional soil reinforcement methods, fiber-reinforced soil maintain strength uniformity within the soil mass by evading the generation of any weak plane during field placement. Fibers are available in abundance in natural and waste form, and also manufactured in desired properties known as synthetic fibers. Utilization of waste fibers (tyre derived fibers, plastic waste fibers etc.) for civil engineering work can help in solving disposal problems which will be cost effective and also help in enriching the environment.
The method of fiber reinforcement in soil is being used from ancient times where natural fibers in the form of straw were mixed in the soil brick to provide integrity by arresting the crack development [3]. The curiosity of fiber-reinforced soil in last century started by Waldron [4] when he investigated the effect of roots of plant and tree on the earth slope stability. With increasing attention, fiber reinforced soil is increasingly providing an option of its use behind retaining structure as backfill material [2], construction of embankments [5, 6, 7], slopes stabilization [8], earth retaining constructions [9] and clay liners [10].
The use of fibers in natural and synthetic form like coir, jute, wool, steel, nylon, polyester, polypropylene, and fiber glass as tension elements for various soil have been reported by other investigators by means of unconfined compression, CBR, direct shear and triaxial compression tests in the last 35–40 years [2]. However, the preliminary works was largely on fiber-reinforced sand where the influence of the key aspects such as fiber concentration, fiber aspect ratio, soil compaction level and testing environments on the overall performance of fiber-reinforced sand was studies [11, 12, 13, 14, 15].
The effects of fiber inclusion on clayey soils have been explored by direct shear tests [16, 17, 18], triaxial compression tests [19, 20, 21, 22], unconfined compression tests [23, 24, 25, 26, 27, 28, 29], tensile strength tests [30], fiber pullout tests [31] and CBR tests [32, 33, 34]. The common findings of the past investigations on fiber-reinforced soil are that the fiber inclusion increases the stress–strain responses, UCS, soil ductility and CBR, and modify the post-peak strength reduction of soil. The inducement of shear strength happens up to some controlling fiber concentration and fiber length.
The fiber benefits depend on the bond strength and surficial interaction between soil and fiber [17]. The soil particle size also influences the shear strength of fiber reinforced soil [35]. Fiber reinforcement had also effectively reduced the amount and degree of desiccation and tension cracks development, suppressed the swelling potential, and increased the permeability of clay soils [36, 37, 38]. It has been noted that the compressive strength of fiber-reinforced soil is highly controlled by the size of specimen [39] and compaction state [28, 29].
In this present study, an attempt has been made to investigate the effect of glass fiber inclusion on the strength aspect of a clayey soil for its possible suitability for road pavement construction. The investigation has been carried out by conducting compaction, UCS, CBR and triaxial compression test by varying fiber content.
Locally available clayey soil was found form the nearby hill slope in the outskirt of Guwahati city of Assam state in India. The particle size distribution curve of the tested soil is presented in Figure 1. The soil confined 25%, 54% and 21%, sand, silt and clay size particles, respectively. The soil had 46% liquid limit, 25% plastic limit value. As per Unified Soil Classification System (USCS) according to ASTM D2487 [40], the soil was classified as low plastic clay (CL). The coefficient of uniformity and the coefficient of curvature based on the gradation curve were 12.5 and 3.125, respectively. The optimum moisture content (OMC) and maximum dry unit weight (MDU) values of the soil were 19.4% and 16.8 kN/m3, respectively as per ASTM D698 [41].
Particle size distribution curve of clayey soil.
Glass fiber of 20 mm length nd 0.15 mm average diameter was used as reinforcement (Figure 2). The glass fiber has specific gravity and water absorption capacity as 2.57 and zero respectively. The modulus of elasticity, tensile strength and elongation at break of the glass fiber were 112.3 GN/m3, 1.53 GN/m2, and 1.8%, respectively. As glass fiber has higher stiffness, strength, high ratio of surface area to weight, dimensional stability [42], and is ready available and non-biodegradable [43], it can be more valuable for long-term soil remediation. Glass fiber has also been found to retain its elastic modulus and tensile strength at 70–75% of that of raw fibers even under 450°C temperature [44] and thus will be suitable for the country where environmental temperature becomes high in the range of 50° in summer.
Commercially available glass fiber used in this study.
Designated weight of dry soil, fiber and water was taken and mixed in a steel tray. At first, the dry soil was mixed only with water, and then fiber was added with moist soil in small increments manually taking proper care. Thereafter, the soil-fiber homogeneous mix was shifted to a poly bags and reserved in a desiccators for 24 hrs to confirm its moisture steadiness. Afterward, the soil-fiber mixture was compacted in a cylindrical mold of 38 mm inner diameter having detachable collars at both ends for UCS and triaxial test sample. The whole amount of moist soil-fiber mix was shifted into the mold from either end, after fixing the collar at the other end. Subsequently, compaction was done from both ends by giving simultaneous equal rotation to the collars till the specimen length of 76 mm was attained. For CBR test, the specimen was compacted in CBR mold using standard proctor compaction energy as per ASTM D 698 [41].
It was decided not to go for fiber content above 1% as with 1% fiber content, homogeneous mixing of fibers was difficult due to formation of soil-fiber lumps. 20 mm fiber of different fiber doses (
The standard compaction tests were performed for unreinforced and glass fiber-reinforced soil according to ASTM D698 [41] to obtain the OMC and MDU value of various mixes. Unconfined compressive Strength (UCS) test were performed as per ASTM D 2166/D 2166 M [45] with 1.25 mm/min axial strain rate for all specimens. Consolidated undrained (CU) triaxial tests were performed according to ASTM D4767 [46] with an axial strain rate of 0.12 mm/min for different soil fiber mixes under varying confining pressure ranging from 100 to 400 kPa. Load, axial deformation and pore pressure during triaxial test were electronically measured and recorded by load cell of a capacity of 10 kN with a sensibility of 0.01kN, LVDT of capacity ±20 mm with a sensibility of 0.01 mm and pore pressure transducers, respectively. The CBR tests were performed as per ASTM D 1883 [47] under both unsoaked and soaked conditions for all soil-fiber mixes.
The effectiveness of fiber within soil depends on its mixing efficiency. To investigate the distribution of fibers along the height of reinforced specimen, several fiber-reinforced specimens were disintegrated along its height. Three individual specimens were prepared for each fiber length and fiber content, and each specimen was cut into three equal pieces along the specimen height and the weight of fiber in each piece was calculated. At the time of specimen cutting along diameter, it was noticed that most of the fibers within specimen were aligned in the near horizontal direction perpendicular to the specimen height. Further, the fibers were noted to be uniformly distributed in the cutting plane of each specimen.
For segregating the fibers from the soil-fiber mix, each piece was crushed separately and the crushed soil-fiber was washed through a net of sieves of size 2 mm, 0.425 mm and 0.075 mm. All the soil particles were completely washed away from the 2 mm sieve to the 0.425 and 0.075 mm sieves, whereas most of the fibers were retained on 2 mm sieve. Further, the retained materials on 0.425 and 0.075 mm sieves were transferred to a bucket containing water. Then the water was stirred which settled the soil particles and fibers were accumulated on the water surface. In this way, the fibers were completely separated from the soil-fiber mix from each individual piece. The collected fibers of individual piece were oven dried and weighted. The percentage of fiber in each piece of individual specimen was then evaluated based on total weight of fiber mixed in that specimen.
Typical values of measured fiber content in three different parts of specimens of UCS test for different soil-fiber mixes are given in Table 1 along with their standard deviation. The percentage of distributed fibers within three different parts of any reinforced specimen is relatively close. Therefore, it can be inferred that the mixing efficiency of fibers is uniform along the height of the specimen to some extent, and fibers can be considered to be distributed homogeneously in the specimen. The standard deviation of fiber distribution is varying between ±0.16 to ±4.01%, and the values are found to be higher at higher fiber content indicating that the fiber mixing efficiency decreases at higher content.
1/3 Top | 1/3 Middle | 1/3 Bottom | |||||
---|---|---|---|---|---|---|---|
Fiber distribution, % | Standard deviation, ± % | Fiber distribution, % | Standard deviation, ± % | Fiber distribution, % | Standard deviation, ± % | ||
20 | 0.25 | 33.37 | 0.80 | 34.60 | 1.61 | 32.00 | 0.16 |
0.5 | 34.07 | 1.03 | 32.07 | 2.29 | 33.90 | 0.51 | |
0.75 | 32.77 | 1.60 | 34.33 | 2.58 | 33.80 | 2.16 | |
1 | 33.43 | 2.35 | 33.37 | 3.56 | 33.20 | 4.01 |
Distribution of fibers in different part of reinforced specimen.
However, during field application, ensuring the uniformity of fiber in the large soil-fiber mass will be very challenging, especially for higher fiber dose. Therefore, for maintaining the uniformity of fibers within soil mass for large scale applications, it is important to use better mixing technique.
The compaction curves of all specimens, with different combinations of fiber content are depicted in Figure 3, and their respective OMC and MDU values are shown in Figure 4. The OMC and MDU of the unreinforced soil are found as 19.4% and 16.80 kN/m3, respectively. As the fiber content increases, there is a minor enhancement in OMC from 19.4% to 19.7% and a small decrease in MDU from 16.80 to 16.57 kN/m3. As the OMC and MDU variation is marginal, for specimen preparation of either unreinforced or fiber-reinforced soil, the specimens were compacted at the OMC and MDU value of unreinforced soil.
Effect of fiber content on compaction curve.
Variation of compaction parameters (OMC and MDU) with fiber content.
Figure 5 presents unconfined compression test curve showing the effect of fiber content for all reinforced specimens. As fibers are added to the soil, the stress–strain behavior has modified appreciably in terms of both peak stress and strain improvement. This is followed by decrease of post-peak stress loss, showing stimulation of plastic nature to the soil and the brittleness nature transforms gradually to ductile. The maximum stress is found for the specimen with 0.75% fibers, and addition of additional fiber of 1% results in strength reduction. This shows that there is an optimal fiber content where advantage of reinforcement is the maximum. As the fiber content increases further to 1%, the number of fibers in soil increases such that the availability of soil matrix quantity for holding the fibers may not be that adequate to develop optimum bond among all soil-fiber interfaces. Consequently, the tensile strength of all fibers is not mobilized completely causing in peak strength drop at 1% fiber. However, the UCS of specimen reinforced with 1% fibers is higher than that of with 0.5% fibers. Fiber reinforcement advantage is mainly subjective to the bond strength and friction between soil particles and fibers [21]. It was also noted that at the time of soil-fiber mixing with 1% fibers, uniform mixing of fibers was difficult and development of fiber lumps started to become visible which hindered the specimen uniformity.
Effect of fiber content on stress–strain response.
The peak UCS and corresponding axial strain of all tested samples are represented in Figure 6. It has been found that with increasing fiber content the peak axial strain is increasing continuously indicating the more ductility in the soil specimen with added glass fibers. The peak axial strain of unreinforced soil was 2.65% which has increases maximum to 10.85% at 1% fiber content indicating around four time increment of peak axial strain. The UCS value is noted to be 137 kPa for unreinforced soil which improved to 181 kPa, 238 kPa, 279 kPa and 239 kPa for 0.25%, 0.5%, 0.75% and 1% fiber content, respectively showing around a maximum two fold increment of UCS value with 0.75% fiber content.
Effect of fiber content on UCS and peak strain.
Figure 7 depicts the failure patterns of unreinforced and reinforced specimens. The unreinforced soil specimen (Figure 7a), showing a single shear plane across the specimen indicating its brittle behavior. This brittleness of unreinforced soil can also be observed from the stress–strain curve (Figure 5), where a sudden drop in stress is noted after peak. For specimen reinforced with 0.25% and 0.5% fiber, some dissimilar multi-shear planes in some portion of the sample are noted to develop (Figure 7b and c). Whereas, with 0.75% and 1% higher fiber dose, the specimens undergone largely bulging with the development of minor fissures around the sample (Figure 7d and e). The bridging effect of the fibers restricted the progress of shear planes or fissures, causing reallocation of stresses within the reinforced sample. It has also been noted in stress–strain response that the specimen fails at gradually higher axial strain with high fiber content (Figure 5), reflecting the inducement of ductility.
Effect of fiber inclusion on specimen failure mode: (a) fc = 0%; (b) fc = 0.25%; (c) fc = 0.5%; (d) fc = 0.75%; (e) fc = 1%.
The load-penetration responses of the CBR tests on unreinforced and reinforced soil samples with varying fiber content are presented in Figure 8 for unsoaked condition. The load carrying capability of the samples increases with fiber content up to 0.75%, signifying that fibers can improve the load-penetration behavior. The bearing capacity of the specimens improves continuously with penetration depth up to 15 mm for all fiber contents, representing clearly that the specimen peak strength has not been attained even at 15 mm deformation, and that the fibers have not been pullout or rupture and are still in tension. At higher penetration, the curve slope decreases signifying that the rate of bearing capacity enhancement is diminishing.
Effect of fiber content on load-penetration response under unsoaked condition.
The fiber indentations due to the soil particles permit to develop adhesion within soil and fiber [48], ensuring enhanced load carrying capacity of the reinforced soil. Tang et al. [21] told that randomly distributed fibers perform as a three-dimensional arrangement which interlocks soil grains, and restricts the movement of soil, improving the stretching resistance between soil and fibers, ensuing strength inducement. Also, the tensile restraint in the fibers imparts supplementary soil confinement [49] and results in enhancement of specimen strength.
The CBR values under both soaked and unsosked condition are shown in Figure 9. Maximum enrichment in CBR for soaking condition is with 0.75% fiber. The maximum enhancement of CBR is from 6.45% to 18.94% under unsoaked condition and 2.89% to 8.23% under soaked condition with 0.75% fiber. For use in field, the determination of optimal soil-fiber mixture is important. For 4 days soaked condition, the CBR of the parent soil is 2.89%, and the maximum CBR of 8.23% is obtained with 0.75% fibers. Therefore, according to IRC: SP: 72 [50], the unreinforced soil is of very poor quality subgrade material (soaked CBR less than 3%), which can be upgraded to good quality subgrade material (soaked CBR between 7% and 9%). However, according to IRC: 37 [51], a minimum soaked CBR value of 6% is essential for subgrade layer of low-volume flexible pavements. Thus, the clayey soil mixed with 0.5, 0.75% and 1% glass fibers having CBR values of 6.89%, 8.23% and 7.62%, respectively can be used in subgrade layer of low-volume flexible pavements.
Effect of fiber inclusion on CBR value under both soaked and unsoaked conditions.
The effect of fiber content on stress–strain and pore water pressure-strain behavior for all specimens sheared under 100 kPa confinement, are shown in Figure 10 and Figure 11, respectively. The deviator stress-axial strain response was found to enhance continuously with fiber content only up to 0.75% and then remain close to 0.75% fibers with 1% fiber. No peak appears till 20% strain for any specimen tested (Figure 10). Similar stress–strain response on fiber reinforced soil where no clear peak was observed, even at an axial strain of 20% was noted by Andersland and Khattak [52], Ranjan et al. [35] and Estabragh et al. [22].
Effect of fiber content on deviator stress-axial strain response.
Effect of fiber content on pore pressure response.
As fiber content increases, number of fiber increases within specimen which provide additional surficial friction between soil and fiber. Consequently additional mobilization of fiber tensile strength occurs with fiber content, which ultimately increases the overall strength of specimen. The initial stiffness at smaller strain (< 1%) of specimen was found to decrease with fiber content which was different from that of Ranjan et al. [35] and Estabragh et al. [22] where the initial stiffness of fiber reinforced soil was improved with fiber content. The decrease in initial stiffness with fiber content is due to the fact that the fiber within compacted specimen remains in compression at the start of shearing under confining pressure. With increasing axial strain during shearing of specimen, the fiber gets stretched by surficial interaction with soil particles and mobilizes its tensile strength resulting in improvement of strength and stiffness of the specimen.
The contraction or dilation behavior of specimen particles can be related with the generated pore water pressure during shearing and can be found by inspecting the slope of pore pressure response. The positive slope specifies the contraction behavior while negative slope indicates specimen dilation. The generated pore pressure generation was found to be positive for both unreinforced and reinforced specimens indicating contractive behavior (Figure 11). The positive pore water pressure generation increased with fiber content, indicating that that the increase of fiber content increased the contractive behavior of specimen by uniformly distributing the stresses within the specimen.
Stiffness is a measure of resistance offered by a material against its deformation under external applied load. Stiffness of specimen can be expressed in terms of stiffness modulus which is the ratio of stress to the corresponding axial strain. The effect of fiber content on stiffness modulus is shown in Figure 12 under 100 kPa confining pressure. The initial stiffness of soil at smaller axial strain (<1%) is found to decrease with increasing fiber content, while at higher axial strain (> 1%) the stiffness modulus can be noted to increase with fiber content up to 0.75%. The decrease in stiffness at lower axial strain is due to the fact that reinforcement needs some stretching to mobilize its tensile strength. At smaller axial stain level as soil particles move, it try to stretch the fiber and after some deformation the fiber start to work. In this case the limiting value of that point is noted around 1%. Nevertheless, stiffness modulus remains much higher than that of unreinforced specimen with 1% fiber content. For any fiber content stiffness modulus was noted to be higher at small axial strain and it progressively decreased with increasing axial strain. The stiffness modulus reduction rate decreased at higher axial strain.
Effect of fiber content on stiffness modulus response.
Effect of fiber benefit on strength of soil during undrained shearing has been presented in terms of a parameter called strength ratio (
The influence of fiber content on
Effect of fiber content on strength ratio.
Following conclusions have been drawn from the experimental investigation of glass fiber-reinforced clayey soil:
Mixing efficiency of fibers within soil mass decreases with increasing fiber content.
Addition of glass fibers marginally changes the compaction parameters (OMC and MDU) of clayey soil.
The UCS, CBR and shear strength of clayey soil increases with glass fiber content up to a limiting value of 0.75%.
The addition of glass fibers enhances the UCS of clayey soil by around two fold, CBR by 2.8 times and shear strength by around 1.75 times that of unreinforced soil.
The glass fiber inclusion continuously increases ductility of clayey soil.
The inclusion of glass fibers decreases the stiffness modulus of clayey soil at smaller axial strain and then increases the stiffness at higher axial strain. The boundary of axial strain which changes the stiffness behavior is noted to be around 1%.
The strength ratio of clayey soil decreases with increasing confining pressure for any fiber content.
The 20 mm glass fibers of 0.5%, 0.75% and 1% is found to be used expressively in the subgrade layer of low-volume flexible pavement.
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Ovarian cancers are heterogenous cancers where each subtype possesses a varied morphology and biologic behavior. Accumulating evidence has identified each of these subtypes characterized with specific pathways activated in each along with specific gene alterations. For example, high-grade serous ovarian cancer is characterized by universal TP53 mutation, mucinous ovarian cancer with KRAS mutation and clear cell or endometrioid ovarian cancers with ARID1A mutations. With the current focus of molecular-targeted therapies for cancer, such druggable markers serve as excellent targets for precision therapy and combination therapy. This chapter, provides an overview of the critical molecular pathways activated in the ovarian cancer subtypes with its druggable targets studied in ovarian cancer. 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Third, the integrative analysis of TCGA transcriptomics and mitochondrial proteomics in ovarian cancer revealed that 16 survival-related lncRNAs were mediated by ivermectin, SILAC quantitative proteomics analysis revealed that ivermectin extensively inhibited the expressions of RNA-binding protein EIF4A3 and 116 EIF4A3-interacted genes including those key molecules in energy metabolism pathways, and also those lncRNAs regulated EIF4A3-mRNA axes. Thus, ivermectin mediated lncRNA-EIF4A3-mRNA axes in ovarian cancer to exert its anticancer capability. Further, lasso regression identified the prognostic model of ivermectin-related three-lncRNA signature (ZNRF3-AS1, SOS1-IT1, and LINC00565), which is significantly associated with overall survival and clinicopathologic characteristics in ovarian cancer patients. 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In 2021 he has been awarded the “Raul Isturiz Award” Medal of the API. Also, in 2021, he was awarded with the “Jose Felix Patiño” Asclepius Staff Medal of the Colombian Medical College, due to his scientific contributions to COVID-19 during the pandemic. He is currently the Editor in Chief of the journal Travel Medicine and Infectious Diseases. 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His research interest focuses on computational chemistry and molecular modeling of diverse systems of pharmacological, food, and alternative energy interests by resorting to DFT and Conceptual DFT. He has authored a coauthored more than 255 peer-reviewed papers, 32 book chapters, and 2 edited books. He has delivered speeches at many international and domestic conferences. He serves as a reviewer for more than eighty international journals, books, and research proposals as well as an editor for special issues of renowned scientific journals.",institutionString:"Centro de Investigación en Materiales Avanzados",institution:{name:"Centro de Investigación en Materiales Avanzados",country:{name:"Mexico"}}},{id:"76477",title:"Prof.",name:"Mirza",middleName:null,surname:"Hasanuzzaman",slug:"mirza-hasanuzzaman",fullName:"Mirza Hasanuzzaman",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/76477/images/system/76477.png",biography:"Dr. Mirza Hasanuzzaman is a Professor of Agronomy at Sher-e-Bangla Agricultural University, Bangladesh. He received his Ph.D. in Plant Stress Physiology and Antioxidant Metabolism from Ehime University, Japan, with a scholarship from the Japanese Government (MEXT). Later, he completed his postdoctoral research at the Center of Molecular Biosciences, University of the Ryukyus, Japan, as a recipient of the Japan Society for the Promotion of Science (JSPS) postdoctoral fellowship. He was also the recipient of the Australian Government Endeavour Research Fellowship for postdoctoral research as an adjunct senior researcher at the University of Tasmania, Australia. Dr. Hasanuzzaman’s current work is focused on the physiological and molecular mechanisms of environmental stress tolerance. Dr. Hasanuzzaman has published more than 150 articles in peer-reviewed journals. He has edited ten books and written more than forty book chapters on important aspects of plant physiology, plant stress tolerance, and crop production. According to Scopus, Dr. Hasanuzzaman’s publications have received more than 10,500 citations with an h-index of 53. He has been named a Highly Cited Researcher by Clarivate. He is an editor and reviewer for more than fifty peer-reviewed international journals and was a recipient of the “Publons Peer Review Award” in 2017, 2018, and 2019. He has been honored by different authorities for his outstanding performance in various fields like research and education, and he has received the World Academy of Science Young Scientist Award (2014) and the University Grants Commission (UGC) Award 2018. He is a fellow of the Bangladesh Academy of Sciences (BAS) and the Royal Society of Biology.",institutionString:"Sher-e-Bangla Agricultural University",institution:{name:"Sher-e-Bangla Agricultural University",country:{name:"Bangladesh"}}},{id:"187859",title:"Prof.",name:"Kusal",middleName:"K.",surname:"Das",slug:"kusal-das",fullName:"Kusal Das",position:null,profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bSBDeQAO/Profile_Picture_1623411145568",biography:"Kusal K. Das is a Distinguished Chair Professor of Physiology, Shri B. M. Patil Medical College and Director, Centre for Advanced Medical Research (CAMR), BLDE (Deemed to be University), Vijayapur, Karnataka, India. Dr. Das did his M.S. and Ph.D. in Human Physiology from the University of Calcutta, Kolkata. His area of research is focused on understanding of molecular mechanisms of heavy metal activated low oxygen sensing pathways in vascular pathophysiology. He has invented a new method of estimation of serum vitamin E. His expertise in critical experimental protocols on vascular functions in experimental animals was well documented by his quality of publications. He was a Visiting Professor of Medicine at University of Leeds, United Kingdom (2014-2016) and Tulane University, New Orleans, USA (2017). For his immense contribution in medical research Ministry of Science and Technology, Government of India conferred him 'G.P. Chatterjee Memorial Research Prize-2019” and he is also the recipient of 'Dr.Raja Ramanna State Scientist Award 2015” by Government of Karnataka. He is a Fellow of the Royal Society of Biology (FRSB), London and Honorary Fellow of Karnataka Science and Technology Academy, Department of Science and Technology, Government of Karnataka.",institutionString:"BLDE (Deemed to be University), India",institution:null},{id:"243660",title:"Dr.",name:"Mallanagouda Shivanagouda",middleName:null,surname:"Biradar",slug:"mallanagouda-shivanagouda-biradar",fullName:"Mallanagouda Shivanagouda Biradar",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/243660/images/system/243660.jpeg",biography:"M. S. Biradar is Vice Chancellor and Professor of Medicine of\nBLDE (Deemed to be University), Vijayapura, Karnataka, India.\nHe obtained his MD with a gold medal in General Medicine and\nhas devoted himself to medical teaching, research, and administrations. He has also immensely contributed to medical research\non vascular medicine, which is reflected by his numerous publications including books and book chapters. Professor Biradar was\nalso Visiting Professor at Tulane University School of Medicine, New Orleans, USA.",institutionString:"BLDE (Deemed to be University)",institution:{name:"BLDE University",country:{name:"India"}}},{id:"289796",title:"Dr.",name:"Swastika",middleName:null,surname:"Das",slug:"swastika-das",fullName:"Swastika Das",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/289796/images/system/289796.jpeg",biography:"Swastika N. Das is Professor of Chemistry at the V. P. Dr. P. G.\nHalakatti College of Engineering and Technology, BLDE (Deemed\nto be University), Vijayapura, Karnataka, India. She obtained an\nMSc, MPhil, and PhD in Chemistry from Sambalpur University,\nOdisha, India. Her areas of research interest are medicinal chemistry, chemical kinetics, and free radical chemistry. She is a member\nof the investigators who invented a new modified method of estimation of serum vitamin E. She has authored numerous publications including book\nchapters and is a mentor of doctoral curriculum at her university.",institutionString:"BLDEA’s V.P.Dr.P.G.Halakatti College of Engineering & Technology",institution:{name:"BLDE University",country:{name:"India"}}},{id:"248459",title:"Dr.",name:"Akikazu",middleName:null,surname:"Takada",slug:"akikazu-takada",fullName:"Akikazu Takada",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/248459/images/system/248459.png",biography:"Akikazu Takada was born in Japan, 1935. After graduation from\nKeio University School of Medicine and finishing his post-graduate studies, he worked at Roswell Park Memorial Institute NY,\nUSA. He then took a professorship at Hamamatsu University\nSchool of Medicine. In thrombosis studies, he found the SK\npotentiator that enhances plasminogen activation by streptokinase. He is very much interested in simultaneous measurements\nof fatty acids, amino acids, and tryptophan degradation products. By using fatty\nacid analyses, he indicated that plasma levels of trans-fatty acids of old men were\nfar higher in the US than Japanese men. . He also showed that eicosapentaenoic acid\n(EPA) and docosahexaenoic acid (DHA) levels are higher, and arachidonic acid\nlevels are lower in Japanese than US people. By using simultaneous LC/MS analyses\nof plasma levels of tryptophan metabolites, he recently found that plasma levels of\nserotonin, kynurenine, or 5-HIAA were higher in patients of mono- and bipolar\ndepression, which are significantly different from observations reported before. In\nview of recent reports that plasma tryptophan metabolites are mainly produced by\nmicrobiota. He is now working on the relationships between microbiota and depression or autism.",institutionString:"Hamamatsu University School of Medicine",institution:{name:"Hamamatsu University School of Medicine",country:{name:"Japan"}}},{id:"137240",title:"Prof.",name:"Mohammed",middleName:null,surname:"Khalid",slug:"mohammed-khalid",fullName:"Mohammed Khalid",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/137240/images/system/137240.png",biography:"Mohammed Khalid received his B.S. degree in chemistry in 2000 and Ph.D. degree in physical chemistry in 2007 from the University of Khartoum, Sudan. He moved to School of Chemistry, Faculty of Science, University of Sydney, Australia in 2009 and joined Dr. Ron Clarke as a postdoctoral fellow where he worked on the interaction of ATP with the phosphoenzyme of the Na+/K+-ATPase and dual mechanisms of allosteric acceleration of the Na+/K+-ATPase by ATP; then he went back to Department of Chemistry, University of Khartoum as an assistant professor, and in 2014 he was promoted as an associate professor. In 2011, he joined the staff of Department of Chemistry at Taif University, Saudi Arabia, where he is currently an assistant professor. His research interests include the following: P-Type ATPase enzyme kinetics and mechanisms, kinetics and mechanisms of redox reactions, autocatalytic reactions, computational enzyme kinetics, allosteric acceleration of P-type ATPases by ATP, exploring of allosteric sites of ATPases, and interaction of ATP with ATPases located in cell membranes.",institutionString:"Taif University",institution:{name:"Taif University",country:{name:"Saudi Arabia"}}},{id:"63810",title:"Prof.",name:"Jorge",middleName:null,surname:"Morales-Montor",slug:"jorge-morales-montor",fullName:"Jorge Morales-Montor",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/63810/images/system/63810.png",biography:"Dr. Jorge Morales-Montor was recognized with the Lola and Igo Flisser PUIS Award for best graduate thesis at the national level in the field of parasitology. He received a fellowship from the Fogarty Foundation to perform postdoctoral research stay at the University of Georgia. He has 153 journal articles to his credit. He has also edited several books and published more than fifty-five book chapters. He is a member of the Mexican Academy of Sciences, Latin American Academy of Sciences, and the National Academy of Medicine. He has received more than thirty-five awards and has supervised numerous bachelor’s, master’s, and Ph.D. students. Dr. Morales-Montor is the past president of the Mexican Society of Parasitology.",institutionString:"National Autonomous University of Mexico",institution:{name:"National Autonomous University of Mexico",country:{name:"Mexico"}}},{id:"217215",title:"Dr.",name:"Palash",middleName:null,surname:"Mandal",slug:"palash-mandal",fullName:"Palash Mandal",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/217215/images/system/217215.jpeg",biography:null,institutionString:"Charusat University",institution:null},{id:"49739",title:"Dr.",name:"Leszek",middleName:null,surname:"Szablewski",slug:"leszek-szablewski",fullName:"Leszek Szablewski",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/49739/images/system/49739.jpg",biography:"Leszek Szablewski is a professor of medical sciences. He received his M.S. in the Faculty of Biology from the University of Warsaw and his PhD degree from the Institute of Experimental Biology Polish Academy of Sciences. He habilitated in the Medical University of Warsaw, and he obtained his degree of Professor from the President of Poland. Professor Szablewski is the Head of Chair and Department of General Biology and Parasitology, Medical University of Warsaw. Professor Szablewski has published over 80 peer-reviewed papers in journals such as Journal of Alzheimer’s Disease, Biochim. Biophys. Acta Reviews of Cancer, Biol. Chem., J. Biomed. Sci., and Diabetes/Metabol. Res. Rev, Endocrine. He is the author of two books and four book chapters. He has edited four books, written 15 scripts for students, is the ad hoc reviewer of over 30 peer-reviewed journals, and editorial member of peer-reviewed journals. Prof. Szablewski’s research focuses on cell physiology, genetics, and pathophysiology. He works on the damage caused by lack of glucose homeostasis and changes in the expression and/or function of glucose transporters due to various diseases. He has given lectures, seminars, and exercises for students at the Medical University.",institutionString:"Medical University of Warsaw",institution:{name:"Medical University of Warsaw",country:{name:"Poland"}}},{id:"173123",title:"Dr.",name:"Maitham",middleName:null,surname:"Khajah",slug:"maitham-khajah",fullName:"Maitham Khajah",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/173123/images/system/173123.jpeg",biography:"Dr. Maitham A. Khajah received his degree in Pharmacy from Faculty of Pharmacy, Kuwait University, in 2003 and obtained his PhD degree in December 2009 from the University of Calgary, Canada (Gastrointestinal Science and Immunology). Since January 2010 he has been assistant professor in Kuwait University, Faculty of Pharmacy, Department of Pharmacology and Therapeutics. His research interest are molecular targets for the treatment of inflammatory bowel disease (IBD) and the mechanisms responsible for immune cell chemotaxis. He cosupervised many students for the MSc Molecular Biology Program, College of Graduate Studies, Kuwait University. Ever since joining Kuwait University in 2010, he got various grants as PI and Co-I. He was awarded the Best Young Researcher Award by Kuwait University, Research Sector, for the Year 2013–2014. He was a member in the organizing committee for three conferences organized by Kuwait University, Faculty of Pharmacy, as cochair and a member in the scientific committee (the 3rd, 4th, and 5th Kuwait International Pharmacy Conference).",institutionString:"Kuwait University",institution:{name:"Kuwait University",country:{name:"Kuwait"}}},{id:"195136",title:"Dr.",name:"Aya",middleName:null,surname:"Adel",slug:"aya-adel",fullName:"Aya Adel",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/195136/images/system/195136.jpg",biography:"Dr. Adel works as an Assistant Lecturer in the unit of Phoniatrics, Department of Otolaryngology, Ain Shams University in Cairo, Egypt. Dr. Adel is especially interested in joint attention and its impairment in autism spectrum disorder",institutionString:"Ain Shams University",institution:{name:"Ain Shams University",country:{name:"Egypt"}}},{id:"94911",title:"Dr.",name:"Boulenouar",middleName:null,surname:"Mesraoua",slug:"boulenouar-mesraoua",fullName:"Boulenouar Mesraoua",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/94911/images/system/94911.png",biography:"Dr Boulenouar Mesraoua is the Associate Professor of Clinical Neurology at Weill Cornell Medical College-Qatar and a Consultant Neurologist at Hamad Medical Corporation at the Neuroscience Department; He graduated as a Medical Doctor from the University of Oran, Algeria; he then moved to Belgium, the City of Liege, for a Residency in Internal Medicine and Neurology at Liege University; after getting the Belgian Board of Neurology (with high marks), he went to the National Hospital for Nervous Diseases, Queen Square, London, United Kingdom for a fellowship in Clinical Neurophysiology, under Pr Willison ; Dr Mesraoua had also further training in Epilepsy and Continuous EEG Monitoring for two years (from 2001-2003) in the Neurophysiology department of Zurich University, Switzerland, under late Pr Hans Gregor Wieser ,an internationally known epileptologist expert. \n\nDr B. Mesraoua is the Director of the Neurology Fellowship Program at the Neurology Section and an active member of the newly created Comprehensive Epilepsy Program at Hamad General Hospital, Doha, Qatar; he is also Assistant Director of the Residency Program at the Qatar Medical School. \nDr B. Mesraoua's main interests are Epilepsy, Multiple Sclerosis, and Clinical Neurology; He is the Chairman and the Organizer of the well known Qatar Epilepsy Symposium, he is running yearly for the past 14 years and which is considered a landmark in the Gulf region; He has also started last year , together with other epileptologists from Qatar, the region and elsewhere, a yearly International Epilepsy School Course, which was attended by many neurologists from the Area.\n\nInternationally, Dr Mesraoua is an active and elected member of the Commission on Eastern Mediterranean Region (EMR ) , a regional branch of the International League Against Epilepsy (ILAE), where he represents the Middle East and North Africa(MENA ) and where he holds the position of chief of the Epilepsy Epidemiology Section; Dr Mesraoua is a member of the American Academy of Neurology, the Europeen Academy of Neurology and the American Epilepsy Society.\n\nDr Mesraoua's main objectives are to encourage frequent gathering of the epileptologists/neurologists from the MENA region and the rest of the world, promote Epilepsy Teaching in the MENA Region, and encourage multicenter studies involving neurologists and epileptologists in the MENA region, particularly epilepsy epidemiological studies. \n\nDr. Mesraoua is the recipient of two research Grants, as the Lead Principal Investigator (750.000 USD and 250.000 USD) from the Qatar National Research Fund (QNRF) and the Hamad Hospital Internal Research Grant (IRGC), on the following topics : “Continuous EEG Monitoring in the ICU “ and on “Alpha-lactoalbumin , proof of concept in the treatment of epilepsy” .Dr Mesraoua is a reviewer for the journal \"seizures\" (Europeen Epilepsy Journal ) as well as dove journals ; Dr Mesraoua is the author and co-author of many peer reviewed publications and four book chapters in the field of Epilepsy and Clinical Neurology",institutionString:"Weill Cornell Medical College in Qatar",institution:{name:"Weill Cornell Medical College in Qatar",country:{name:"Qatar"}}},{id:"282429",title:"Prof.",name:"Covanis",middleName:null,surname:"Athanasios",slug:"covanis-athanasios",fullName:"Covanis Athanasios",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/282429/images/system/282429.jpg",biography:null,institutionString:"Neurology-Neurophysiology Department of the Children Hospital Agia Sophia",institution:null},{id:"190980",title:"Prof.",name:"Marwa",middleName:null,surname:"Mahmoud Saleh",slug:"marwa-mahmoud-saleh",fullName:"Marwa Mahmoud Saleh",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/190980/images/system/190980.jpg",biography:"Professor Marwa Mahmoud Saleh is a doctor of medicine and currently works in the unit of Phoniatrics, Department of Otolaryngology, Ain Shams University in Cairo, Egypt. She got her doctoral degree in 1991 and her doctoral thesis was accomplished in the University of Iowa, United States. Her publications covered a multitude of topics as videokymography, cochlear implants, stuttering, and dysphagia. She has lectured Egyptian phonology for many years. Her recent research interest is joint attention in autism.",institutionString:"Ain Shams University",institution:{name:"Ain Shams University",country:{name:"Egypt"}}},{id:"259190",title:"Dr.",name:"Syed Ali Raza",middleName:null,surname:"Naqvi",slug:"syed-ali-raza-naqvi",fullName:"Syed Ali Raza Naqvi",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/259190/images/system/259190.png",biography:"Dr. Naqvi is a radioanalytical chemist and is working as an associate professor of analytical chemistry in the Department of Chemistry, Government College University, Faisalabad, Pakistan. Advance separation techniques, nuclear analytical techniques and radiopharmaceutical analysis are the main courses that he is teaching to graduate and post-graduate students. In the research area, he is focusing on the development of organic- and biomolecule-based radiopharmaceuticals for diagnosis and therapy of infectious and cancerous diseases. Under the supervision of Dr. Naqvi, three students have completed their Ph.D. degrees and 41 students have completed their MS degrees. He has completed three research projects and is currently working on 2 projects entitled “Radiolabeling of fluoroquinolone derivatives for the diagnosis of deep-seated bacterial infections” and “Radiolabeled minigastrin peptides for diagnosis and therapy of NETs”. He has published about 100 research articles in international reputed journals and 7 book chapters. Pakistan Institute of Nuclear Science & Technology (PINSTECH) Islamabad, Punjab Institute of Nuclear Medicine (PINM), Faisalabad and Institute of Nuclear Medicine and Radiology (INOR) Abbottabad are the main collaborating institutes.",institutionString:"Government College University",institution:{name:"Government College University, Faisalabad",country:{name:"Pakistan"}}},{id:"58390",title:"Dr.",name:"Gyula",middleName:null,surname:"Mozsik",slug:"gyula-mozsik",fullName:"Gyula Mozsik",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/58390/images/system/58390.png",biography:"Gyula Mózsik MD, Ph.D., ScD (med), is an emeritus professor of Medicine at the First Department of Medicine, Univesity of Pécs, Hungary. He was head of this department from 1993 to 2003. His specializations are medicine, gastroenterology, clinical pharmacology, clinical nutrition, and dietetics. His research fields are biochemical pharmacological examinations in the human gastrointestinal (GI) mucosa, mechanisms of retinoids, drugs, capsaicin-sensitive afferent nerves, and innovative pharmacological, pharmaceutical, and nutritional (dietary) research in humans. He has published about 360 peer-reviewed papers, 197 book chapters, 692 abstracts, 19 monographs, and has edited 37 books. He has given about 1120 regular and review lectures. He has organized thirty-eight national and international congresses and symposia. He is the founder of the International Conference on Ulcer Research (ICUR); International Union of Pharmacology, Gastrointestinal Section (IUPHAR-GI); Brain-Gut Society symposiums, and gastrointestinal cytoprotective symposiums. He received the Andre Robert Award from IUPHAR-GI in 2014. Fifteen of his students have been appointed as full professors in Egypt, Cuba, and Hungary.",institutionString:"University of Pécs",institution:{name:"University of Pecs",country:{name:"Hungary"}}},{id:"277367",title:"M.Sc.",name:"Daniel",middleName:"Martin",surname:"Márquez López",slug:"daniel-marquez-lopez",fullName:"Daniel Márquez López",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/277367/images/7909_n.jpg",biography:"Msc Daniel Martin Márquez López has a bachelor degree in Industrial Chemical Engineering, a Master of science degree in the same área and he is a PhD candidate for the Instituto Politécnico Nacional. His Works are realted to the Green chemistry field, biolubricants, biodiesel, transesterification reactions for biodiesel production and the manipulation of oils for therapeutic purposes.",institutionString:null,institution:{name:"Instituto Politécnico Nacional",country:{name:"Mexico"}}},{id:"196544",title:"Prof.",name:"Angel",middleName:null,surname:"Catala",slug:"angel-catala",fullName:"Angel Catala",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/196544/images/system/196544.jpg",biography:"Angel Catalá studied chemistry at Universidad Nacional de La Plata, Argentina, where he received a Ph.D. in Chemistry (Biological Branch) in 1965. From 1964 to 1974, he worked as an Assistant in Biochemistry at the School of Medicine at the same university. From 1974 to 1976, he was a fellow of the National Institutes of Health (NIH) at the University of Connecticut, Health Center, USA. From 1985 to 2004, he served as a Full Professor of Biochemistry at the Universidad Nacional de La Plata. He is a member of the National Research Council (CONICET), Argentina, and the Argentine Society for Biochemistry and Molecular Biology (SAIB). His laboratory has been interested for many years in the lipid peroxidation of biological membranes from various tissues and different species. Dr. Catalá has directed twelve doctoral theses, published more than 100 papers in peer-reviewed journals, several chapters in books, and edited twelve books. He received awards at the 40th International Conference Biochemistry of Lipids 1999 in Dijon, France. He is the winner of the Bimbo Pan-American Nutrition, Food Science and Technology Award 2006 and 2012, South America, Human Nutrition, Professional Category. In 2006, he won the Bernardo Houssay award in pharmacology, in recognition of his meritorious works of research. Dr. Catalá belongs to the editorial board of several journals including Journal of Lipids; International Review of Biophysical Chemistry; Frontiers in Membrane Physiology and Biophysics; World Journal of Experimental Medicine and Biochemistry Research International; World Journal of Biological Chemistry, Diabetes, and the Pancreas; International Journal of Chronic Diseases & Therapy; and International Journal of Nutrition. He is the co-editor of The Open Biology Journal and associate editor for Oxidative Medicine and Cellular Longevity.",institutionString:"Universidad Nacional de La Plata",institution:{name:"National University of La Plata",country:{name:"Argentina"}}},{id:"186585",title:"Dr.",name:"Francisco Javier",middleName:null,surname:"Martin-Romero",slug:"francisco-javier-martin-romero",fullName:"Francisco Javier Martin-Romero",position:null,profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bSB3HQAW/Profile_Picture_1631258137641",biography:"Francisco Javier Martín-Romero (Javier) is a Professor of Biochemistry and Molecular Biology at the University of Extremadura, Spain. He is also a group leader at the Biomarkers Institute of Molecular Pathology. Javier received his Ph.D. in 1998 in Biochemistry and Biophysics. At the National Cancer Institute (National Institute of Health, Bethesda, MD) he worked as a research associate on the molecular biology of selenium and its role in health and disease. After postdoctoral collaborations with Carlos Gutierrez-Merino (University of Extremadura, Spain) and Dario Alessi (University of Dundee, UK), he established his own laboratory in 2008. The interest of Javier's lab is the study of cell signaling with a special focus on Ca2+ signaling, and how Ca2+ transport modulates the cytoskeleton, migration, differentiation, cell death, etc. He is especially interested in the study of Ca2+ channels, and the role of STIM1 in the initiation of pathological events.",institutionString:null,institution:{name:"University of Extremadura",country:{name:"Spain"}}},{id:"217323",title:"Prof.",name:"Guang-Jer",middleName:null,surname:"Wu",slug:"guang-jer-wu",fullName:"Guang-Jer Wu",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/217323/images/8027_n.jpg",biography:null,institutionString:null,institution:null},{id:"148546",title:"Dr.",name:"Norma Francenia",middleName:null,surname:"Santos-Sánchez",slug:"norma-francenia-santos-sanchez",fullName:"Norma Francenia Santos-Sánchez",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/148546/images/4640_n.jpg",biography:null,institutionString:null,institution:null},{id:"272889",title:"Dr.",name:"Narendra",middleName:null,surname:"Maddu",slug:"narendra-maddu",fullName:"Narendra Maddu",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/272889/images/10758_n.jpg",biography:null,institutionString:null,institution:null},{id:"242491",title:"Prof.",name:"Angelica",middleName:null,surname:"Rueda",slug:"angelica-rueda",fullName:"Angelica Rueda",position:"Investigador Cinvestav 3B",profilePictureURL:"https://mts.intechopen.com/storage/users/242491/images/6765_n.jpg",biography:null,institutionString:null,institution:null},{id:"88631",title:"Dr.",name:"Ivan",middleName:null,surname:"Petyaev",slug:"ivan-petyaev",fullName:"Ivan Petyaev",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Lycotec (United Kingdom)",country:{name:"United Kingdom"}}},{id:"423869",title:"Ms.",name:"Smita",middleName:null,surname:"Rai",slug:"smita-rai",fullName:"Smita Rai",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Integral University",country:{name:"India"}}},{id:"424024",title:"Prof.",name:"Swati",middleName:null,surname:"Sharma",slug:"swati-sharma",fullName:"Swati Sharma",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Integral University",country:{name:"India"}}},{id:"439112",title:"MSc.",name:"Touseef",middleName:null,surname:"Fatima",slug:"touseef-fatima",fullName:"Touseef Fatima",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Integral University",country:{name:"India"}}},{id:"424836",title:"Dr.",name:"Orsolya",middleName:null,surname:"Borsai",slug:"orsolya-borsai",fullName:"Orsolya Borsai",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"University of Agricultural Sciences and Veterinary Medicine of Cluj-Napoca",country:{name:"Romania"}}},{id:"422262",title:"Ph.D.",name:"Paola Andrea",middleName:null,surname:"Palmeros-Suárez",slug:"paola-andrea-palmeros-suarez",fullName:"Paola Andrea Palmeros-Suárez",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"University of Guadalajara",country:{name:"Mexico"}}}]}},subseries:{item:{id:"25",type:"subseries",title:"Evolutionary Computation",keywords:"Genetic Algorithms, Genetic Programming, Evolutionary Programming, Evolution Strategies, Hybrid Algorithms, Bioinspired Metaheuristics, Ant Colony Optimization, Evolutionary Learning, Hyperparameter Optimization",scope:"Evolutionary computing is a paradigm that has grown dramatically in recent years. This group of bio-inspired metaheuristics solves multiple optimization problems by applying the metaphor of natural selection. It so far has solved problems such as resource allocation, routing, schedule planning, and engineering design. Moreover, in the field of machine learning, evolutionary computation has carved out a significant niche both in the generation of learning models and in the automatic design and optimization of hyperparameters in deep learning models. This collection aims to include quality volumes on various topics related to evolutionary algorithms and, alternatively, other metaheuristics of interest inspired by nature. For example, some of the issues of interest could be the following: Advances in evolutionary computation (Genetic algorithms, Genetic programming, Bio-inspired metaheuristics, Hybrid metaheuristics, Parallel ECs); Applications of evolutionary algorithms (Machine learning and Data Mining with EAs, Search-Based Software Engineering, Scheduling, and Planning Applications, Smart Transport Applications, Applications to Games, Image Analysis, Signal Processing and Pattern Recognition, Applications to Sustainability).",coverUrl:"https://cdn.intechopen.com/series_topics/covers/25.jpg",hasOnlineFirst:!1,hasPublishedBooks:!0,annualVolume:11421,editor:{id:"136112",title:"Dr.",name:"Sebastian",middleName:null,surname:"Ventura Soto",slug:"sebastian-ventura-soto",fullName:"Sebastian Ventura Soto",profilePictureURL:"https://mts.intechopen.com/storage/users/136112/images/system/136112.png",biography:"Sebastian Ventura is a Spanish researcher, a full professor with the Department of Computer Science and Numerical Analysis, University of Córdoba. Dr Ventura also holds the positions of Affiliated Professor at Virginia Commonwealth University (Richmond, USA) and Distinguished Adjunct Professor at King Abdulaziz University (Jeddah, Saudi Arabia). Additionally, he is deputy director of the Andalusian Research Institute in Data Science and Computational Intelligence (DaSCI) and heads the Knowledge Discovery and Intelligent Systems Research Laboratory. He has published more than ten books and over 300 articles in journals and scientific conferences. Currently, his work has received over 18,000 citations according to Google Scholar, including more than 2200 citations in 2020. In the last five years, he has published more than 60 papers in international journals indexed in the JCR (around 70% of them belonging to first quartile journals) and he has edited some Springer books “Supervised Descriptive Pattern Mining” (2018), “Multiple Instance Learning - Foundations and Algorithms” (2016), and “Pattern Mining with Evolutionary Algorithms” (2016). He has also been involved in more than 20 research projects supported by the Spanish and Andalusian governments and the European Union. He currently belongs to the editorial board of PeerJ Computer Science, Information Fusion and Engineering Applications of Artificial Intelligence journals, being also associate editor of Applied Computational Intelligence and Soft Computing and IEEE Transactions on Cybernetics. Finally, he is editor-in-chief of Progress in Artificial Intelligence. He is a Senior Member of the IEEE Computer, the IEEE Computational Intelligence, and the IEEE Systems, Man, and Cybernetics Societies, and the Association of Computing Machinery (ACM). Finally, his main research interests include data science, computational intelligence, and their applications.",institutionString:null,institution:{name:"University of Córdoba",institutionURL:null,country:{name:"Spain"}}},editorTwo:null,editorThree:null,series:{id:"14",title:"Artificial Intelligence",doi:"10.5772/intechopen.79920",issn:"2633-1403"},editorialBoard:[{id:"111683",title:"Prof.",name:"Elmer P.",middleName:"P.",surname:"Dadios",slug:"elmer-p.-dadios",fullName:"Elmer P. Dadios",profilePictureURL:"https://mts.intechopen.com/storage/users/111683/images/system/111683.jpg",institutionString:"De La Salle University",institution:{name:"De La Salle University",institutionURL:null,country:{name:"Philippines"}}},{id:"106873",title:"Prof.",name:"Hongwei",middleName:null,surname:"Ge",slug:"hongwei-ge",fullName:"Hongwei Ge",profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",institutionString:null,institution:{name:"Dalian University of Technology",institutionURL:null,country:{name:"China"}}},{id:"171056",title:"Dr.",name:"Sotirios",middleName:null,surname:"Goudos",slug:"sotirios-goudos",fullName:"Sotirios Goudos",profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bS9IuQAK/Profile_Picture_1622623673666",institutionString:null,institution:{name:"Aristotle University of Thessaloniki",institutionURL:null,country:{name:"Greece"}}},{id:"15895",title:"Assistant Prof.",name:"Takashi",middleName:null,surname:"Kuremoto",slug:"takashi-kuremoto",fullName:"Takashi Kuremoto",profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002aYLrqQAG/Profile_Picture_1625656196038",institutionString:null,institution:{name:"Nippon Institute of Technology",institutionURL:null,country:{name:"Japan"}}},{id:"125844",title:"Prof.",name:"Wellington",middleName:"Pinheiro Dos",surname:"Santos",slug:"wellington-santos",fullName:"Wellington Santos",profilePictureURL:"https://mts.intechopen.com/storage/users/125844/images/4878_n.jpg",institutionString:null,institution:{name:"Federal University of Pernambuco",institutionURL:null,country:{name:"Brazil"}}}]},onlineFirstChapters:{paginationCount:1,paginationItems:[{id:"81644",title:"Perspective Chapter: Ethics of Using Placebo Controlled Trials for Covid-19 Vaccine Development in Vulnerable Populations",doi:"10.5772/intechopen.104776",signatures:"Lesley Burgess, Jurie Jordaan and Matthew Wilson",slug:"perspective-chapter-ethics-of-using-placebo-controlled-trials-for-covid-19-vaccine-development-in-vu",totalDownloads:9,totalCrossrefCites:0,totalDimensionsCites:0,authors:null,book:{title:"SARS-CoV-2 Variants - Two Years After",coverURL:"https://cdn.intechopen.com/books/images_new/11573.jpg",subseries:{id:"6",title:"Viral Infectious Diseases"}}}]},publishedBooks:{},testimonialsList:[{id:"18",text:"It was great publishing with IntechOpen, the process was straightforward and I had support all along.",author:{id:"71579",name:"Berend",surname:"Olivier",institutionString:"Utrecht University",profilePictureURL:"https://mts.intechopen.com/storage/users/71579/images/system/71579.png",slug:"berend-olivier",institution:{id:"253",name:"Utrecht University",country:{id:null,name:"Netherlands"}}}},{id:"27",text:"The opportunity to work with a prestigious publisher allows for the possibility to collaborate with more research groups interested in animal nutrition, leading to the development of new feeding strategies and food valuation while being more sustainable with the environment, allowing more readers to learn about the subject.",author:{id:"175967",name:"Manuel",surname:"Gonzalez Ronquillo",institutionString:null,profilePictureURL:"https://mts.intechopen.com/storage/users/175967/images/system/175967.png",slug:"manuel-gonzalez-ronquillo",institution:{id:"6221",name:"Universidad Autónoma del Estado de México",country:{id:null,name:"Mexico"}}}},{id:"8",text:"I work with IntechOpen for a number of reasons: their professionalism, their mission in support of Open Access publishing, and the quality of their peer-reviewed publications, but also because they believe in equality.",author:{id:"202192",name:"Catrin",surname:"Rutland",institutionString:null,profilePictureURL:"https://mts.intechopen.com/storage/users/202192/images/system/202192.png",slug:"catrin-rutland",institution:{id:"134",name:"University of Nottingham",country:{id:null,name:"United Kingdom"}}}}]},submityourwork:{pteSeriesList:[],lsSeriesList:[],hsSeriesList:[],sshSeriesList:[],subseriesList:[],annualVolumeBook:{},thematicCollection:[],selectedSeries:null,selectedSubseries:null},seriesLanding:{item:null},libraryRecommendation:{success:null,errors:{},institutions:[]},route:{name:"chapter.detail",path:"/chapters/69097",hash:"",query:{},params:{id:"69097"},fullPath:"/chapters/69097",meta:{},from:{name:null,path:"/",hash:"",query:{},params:{},fullPath:"/",meta:{}}}},function(){var e;(e=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(e)}()