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International Journal of Rare Diseases and Orphan Drugs

Hoslundia Opposita and Other Nigerian Plants Inhibit Sickle Hemoglobin Polymerization and Prevent Erythrocyte Sickling: A Virtual Screening-Guided Identification of Bioactive Plants

Research Article | Open Access | Volume 6 | Issue 1

  • 1. Department of Pharmaceutical Chemistry, University of Ibadan, Nigeria
  • 2. Department of Pharmaceutical and Medicinal Chemistry, Afe Babalola University, Nigeria
  • 3. Institute of Biological Information Processing (IBI-7), Germany.
  • 4. Department of Chemistry, Edo State University, Nigeria
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Corresponding Authors
Eric Olori, Department of Chemistry, Edo University Iyamho University Iyamho, Nigeria
Abstract

In sickle cell disease, a hereditary hemoglobinopathy, clinically observed disease presentations are the endpoint of a point mutation involving the substitution of glutamic acid with valine at the position 6 of the beta globin chain. With about 4.4 million people globally being affected, and another 43 million people bearing the sickle cell trait, several research efforts have been made to discover new and affordable treatment and possibly cure for the disease. Africa is endowed with a large flora population and traditional healers and citizens have over time depended on the use of herbs in folkloric medicine for different ailments including sickle cell disease (SCD). Such native knowledge has often formed the basis for different research exploration into the anti sickling activities of selected African plants. These plants that have been so far investigated for their anti-sickling properties represent about 0.05 % of the 45,000 plant species enriching the flora landscape in Sub-Saharan Africa. Some of these have yielded potent anti-sickling profiles. In the current work we seek to achieve a more extensive search of the African plant diversity with anti-sickling properties: for this we have adopted a hybrid computational-cum experimental protocol that employed computer-aided drug design (CADD) means for identifying plants with at least one constituent capable of interacting with the sickle hemoglobin, followed by extractive procedures and anti-sickling experiments for validating the predictions. Over two thousand (or 2,000) African natural products, representing over 200 plant species, were first virtually screened against the crystal structure of the dimerized human sickle hemoglobin. The natural products with the best computed sickle hemoglobin interaction energetics were found to belong to five plant species including Catharanthus roseus, Rauvolfia vomitoria, Hoslundia opposita, Lantana camara and Euphorbia hirta. The leaves of these plants were each collected subsequently and subjected to standard processing and extraction procedures. Using both HbSS polymerization inhibition and sickling reversal tests significant reductions in polymerization of erythrocyte hemolysate of the HbSS genotype were observed with the methanol extracts of the plants, as well as sickling reversal levels of up to 68.50 % (H. opposita) was observed.

Keywords

• Sickle cell disease

• Sickle haemoglobin

• Computer aided drug design

• Autodock; Virtual screening

• Haemoglobin polymerization

• Anti-sickling

CITATION

Olori EO, Olubiyi OO, Babalola1 CP (2023) Hoslundia Opposita and Other Nigerian Plants Inhibit Sickle Hemoglobin Polymerization and Prevent Erythrocyte Sickling: A Virtual Screening-Guided Identification of Bioactive Plants. Int J Rare Dis Orph Drugs 6(1): 1015.

INTRODUCTION

Sickle cell disease (SCD) is a blood disorder affecting the red blood cells and is inherited [1]. The disease was reported to be majorly prevalent in resource limited countries and about 80% of SCD cases occur in sub-Saharan Africa [2] Globally about 4.4 million people have SCD while 43 million bear the sickle cell trait [3]. In 2010, the birth of children with sickle cell anemia (SCA) accounted for 2.4% the world’s most severe cases of the disease [4]. The condition affects more than 100,000 people in the United States and 20 million people worldwide. In the United States, most people who have sickle cell disease are of African ancestry or identify themselves as Black [1]. However, worrying estimates indicate that the number of newborns with SCA will increase from approximately 305,000 in 2010 to 404,000 in 2050 [5,6]. About 300,000 babies are born worldwide with sickle cell disease each year, spread across Africa and India [7]. In 2010, 90,000 births with sickle cell disease were estimated in Nigeria and 40,000 in the Democratic Republic of Congo [3]. Another estimated 40,000 children affected with sickle cell disease are born in India each year, 10,000 in the Americas, 10,000 in the Eastern Mediterranean, and 2000 in Europe [3]. Newborn screening programs in the United States, Jamaica, and Europe have documented the utility of early identification of SCA, with a marked reduction in morbidity and mortality, especially in the first 5 years of life [8-11]. Sickle cell anaemia resulting from SCD is characterized by abnormality in the oxygen carrying haemoglobin (haemoglobin S, HbS) which at the molecular level results from a point mutation replacing a charged and hydrophilic glutamic acid with hydrophobic valine at the position 6 of the beta globin polypeptide chain [12,13]. Under deoxygenation conditions (low oxygen tension), the mutant HbS polymerizes inside the red blood cells (RBCs) into a stiff gel and further into fibers leading to a decrease in red blood cell (RBC) deformability. HbS polymerization within erythrocytes provokes an alteration in the functional shape of red cells from the normal spherical form into distorted shapes some of which resemble a sickle [14,15]. With the HbS molecule occupying a central position in disease development, it makes sense that efforts to evolve new leads for SCD management should, as a viable option, consider the inhibition of HbS polymerization both by small molecules [16], and larger molecular weight peptide-based inhibitors [17]. For instance, the recently FDA-approved voxelotor is a covalent modifier of HbS molecule and acts as an allosteric modulator stabilizing the hemoglobin molecule in its non-aggregating R-conformer [18]. Normal hemoglobin has a quaternary structure existing as a tetrameric protein unit with two alpha- and two beta-chains [19], with each of the four chains covalently linked to a heme molecule. There are 141 and 146 amino acids in the α and β chains of hemoglobin, respectively [19], While interactions between multiple hemoglobin tetrameric units can in principle result in polymerization, such resulting aggregates are however unstable under normal physiological conditions. In homozygous SS patients on the other hand, the beta-chains contain valine at the sixth position which is able to form hydrophobic contacts with similarly uncharged hydrophobic residues like Phe85 and Leu88 of the adjacent beta globin chain. These contacts constituting the lateral HbS contacts are secondarily stabilized by other contacts involving segments of the hemoglobin molecule that are remote from the valine 6 mutation. Taken together, these contacts constitute the basis for HbS polymerization and by extension SCD symptom complex development. Within the same beta-2 globin chain of an HbS molecule there is glutamic acid at position 121 which interacts with Gly16 of the beta-1 globin chain of another HbS molecule. And, between these two Hb molecules, His20 from alpha-2 globin chain interacts with Glu6 of beta-1 of the third hemoglobin molecule as part of the axial contacts. Apart from beta-2 globin’s Val6 interacting with Phe85 and Leu88 of the adjacent beta globin chain, Asp73 and Thr4 from the two beta globin chains are also involved in contacts [20,21]. 200 Glu121 from beta-1 chain and Pro114 of alpha-2 and His116 of beta-2 globin chain also form interaction [22,23]. Within the lateral contact, the hydrophobic Val6’s side chain fits well into a hydrophobic pocket formed by β-Leu88 leucine and β-Phe85 residues on an adjacent beta globin chain [23]. Sickle cell disease is embodied by serious hemorheological irregularities which play a role in the pathophysiology of various severe and chronic complications. Normal RBC are pliable, able to squeeze through tight capillary junctions and can live for 90 to 120 days. During a typical 120 days lifespan of a RBC, it circulates through arteries, veins and small capillaries traveling –in total– a distance of 500 km [24]. Because sickle RBCs have stiffened texture they cannot as readily change their shape; the stress of squeezing through tight vascular junctions contributes to their tendency to hemolyze and as a result sickle RBCs last only 10 to 20 days, hence the associated anemia. Common signs and symptoms of the disease include painful swelling (hands and feet; vaso occlusive crisis), fatigue from anemia (aplastic crisis), yellowing of the skin and white of the eyes, infections (splenic sequestration crisis), fever, chest pain and difficulty in breathing (acute chest syndrome), hemolytic crisis [25,26].While bone marrow cell transplant is the only available curative treatment of SCD [1], the following treatments are also available in the management of SCD: vaccination, antibiotics (for the infection component), high fluid intake, folic acid supplementation analgesic (e.g. Ibuprofen), hydroxyurea, blood transfusion and herbal preparations. Hydroxyurea has been proven to decrease the number of SCD crisis [27]. Mechanistically it stimulates the production of fetal hemoglobin (HbF) and which inhibits HbS aggregation and has also been found to reduce white blood cells component of the inflammation crisis [28]. The health-care cost of the management of SCD patients is disproportionately high compared to the number of people afflicted by the disease and considering that most affected individuals are below the poverty line and unable to afford the high-cost of treatment. This in particular creates the urgent need for the unraveling of potentially cheap natural products and plants-based treatment options [29]. One of such efforts produced Niprisan™, a herbal preparation developed at the Nigerian Institute for Pharmaceutical Research and Development (NIPRD) and indicated for the treatment of SCD. Niprisan was formulated from the ethanolic extract of Piper guineense seeds, Pterocarpus osum stem, Eugenia caryophylius fruit and Sorghum bicolor leaves. About 45,000 plant species are found in Sub-Saharan Africa [30], and only about 0.05% has been researched and found to possess desirable anti-sickling properties. According to Sunday J. Ameh, discovery of more effective anti-sickling plants from the largely untapped African flora wealth will require the use of more innovative strategies [31]. It is certainly not far-fetched to expect that many more plants with more potent anti-sickling components exist in the African floral population that are yet undiscovered and the challenge remains how to efficiently identify these in eco compatible ways. In this work we propose a protocol relying on the structural understanding of HbS aggregation for targeted screening of natural products from African plants against a virtual model of the HbS macromolecule. Our design strategy is based on the double nucleation aggregation mechanism of the HbS molecule. We believe that natural products capable of forming a precise fit into Val6 binding cavity on the lateral aggregation surface of the HbS molecule will be able to delay the formation of a critical HbS nucleus (homogenous nucleation), which in turn is capable of preventing template-driven nucleation altogether and thus preventing aggregation. Using this protocol we identified Nigerian plants containing the natural products shown in our computational drug design work; these were collected and subjected to in vitro anti-sickling and polymerization reversal assays. To the best of the knowledge of the authors, this work represents the first computer-guided selection of plants for screening of plants for anti-sickling activities. Many researches have been conducted by various researchers in recent times to find new drugs from natural products for the treatment of SCD using traditional screening methods of drug discovery. These screening methods are time consuming and costly. For example [32], evaluated the anti-sickling activities of Plumbago zeylanica and Uvaria chamae [33], reported the use of combination of Piper guinensis, Pterocarpa osun, Eugenia caryophylla and Sorghum bicolor extracts for the treatment of SCD. Extracts of Pterocarpus santolinoides and Aloe vera were reported to increase the gelling time of sickle cell blood and inhibit sickling in vitro [34]. Sofowora et al. [35], reported the reversal of sickling by root extracts of Fagara zanthoxylloides. Thomas et al in 1987 reported the use of an aqueous extract of the unripe fruit of pawpaw (Carica papaya) as a treatment for sickle cell disease patients during crises. The research reported the reversal and inhibition of sickling of HbSS red blood cells using aqueous extract [36], reported that the aqueous extracts of the reddish brown freshly fallen leaves of Terminalia catappa were able to exhibit anti-sickling activity on sodium metabisulfite induced sickling. Fractionation of an aqueous extract of root bark from Fagara xanthoxyloides by column chromatography on DEAE-A-50, utilizing an elution gradient of pH 7.5-5.0, yielded five fractions. All fractions reversed metabisulfite-induced sickling in vitro of erythrocytes homozygous for hemoglobin [37]. Boiled and crude ethanolic extracts of edible Cajanus cajan beans were prepared and used for in vitro studies involving blood samples obtained from confirmed sickle cell (HbSS) patients. It was demonstrated that the extracts were able not only to inhibit sickling in sodium metabisulfite solution but also quickly reverted to normal morphology of already sickled erythrocytes [38]. While all of the aforementioned research investigations were based on prior knowledge of the ethno-medicinal use of the studied plants, in the present investigation we have employed a protocol that relies exclusively on the calculated thermodynamic and structure interaction of over 2000 African natural products with 3D X-ray crystallographic model of human sickle hemoglobin. Because our computer aided drug design (CADD)-guided search for African plants with anti-sickling properties is not based on knowledge of the plants’ ethno-medicinal value, we have been able to conduct a more objective search for the desired activity initialized by virtually screening thousands of natural products before performing anti-sickling assays. We additionally present an ADME model of the top-performing natural products to properly conceptualize the cell-free and cell-based validation assays presented here.

MATERIALS AND METHODS

3D natural products library

A number of scientific article databases and repositories including the National Center for Biotechnology Information (NCBI), Pubmed, Chemspider, Pubchem, CHEBI, were searched using different combinations of search terms like “Nigerian plants”, “African plants, “Chemical constituents”, “Chemical structure”, “X-ray”, “Mass spectrometry” and “ Nuclear magnetic resonance”. Articles and records satisfying the search criteria and containing structural information about African natural products were downloaded and further processed. From the 2D structural information of about 2000 natural products covering some two hundred different plant species the 3D structural coordinates were generated using the ligand modeling software ChemBioOffice [39]. Special attention was accorded to stereogenic sites and the resulting models were subjected to geometric optimization via energy minimization scheme using the integrated MOPAC algorithm [39]. This helped eliminate steric clashes and allowed each configuration to attain a potential energy minimum. The optimized 3D models were then saved in the Protein Data Bank (PDB) format and pooled together to form the virtual screening library employed in this work.

Hemoglobin S structure and conformational sampling

The X-ray crystallographic structure (2HBS.pdb)[40],of the dimerized human sickle haemoglobin was downloaded from the RCSB website (https://www.rcsb.org ). The structure is a homotetramer involving one tetramer unit (two α and two β globin subunits) interacting with another tetramer unit [40]. The two tetramer units form contact via an interacting surface involving amino acids contributed from two β globin subunits (one from each tetramer). The β globin subunit from Tetramer 1 bears the Glu6Val mutation, while the β globin subunit of Tetramer 2 provides an hydrophobic cavity (both shape and charge complementarity) that Val6 perfectly fits into. The β globin subunit of Tetramer 2 that provides the cavity was thus taken as the receptor molecule since the aim was to competitively inhibit Val6 docking at this site. Preliminary explicit solvent molecular dynamics (MD) simulation had been performed to establish the structural integrity of the Val6 acceptor chain, and the receptor was shown to be stable over a 100 ns MD trajectory performed at 300 K [17].

Virtual screening

Using the software Autodock tool [41], and Autodock Vina [41], each energy-minimized natural product in our virtual library was docked in a virtual screening protocol into the β globin’s Val6 binding site defined by a hyper-rectangular grid with x, y, z dimension 15.00 Å, 18.75 Å, 15.00 Å. The grid was centered at 6.215, 57.373, 22.171Å to overlap Leu28, Leu42, Leu92, Leu106, Leu110, Leu137, and Leu141, Phe41, Phe71, Phe91, His63, Lys66, and Val67 residues on the Val6 acceptor beta globin molecule and chain B in the crystallographic structure [41]. The computed binding energies were collected and analyzed to identify the natural products (and hence plants) with the best potential to form thermodynamically stable binding interaction with the HbS lateral aggregation surface.

Plant collection, botanical authentication and processing

Five out of the seventeen plants identified via virtual screening were collected based on availability and within the time frame from different parts of Nigeria. Rauvolfia vomitoria Afzel. and Lantana camara L. leaves were collected in Agulu, Anambra State Nigeria while the leaves of Catharanthus roseus (L.) G.Don, Hoslundia opposita Vahl and Euphorbia hirta L. were collected in Iyamho, Edo State, Nigeria. They were identified and authenticated at the Department of Botany, Faculty of Sciences, University of Ibadan, Nigeria with voucher numbers 22924, 22925, 22926, 22927 and 22928 for Hoslundia opposita, Euphrobia hirta, Rauvolfia vomitoria, Lantana camara and Catharanthus roseus respectively. The plants were deposited in the herbarium of the department. The leaves of the collected plants were air-dried in the laboratory and pulverized into powder using an electrical grinder (750 Watts Euro Premium, Tango DX). 100g of each plant sample was first extracted with n-hexane for three days. Following filtering the residue was extracted with methanol (Analytical grade, Sigma-Aldrich) for 5 days which was then filtered and the filtrate concentrated using a rotary evaporator (DVB RE 100-pro). The concentrates were freeze-dried using a freeze dryer (Zhengzhou Laboao Instrument, LFD-10) and stored at -20oC. The percentage yields were calculated as 7.1%, 1.6%, 5.0%, 5.4% and 1.99% (w/w) for Catharanthus roseus, Rauvolfia vomitoria, Hoslundia opposita, Lantana camara and Euphorbia hirta respectively.

%Yield=\frac{Weight of Extract}{Weight of Powderextracted}*100

Anti-sickling assay

Collection of blood and preparation of HbS heamolysate: Blood samples of sickle cell patients used were collected from heamatology department of University College Hospital, Ibadan after obtaining ethical approval. The patients whose blood were collected were not in crisis, have not been transfused three months prior to collection and were not taking any anti-sickling drugs. 2ml of blood of sickle cell disease patient (HbSS) was obtained by venipuncture into EDTA bottles. Freshly collected blood samples were used throughout, and only one type of human blood sample was used at a time for each experiment. The HbS blood collected was centrifuged to separate plasma from the erythrocytes. Washing of the erythrocyte was done by adding 10ml of buffer solution pH: 7.4 (PBS) in a centrifuge tube containing 2 ml of blood and centrifuged at 2000rpm for 15 minutes. The plasma and buffy coat (supernatant) was removed with a Pasteur pipette. The process was repeated to obtain a clear supernatant. The pelleted erythrocyte was re-suspended in 1ml of PBS (pH 7.4). The re-suspended erythrocyte was then lyzed using 1% saponin to obtain HbS heamolysate. This was used to perform the bioassay.

Polymerization Inhibition Test: Polymerization inhibition test was carried out using a modified method previously described by [42,43].This procedure is based on the principle that HbS molecules undergo gelation (gel formation) under deoxygenation conditions induced by the presence of sodium metabisulfite acting as reductant; under this condition deoxyHbS molecules predominate. The degree of polymerization was measured by recording the time-dependent increments in the absorbance of the assay mixture. 0.5ml of HbS heamolysate was measured into a test tube. 1ml of PBS was added to the test tube. 2ml of 5% aqueous solution of sodium metabisulphite was added. The content was quickly transferred into a cuvette and the absorbance of the mixture was immediately recorded at time 0 min using a UV/Visible Spectrophotometer (Biobase, BK-UV1800PC) (wavelength = 815 nm) and at every 2 minutes interval for 20 minutes. 1ml of PBS (pH 7.4) solution and 2ml of sodium metabisulphite was used to blank the spectrophotometer (control assay). This procedure was repeated by substituting 1.0 ml of PBS with 1.0 ml of 10 mg/ml solution of each of the plant extracts (test assay). Percent polymerization was then calculated as:

%Polymerization=\frac{At}{Ac 20th mins}*100

Where: At =Absorbance of test at time t (min).

Ac = Absorbance of control at 20th min

Sickling reversal test: Sickling reversal test was carried out using the method previously described by Pauline N et al, 2013. 20 μL of washed red blood cells was pipetted into a clean Eppendorf tube using a micro pipette. 20 μL of PBS was then added to the Eppendorf tube containing the washed blood. 680 μL of freshly prepared 2% sodium metabisulfite was added and incubated in a thermostated water bath at 37 °C for 1 h. 200 μL of distilled water was added after the initial incubation period and incubated for another 1 h at 37 °C. 10 μL of the incubated cells was transferred onto a hemocytometer. The cells were counted at five different zones (Control assay). This procedure was repeated by replacing 200 μL of distilled water added after the first incubation with 200 μL each of the extract at three different concentrations [10, 5 and 2 mg/ml]. The cells were categorized as normal or sickle using visual inspection of their shapes. Biconcave or disk-like shapes were taken to be normal while the elongated, star-like, or wrinkled shapes were considered sickle. The percentage sickle cells were calculated using the following formula:

%Sickling=\frac{Number of sicklecells}{Total no of sicklecells}*100

RESULTS AND DISCUSSION

Chemical diversity of the natural products generated Structures for the 2000 compounds comprising alkaloids, flavonoids, anthraquinones, terpenoids, steroids and coumarins were generated from 200 African plant species [Figure 1].

Distribution of the identified compounds into the class of  natural products they belong

Figure 1: Distribution of the identified compounds into the class of natural products they belong

The best performing twenty-three compounds with binding energies ranging from -7.0 kcal to -7.6kcal/mol from seventeen plant species are presented in [Table 1].

It is worthy of note to report that some of the natural products with strong binding HbS interaction identified via blind virtual screening in this work are found in plants that had either previously been employed ethnomedicinally in SCD treatment or that have been reported to possess anti-sickling properties. Interestingly, the knowledge of their use in SCD treatment and their anti-sickling properties was unknown to us at the point of natural product library design since the choice of natural products was not based on anti-sickling properties or use of the plants. For example [32] published a paper in which Plumbago zeylanica was confirmed to possess anti-sickling properties. The work however did not offer information about the plant constituent(s) responsible for the observed anti-sickling activity. In the present work, we propose that methylene-3,3’ diplumbagin, a naphthaquinone found in the root of P. zeylanica with binding free energy of -7.4 Kcal/mol is possibly one of the constituents responsible for the reported activity. In another work Egunyomi et al. [44], investigated the anti-sickling activities of two ethnomedicinal plant recipes used for the management of sickle cell anemia in Ibadan, Nigeria [44], and Rauvolfia vomitoria was one of the plants present in the investigated recipes. Two alkaloids, alstonine and corynanthine found in the leaves of the plant exhibited strong computed binding interaction with HbS molecule with binding free energy values of -7.4 and -7.2 kcal/ mol, respectively. Their strong binding interaction suggests that they are likely responsible for the earlier reported anti-sickling activity of the plant. Diosmin and fagarol with binding free energy values of -6.3 and -6.1 Kcal/mol, respectively found in the current exploratory investigation are constituents of Fagara zanthoxyloides that had previously been reported by Sofowora EA et al. [35], to possess anti-sickling activity [35]. Chikezie,reported Psidium guajava as possessing HbS polymerization inhibitory at different investigated concentrations. Tamarixetin, gossypetin and guajaverin with binding free energy values of -6.1kcal/mol, -5.8kcal/mol and -5.7 kcal/mol respectively found in the current investigation are constituents of the plant likely to be responsible for the inhibitory effect. Iwu MM et al. [45], and Nurain IO et al. [16], in separate investigations reported Cajanus cajan as having anti-sickling activity [46]. In our work, two of its constituents, cajanine and cajanulactone were found with binding free energy values -5.9 Kcal/mol and -5.8 Kcal/mol, respectively. We also identified carpaine with binding free energy of -5.9 kcal/mol which is one of the anti-sickling constituents of Carica papaya earlier reported by Thomas KD and Imaga NOA [47,48].

Polymerization inhibition test 

The anti-sickling assay confirmed the ability of the plants collected to both inhibit HbS polymerization and to reduce the extent of RBC sickling. This procedure used to test the anti sickling properties of the plant extracts is based on the principle that HbS molecules undergo gelation when deprived of oxygen, transiting to deoxyHbS molecules. Sodium metabisulfite induces polymerization and was hence used as the reductant. The level of polymerization was measured by recording increasing absorbance of the assay mixture with progression of time. A close look at [Table 2] shows that all tested extracts show a reduction in polymerization when compared with the control assay as time increases. This displays their anti-sickling properties. Methanol extract of Hoslundia opposita [Table 2] shows a significant (p<0.05) dose-dependent reduction of polymerization to 7.650 ± 1.27%, 57.873 ± 18.16%, and 61.698 ± 17.35% at time 0, 1080 and 1200 seconds respectively. They have p values of p<0.05 when compared with control. In all there was reduction of polymerization at all times. This pattern of polymerization reduction is illustrated in [Figure 2].

Percentage polymerization of erythrocyte haemolysate of  HbSS genotype in the presence of control and extracts of H. opposita,  C. roseus and, R.vomitoria at 10mg/ml concentration

Figure 2: Percentage polymerization of erythrocyte haemolysate of HbSS genotype in the presence of control and extracts of H. opposita, C. roseus and, R.vomitoria at 10mg/ml concentration

Methanol extract of Catharanthus roseus Table 2 shows a significant reduction (p<0.05) in polymerization when applied to sodium metabisulfite induced polymerization of HbSS genotype erythrocytes. The reduction was to 86.439 ± 13.56%, at time 1200seconds. Although there was reduction of polymerization at 0, 600 to 1080 seconds, this reduction was not significant. There was also a significant (p<0.05) reduction of polymerization of erythrocyte hemolysate of HbSS genotype in the presence of methanol extract of Rauvolfia vomitoria vomitoria at time 720 to 1200 seconds as presented in [Table 2]. It reduces polymerization to 51.983 ± 14.05%, 55.499 ± 13.27% and 58.136 ± 14.02%, 59.814 ± 14.02 and 62.030 ± 14.46 at the respective times. There was also reduction of polymerization at all time as shown in [Table 2]. In all there was an overall significant reduction of polymerization by the extracts of the different plant species tested as time increases. This goes to show that the plants have the ability to inhibit polymerization at 10mg/ml concentration. We obtained good dose-dependence for the polymerization assay in which the natural products in the different extracts have unfettered and direct access to the hemoglobin molecule and to the aggregation sites [Figure 3].

Percent Sickling of RBC in the presence of different plant  extracts

Figure 3: Percent Sickling of RBC in the presence of different plant extracts

In the sickling test however, this is not so: there is a layer of complexity, the natural barrier introduced by the plasma membrane [Table 3]. This barrier constituted by the cell membrane in the sickling test most likely poses a pharmacokinetic challenge to the natural products, and prevents quite a number of their molecules from crossing into the RBC core where the hemoglobin molecules are located. Thus, the observed activity in the anti-sickling test (being cell based) is extensively modified by cell membrane penetration.

We believe that their polymerization inhibition capacity can be attributed to the phytochemicals earlier identified to be present in the various plant species and docked at the hydrophobic pocket of the HbS genotype. Hoslundia opposita contains the phytochemicals hoslunddiol, a flavonoids having binding energy of -7.0kcal/mol. A close look at the structure of hoslunddiol reveals the presence of phenyl (C6 H5 ) group that helps to bind strongly at the hydrophobic pocket of the HbS genotype hence blocking the binding of valine to it. It also possesses a hydrophilic hydroxyl side chain that helps to disrupt the docking of Val6 on an incoming beta globin chain. This characteristic possessed by hoslunddiol is likely to be responsible for the anti-sickling activity displayed by the extract of Hoslundia opposita. Similarly,Catharanthus roseus contains the phytochemical vinceine (ajmalicine), an alkaloid found in the leaves of the plant and having a binding energy of -7.2kcal/mol. The structure of vinceine has a non-polar benzene (C6 H6 ) ring for binding and an acetate (CH3 COO-) hydrophilic side chain helping to disrupt the docking of Val6 on an incoming beta globin chain. This is what is likely to be responsible for the anti-sickling activity shown by Catharanthus roseus. Rauvolfia vomitoria has two phytochemicals of interest, astonine and corynanthine, both alkaloids with binding energy -7.4kcal/mol and -7.2kcal/mol respectively. Their structures both show the presence of a non-polar benzene (C6 H6 ) ring for binding and an acetate (CH3 COO-) hydrophilic side chain helping to disrupt the docking of Val6 on an incoming beta globin chain. This study reveals that, even though Alstonine has the lowest binding energy of -7.4kcal/mol compare to hoslunddiol with binding energy -7.0 Kcal/mol, Hoslundia opposita at 10ppm has a greater percentage (53.93%) of polymerization inhibition compare to 45.61% and 25.46% polymerization inhibition of Rauvolfia vomitoria and catharanthus roseus. This could be likely due to the presence of more electronegative functional groups in alstonine thereby making it to have a more hydrophilic side chain that helps to disrupt the docking of Val6 on an incoming beta globin chain [Figure]. Refer to [table 1] for the structures of the phytochemicals of interest. All five tested extracts show significant (p<0.01) reduction of sickling of red blood cells (RBC) after inducing sickling with sodium metabisulfite. Methanolic extract of Hoslundia opposita shows a significant reduction of sickling after inducing sickling with sodium metabisulfite by 16.12 ± 2.10, 25.61 ± 3.25 and 19.60 ± 2.54 at concentrations 10ppm, 5ppm and 2ppm respectively when compare with control having a 51.10% sickling. Methanolic extracts of Catharanthus roseus and Rauvolfia vomitoria also show a significant reduction in sickling by 27.47 ± 6.17, 26.39 ± 5.78, 22.57 ± 2.19 for C. roseus and 21.70 ± 4.40, 21.12 ± 4.02, 18.98 ± 6.10 for Rauvolfia vomitoria at concentrations 10ppm, 5ppm and 2ppm respectively. Similarly, chloroform extract of Lantana camara L reduces percentage sickling of sickle red blood cells by 36.79 ± 5.72, 27.21 ± 3.76 and 20.42 ± 2.53 at concentrations 10ppm, 5ppm and 2ppm respectively. Chloroform extract of Euphorbia hirta also reduces percentage sickle of red blood cells when induced with sodium metabisulfite by 31.74 ± 3.74, 20.99 ± 3.58 and 25.61 ± 9.27 at concentrations 10ppm, 5ppm and 2ppm respectively.Hoslundia opposita at 10ppm, 5ppm and 2ppm, reverse sickling of sickle red blood cells by 68.50%, 49.89% and 61.64% respectively Catharanthus roseus reverses sickling of sickle red blood cells by 46.24%, 48.35% and 55.84% at concentrations 10ppm, 5ppm and 2ppm respectively. Similarly, we observed that extract of Rauvolfia vomitoria shows a reversal in sickling of RBC by 57.53%, 58.67% and 62.85% for the three different working concentrations. There was also a reversal of sickling of sickle red blood cells by extracts of Lantana camara and Euphorbia hirta by 28.00%, 46.75% and 60.04% for L. camara and 37.88%, 58.92% and 49.88% for E. hirta at concentrations 10ppm, 5ppm and 2ppm respectively. It is observed that the extracts show different capacity of sickling reversal at the different concentrations. For example, extract of H. opposita shows a greater percent (68.50%) of sickling reversal at 10 ppm and the least percent (49.89%) at 5ppm. Catharanthus Roseus (L.) G.Don displayed a greater percent (55.84%) of sickling reversal at 2ppm and shows the least percent (46.24%) at 10ppm. The highest percent sickling reversal for Rauvolfia vomitoria Afzel was observed at 2 ppm (62.85%) while the smallest was observed at 10 ppm (57.53%). Similarly, Lantana camara L displayed the least percent (28.00%) of sickling reversal at 10ppm and the most percent (60.04%) at 2ppm while extract of Euphorbia hirta L has the least percent (37.88%) of sickling reversal at 10ppm and the most percent (58.92%) at 5ppm [Table 3]. A close look at [Table 3] and [Figure 3] shows that at 10ppm, extract of Hoslundia opposita Vahl has the highest percent of sickling reversal (68.50%) when compared to others while extract of Lantana camara L shows the least percent sickling reversal (28.00%). At 5ppm extract of Euphorbia hirta L shows the most percent (58.92%) sickling reversal of sickle red blood cells while extract of Lantana camara L shows the least percent (46.75%) sickling reversal. Similarly, extract of Rauvolfia vomitoria Afzel shows the most percent (62.85%) sickling reversal of RBC at 2ppm while extract of Euphorbia hirta L shows the least percent (49.88%) reversal of sickling of sickle red blood cells. The overall most significant reduction of sickling for the different extracts and concentration was observed for Hoslundia opposita Vahl (68.50%) at 10ppm while the overall least percent (28.00%) sickling reversal was observed for extract of Lantana camara L at 10ppm.

Lastly, we compared surface maps for the static molecular features of Glu and Val (Figure 5)

Surface maps comparing electronic charge distribution around Glu vs Val, electrostatic distribution lipophilicity surface maps of Glu vs Val. A.) Electronic  charge interaction distribution around Glu showing positive charge preference around the carboxylate group. B.) Electrostatic potential distribution on Glu. C.)  Lipophilicity surface map of Glu. D.) Electronic charge interaction distribution around Val. E.) Electrostatic potential distribution on Val. C.) Lipophilicity surface map  of Val. Blue, red and light colors in electronic charge interaction and electrostatic potential maps indicate positive, negative and neutral charges, respectively; while  light to yellowish color indicate increasing lipophilic nature in the lipophilic surface maps. The computed LogP(o/w) values for zwitterionic glutamate and valine  are -0.844 and 0.313, respectively.

Figure 5: Surface maps comparing electronic charge distribution around Glu vs Val, electrostatic distribution lipophilicity surface maps of Glu vs Val. A.) Electronic charge interaction distribution around Glu showing positive charge preference around the carboxylate group. B.) Electrostatic potential distribution on Glu. C.) Lipophilicity surface map of Glu. D.) Electronic charge interaction distribution around Val. E.) Electrostatic potential distribution on Val. C.) Lipophilicity surface map of Val. Blue, red and light colors in electronic charge interaction and electrostatic potential maps indicate positive, negative and neutral charges, respectively; while light to yellowish color indicate increasing lipophilic nature in the lipophilic surface maps. The computed LogP(o/w) values for zwitterionic glutamate and valine are -0.844 and 0.313, respectively.

which reveal subtle differences between both mutants that we believe underlie the distinctions in the aggregation behaviour of HbA and HbS. From the presented electronic distribution, electrostatic and lipophilicity maps, the aggregation observed in HbS (and thus RBC sickling) is likely a consequence of the differences observed in the electrostatic and lipophilic features of Glu and Val. The pathologic Glu6Val mutation replaces an electron-rich glutamate side-chain capable of electrically preventing hydrophobic aggregation to a highly lipophilic valine side-chain that encourages aggregation. It is interesting to note that such seemingly minor shape and charge perturbation resulting from the point mutation is capable of provoking such far reaching structural and aggregational consequences that underlies SCD symptom complex. Perhaps the seemingly disproportionate conformational consequence of the mutation partly results from the allosteric nature of the hemologbin molecule which allows tiny changes to be amplified in processes downstream of the point of mutation. It is difficult to categorically state whether such influence also plays a part in the inhibitory action of the plant extracts studied in the present work. Analysis of the natural product-HbS interaction indeed reveals a good fit in [Figure 4],

Interaction between the best compound from each of the five plants screened and the HbS receptor. The order of arrangement from left to right is: Alstonine,  Hoslunddiol, Vinceine, Icterogenin and Tinyatoxin.

Figure 4: Interaction between the best compound from each of the five plants screened and the HbS receptor. The order of arrangement from left to right is: Alstonine, Hoslunddiol, Vinceine, Icterogenin and Tinyatoxin.

and we believe that the inhibitory activities observed is at least partly a consequence of the interaction between the natural products and the investigated binding site of the sickle hemoglobin molecule. A categorical attribution of the inhibitory activities will however require a more detailed structural characterization of the binding event using spectroscopic characterization, especially X-ray spectroscopy. This is presently beyond the scope of this work whose aim is to present a procedure for employing natural products-based virtual screening in identifying plants with anti-sickling activities.

Pharmacokinetics considerations

It is important to consider that effects obtained in the cell based anti-sickling experiment here likely has the involvement of pharmacokinetic contributions especially with respect to gaining access to the intracellular target. Focusing on the natural products with the best interaction with HbS we performed ADME modeling using the SwissADME web-based application [49,50], and focusing on gastrointestinal absorption as an indication of ability to cross cell membranes. Out of the 22 natural products so profiled, only three- calamene, icterogenin and toddalosin- were predicted to be associated with poor gastrointestinal (GIT) absorption. Apart from the three compounds being fairly strongly lipophilic (Log P ranging from 4.9 to 7.1), calamene is a hydrocarbon expected to be associated with aqueous solubility liabilities while the other two have molecular weights in excess of 500 g/mol. These features are likely responsible for the predicted defective absorption in the GIT. Transport across erythrocytic plasma membrane involves mobility across membrane bilayer essentially similar to that across the GIT epithelial cells and the predicted GI transport profiles may be taken to imply the compounds potential to cross RBC plasma membrane and gain access to intracellular HbS. Based on this nineteen natural products with high GI transport features are expected to attain intracellular concentrations sufficient for HbS aggregation. However, 50 % of the compounds have the potential to cross the blood brain barrier (BBB) and might be associated with central nervous system effects. Even though it is only speculative what the role of P-glycoprotein (Pgp) binding will be in sickle cell disease drug management, we have included the Pgp interaction profiles for the natural products as their use would have implications in co-morbidities where Pgp inhibition is important. Majority of the natural products were predicted to possess Pgp inhibitory potential including hoslunddiol, icterogenin, vinceine, and tinyatoxin that are respective constituents of H. opposita, L. camara, C. roseus, and E. hirta tested in this work. We expect that this would have implications for the use of these natural products and the corresponding plants in SCD management involving (for example) cardiovascular comorbidities. It is interesting to note that alstonine (in R. vomitoria) was predicted to be unlikely to inhibit Pgp. We similarly obtained the predicted interaction profiles for five key metabolic enzymes (CYP1A2, CYP2C19, CYP2C9, CYP2D6, and CYP3A4) likely to influence their metabolic disposition as well as interaction with co-administered drugs or herbal products. Out of the five natural products found in the plants that we tested only the compound icterogenin (L. camara) shows zero likelihood of inhibiting any of the five cytochrome P450 enzymes. Hoslunddiol (H. opposita) shows potential for inhibiting CYP3A4; vinceine (C. roseus) will likely inhibit CYP2D6, while alstonine (R. vomitoria) shows possibility of inhibiting both enzymes as well as CYP2C19. Tinyatoxin was predicted with CYP2C9 and CYP3A4 inhibitory activity but none of the compounds was shown with predicted inhibitory action on CYP1A2. It however remains to be examined how these profiles will translate to clinical significance and if the titres of these natural products administered (e.g. in herbal preparations) constitute strong ground for meticulous pharmacotherapy review.

CONCLUSION

We have presented a protocol that employs virtual screening in identifying natural products with sufficiently strong interaction strength with the sickle hemoglobin. This guided our collection of plant parts and subsequent experimental testing of hemoglobin polymerization inhibitory activities as well as anti sickling properties in whole cells. We have thus shown that, beyond the limitations imposed on ethnomedicinal research as a result of dependence on only ethnic knowledge and experience, our approach is capable, through screening of several natural products, of identifying plants with anti-sickling properties. It also has the advantage of achieving environmentally friendly lead finding research which assures the collection of only the plants with a good likelihood of producing desired pharmacological activities thereby reducing wastage of plant materials. Our approach has also helped us to gain time through screening of thousands of compounds within a short period. It is the first time deploying CADD for the identification of plants with anti-sickling activities in sickle cell disease research. The outcome of our work will be of importance both for development of new leads for SCD drug development.

AUTHOR’S CONTRIBUTIONS

Eric O. Olori: 3D Library Design; Virtual Screening; Plant Collection and In vitro testing; and Writing- Original draft preparation.

Olujide O. Olubiyi.: Conceptualization; 3D Library Design; Virtual Screening; Data curation; Writing-Original draft preparation; Editing.

Chinedum P. Babalola: Conceptualization; Project Planning and Supervision; Writing-Original draft preparation; Reviewing and Editing.

REFERENCES

1. The Management of Sickle Cell Disease .National Heart, Lung, and Blood Institute, National Institutes of Health. 2002.

2. Rees DC, Williams TN, Gladwin MT. Sickle-Cell disease. Lancet. 2010; 376: 2018-2031.

3. GBD 2015 Disease and Injury Incidence and Prevalence Collaborators. Lancet. 2016; 388:1545-1602.

4. Piel FB, Patil AP, Howes RE, Nyangiri OA, Gething PW, Dewi M, et al. Global epidemiology of sickle haemoglobin in neonates: a contemporary geostatistical model-based map and population estimates. Lancet. 2013; 381: 142-151.

5. Piel FB, Hay SI, Gupta S, Weatherall DJ, Williams TN. Global Burden of Sickle Cell Anaemia in Children under Five, 2010–2050: Modelling Based on Demographics, Excess Mortality, and Interventions. PLoS Med. 2013; 10.

6. Piel FB, Steinberg MH, Rees DC. Sickle Cell Disease. New Engl J Med. 2017; 376: 1561-1573.

7. Piel FB, Weatherall DJ. Sickle-cell disease: a call to action. Transactions of the Royal Society of Tropical Medicine and Hygiene. 2015; 109: 355-356.

8. Rogers DW, Clarke JM, Cupidore L, Ramlal AM, Sparke BR, Serjeant GR. Early deaths in Jamaican children with sickle cell disease. Br Med J. 1978; 1: 1515-1516.

9. Vichinsky E, Hurst D, Earles A, Kleman K, Lubin B. Newborn screening for sickle cell disease: effect on mortality. Pediatrics. 1988; 81: 749 755.

10. Almeida AM, Henthorn JS, Davies SC. Neonatal screening for haemoglobinopathies: the results of a 10-year programme in an English Health Region. Br J Haematol. 2001; 112: 32-35.

11. Bardakdjian-Michau J, Guilloud-Batailie M, Maier-Redelsperger M, Elion J, Girot R, Feingold J. et al. Decreased morbidity in homozygous sickle cell disease detected at birth. 2002; 26: 211-217.

12. Pauling L, Itano HA, et al. Sickle cell anemia a molecular disease. Science. 1949; 110: 543-548.

13. Ingram VM. Gene mutations in human hemoglobin: The chemical difference between normal and sickle cell hemoglobin. Nature. 1957; 180: 326–328.

14. Bisnu PD. NCBI publication, Pharmacogn Rev. 2013; 7: 53-60.

15 . Herrick JB. Peculiar elongated and sickle-shaped red blood corpuscles in a case of severe anemia. Yale J Biol Med. 2001; 74: 179-184.

16. Nurain IO, Bewaji CO, Johnson JS, Davenport RD, Yang Zhang. Potential of Three Ethnomedicinal Plants as Anti-sickling Agents. Mol Pharm. 2017; 14: 172-182.

17. Olubiyi OO, Olagunju MO, Strodel B. Rational Drug Design of Peptide Based Therapies for Sickle Cell Disease. Molecules. 2019; 24: 4551.

18. Vichinsky E, Hoppe CC, Ataga KI, Ware RE, Nduba V, El-Beshlawy A. et al. A Phase 3 Randomized Trial of Voxelotor in Sickle Cell Disease. N Engl J Med. 2019; 381: 509-519.

19. Ouellette RJ, Rawn JD, Organic Chemistry: Structure, Mechanism, and Synthesis. 2014.

20. Marengo-Rowe AJ. Structure– Function relations of human hemoglobins. Proceedings (Baylor University Medical Center). 2006; 19: 239-245.

21. Levasseur DN, Ryan TM, Reilly MP, McCune SL, Asakura T, Townes TM. A recombinant human hemoglobin with anti-sickling properties greater than fetal hemoglobin. J Biol Chem. 2004; 279: 27518-27524.

22. Ferrone FA, Hofrichter J, Eaton WA. Kinetics of sickle hemoglobin polymerization: II. A double nucleation mechanism. J Mol Biol. 1985; 183: 611−631.

23. Ivanova M, Jasuja R, Kwong S, Briehl RW, Ferrone FA. Nonideality and the nucleation of sickle hemoglobin. Biophys J. 2000; 79: 1016-1022.

24. Lasch J, Küllertz G, Opalka JR. Separation of erythrocytes into age related fractions by density or size? Counterflow Centrifugation. Clin Chem Lab Med. 2000; 38: 629-632.

25. Serjent GR, Serjeant BE. Sickle cell disease. 3rd ed. Oxford University Press. 2001: 429-435.

26. Kar BC. Sickle cell disease in India. J Assoc Physicians India. 1991; 39: 954-960.

27. Rule AM. American society of health-system pharmacists’ pain management network. J Pain Palliat Care Pharmacother. 2004; 18: 59-62.

28. Lanzkron S, Strouse JJ, Wilson R, Beach MC, Haywood C, Park H, et al. Systematic review: Hydroxyurea for the treatment of adults with sickle cell disease. Ann Intern Med. 2008; 148: 939-955.

29. Bisnu Prasad Dash, Y. Archana, Nibarana Satapathy, Soumendra Kumar Naik. Search for antisickling agents from plants. Pharmcogn Rev. 2013; 7: 53-60.

30. Klopper RR, Gautier L, Chatelain C., Smith GF, Spichiger R. Floristics of the angiosperm flora of sub-Saharan Africa: an analysis of the African plant checklist and database. Taxon. 2007; 56: 201-208.

31. Ameh SJ, Tarfa FD, Ebeshi BU. Traditional Herbal Management of Sickle Cell Anemia: Lessons from Nigeria. Anemia. 2012.

32. Adejumo OE, Kolapo AL, Roleola OP, Kasiml LS. In vitro anti-sickling activities and phytochemical evaluation of Plumbago zeylanica and Uvaria chamae. Afr J Biotechnol. 2010; 9: 9032-9036.

33. Wambebe C, Khamofu H, Momoh JA, Ekpeyong M, Audu BS, Njoku OS, et al. Double-blind placebo-controlled, randomised cross-over clinical trial of NIPRISAN in patients with sickle cell disorders. Phytomedicine. 2001; 8: 252–261.

34. Ugbor C.The effect of vegetable extracts on the anti-sickling potential of Aloe vera. 2006.

35. Sofowora EA, Isaacs WA. Reversal of sickling and crenation in erythrocytes by the root extract of Fagara zanthoxyloides. Lloydia. 1971; 34: 383–385.

36. Moody JO, Segun FI, Aderounmu O, Omotade OO. Anti-sickling activity of Terminalia catappa leaves harvested at different stages of growth. Nigeran. J Natural Products Med. 2003; 7: 30-32.

37. Abu S, Anyaibe S, Headings 66. Chromatographic fractionation of anti-sickling agents in Fagara xanthoxyloides. Acta Haematol. 1981; 66:19-26.

38. Osuagwu CG. Mechanism of the anti-sickling effects of Cajanus cajan and Phenylalanine. Nigerian J Biochem Mol Bio. 2010; 25: 68 71.

39. Cousins KR. ChemDraw Ultra 9.0. CambridgeSoft, 100 CambridgePark Drive, Cambridge, MA 02140. J Am Chem Soc. 2005; 127: 4115-4116.

40. Harrington DJ, Adachi K, Royer Jr WE. The High Resolution Crystal Structure of Deoxyhemoglobin S. J Mol Biol. 1997; 272: 398-407.

41. Trott O, Olson AJ. AutoDock Vina: improving the speed and accuracy of docking with a new scoring function, efficient optimization, and multithreading. J. Comput. Chem. 2010; 31: 455-461.

42. Gamaniel K, Samuel BB, Kapu DS, Samason A, Wagner H, Okogun JI, et al. Anti-sickling, analgesic and anti-inflammatory properties of 3, 5-dimethoxy-4-hydroxy benzoic acid and 2,3,4-trihydroxyacetophenone. phytomedicine. 2000; 7: 105-110.

43. Chikezie PC. Sodium Metabisulfite–Induced Polymerization of Sickle Cell Hemoglobin Incubated in the Extracts of Three Medicinal Plants (Anacardium occidentale, Psidium guajava, And Terminalia catappa). Pharmacogn Mag. 2011; 7: 126-132.

44. Egunyomi, J. O. Moody and O. M. Eletu. Anti-sickling activities of two ethnomedicinal plant recipes used for the management of sickle cell anaemia in Ibadan, Nigeria. Afr J Biotechnol. 2009; 8: 020-025.

45. Iwu MM, Igboko AO, Onwubiko H, Ndu UE. Effect of Cajaminose from Cajanus cajan on Gelation and Oxygen Affinity of Sickle Cell Hemoglobin. J Ethnopharmacol. 1988; 23: 99-104.

46. Wambebe CO, Bamgboye EA, Badru BO, Khamofu H, Momoh JA, Ekpeyong M. Efficacy of niprisan in the prophylactic management of patients with sickle cell disease. Current Therapeutic Res. 2001; 62: 26-34.

47. Thomas KD, Ajani B. Anti-sickling agent in an extract of unripe pawpaw fruit (Carica papaya). Transactions of the Royal Society of Tropical Medicine and Hygiene. 1987; 81: 510–511.

48. Imaga NOA, Gbenle GO, Okochi VI, Akanbi SO, Edeoghon SO, Oigbochie V, et al. Anti-sickling property of Carica papaya leaf extract. Afr J Biochem Res. 2009; 3: 102-106.

49. Daina A, Zoete V. A BOILED-Egg to predict gastrointestinal absorption and brain penetration of small molecules. ChemMed Chem. 2016; 11: 1117-1121.

50. Daina A, Michielin O, Zoete V. SwissADME: a free web tool to evaluate pharmacokinetics, drug-likeness and medicinal chemistry friendliness of small molecules. Scientific Reports. 2017.

51. Ferrone FA, Ivanova M, Jasuja R. Heterogeneous nucleation and crowding in sickle hemoglobin: An analytic approach. Biophys J. 2002; 82: 399-406.

52. Abraham, D.J. & Perutz, M.F. (1986) Development of therapeutic agents for sickle cell disease. In: Approaches to the Therapy ofSickle Cell Anemia (ed. by Y. Beuzard, S. Charache &F. Galacteros).141–149. INSERM, Paris.

53. Adachi K, Asakura T. Demonstration of delay time during aggregation of diluted solutions of deoxyhaemoglobin S and haemoglobin C Harlem in concentrated phosphate buffer. J Biol Chem. 1978; 253: 6641-6643.

54. Adachi K, Asakura T. The solubility of sickle and non-sickle haemoglobins in concentrated phosphate buffer. J Biol Chem. 1979; 254: 4079-4084.

55. Adachi K, Asakura T. Nucleation-controlled aggregation of deoxyhaemoglobin S: Possible difference in the size of nuclei in different phosphate concentrations. J Biol Chem. 1979; 254: 7765 7771.

56. Adachi K, Asakura T. Kinetics of the polymerisation of haemoglobin in high and low phosphate buffers. Blood Cells. 1982; 8: 213–224.

57. Asakura T, Minakata K, Adachi K, Russell MO, Schwartz E. Denatured haemoglobin in sickle erythrocytes. J Clin Investigation. 1977; 59: 633-640.

58. Ballas SK, Embury SH, Hebbel RP, Mohandas N, Steinberg MH. Sickle Cell Disease: Basic Principle and Clinical Practice. 1994.

59. Charache S, Dover GJ, Moore RD, Eckert S, Ballas SK, Koshy M, et al. Hydroxyurea: effects on haemoglobin F production in patients with sickle cell anemia. Blood. 1992; 79: 2555–2565.

60. Eaton WA, Hofrichter J, Anfinsen CB, Edsall JT, Richards FM, Eisenberg DS. Sickle cell haemoglobin polymerisation. In: Advances in Protein Chemistry. 1990; 40: 63-262.

61. Orringer E.P, Abraham DJ, Parker JC, Embury SH, Hebbel RP, Mohandas N, Steinberg MH. Development of drug therapy. In: Sickle Cell Disease: Basic Principle and Clinical Practice. 1994.

62. Sunshine HR. Hofrichter J, Eaton WA. Requirement for therapeutic inhibition of sickle cell Hb gelation. Nature. 1978; 275: 238–240.

63. Wambebe CO, Bamgboye EA, Bardu BO, Khamofu H, Momoh JA, Ekpeyong M, et al. Efficacy of NIPRISAN in the prophylactic management of patients with sickle cell disease. Cur Therap Res. 2001; 62: 26–34.

64. Mpiana PT, Mudogo V, Kabangu YF, Tshibangu DST, Ngbolua KN, Atibu EK, et al. Anti-sickling activity and thermostability of anthocyanins extract from a congolese plant, Hymenocardia acida Tul. (Hymenocardiaceae) Int J Pharmacol. 2009; 5: 65-70.

65. Akinsulie AO, Temiye EO, Akanmu AS, Lesi FEA, Whyte CO. Clinical evaluation of extract of Cajanus cajan (Ciklavit) in sickle cell anaemia. J Trop Pediatr. 2005; 51: 200-205.

66. Fall AB, Vanhaelen-Fastré R, Vanhaelen M, Toppet I Lo, Ferster A, Fondu P. In vitro anti-sickling activity of a rearranged limonoid isolated from Khaya senegalensis. Planta Medica. 1999; 65: 209–212.

67. Noguchi CT, Schechter AN. Inhibition of Sickle Hb gelation by amino acids and related compounds. Biochemistry. 1978; 17: 5455-5459.

68. Ferrone FA, Ivanova M, Jasuja R. Heterogeneous nucleation and crowding in sickle hemoglobin: An analytic approach. Biophys J. 2002; 82: 399−406.

69. National Heart, Lung and Blood Institute. 2023.

70. Pauline N, Cabral BNP, Anatole PC, Jocelyne AMV, Bruno M, Jeanne NY. The in vitro anti-sickling and antioxidant effects of aqueous extracts Zanthoxyllum heitzii on sickle cell disorder. BMC Complementary Altern Med. 2013; 13: 162.

71. Sliwoski G, Kothiwale S, Meiler J, Lowe EW. Computational methods in drug discovery. Pharmacol Rev. 2013; 66: 334-395.

72. Eaton WA, Hofrichter J. Hemoglobin S gelation and sickle cell disease. Blood. 1987; 70: 1245-1266.

73. Piel FB, Patil AP, Howes RE, Nyangiri OA, Gething PW, Dewi M. Global epidemiology of Sickle haemoglobin in neonates: a contemporary geostatistical model-based map and population estimates. Lancet. 2013; 381: 142-151.

Olori EO, Olubiyi OO, Babalola1 CP (2023) Hoslundia Opposita and Other Nigerian Plants Inhibit Sickle Hemoglobin Polymerization and Prevent Erythrocyte Sickling: A Virtual Screening-Guided Identification of Bioactive Plants. Int J Rare Dis Orph Drugs 6(1): 1015.

Received : 03 Oct 2023
Accepted : 27 Oct 2023
Published : 02 Nov 2023
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Launched : 2016
Annals of Clinical Pathology
ISSN : 2373-9282
Launched : 2013
Annals of Cardiovascular Diseases
ISSN : 2641-7731
Launched : 2016
Journal of Behavior
ISSN : 2576-0076
Launched : 2016
Annals of Clinical and Experimental Metabolism
ISSN : 2572-2492
Launched : 2016
Clinical Research in Infectious Diseases
ISSN : 2379-0636
Launched : 2013
JSM Microbiology
ISSN : 2333-6455
Launched : 2013
Journal of Urology and Research
ISSN : 2379-951X
Launched : 2014
Journal of Family Medicine and Community Health
ISSN : 2379-0547
Launched : 2013
Annals of Pregnancy and Care
ISSN : 2578-336X
Launched : 2017
JSM Cell and Developmental Biology
ISSN : 2379-061X
Launched : 2013
Annals of Aquaculture and Research
ISSN : 2379-0881
Launched : 2014
Clinical Research in Pulmonology
ISSN : 2333-6625
Launched : 2013
Journal of Immunology and Clinical Research
ISSN : 2333-6714
Launched : 2013
Annals of Forensic Research and Analysis
ISSN : 2378-9476
Launched : 2014
JSM Biochemistry and Molecular Biology
ISSN : 2333-7109
Launched : 2013
Annals of Breast Cancer Research
ISSN : 2641-7685
Launched : 2016
Annals of Gerontology and Geriatric Research
ISSN : 2378-9409
Launched : 2014
Journal of Sleep Medicine and Disorders
ISSN : 2379-0822
Launched : 2014
JSM Burns and Trauma
ISSN : 2475-9406
Launched : 2016
Chemical Engineering and Process Techniques
ISSN : 2333-6633
Launched : 2013
Annals of Clinical Cytology and Pathology
ISSN : 2475-9430
Launched : 2014
JSM Allergy and Asthma
ISSN : 2573-1254
Launched : 2016
Journal of Neurological Disorders and Stroke
ISSN : 2334-2307
Launched : 2013
Annals of Sports Medicine and Research
ISSN : 2379-0571
Launched : 2014
JSM Sexual Medicine
ISSN : 2578-3718
Launched : 2016
Annals of Vascular Medicine and Research
ISSN : 2378-9344
Launched : 2014
JSM Biotechnology and Biomedical Engineering
ISSN : 2333-7117
Launched : 2013
Journal of Hematology and Transfusion
ISSN : 2333-6684
Launched : 2013
JSM Environmental Science and Ecology
ISSN : 2333-7141
Launched : 2013
Journal of Cardiology and Clinical Research
ISSN : 2333-6676
Launched : 2013
JSM Nanotechnology and Nanomedicine
ISSN : 2334-1815
Launched : 2013
Journal of Ear, Nose and Throat Disorders
ISSN : 2475-9473
Launched : 2016
JSM Ophthalmology
ISSN : 2333-6447
Launched : 2013
Journal of Pharmacology and Clinical Toxicology
ISSN : 2333-7079
Launched : 2013
Annals of Psychiatry and Mental Health
ISSN : 2374-0124
Launched : 2013
Medical Journal of Obstetrics and Gynecology
ISSN : 2333-6439
Launched : 2013
Annals of Pediatrics and Child Health
ISSN : 2373-9312
Launched : 2013
JSM Clinical Pharmaceutics
ISSN : 2379-9498
Launched : 2014
JSM Foot and Ankle
ISSN : 2475-9112
Launched : 2016
JSM Alzheimer's Disease and Related Dementia
ISSN : 2378-9565
Launched : 2014
Journal of Addiction Medicine and Therapy
ISSN : 2333-665X
Launched : 2013
Journal of Veterinary Medicine and Research
ISSN : 2378-931X
Launched : 2013
Annals of Public Health and Research
ISSN : 2378-9328
Launched : 2014
Annals of Orthopedics and Rheumatology
ISSN : 2373-9290
Launched : 2013
Journal of Clinical Nephrology and Research
ISSN : 2379-0652
Launched : 2014
Annals of Community Medicine and Practice
ISSN : 2475-9465
Launched : 2014
Annals of Biometrics and Biostatistics
ISSN : 2374-0116
Launched : 2013
JSM Clinical Case Reports
ISSN : 2373-9819
Launched : 2013
Journal of Cancer Biology and Research
ISSN : 2373-9436
Launched : 2013
Journal of Surgery and Transplantation Science
ISSN : 2379-0911
Launched : 2013
Journal of Dermatology and Clinical Research
ISSN : 2373-9371
Launched : 2013
JSM Gastroenterology and Hepatology
ISSN : 2373-9487
Launched : 2013
Annals of Nursing and Practice
ISSN : 2379-9501
Launched : 2014
JSM Dentistry
ISSN : 2333-7133
Launched : 2013
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