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High-throughput screens and selections of enzyme-encoding genes Amir Aharoni1, Andrew D Griffiths2 and Dan S Tawfik1 The availability of vast gene repertoires from both natural sources (genomic and cDNA libraries) and artificial sources (gene libraries) demands the development and application of novel technologies that enable the screening or selection of large libraries for a variety of enzymatic activities. We describe recent developments in the selection of enzymecoding genes for directed evolution and functional genomics. We focus on HTS approaches that enable selection from large libraries (>106 gene variants) with relatively humble means (i.e. non-robotic systems), and on in vitro compartmentalization in particular. Addresses 1 Department of Biological Chemistry, The Weizmann Institute of Science, Rehovot 76100, Israel 2 The MRC Laboratory of Molecular Biology, MRC Centre, Hills Road, Cambridge CB2 2QH, UK Corresponding author: Tawfik, Dan S ([email protected]) Current Opinion in Chemical Biology 2005, 9:210–216 This review comes from a themed issue on Biocatalysis and biotransformation Edited by Dan E Robertson and Uwe T Bornscheuer 1367-5931/$ – see front matter # 2005 Elsevier Ltd. All rights reserved. DOI 10.1016/j.cbpa.2005.02.002 Introduction Directed enzyme evolution has been used in the past two decades as a powerful approach for generating enzymes with desired properties. Enzyme variants have been evolved for catalytic activity under extreme conditions such as high temperatures, acidic and alkaline environments, and organic solvents [1,2] and with improved catalytic activities and new substrate specificities [3,4]. Directed evolution experiments consist of two major steps: first, the creation of genetic diversity in the target gene in the form of gene-libraries; and second, an effective selection of the library for the desired catalytic activity. A large variety of means for creation of genetic diversity is currently available (for recent reviews see [5,6]). However, the typical library size is still many orders of magnitude larger than the number of protein variants that can be screened. The same restriction applies to cDNA and genomic libraries derived from natural sources (e.g. environmental libraries), the diversity of which is almost unlimited. Further, while methods for creating Current Opinion in Chemical Biology 2005, 9:210–216 gene diversity are generic, the screens for activity need to be tailored for each enzyme and reaction. The bottleneck for most directed enzyme evolution endeavors is therefore the availability of a genuinely high-throughput (HT) screen or selection for the target activity. This review addresses recent enzyme screening and selection technologies with a particular focus on in vitro compartmentalization. The basics of HT enzyme screens and selections The basis of all screening and selection methodologies is a linkage between the gene, the enzyme it encodes and the product of the activity of that enzyme (Figure 1). The difference between screening and selection is that screening is performed on individual genes or clones and requires some spatial organization of the screened variants on agar plates, microtiter plates, arrays, or chips, whereas selections act simultaneously on the entire pool of genes. Herein, we mostly use the term selection, although formally speaking, several of the techniques described are in fact screening methods. Screening and selection methodologies should meet the following demands. First, they should be, if possible, directly for the property of interest — ‘you get what you select for’ is the first rule of directed evolution [7]. Thus, the substrate should be identical, or as close as possible to the target substrate, and product detection should be under multiple turnover conditions to ensure the selection of effective catalysts. Second, the assay should be sensitive over the desired dynamic range. The first rounds of any evolution experiments demand isolation with high recovery — all improved variants, including those that exhibit only several-fold improvement over the starting gene, should be recovered. The more advanced rounds must be performed at higher stringency to ensure the isolation of the best variants. A limited dynamic range seems to be the drawback of most selection approaches. Finally, the procedure should be applicable in a HT format. Numerous assays enable the detection of enzymatic activities in agar colonies or crude cell lysates by the production of a fluorophore or chromophore [8–10], as well as resonance Raman scattering [11]. Assays on agarplated colonies typically enable the screening of >104 variants in a matter of days, but they are often limited in sensitivity: soluble products diffuse away from the colony and hence only very active variants are detected. Assays based on insoluble products have higher sensitivity, but www.sciencedirect.com High-throughput screens and selections of enzyme-encoding genes Aharoni, Griffiths and Tawfik 211 Figure 1 (a) Substrate Gene Enzyme Product (b) Current Opinion in Chemical Biology The basis of all selection and screens for enzyme-coding genes, be it in a directed evolution or functional genomics context, is the linkage between the gene, the enzyme it encodes, and the products of the activity of that enzyme. The first link, between the enzyme and its coding gene (a) can be achieved by a variety of ways, including the cloning and expression of the library in living cells, phage-display, ribosome and mRNA–peptide display, and by cell-free translation in emulsion droplets (IVC). The second link, between the product of the enzymatic activity and the linking gene (b), is usually harder to obtain. A variety of methods that provide the above link in a genuinely HT format are discussed in the text. their scope is rather limited (for example, see [12]). The range of assays that are applicable for crude cell lysates is obviously much wider, but their throughput is rather restricted: in the absence of sophisticated robotics, 103 variants are typically screened. These low-to-medium throughput screens have certainly proved effective for the isolation of enzyme variants with improved properties as described in several recent reviews [4,13,14]. However, a far more efficient sampling of sequence space is required for the isolation of rare variants with dramatically altered phenotypes. While HT selections for binding activity have become abundant [15–17], enzymatic selections remain a challenge. The main obstacle is that catalytic screens or selections demand a linkage between the gene, the encoded enzyme, and multiple product molecules (Figure 1) [18,19]. This review focuses on methodologies that enable the selection of large libraries, typically well over 106 variants, for enzymatic activities. This throughput is still beyond the reach of HT technologies that are based on 2D-arrays and robotics (micro-plates, chips, etc.) (for an exception see [20]). HTS of enzymes using cell- and phage-display libraries The display of the screened enzyme on the surface of cells or phages has several advantages: first, the bacterium or phage provide the link between the gene and the protein it encodes (Figure 1a); second, although library size is limited by transformation, 107 transformants can be www.sciencedirect.com obtained quite easily, and 1011–1012 are not beyond reach; third, display on the surface allows unhindered accessibility of the substrate and reaction conditions of choice (e.g. buffer, pH, metals). The main challenge with display systems is maintaining the linkage between the enzyme and the products of its activity (Figure 1b). Previously, selections for enzymatic activities, of either catalytic antibodies or enzymes displayed on phage, were performed indirectly, by binding to transition state analogues or suicide inhibitors [21,22]. In recent years, direct selections for product formation under single [23,24] as well multiple turnovers have been achieved. A notable example is the selection of a synthetic antibody library for alkaline phosphatase activity [25]. Hydrolysis of a soluble substrate generated a product that acts as an electrophilic reagent and couples onto the phage particle that displays the catalytically active antibody variant. These phage particles were then captured by affinity chromatography to the product. Two rounds of selection from an initial library of >109 antibody variants yielded an antibody with catalytic efficiency (kcat/KM) that is 1000-fold higher than other alkaline phosphatase antibodies generated by immunization with a transition state analogue. This high catalytic efficiency was mainly the result of an increase in kcat value, demonstrating the importance of selection for multiple turnovers. Another example regards the selection of catalytic antibodies with peroxidase activity. Selection was based on a biotin-linked tyramine substrate being oxidized and coupled to the antibody’s binding site. Phages displaying active antibody catalysts were isolated by binding to streptavidin [26]. Another strategy for selection by phage display is based on linking the substrate to the phage particle expressing the target enzyme. Active enzyme variants transform the phage-linked substrate to product, which remains attached to the phage, and the phage can then be isolated by affinity chromatography to the product [23,24,27,28]. The strategy was recently applied for a model selection of phages displaying adenylate cyclase from a large excess of phages that do not display the enzyme. The enzymatic conversion of a chemically linked ATP into cAMP was selected using immobilized anti-cAMP antibodies, and an enrichment factor of about 70-fold was demonstrated [29]. A selection for DNA polymerases was also described [30,31]. In this case, the substrate (a DNA primer) was also covalently attached via a flexible tether to the phage coat protein. Active variants were selected by virtue of elongation of the linked primer, first by incorporation of the target nucleotides, and finally by a biotinylated nucleotide that was used to capture the phage onto avidin-coated beads. Using this strategy, a DNA polymerase was evolved to efficiently incorporate rNTPs and thereby function as an RNA polymerase [30]. The same selection system was used to evolve DNA polymerases that incorporate 20 -O-methylribonucleosides with high efficiency [31]. Current Opinion in Chemical Biology 2005, 9:210–216 212 Biocatalysis and biotransformation Several groups applied a phage selection strategy termed ‘catalytic elution’ for enzymes for which catalytic activity depends on cofactor binding [23,32]. Following protein expression on the phage surface, the cofactor (e.g. a metal) is removed and the catalytically inactive phages are bound to an immobilized substrate. The cofactor is then added, and phages displaying an active enzyme are eluted by conversion of the substrate into product. utility, for example in the identification of promiscuous enzyme activities [39,40]. Furthermore, the scope of genetic selections has been significantly widened by the application of the three-hybrid system to link the catalytic activity of an enzyme to the transcription of a reporter gene in yeast cells. The utility of this approach has now been demonstrated with several different enzymes [2,3,41,42]. The application of cell-surface display for directed evolution has gained much momentum. In particular, screening by FACS (fluorescence-activated cell sorter) has yielded several highly potent binding proteins such as antibodies [15,33]. However, sorting for enzymatic activity has thus far been achieved only in a few particular cases where the product of the enzymatic reaction could be captured within bacterial cells [34] or on their surface [35,36]. The protease OmpA was displayed on the surface of Escherichia coli, and a fluorescence resonance energy transfer (FRET) substrate was added that adheres to the surface of the bacteria. Enzymatic cleavage of the substrate releases a quencher group, and the resulting fluorescent cells were isolated by FACS. This approach allowed the screening of a library of 106 OmpA variants and the subsequent isolation of a variant exhibiting a 60-fold improvement in catalytic activity [35]. A complementary approach was developed by Kolmar and co-workers, whereby the products of a surface-displayed enzyme (e.g. an esterase) are covalently linked to the cell surface using the peroxidase-activated tyramide conjugation [18]. In vitro compartmentalization Another potentially useful screening approach is based on the immobilization of enzyme-displaying cells on beads [37]. The cells are adsorbed to polyacrylamide beads preequilibrated with growth medium to form a bead population containing, on average, a single cell per bead. The beads are immobilized on a solid glass support and cells are allowed to grow and form microcolonies while utilizing the medium retained within the hydrogel matrix. The microbead colonies are then equilibrated with a chromogenic or fluorogenic substrate, and the beads are screened under the microscope. This technique was recently demonstrated by enriching E. coli cells expressing b-lactamase on their surface from a large excess of other E. coli cells. Genetic screens and selections Genetic, or in vivo, selections comprised the traditional tool of directed evolution at its early stages [38]. As the scope of targets for evolution widened, the utility of this approach became limited. After all, these selections are usually based on the evolving activity complementing an auxotroph strain in which an enzyme was knocked-out. Thus, broadly speaking, the target for evolution (substrate, reaction, etc.) needs to parallel an already existing enzyme. Nevertheless, genetic screens can be of much Current Opinion in Chemical Biology 2005, 9:210–216 In vitro compartmentalization (IVC) is based on water-inoil emulsions, where the water phase is dispersed in the oil phase to form microscopic aqueous compartments. Each droplet contains, on average, a single gene, and serves as an artificial cell in enabling transcription, translation and the activity of the resulting proteins, to take place within the compartment. The oil phase remains largely inert and restricts the diffusion of genes and proteins between compartments. The droplet volume (5 femtoliters) enables a single DNA molecule to be transcribed and translated [43], as well as the detection of single enzyme molecules [44]. The high capacity of the system (>1010 in 1 ml of emulsion), the ease of preparing emulsions, and their high stability over a broad range of temperatures, render IVC an attractive system for enzyme HTS. IVC provides a facile means for co-compartmentalizing genes and the proteins they encode, but the selection of an enzymatic activity requires a link between the desired reaction product and the gene (Figure 1). One possible selection format is to have the substrate, and subsequently the product, of the desired enzymatic activity physically linked to the gene. Enzyme-encoding genes can then be isolated by virtue of their attachment to the product while other genes, that encode an inactive protein, carry the unmodified substrate. The simplest applications of this strategy lie in the selection of DNA-modifying enzymes where the gene and substrate comprise the same molecule. Indeed, IVC was first applied for the selection of DNA-methyltransferases (MTases) [43]. Selection was performed by extracting the genes from the emulsion and subjecting them to digestion by a cognate restriction enzyme that cleaves the non-methylated DNA [43,45,46]. Other applications include the selection of restriction endonucleases [47] and DNA polymerases [48,49]. The selection of DNA polymerases was based on the fact that inactive variants failed to amplify their own genes and therefore disappeared from the library pool. These modes of selection are obviously restricted, not only in the scope of the selected enzymatic activities, but also by the stochiometry — typically, one gene, and hence one substrate molecule (or several substrate sites) is present per droplet, together with 10–100 enzyme molecules. Despite these restrictions, several new and interesting enzyme variants have been evolved by IVC. A variant of HaeIII MTase www.sciencedirect.com High-throughput screens and selections of enzyme-encoding genes Aharoni, Griffiths and Tawfik 213 was evolved with up to 670-fold improvement in catalytic efficiency for a non-palindromic target sequence (AGCC) and ninefold improvement for the original recognition site (GGCC) [46]. Active FokI restriction nuclease variants were also selected by IVC from a large library of mutants with low residual activity [47]. Additionally, DNA polymerase variants with increased thermal stability [48], and the ability to incorporate a diverse range of bases including fluorescent dye-labeled nucleotides were evolved [49]. The first application of IVC beyond DNA-modifying enzymes was demonstrated by a selection of bacterial phosphotriesterase variants [44]. The selection strategy was based on two emulsification steps: in the first step, microbeads, each displaying a single gene and multiple copies of the encoded protein variant, were formed by translating genes immobilized to microbeads in emulsion droplets and capturing the resulting protein via an affinity tag. The microbeads were isolated and re-emulsified in the presence of a modified phosphotriester substrate. The product and any unreacted substrate were subsequently coupled to the beads. Product-coated beads, displaying active enzymes and the genes that encode them, were detected with fluorescently labeled anti-product antibodies and selected by FACS. Selection from a library of >107 different variants led to the isolation of a variant with a very high kcat value (>105 sec1). Microbead display libraries formed by IVC can also be selected for binding activity [50] (for other binding selection by IVC see [51,52]). Some of the IVC selection modes take advantage of the fact that this system is purely in vitro, and can allow selection for substrates, products and reaction conditions that are incompatible with in vivo systems. However, the cell-free translation must be performed under defined pH, buffer, ionic strength and metal ion composition. In the selection for phosphotriesterase using IVC described above [44], translation is completely separated from catalytic selection by using two sequential emulsification steps, allowing selection for catalysis under conditions that are incompatible with translation. However, it is also possible to use a single emulsification step, and to modify the content of the droplets without breaking the emulsion once translation is completed. There are currently several ways of modulating the emulsion content without affecting its integrity. These include the delivery of hydrophobic substrates through the oil phase, reduction of the droplet’s pH by delivery of acid, and photoactivation of a substrate contained within the aqueous droplets [19]. More recently, a nano-droplet delivery system was developed that allows the transport of various solutes, including metal ions, into the emulsion droplets. This transport mechanism was applied for the selection of DNA-nuclease inhibitors. Inactive DNA-nucleases were co-compartmentalized with a gene-library, and once translation has www.sciencedirect.com been completed, the nuclease was activated by delivery of nickel or cobalt ions. Genes encoding nuclease inhibitors survived the digestion and were subsequently amplified and isolated. Selection was therefore performed directly for inhibition, and not for binding of the nuclease [53]. IVC in double emulsions The need to link the product to the enzyme-coding gene complicates and restricts the scope of selection especially for non-DNA modifying enzymes. Recently, an alternative strategy has been developed based on compartmentalizing, and sorting, single genes, together with the fluorescent product molecules generated by their encoded enzymes. The technology makes use of double, water-in-oil-in-water (w/o/w) emulsions that are amenable to sorting by FACS (Figure 2). It circumvents the need to tailor the selection for each substrate and reaction, and allows the use of a wide variety of existing fluorogenic substrates. Recently it has been shown that the making and sorting of w/o/w emulsion droplets does not disrupt the content of the aqueous droplets of the primary w/o emulsions. Further, sorting by FACS of w/o/w emulsion droplets containing a fluorescent marker and parallel gene enrichments have been demonstrated [54]. More recently, w/o/w emulsions were applied for the directed evolution of two different enzymatic systems: new variants of serum paraoxonase (PON1) with thiolactonase activity (Aharoni et al., unpublished data), and new enzyme variants with b-galactosidase activity (Mastrobattista et al., unpublished data) were selected from libraries of >107 mutants. The b-galactosidase variants were translated in vitro as with previously described IVC selections [19,43]. In the case of PON1, intact E. coli cells in which the library variants were expressed, were emulsified and FACS sorted, thus demonstrating the applicability of double emulsions for single-cell phenotyping and directed enzyme evolution. Concluding remarks The past few years have seen significant progress in the development and application of HT screens for enzymatic activities. Most significantly, a variety of methods have become available for the direct selection of the target enzymatic activity under multiple turnover conditions. The maturity of this area is also reflected in the shift from model selections (i.e. demonstrating the isolation of an existing enzyme-coding gene from a large excess of irrelevant genes) to library selections, and the subsequent isolation of a variety of new enzyme variants [6]. Cytoplasmic, periplasmic (and periplasmic-anchored [55]) expression, phage- and cell-display, cell-free translation in emulsion droplets (IVC) and other in vitro display technologies such as ribosome- or mRNA-peptide display [16], were all shown to provide an effective means of linking genes to their encoded proteins (Figure 1a). However, linking the gene to the products of the desired Current Opinion in Chemical Biology 2005, 9:210–216 214 Biocatalysis and biotransformation Figure 2 (b) Oil (a) Enzyme Gene library RNA Gene Water-in-oil emulsion (c) Hydrodynamically focused stream Sheath Fluid Enzyme Excitation laser(s) Substrate Product (f) Microdroplets Fluorescence (up to 16 colours) Gene Oil Water (d) Breakoff point + + - + Charged deflection plates Genes encoding active enzymes − Waste + (e) Current Opinion in Chemical Biology Selections by flow sorting of double emulsion microdroplets using a fluorescence activated cell sorter (FACS). (a) A library of genes, each encoding a different enzyme variant, is dispersed to form a water-in-oil (w/o) emulsion with typically one gene per aqueous microdroplet. (b) The genes are transcribed and translated within their microdroplets using either in vitro (cell-free) transcription/translation, or by compartmentalizing single cells (e.g. bacteria into which the gene library is cloned) in the microdroplets. (c) The w/o emulsion is converted into a water-in-oil-in-water (w/o/w) emulsion and proteins with enzymatic activity convert the non-fluorescent substrate into a fluorescent product. (d) Fluorescent microdroplets are separated from non-fluorescent microdroplets (or microdroplets containing differently coloured fluorochromes) using FACS. (e) Genes from fluorescent microdroplets, which encode active enzymes, are recovered and amplified. (f) These genes can be re-compartmentalised for further rounds of selection. enzymatic activity (Figure 1b) still needs to be specifically tailored for each enzyme, reaction and substrate. The use of fluorogenic substrates and sorting by FACS appears to be the most promising avenue. Modern FACS machines routinely analyze and sort >107 events per hour. Fluorescence is a sensitive, versatile and general signal that can detect a huge range of enzymatic reactions. And, unlike selections performed in bulk, FACS allows the stringency and recovery of the selection to be fineCurrent Opinion in Chemical Biology 2005, 9:210–216 tuned [18,36]. Thus, the combination of FACS, display technologies and compartmentalization in double emulsions holds much potential in the areas of directed enzyme evolution and functional genomics. Acknowledgements We acknowledge financial support to DST by the Israel Science Foundation through its Bikura program, and to both ADG and DST by the European Union through the ENDIRPRO training network. 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Biochemistry 1981, 20:4042-4049. 39. Yang K, Metcalf WW: A new activity for an old enzyme: Escerichia coli bacterial alkaline phosphatase is a phosphitedependent hydrogenase. Proc Natl Acad Sci USA 2004, 101:7919-7924. Engineered E. coli strains using transposon mutagenesis were used to identify a promiscuous activity of alkaline phosphatase. 40. Miller BG, Raines RT: Identifying latent enzyme activities: substrate ambiguity within modern bacterial sugar kinases. Biochemistry 2004, 43:6387-6392. A useful strategy was developed for the identification of latent, promiscuous, enzyme activities (see also [39]). A bacterium strain was generated in which glucose phosphorylation enzymes were knocked out so that this strain cannot utilize glucose. A plasmid-encoded genomic library of E. coli was transformed and expressed from a strong promoter. Selection on glucose as the sole carbon source led to the identification of three E. coli genes that can complement the auxotrophy of this strain. 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The utility of in vitro compartmentalization (IVC) in the selection of an enzyme with a non-DNA substrate was demonstrated. A protocol involving two compartemtalization steps was developed. The first step led to the formation of a library of microbeads, each displaying a gene variant and multiple copies of the protein it encodes. The second step provided a linkage between enzyme coding genes and the product of the selected enzymatic activity. A selection from a library of >107 variants led to the isolation of a mutant of bacterial phosphotriesterase with an extremely fast turnover rate. 45. Lee YF, Tawfik DS, Griffiths AD: Investigating the target recognition of DNA cytosine-5 methyltransferase HhaI by library selection using in vitro compartmentalisation. Nucleic Acids Res 2002, 30:4937-4944. Current Opinion in Chemical Biology 2005, 9:210–216 46. Cohen HM, Tawfik DS, Griffiths AD: Altering the sequence specificity of HaeIII methyltransferase by directed evolution using in vitro compartmentalization. Protein Eng Des Sel 2004, 17:3-11. Selection by in vitro compartmentalization led to a DNA methyltransferase with a broad DNA target specificity and the ability to methylate nonpalindromic DNA targets. 47. Doi N, Kumadaki S, Oishi Y, Matsumura N, Yanagawa H: In vitro selection of restriction endonucleases by in vitro compartmentalization. Nucleic Acids Res 2004, 32:e95. The application of in vitro compartmentalization (IVC) for the selection of libraries of the restriction endonuclease FokI has been demonstrated. 48. Ghadessy FJ, Ong JL, Holliger P: Directed evolution of polymerase function by compartmentalized self-replication. Proc Natl Acad Sci USA 2001, 98:4552-4557. 49. Ghadessy FJ, Ramsay N, Boudsocq F, Loakes D, Brown A, Iwai S, Vaisman A, Woodgate R, Holliger P: Generic expansion of the substrate spectrum of a DNA polymerase by directed evolution. Nat Biotechnol 2004, 22:755-759. Taq polymerase variants that can extend mismatches and efficiently incorporate a variety of unnatural base analogues were selected using in vitro compartmentalization (IVC). 50. Sepp A, Tawfik DS, Griffiths AD: Microbead display by in vitro compartmentalisation: selection for binding using flow cytometry. FEBS Lett 2002, 532:455-458. 51. Yonezawa M, Doi N, Kawahashi Y, Higashinakagawa T, Yanagawa H: DNA display for in vitro selection of diverse peptide libraries. Nucleic Acids Res 2003, 31:e118. 52. Doi N, Yanagawa H: STABLE: protein-DNA fusion system for screening of combinatorial protein libraries in vitro. FEBS Lett 1999, 457:227-230. 53. Bernath K, Magdassi S, Tawfik DS: Directed evolution of protein inhibitors of DNA-nucleases by in vitro compartmentalization (IVC) and nanodroplet delivery. J Mol Biol 2005, in press. 54. Bernath K, Hai M, Mastrobattista E, Griffiths AD, Magdassi S, Tawfik DS: In vitro compartmentalization by double emulsions: sorting and gene enrichment by fluorescence activated cell sorting. Anal Biochem 2004, 325:151-157. A new format of in vitro compartmentalization (IVC) was developed that provides microdroplets that can be sorted by FACS (fluorescence activated cell sorting). Aqueous droplets containing genes, the enzymes they encode, and the fluoroscent products of the enzymes’ activity, are isolated by FACS (Figure 2). This provides a widely applicable means of performing both directed evolution and single-cell phenotyping on a large scale (>107 variants) using a range of fluorogenic substrates and reactions (Aharoni et al., and Mastrobattista et al., unpublished data). 55. Harvey BR, Georgiou G, Hayhurst A, Jeong KJ, Iverson BL, Rogers GK: Anchored periplasmic expression, a versatile technology for the isolation of high-affinity antibodies from Escherichia coli-expressed libraries. Proc Natl Acad Sci USA 2004, 101:9193-9198. www.sciencedirect.com