Cap Analog Research Articles

A Cap-Optimized mRNA Encoding Multiepitope Antigen ESAT6 Induces Robust Cellular and Humoral Immune Responses Against Mycobacterium tuberculosis

Background/Objectives. Tuberculosis is a deadly bacterial disease and the second most common cause of death from monoinfectious diseases worldwide. Comprehensive measures taken by health authorities in various countries in recent decades have saved tens of millions of lives, but the number of new cases of this infection has been steadily increasing in the last few years and already exceeds 10 million new cases annually. The development of new vaccines against tuberculosis is a priority area in the prevention of new cases of the disease. mRNA vaccines have already shown high efficacy against COVID-19 and other viral infections and can currently be considered a promising field of antituberculosis vaccination. In our previous study, we assessed the immunogenicity and protective activity of several types of antituberculosis mRNA vaccines with different 5′ untranslated regions, but the efficacy of these vaccines was either comparable with or lower than that of BCG. Methods. Here, we conducted a comprehensive experiment to investigate the effects of cotranscriptional capping conditions and of cap structure on the magnitude of the mRNAs’ translation in HEK293T and DC2.4 cells. The most effective cap version was used to create an antituberculosis mRNA vaccine called mEpitope-ESAT6. Results and Conclusions. We compared immunogenicity and protective activity between mEpitope-ESAT6 and BCG and found that the vaccine with the new cap type is more immunogenic than BCG. Nonetheless, the increased immunogenicity did not enhance vaccine-induced protection. Thus, the incorporation of different cap analogs into mRNA allows to modulate the efficacy of mRNA vaccines.

An optimized ROP6 mRNA construct successfully expressed immunogenic Toxoplasma gondii ROP6 protein in cell culture

Toxoplasma gondii is an apicomplexan parasite infecting all mammals including humans and causes toxoplasmosis. There is no vaccine available for humans and thus vaccine development efforts continue using novel antigens and/or vaccine platforms. Since our previous microarray screening study showed that ROP6 is a suitable antigen to be used in vaccine studies, in this study, we aimed to design an optimized mRNA construct encoding the ROP6 protein and then demonstrate its efficiency and immunogenicity using in vitro methods. For this, we constructed a pT7CFE1-Chis/ROP6 vector encoding optimized ROP6 mRNA containing EMCV 5′UTR with IRES and a 20 nucleotides fragment from alpha globin 3′ UTR. Then, we generated the optimized ROP6 mRNAs with anti-reverse cap analogue (ARCA) and approximately 150 nucleotide long poly-A tail. Next, HEK293T cells were transfected with the optimized ROP6 mRNAs to show recombinant ROP6 protein expression capability. Moreover, we expressed in vitro recombinant ROP6 protein in HeLa cell lysate using the pT7CFE1-Chis/ROP6 vector to reveal the immunogenicity of recombinant ROP6 protein using sera samples collected from mice infected with PRU strain of T. gondii. The IFA and Western blot results showed that the optimized ROP6 mRNAs successfully expressed the recombinant ROP6 protein in HEK293T cells. Moreover the recombinant ROP6 protein expressed in HeLa cell lysate strongly reacted with sera samples collected from mice. The absorbance difference detected among positive and negative mice serum samples analyzed was statistically significant, indicating that the recombinant ROP6 protein was immunogenic (P = 0.0003). In conclusion, this study demonstrated that the optimized ROP6 mRNAs can be used in the development of mRNA vaccines against toxoplasmosis.

Second-Generation Cap Analogue Prodrugs for Targeting Aberrant Eukaryotic Translation Initiation Factor 4E (eIF4E) Activity in Drug-Resistant Melanoma.

Melanoma is the deadliest form of skin cancer with a 5-year survival rate of less than 20%. While significant strides have been made in the field of kinase-targeted and immune-based therapies for melanoma, the development of resistance to these therapeutic agents has hindered the success of treatment. Drug-resistant melanoma is particularly reliant on enhanced cap-dependent translation to drive the production of oncoproteins that promote growth and survival. The m7GpppX cap-binding protein eukaryotic translation initiation factor 4E (eIF4E) is the rate-limiting factor of cap-dependent translation initiation, and its overexpression in melanoma tumors has been shown to drive resistance to BRAFV600E kinase-targeted inhibitors. These findings point to eIF4E-targeted therapies as a promising strategy to overcome drug resistance in melanoma. Herein, we build upon our previous work of developing cell-permeable cap analogue inhibitors to design second-generation cap analogues that inhibit eIF4E-mediated cap-dependent translation in drug-resistant melanoma cells.

Trinucleotide cap analogs with triphosphate chain modifications: synthesis, properties, and evaluation as mRNA capping reagents.

The recent COVID-19 pandemics have demonstrated the great therapeutic potential of in vitro transcribed (IVT) mRNAs, but improvements in their biochemical properties, such as cellular stability, reactogenicity and translational activity, are critical for further practical applications in gene replacement therapy and anticancer immunotherapy. One of the strategies to overcome these limitations is the chemical modification of a unique mRNA 5'-end structure, the 5'-cap, which is responsible for regulating translation at multiple levels. This could be achieved by priming the in vitro transcription reaction with synthetic cap analogs. In this study, we combined a highly efficient trinucleotide IVT capping technology with several modifications of the 5' cap triphosphate bridge to synthesize a series of 16 new cap analogs. We also combined these modifications with epigenetic marks (2'-O-methylation and m6Am) characteristic of mRNA 5'-ends in higher eukaryotes, which was not possible with dinucleotide caps. All analogs were compared for their effect on the interactions with eIF4E protein, IVT priming, susceptibility to decapping, and mRNA translation efficiency in model cell lines. The most promising α-phosphorothiolate modification was also evaluated in an in vivo mouse model. Unexpected differences between some of the analogs were analyzed using a protein cell extract pull-down assay.

A new approach to the synthesis of Anti-Reverse Cap Analog (ARCA) <sup>2m</sup>GpppG

A new approach to the synthesis of Anti-Reverse Cap Analog (ARCA) of the classical structure – dimethylated guanosine dinucleotide 2mGpppG is proposed. The classical approach to obtaining consists in condensation of activated 5′-diphosphate of 7,3′-O-dimethylguanosine with 5′-guanosine monophosphate. We suggest to use a commercially available 3′-O-methylguanosine for the synthesis of 5′-monophosphate of dimethylated guanosine only, and to use an activated 5′-guanosine diphosphate in the condensation. The conditions of 3′-O-methylguanosine phosphorylation were determined to avoid the formation of a side product 3′-O-methyl-5′-deoxy-5′-chloroguanosine-3′-phosphate. ARCA was synthesized with a high yield (89% at the condensation stage). Our approach to the synthesis is easily scaled and can be used for a preparative synthesis of ARCA (several grams).

Photoactivatable mRNA 5' Cap Analogs for RNA-Protein Crosslinking.

Chemical modification of messenger RNA (mRNA) has paved the way for advancing mRNA-based therapeutics. The intricate process of mRNA translation in eukaryotes is orchestrated by numerous proteins involved in complex interaction networks. Many of them bind specifically to a unique structure at the mRNA 5'-end, called 5'-cap. Depending on the 5'-terminal sequence and its methylation pattern, different proteins may be involved in the translation initiation and regulation, but a deeper understanding of these mechanisms requires specialized molecular tools to identify natural binders of mRNA 5'-end variants. Here, a series of 8 new synthetic 5'-cap analogs that allow the preparation of RNA molecules with photoreactive tags using a standard in vitro transcription reaction are reported. Two photoreactive tags and four different modification sites are selected to minimize potential interference with cap-protein contacts and to provide complementary properties regarding crosslinking chemistry and molecular interactions. The tailored modification strategy allows for the generation of specific crosslinks with model cap-binding proteins, such as eIF4E and Dcp2. The usefulness of the photoreactive cap analogs is also demonstrated for identifying the cap-binding subunit in a multi-protein complex, which makes them perfect candidates for further development of photoaffinity labeling probes to study more complex mRNA-related processes.

The Synergistic Effect of N2 and N7 Modifications on the Inhibitory Efficacy of mRNA Cap Analogues.

In the fight against cancer, researchers have turned their attention to the eukaryotic initiation factor eIF4E, a protein whose increased level is strongly correlated with the development and progression of various types of cancer. Among the numerous strategies devised to tackle eIF4E overexpression, the use of 5' end mRNA cap analogues has emerged as a promising approach. Here, we present new candidates as potent m7GMP analogues for inhibiting translation and interfacing with eIF4E. By employing an appropriate strategy, we synthesized doubly modified mono- and dinucleotide cap analogues, introducing simultaneous substituents at both the N7 and N2 positions of the guanine ring. This approach was identified as an effective and promising combination. Our findings reveal that these dual modifications increase the potency of the dinucleotide analogue, marking a significant advancement in the development of cancer therapeutics targeting the eIF4E pathway.

Erratum to: A New Approach to the Synthesis of Anti-Reverse Cap Analog (ARCA) 2mGpppG

Erratum to: A New Approach to the Synthesis of Anti-Reverse Cap Analog (ARCA) 2mGpppG

Stabilized 5' Cap Analogue for Optochemical Activation of mRNA Translation.

The 5' cap is a distinguishing feature of transcripts made by polymerase II and characterized by an N7-methylated guanosine (m7G) linked to the first transcribed nucleotide by a 5'-5' triphosphate bridge. It stabilizes eukaryotic mRNAs and plays a crucial role in translation initiation. Its importance in mRNA processing, translation, and turnover makes the 5' cap a privileged structure for engineering by non-natural modifications. A photocleavable group at the 5' cap of guanosine was recently used to mute translation of exogenous mRNAs. Its removal by light enabled direct control of protein production at the posttranscriptional level. Modifications in the triphosphate bridge impede degradation by specific decapping enzymes and maintain translation. Here, we combined 5' cap modifications at different positions and investigated how they impact 5' cap-dependent processes in distinct manners. We synthesized 5' cap analogues with a photocleavable group at the N2-position of m7G in addition to a medronate in the triphosphate bridge to obtain a photoactivatable 5' cap analogue featuring a methylene group between the β and γ phosphates. The resulting Medronate-FlashCap transiently or permanently impeded distinct crucial interactions of the 5' cap required for translation and degradation. We show that the Medronate-FlashCap is compatible with in vitro transcription to generate muted mRNA and that light can be used to activate translation in cells. After light-induced removal of the photocleavable group, the Medronate-FlashCap remained stable against degradation by the decapping enzyme DcpS. The additional methylene group renders the 5' cap resistant to DcpS, while maintaining the interaction with cap-binding proteins.

Anion exchange HPLC monitoring of mRNA in vitro transcription reactions to support mRNA manufacturing process development.

mRNA technology has recently demonstrated the ability to significantly change the timeline for developing and delivering a new vaccine from years to months. The potential of mRNA technology for rapid vaccine development has recently been highlighted by the successful development and approval of two mRNA vaccines for COVID-19. Importantly, this RNA-based approach holds promise for treatments beyond vaccines and infectious diseases, e.g., treatments for cancer, metabolic disorders, cardiovascular conditions, and autoimmune diseases. There is currently significant demand for the development of improved manufacturing processes for the production of mRNA therapeutics in an effort to increase their yield and quality. The development of suitable analytical methods for the analysis of mRNA therapeutics is critical to underpin manufacturing development and the characterisation of the drug product and drug substance. In this study we have developed a high-throughput, high-performance liquid chromatography (HPLC) workflow for the rapid analysis of mRNA generated using in vitro transcription (IVT). We have optimised anion exchange (AEX) HPLC for the analysis of mRNA directly from IVT. Chromatography was performed in under 6min enabling separation of all of the key components in the IVT, including nucleoside triphosphates (NTPs), Cap analogue, plasmid DNA and mRNA product. Moreover, baseline separation of the NTPs was achieved, which facilitates accurate quantification of each NTP such that their consumption may be determined during IVT reactions. Furthermore, the HPLC method was used to rapidly assess the purification of the mRNA product, including removal of NTPs/Cap analogue and other contaminants after downstream purification, including solid phase extraction (SPE), oligo deoxythymidine (oligo-dT) affinity chromatography and tangential flow filtration (TFF). Using the developed method excellent precision was obtained with calibration curves for an external mRNA standard and NTPs giving correlation coefficients of 0.98 and 1.0 respectively. Intra- and inter-day studies on retention time stability of NTPs, showed a relative standard deviation ≤ 0.3% and ≤1.5% respectively. The mRNA retention time variability was ≤0.13%. This method was then utilised to monitor the progress of an IVT reaction for the production of Covid spike protein (C-Spike) mRNA to measure the increasing yield of mRNA alongside the consumption of NTPs during the reaction.

Trinucleotide mRNA Cap Analogue N6-Benzylated at the Site of Posttranscriptional m6Am Mark Facilitates mRNA Purification and Confers Superior Translational Properties In Vitro and In Vivo.

Eukaryotic mRNAs undergo cotranscriptional 5'-end modification with a 7-methylguanosine cap. In higher eukaryotes, the cap carries additional methylations, such as m6Am─a common epitranscriptomic mark unique to the mRNA 5'-end. This modification is regulated by the Pcif1 methyltransferase and the FTO demethylase, but its biological function is still unknown. Here, we designed and synthesized a trinucleotide FTO-resistant N6-benzyl analogue of the m6Am-cap-m7GpppBn6AmpG (termed AvantCap) and incorporated it into mRNA using T7 polymerase. mRNAs carrying Bn6Am showed several advantages over typical capped transcripts. The Bn6Am moiety was shown to act as a reversed-phase high-performance liquid chromatography (RP-HPLC) purification handle, allowing the separation of capped and uncapped RNA species, and to produce transcripts with lower dsRNA content than reference caps. In some cultured cells, Bn6Am mRNAs provided higher protein yields than mRNAs carrying Am or m6Am, although the effect was cell-line-dependent. m7GpppBn6AmpG-capped mRNAs encoding reporter proteins administered intravenously to mice provided up to 6-fold higher protein outputs than reference mRNAs, while mRNAs encoding tumor antigens showed superior activity in therapeutic settings as anticancer vaccines. The biochemical characterization suggests several phenomena potentially underlying the biological properties of AvantCap: (i) reduced propensity for unspecific interactions, (ii) involvement in alternative translation initiation, and (iii) subtle differences in mRNA impurity profiles or a combination of these effects. AvantCapped-mRNAs bearing the Bn6Am may pave the way for more potent mRNA-based vaccines and therapeutics and serve as molecular tools to unravel the role of m6Am in mRNA.

The potential of N2-modified cap analogues for precise genetic manipulation through mRNA engineering.

The technology of mRNA-based drugs is currently being intensively developed and implemented. Medical products of this type are already being used as viral vaccines and could potentially find application in a wide range of diseases. The tremendous interest in mRNA is due to the relatively easy production process, which can be quickly adapted to meet societal needs. The properties of this molecule depend on the structure of its individual components, such as the structure of the cap at the 5' end. Modifications of the cap significantly affect the translational potential and lifespan of the whole mRNA. In the current work, we present the synthesis of derivatives of cap analogues modified at the N2 position of 7-methylguanosine. In addition to the substituent at the N2 position, the derivatives had either an extended triphosphate chain, a thiophosphate modification, an added cap1-modified nucleotide or an extended linker between the substituent and 7-methylguanosine. The compounds were tested for use as translation inhibitors and as components for mRNA preparation and appeared of interest for both applications.

A New Approach to the Synthesis of Anti-Reverse Cap Analog (ARCA) 2mGpppG

A New Approach to the Synthesis of Anti-Reverse Cap Analog (ARCA) 2mGpppG

An engineered T7 RNA polymerase for efficient co-transcriptional capping with reduced dsRNA byproducts in mRNA synthesis.

Messenger RNA (mRNA) therapies have recently gained tremendous traction with the approval of mRNA vaccines for the prevention of SARS-CoV-2 infection. However, manufacturing challenges have complicated large scale mRNA production, which is necessary for the clinical viability of these therapies. Not only can the incorporation of the required 5' 7-methylguanosine cap analog be inefficient and costly, in vitro transcription (IVT) using wild-type T7 RNA polymerase generates undesirable double-stranded RNA (dsRNA) byproducts that elicit adverse host immune responses and are difficult to remove at large scale. To overcome these challenges, we have engineered a novel RNA polymerase, T7-68, that co-transcriptionally incorporates both di- and tri-nucleotide cap analogs with high efficiency, even at reduced cap analog concentrations. We also demonstrate that IVT products generated with T7-68 have reduced dsRNA content.

Design and Synthesis of Circular RNA Expression Vectors.

The recent success of the synthetic mRNA-based anti-COVID-19 vaccines has demonstrated the broad potential of the mRNA platform for applications in medicine, thanks to the combined efforts of a small community that has vastly improved key determinants such as design and formulation of synthetic mRNA during the past three decades. However, the cost of production and sensitivity to enzymatic degradation are still limiting the broader application of synthetic mRNA for therapeutic applications. The increased interest in mRNA-based technologies has spurred a renaissance for circular RNA (circRNA), as the lack of free 5' and 3' ends substantially increases resistance against enzymatic degradation in biological systems and does not require expensive cap analogs, as translation is controlled by an Internal Ribosome Entry Site (IRES) sequence. Thus, it can be expected that circRNA will play an important role for future mRNA therapeutics. Here we provide a detailed guide to the production of synthetic circRNA.

Trimethylguanosine cap-fluorescent molecular rotor (TMG-FMR) conjugates are potent, specific snurportin1 ligands enabling visualization in living cells.

The trimethylguanosine (TMG) cap is a motif present inter alia at the 5' end of small nuclear RNAs, which are involved in RNA splicing. The TMG cap plays a crucial role in RNA processing and stability as it protects the RNA molecule from degradation by exonucleases and facilitates its export from the nucleus. Additionally, the TMG cap plays a role in the recognition of snRNA by snurportin, a protein that facilitates nuclear import. TMG cap analogs are used in biochemical experiments as molecular tools to substitute the natural TMG cap. To expand the range of available TMG-based tools, here we conjugated the TMG cap to Fluorescent Molecular Rotors (FMRs) to open the possibility of detecting protein-ligand interactions in vitro and, potentially, in vivo, particularly visualizing interactions with snurportin. Consequently, we report the synthesis of 34 differently modified TMG cap-FMR conjugates and their evaluation as molecular probes for snurportin. As FMRs we selected three GFP-like chromophores (derived from green fluorescent protein) and one julolidine derivative. The evaluation of binding affinities for snurportin showed unexpectedly a strong stabilizing effect for TMGpppG-derived dinucleotides containing the FMR at the 2'-O-position of guanosine. These newly discovered compounds are potent snurportin ligands with nanomolar KD (dissociation constant) values, which are two orders of magnitude lower than that of natural TMGpppG. The effect is diminished by ∼50-fold for the corresponding 3'-regioisomers. To deepen the understanding of the structure-activity relationship, we synthesized and tested FMR conjugates lacking the TMG cap moiety. These studies, supported by molecular docking, suggested that the enhanced affinity arises from additional hydrophobic contacts provided by the FMR moiety. The strongest snurportin ligand, which also gave the greatest fluorescence enhancement (Fm/F0) when saturated with the protein, were tested in living cells to detect interactions and visualize complexes by fluorescence lifetime monitoring. This approach has potential applications in the study of RNA processing and RNA-protein interactions.

Formation of dsRNA by-products during in vitro transcription can be reduced by using low steady-state levels of UTP.

Introduction: Exogeneous messenger ribonucleic acid (mRNA) can be used as therapeutic and preventive medication. However, during the enzymatic production process, commonly called in vitro transcription, by-products occur which can reduce the therapeutic efficacy of mRNA. One such by-product is double-stranded RNA (dsRNA). We therefore sought to limit the generation of dsRNA by-products during in vitro transcription. Materials and methods: In vitro transcription was performed with a DNA template including a poly(A)-tail-encoding region, dinucleotide or trinucleotide cap analogs for cotranscriptional capping, and relevant nucleoside triphosphates. Concentrations of UTP or modified UTP (m1ΨTP) and GTP were reduced and fed over the course of the reaction. mRNA was analyzed for dsRNA contamination, yield of the reaction, RNA integrity, and capping efficiency before translational activity was assessed. Results: Limiting the steady-state level of UTP or m1ΨTP during the enzymatic reaction reduced dsRNA formation, while not affecting mRNA yield or RNA integrity. Capping efficiency was optimized with the use of a combined GTP and UTP or m1ΨTP feed, while still reducing dsRNA formation. Lower dsRNA levels led to higher protein expression from the corresponding mRNAs. Discussion: Low steady-state concentrations of UTP and GTP, fed in combination over the course of the in vitro transcription reaction, produce mRNA with high capping and low levels of dsRNA formation, resulting in high levels of protein expression. This novel approach may render laborious purification steps to remove dsRNA unnecessary.

Neuronal targeting of tau using a mRNA‐encoded tau‐specific antibody fragment

AbstractBackgroundA promising target for the treatment of Alzheimer’s disease and related tauopathies is intraneuronal tau. We have generated conventional tau‐specific monoclonal antibodies, as well as engineered antibody fragments, and demonstrated their ability to reduce tau pathology in the brains of tau transgenic mice (Nisbet et al., Brain 2017, Bajracharya, Brici et al., ANC 2021, Bajracharya et al. JCR 2022). Therapeutic efficacy is limited, however, by the inability of these antibodies to readily cross the blood‐brain barrier (BBB) and neuronal membrane to target intraneuronal tau. The SARS‐CoV‐2 pandemic revealed the potential of mRNA technology as an accessible and affordable strategy for delivering exogenous proteins, such as antibodies, to cells. The aim of this study was to explore the potential of utilizing mRNA to improve the intraneuronal delivery of our lead‐candidate tau‐specific monoclonal antibody in a single chain variable fragment (scFv) format.MethodThe cDNA encoding the tau scFv was cloned into an expression plasmid with a T7 promotor. The plasmid DNA was linearized, and in vitro transcription was conducted. The resulting mRNA was capped at the 5’ end with anti‐reverse cap analogue (ARCA), and possessed a 3’ poly (A) tail. The mRNA was then loaded into synthetic and biological nanoparticles and cellular uptake of the encapsulated mRNA and expression of the scFv was determined using mouse primary hippocampal neurons and human neuroblastoma SH‐SY5Y cells. Finally, binding of the expressed scFv to cytoplasmic tau was determined using a GFP‐pulldown assay.ResultHighly‐pure synthetic mRNA encoding a tau scFv was successfully generated and encapsulated into synthetic and biological nanocarriers. Upon treatment of cells with the encapsulated mRNA in vitro, the tau scFv was expressed and capable of engaging intracellular tau.ConclusionCollectively, our results validate the use of mRNA encoding tau‐specific antibodies as an effective and economic alternative to conventional antibodies for specific targeting of intracellular antigens such as tau.

Visible Light Activates Coumarin-Caged mRNA for Cytoplasmic Cap Methylation in Cells.

Protein synthesis is important and regulated by various mechanisms in the cell. Translation initiation in eukaryotes starts at the 5' cap and is the most complex of the three phases of mRNA translation. It requires methylation of the N7 position of the terminal guanosine (m7 G). The canonical capping occurs in the nucleus, however, cytoplasmic recapping has been discovered. It functions in switching mRNAs between translating and non-translating states, but the individual steps are difficult to dissect. We targeted cytoplasmic cap methylation as the ultimate step of cytoplasmic recapping. We present an N7G photocaged 5' cap that can be activated for cytoplasmic methylation by visible light. We report chemical and chemo-enzymatic synthesis of this 5' cap with 7-(diethylamino)-4-methyl-coumarin (DEACM) at the N7G and validate that it is not bound by translation initiation factor 4E (eIF4E). We demonstrate incorporation into mRNA, the release of unmethylated cap analog and enzymatic remethylation to functional cap 0 after irradiation at 450 nm. In cells, irradiation triggers translation of mRNAs with the N7G photocaged 5' cap via cytoplasmic cap methylation.

A practical and scalable synthesis of several base modified 3′-O-methyl ribonucleosides

An easy and efficient large-scale synthesis of 1, 2,-di-O-acetyl-5-O-benzoyl-3-O-methyl-d-ribofuranose (8) was accomplished from commercial 1,2:5,6-di-O-isopropylidene-α-d-allofuranose in 7-steps and 30 % overall yield. The utility of protected 8 was demonstrated via synthesis of 9-(3′-O-methyl-β-d-ribofuranosyl)-6-chloropurine (21) and six other nucleoside analogues in good yields. A library of five novel base modified nucleosides were generated starting from purine nucleoside 21 via functional group manipulations. The 3′-O-modified nucleosides are known to act as chain terminator exerting antiviral activity. The synthesis strategy described herein offers direct access to 3′-O-alkylated nucleosides with wide range of applications, including cap analogues for mRNA vaccine production. This protocol provides a route to exclusive synthesis of 3′-O-alkylated nucleosides, devoid of isomeric 2′-O-alkylated products essential for both therapeutic and biological research.