Abstract
Personalized therapies are required for Fabry disease due to its large phenotypic spectrum and numerous different genotypes. In principle, missense mutations that do not affect the active site could be rescued with pharmacological chaperones. At present pharmacological chaperones for Fabry disease bind the active site and couple a stabilizing effect, which is required, to an inhibitory effect, which is deleterious. By in silico docking we identified an allosteric hot-spot for ligand binding where a drug-like compound, 2,6-dithiopurine, binds preferentially. 2,6-dithiopurine stabilizes lysosomal alpha-galactosidase in vitro and rescues a mutant that is not responsive to a mono-therapy with previously described pharmacological chaperones, 1-deoxygalactonojirimycin and galactose in a cell based assay.
Introduction
Fabry disease (FD) is a rare pathology, but accounts for 8.8% of the patients affected by inherited disorders of metabolism [1]. It is caused by mutations in the gene GLA, which is located on the X chromosome and encodes lysosomal alpha-galactosidase (AGAL) [2]. Enzyme replacement (ERT) is the only approved specific therapy for FD; it is well tolerated and safe [3]. The large phenotypic and genotypic spectrum of the disease poses several problems and the cost-effectiveness of ERT is still debated, in particular for patients who have residual enzyme activity [4]. In FD, about 40% of all missense mutations are associated with a biochemically mildly damaged enzyme [5]. A therapy with sub-inhibitory concentrations of 1-deoxygalactonojirimycin (DGJ) was first proposed by Suzuki and co-workers [6] and then tested in cells [7–13], in mouse models of FD [14] [15] and in clinical trials [16] [17]. Such therapy is suitable only for patients carrying specific mutations (40%-60% of missense mutants tested in cell based assays [11, 12]) and requires fine-tuning of the dosage regimen because DGJ is an inhibitor of AGAL. The approach with small molecules for FD is promising, but DGJ is not yet the ideal drug. Molecules that either substitute DGJ or act in synergy with it to enable reduced dosage of DGJ should be sought, in particular for mutants that do not respond to a monotherapy with DGJ. Analogues of DGJ have been developed [18] [19]. A new family of arylthioureas showed a better balance between the stabilizing effect, which is required, and the inhibitory effect, which is detrimental [20]. However, these molecules bind the active site, as demonstrated by x-ray crystallography, and enhance enzymatic activity only at micromolar concentration, not dissimilarly from DGJ, when administered to eukaryotic cells expressing AGAL mutants [20].
Ambroxol, a mucolytic agent used in the treatment of respiratory diseases, proved to be useful in association with DGJ to rescue some AGAL mutants [21]. Its mechanism of action is not clear since ambroxol is not specific for AGAL, but it is effective also on lysosomal beta-glucocerebrosidase [22] and alpha-glucosidase mutants [21].
Discovery of chaperones directed against the active site is facilitated by focusing on molecules with structural similarity to galactose, a natural product of AGAL. Conversely, the discovery allosteric ligands, i.e. ligands that bind AGAL at sites outside the active site, is complicated by the fact that they may not chemically resemble any known substrates or products. We performed in silico molecular docking (virtual screening) of over ten thousand low molecular weight structurally diverse compounds previously filtered from ZINC database [23], by looking for molecules that bind preferentially at a site different from the active site. Among the top ranking hits we found one molecule, 2,6-dithiopurine (DTP). This molecule was chosen for further studies since it has already passed some safety tests, is a known chemiopreventive agent [24] [25] and it is safe when administered to mice [26]. DTP is able to stabilize AGAL against thermal and urea-induced denaturation and is able to rescue a mutant that is not sensitive to DGJ. It acts in vivo in synergy with galactose and with very low concentrations of DGJ.
Methods and Materials
Virtual screening
We selected a random subset of 9 million molecules (including FDA-approved drugs) from the ZINC database [23] for performing the virtual screening calculations in this study. Molecular docking calculations were carried out on the structure deposited in the PDB with the code 3S5Z [27] with the Leadfinder [28] docking program using default parameters. Protein structure 3S5Z contains 2 ligands: alpha-D-galactose (GLA) bound at the active site through D92, D93, K168, E203, R227, D231 (GLA site) and beta-D-galactose (GAL) bound at a different site through D255 and K374 (GAL site). Thus, two boxes (x, y, z dimensions 40 Å), centered on the position occupied by either GLA or GAL, were set for docking. Using the global shape similarity tool WEGA [29] alpha-D-galactose (the natural substrate of AGAL) was processed against the selected compound library and those molecules with the highest values for similarity score, ranging from 0.8 to 0.95, were selected for posterior docking studies. In total ten thousand purchasable molecules obtained after filtering with WEGA were selected for docking.
Thermal unfolding
Thermal shift assay [30, 31] was adapted as described [32] using commercially available wt-AGAL, Fabrazyme® (Genzyme, Cambridge, MA). Melting profiles were recorded under different conditions by thermal shift assay with the StepOne Real-Time PCR System (Applied Biosystems). The protein (0.5–1 mg/mL final concentration) was equilibrated in Na-Hepes 20 mM, NaCl 150 mM, pH 7.4 with Sypro Orange 2.5X (Invitrogen Molecular Probes, lifetechnologies.com), either without ligands or in the presence of ligands (6 mM DTP, 0.040 mM DGJ (SIGMA, Milan, Italy). The samples were distributed in 48-well PCR plates (0.025 mL in each well), sealed and heated from 20 to 90° at 1°C/min with increments of 0.6°C. The excitation wavelength of 490 nm and the emission wavelength of 575 nm, which are optimal for fluorescein, were adapted to detect Sypro Orange. Melting profiles of recombinant human phosphomannomutase2 were recorded similarly, the only exception was the presence of 1mM MgCl2 in the buffer. Phosphomannomutase 2 had been expressed and purified as described [33].
In order to verify the reversibility of the effect of DTP on Fabrazyme®, the enzyme equilibrated in Na-Hepes 20 mM, NaCl 150 mM, pH 7.4 was incubated for 1 hour at 4°C in the presence of 6 mM DTP dissolved in DMSO, then the sample was dialysed by ultrafiltration (by using Centrifugal ultrafiltration unit 15-mL MWCO 10 kDa, Merck-Millipore). A control experiment was also conducted incubating the enzyme with DMSO and dialysing it. Each dialysed sample was analysed by enzymatic assay (at pH 7.5) and by TSA (the experiment was conducted either in the presence of 6 mM DTP or with only DMSO) as described above.
Urea-induced unfolding
The experiment was carried out with a method firstly described by Kim et al [34] and adapted as described [35]. In brief, Fabrazyme® (0.32 mg/mL) was induced to unfold by urea in Hepes buffer at pH 7.4, with or without DTP 6 mM, in a final volume of 0.028 mL. The enzyme was incubated in the presence of urea concentrations ranging from 0 to 5 M. The samples were incubated at 10°C overnight, then each sample was treated with the appropriate amount of thermolysin necessary to obtain a 1:5 protease to protein ratio in the presence of CaCl2 (10 mM final concentration). After 1 min incubation at 37°C the reaction was stopped by the addition of EDTA (40 mM final concentration). The samples were separated by SDS-PAGE and coloured by Coomassie Blue Staining, then undigested proteins (Fabrazyme® and thermolysin) were quantified with a ChemiDoc XRS (Bio-Rad Laboratories, Hercules, CA-USA). Two rectangular boxes were used to define specific protein bands, one for Fabrazyme® and one for thermolysin as shown in S1 File. The intensity of bands was corrected subtracting the appropriate background (adjusted volumes), the ratio between the corrected values was calculated for Fabrazyme® and thermolysin in each lane and was plotted against urea concentration.
Transfection into COS-7 cells
COS-7cells were cultured in DMEM containing 10% FBS at 37°C and 5% CO2. The cells were transfected with individual plasmids containing mutant AGAL-encoding ORF using the LipofectAMINE2000 cationic lipid reagent in suspension [36].
67.5 micrograms of plasmid DNA in 13.5 mL Opti-MEM (Invitrogen) were mixed with 0.135 mL LipofectAMINE2000 reagent (Invitrogen) and incubated for 30 min at room temperature. COS-7 cells were harvested by trypsin treatment and resuspended in DMEM containing 10% FBS.
COS-7 in suspension (40.5 mL) were added to the transfection mix solution, distributed into 27 wells of six-well plates at 60% confluency and allowed to adhere for 5h.
The medium was substituted by fresh DMEM, 10% FBS, 1% DMSO (used to solubilize DTP and ambroxol) (1 mL), and drugs were added either in monotherapy or in binary combination as indicated in the specific figure legends. After 48 h incubation, the cells were washed in PBS (5 times), scraped and harvested by centrifugation. Dry pellets were resuspended in 0.030 mL of water and lysed by freeze-thawing. Three independent transfections were carried out for A230T, C56Y, C63Y, two for the other mutants, E341D, A37T, P40S, M42T, M42V, S126C, C172G, R118C, Q280K, L300F, L310F and G360C. Water-soluble extracts were used for enzyme assays or western blot. The Bradford colorimetric assay was used for protein quantification [37] using the Bio-Rad Protein Assay with bovine serum albumin as standard.
Alpha-galactosidase assay
Tests on transfected mutants were carried out as described in [36]. Briefly: cell lysates (1–2 microliters) were added to 38 microliters of AGAL assay buffer (sodium citrate 27 mM-sodium phosphate dibasic 46 mM, 4-methylumbelliferyl-alpha-D-galactopyranoside 5 mM and N-acetyl-D-galactosamine 100 mM, pH 4.5) and incubated for 0.5–1 h at 37°C. All chemicals were obtained from Sigma. The reaction was stopped by adding 0.360 mL of 1 M sodium carbonate buffer [10]. Fluorescence was detected using a fluorescence spectrophotometer (Cary Eclypse-Varian) at 355 nm excitation and 460 nm emission.
A 4-methylumbelliferone standard curve ranging from 5 nM to 0.025 mM was run in parallel for conversion of fluorescence data to AGAL activity expressed as nmol/mg protein per min.
In order to measure the enzymatic activity in the presence of DTP 6 mM a spectrophotometric assay was run. Fabrazyme (1–2 microliters 0.25 mg/ml) were added to 0.038 mL of AGAL assay buffer (4-Nitrophenyl α-D-galactopyranoside 17 mM in Hepes 40 mM pH 7.4) and incubated for 3–15 min at 37°C. The reaction was stopped by adding 0.360 mL of 1 M sodium carbonate and the absorbance at 405nm was measured. The assay was conducted in the presence of DTP 6 mM (previously dissolved in DMSO) or DMSO.
Western blot analysis
Western blot analysis for the detection of AGAL was performed using rabbit polyclonal antibodies (Abcam 70520) and HRP-coniugated anti-rabbit IgG antibody produced in goat (Bio-Rad 1706515). After SDS-PAGE (15% acrylamide), proteins were transferred to a PVDF membrane. The membrane was blocked with 5% (w/v) non-fat dried skimmed milk in blot solution at 4°C overnight, then treated with the primary antibody diluted in a blot solution 1:500 for 1 hour at room temperature. After washing, the detection was performed by using the Precision Plus Protein™ (Bio-Rad). GAPDH was revealed with mouse monoclonal anti lapine GAPDH (AbD seroTec (cat:4699–9555) 1:2000. All other chemicals were from Bio-Rad. Uncropped images of the gels are provided as S1 File.
Deglycosylation
Deglycosylation of A230T expressed in COS7 cells (treated or untreated with DTP 6 mM) (10 μg f each) was performed according to the producer's instructions. wt-AGAL was processed at the same way as a control. Briefly, EDTA and SDS were added to the proteins (final concentrations were 20 mM and 0.1% respectively). The samples were then boiled for 5 min, immediately cooled before the addition of NP-40 to a final condition of 0.7% and N-Glycosidase F (0.5 unit) and incubated overnight at 37°C. A parallel experiment was conducted avoiding the denaturation step (SDS and heating) before adding NP-40. The samples was analysed by western blotting as described elsewhere.
Bioinformatic and Statistical analysis
Standard deviations and p values (paired two-tailed Student's t-test) were obtained using Microsoft Excel (Microsoft Office professional 2010).
The effect of mutation on protein stability was predicted either running SDM on-line [38] or running MUPRO1.1[39] locally. Secondary structure was assigned with SEGNO [40]. Accessibility to solvent was calculated by SDM. Active site residues were identified with DrosteP [41]. Molecular dynamics was run with Yasara program under default conditions for 50 nsec [42] and flexibility assessed as described [43]. Protein damaging scores based on sequence conservation were derived using PolyPhen-2 software [44] or Fabry_CEP [45].
Results
Molecular docking calculations were carried out on the AGAL structure deposited in the pdb with the code 3S5Z [27]. In this model AGAL binds two ligands per chain: alpha-D-galactose at the active site through D92, D93, K168, E203, R227 and D231 (GLA site) and beta-D-galactose at a different site through D255 and K374 (GAL site). This structure offers a good target to identify molecules that have little inhibitory activity and/or act in synergy with drugs directed against the active site. In proximity to the GAL site, we identified a hot-spot for binding that will be referred to as the allosteric site. It comprises residues A37, R38, T39, P40, T41, M42, E87, Y88 and does not overlap with the active site that is lined by W47, D92, D93, Y134, C142, K168, D170, E203, L206, Y207, R227, D231, S297 (Fig 1). The allosteric site is different from the GAL binding site.
We looked for molecules that bind the allosteric site with a high score, but bind the active site with a very low score. Drug repositioning, which should always be considered as the first choice when developing new therapies for rare diseases [46], could not be used because none of the approved drugs tested (FDA database) bound specifically the allosteric site (results not shown).
As a second choice we selected DTP, which is not an approved drug, but is a good candidate because it is safe when tested on human skin cells [25] and on mice [24] [26]. Even if the docking simulations started at GAL site DTP contacted the allosteric site. As a control we carried out a simulation limiting the search to a box centred on the active site as described in the methods. We show the interactions of DTP with the allosteric site in Fig 1B, and the corresponding energetic contributions in Fig 2A, the potential interactions of DTP with the active site (GLA site) in Fig 1C and the corresponding energetic contributions in Fig 2B. Docking simulations calculated a binding affinity at GLA’s binding site 52% lower (absolute value) than at the allosteric site (Fig 2). Scores calculated with Leadfinder [28] are reported as kcal/mol in Fig 2, but are meant only for rank-ordering different docking poses of DTP and cannot provide accurate binding energy predictions.
DTP does not inhibit AGAL (Fabrazyme®, Genzyme) when tested at 6 mM concentration using 4-Nitrophenyl α-D-galactopyranoside 17 mM in Hepes 40 mM pH 7.4, whereas DGJ blocks completely the enzyme (1% residual activity) at concentration as low as 0.001 mM.Thermal shift assay was used to evaluate the ability of DTP (6mM) to stabilize wt-AGAL, (Fabrazyme®, Genzyme) in the presence or in the absence of DGJ. DTP is able to stabilize the enzyme against thermal denaturation alone or in synergy with the iminosugar (Fig 3A). without forming covalent bonds. To prove the reversibility of this stabilising effect, DTP (6 mM) was incubated with enzyme and subsequently removed by dialysis before thermal shift assay. Results are indicated in Fig 3B (filled squares DTP/DTP; open squares DMSO/DTP; filled circles; DTP/DMSO; open circles DMSO/DMSO) where the first word of the label corresponds to the pretreatment and the second part corresponds to the presence of the compound during the thermal scan. The specificity of effect of DTP was tested running thermal shift assay on phosphomannomutase2, an enzyme structurally and functionally unrelated to AGAL in the presence of DTP 6 mM or a positive control, glucose 1–6 bisphosphate 0.5 mM (S1 Fig).
The stability of AGAL in the presence or in the absence of DTP was tested by unfolding induced by a range of urea concentrations, followed by limited proteolysis. The enzyme unfolds at 2.7 M urea in the absence of DTP, and at 3 M urea in the presence of DTP (Fig 4). A minor band, which might represent a differently glycosylated form of AGAL, is observed in Fig 4. Its intensity correlates with that of the major band (data not shown).
AGAL mutants were expressed transiently in COS-7 cells. We tested the effect of DTP on the mutant A230T [47], which is non-responsive to DGJ [36], but eligible for PC therapy [48].
After transfection of A230T into COS-7 cells, specific bands were revealed by Western blot (WB) and the total alpha-galactosidase activity was measured in cell extracts. In order to interpret results it is worth remembering that AGAL is synthesized as a precursor of 50 kDa, but it is converted into a mature form of 46 kDa. A detailed analysis of Ishii and co-workers [49] demonstrated that when AGAL mutants are correctly processed into a 46 kDa form, they are also transferred into lysosomes. In Fig 5A we show the migration of transfected wt-AGAL (90±9 U/mg activity in the lysates) as a reference. A230T shows a faint band corresponding to the precursor form of AGAL. This is not induced by the treatment with acknowledged PCs, DGJ, galactose [50] or ambroxol [21], at the dosages commonly used to measure their chaperoning effect on transfected mutants, 0.020 mM, 100 mM or 0.040 mM respectively. However, DTP 6 mM promotes the maturation of A230T. Moreover, its effect is potentiated by galactose and DGJ, even at very low concentration (0.001mM), but not by ambroxol (Fig 5A, 5B and 5C).
The lowest concentration at which DTP promotes A230T maturation is 2 mM (Fig 5D and 5E). The different bands visualised on WB represent different glycosylated forms, as demonstrated by treatment of A230T or wt-AGAL with N-Glycosidase F Fig 5F.
We tested the effect of DTP 6 mM on further mutants expressed in COS-7 cells: C56Y (Fig 6A), C63Y (Fig 6B) and E341D (Fig 6C). In these cases, enzymatic activity was not recovered (Fig 6D), possibly because the proteins are not catalytically active, but increased protein processing was detectable. C63Y and E341D are not responsive do DGJ [12, 13]. C56Y activity increases in the presence of DGJ although it does not meet the criteria chosen Lukas et al [13] to define responsiveness.
We tested four mutations affecting residues in the allosteric site, A37T, P40S, M42T, M42V. None of these mutants responds to DTP (Fig 7). A37T [12], M42T [13] and M42V [8, 9, 12] are responsive to 0.020 mM DGJ, whereas P40S is not [10, 11, 13]. This finding supports the idea that DTP binds the allosteric site found in silico, although it does not prove it, because the same molecule has no effect on mutations that do not affect the allosteric site. An example is provided by S126C, C172G, and R118C which are not responsive to DGJ, [10–12, 51] (S2 Fig) and by Q280K, L300F, L310F and G360C (S3 Fig), which are responsive to DGJ [12] [36].
Discussion
The catalytic domain of AGAL is formed by a TIM-barrel and the active site is located at the carboxyterminal end of beta-strands, as expected [52].
We identified a different druggable pocket located at the opposite side of the TIM-barrel of AGAL. Some molecules resulting from our virtual screening bind better to the allosteric site than to the active site. One of these molecules, a chemopreventive 2,6-dithiopurine DTP, appeared particularly promising because it is actively transported into mammalian cells where it accumulates at millimolar concentration [25] and it is safe [24] [26].
DTP promotes the processing of some mutants of AGAL that are not responsive to DGJ and in one case, A230T, enhances its activity in monotherapy as well as in synergy with DGJ or galactose.
Not all missense mutations associated with FD are responsive to PC and we have not yet found molecular features that are necessary and sufficient to determine responsiveness. Mutations occurring at non conserved sites are generally less severe and responsive to PC, but there are exceptions to this rule. The best example we encountered is A230T, a mutation occurring at a non conserved site. A230 is exposed to solvent and exhibits moderate flexibility (Root mean square fluctuation, RMSF, of alpha carbon 0.74 ±0.02 Å). A230 is not directly implicated in catalysis, but it flanks D231, a proton donor that is essential for the hydrolysis of the substrate and belongs to a short stretch in polyproline II conformation. Its mutation to Threonine is classified as mildly destabilizing by MUPRO [39] or SDM [38]. The position specific substitution score, which measures the tolerability of the mutation in orthologous sequences and correlates with responsiveness to DGJ, is benign [48]. A230T is classified as possibly damaging or benign by HumDiv- and HumVar-trained PolyPhen-2 models respectively [44]. To summarize, A230T is eligible for PC therapy and does respond to DTP, although it does not respond to DGJ. Although DTP might be active only on a minority of AGAL missense mutations, we suggest that it should be tested in the cases that receive a positive score with Fabry_CEP [45], but fail to respond to DGJ. We are aware that the interaction of DTP with AGAL, which occurs in vitro only at high concentration, cannot exclude non specific off-target effects of the drug on protein homeostasis. Derivatives of DTP obtained by techniques of lead optimization and medicinal chemistry might prove to be effective at lower doses and more specific.
Supporting Information
Acknowledgments
The authors gratefully acknowledge the computer resources and the technical support provided by the Plataforma Andaluza de Bioinformática of the University of Málaga. We thank E.Castelluccio, V.Mirra, A.Paone and A.Siciliano for technical assistance. We thank D.J.G.Mackay for copyediting the manuscript. This work is dedicated to our friend and colleague Dr Maria Malanga.
Abbreviations
- FD
Fabry disease
- AGAL
lysosomal alpha-galactosidase
- ERT
Enzyme replacement therapy
- DGJ
1-deoxygalactonojirimycin
- DTP
2,6-dithiopurine
- GLA
alpha-D-galactose
- GAL
beta-D-galactose
Data Availability
All data are included in the paper and in its Supporting Information files.
Funding Statement
Funding was provided by Telethon - Italy (Grant no. GGP12108). This work was partially supported by the Fundación Séneca del Centro de Coordinación de la Investigación de la Región de Murcia under Project 18946/JLI/13. Powered@NLHPC: This research was partially supported by the supercomputing infrastructure of the NLHPC (ECM-02). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
References
- 1.Sirrs S, Hollak C, Merkel M, Sechi A, Glamuzina E, Janssen MC, et al. The Frequencies of Different Inborn Errors of Metabolism in Adult Metabolic Centres: Report from the SSIEM Adult Metabolic Physicians Group. JIMD Rep. 2015. Epub 2015/10/10. 10.1007/8904_2015_435 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Germain DP. Fabry disease. Orphanet J Rare Dis. 2010;5:30 10.1186/1750-1172-5-30 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Beck M, Hughes D, Kampmann C, Larroque S, Mehta A, Pintos-Morell G, et al. Long-term effectiveness of agalsidase alfa enzyme replacement in Fabry disease: A Fabry Outcome Survey analysis. Mol Genet Metab Rep. 2015;3:21–7. Epub 2016/03/05. [pii]. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Rombach SM, Hollak CE, Linthorst GE, Dijkgraaf MG. Cost-effectiveness of enzyme replacement therapy for Fabry disease. Orphanet J Rare Dis. 2013;8:29 Epub 2013/02/21. [pii]. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Lukas J, Scalia S, Eichler S, Pockrandt AM, Dehn N, Cozma C, et al. Functional and Clinical Consequences of Novel alpha-Galactosidase A Mutations in Fabry Disease. Hum Mutat. 2016;37(1):43–51. Epub 2015/09/30. 10.1002/humu.22910 . [DOI] [PubMed] [Google Scholar]
- 6.Fan JQ, Ishii S, Asano N, Suzuki Y. Accelerated transport and maturation of lysosomal alpha-galactosidase A in Fabry lymphoblasts by an enzyme inhibitor. Nat Med. 1999;5(1):112–5. 10.1038/4801 [DOI] [PubMed] [Google Scholar]
- 7.Shin SH, Kluepfel-Stahl S, Cooney AM, Kaneski CR, Quirk JM, Schiffmann R, et al. Prediction of response of mutated alpha-galactosidase A to a pharmacological chaperone. Pharmacogenet Genomics. 2008;18(9):773–80. 10.1097/FPC.0b013e32830500f4 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Shimotori M, Maruyama H, Nakamura G, Suyama T, Sakamoto F, Itoh M, et al. Novel mutations of the GLA gene in Japanese patients with Fabry disease and their functional characterization by active site specific chaperone. Hum Mutat. 2008;29(2):331 10.1002/humu.9520 [DOI] [PubMed] [Google Scholar]
- 9.Park JY, Kim GH, Kim SS, Ko JM, Lee JJ, Yoo HW. Effects of a chemical chaperone on genetic mutations in alpha-galactosidase A in Korean patients with Fabry disease. Exp Mol Med. 2009;41(1):1–7. 10.3858/emm.2009.41.1.001 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Benjamin ER, Flanagan JJ, Schilling A, Chang HH, Agarwal L, Katz E, et al. The pharmacological chaperone 1-deoxygalactonojirimycin increases alpha-galactosidase A levels in Fabry patient cell lines. J Inherit Metab Dis. 2009;32(3):424–40. 10.1007/s10545-009-1077-0 [DOI] [PubMed] [Google Scholar]
- 11.Wu X, Katz E, Della Valle MC, Mascioli K, Flanagan JJ, Castelli JP, et al. A pharmacogenetic approach to identify mutant forms of alpha-galactosidase A that respond to a pharmacological chaperone for Fabry disease. Hum Mutat. 2011;32(8):965–77. 10.1002/humu.21530 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Lukas J, Giese AK, Markoff A, Grittner U, Kolodny E, Mascher H, et al. Functional characterisation of alpha-galactosidase a mutations as a basis for a new classification system in fabry disease. PLoS Genet. 2013;9(8):e1003632 Epub 2013/08/13. [pii]. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Lukas J, Scalia S, Eichler S, Pockrandt AM, Dehn N, Cozma C, et al. Functional and Clinical Consequences of Novel alpha-Galactosidase A Mutations in Fabry Disease. Hum Mutat. 2015. Epub 2015/09/30. 10.1002/humu.22910 . [DOI] [PubMed] [Google Scholar]
- 14.Ishii S, Chang HH, Yoshioka H, Shimada T, Mannen K, Higuchi Y, et al. Preclinical efficacy and safety of 1-deoxygalactonojirimycin in mice for Fabry disease. J Pharmacol Exp Ther. 2009;328(3):723–31. 10.1124/jpet.108.149054 [DOI] [PubMed] [Google Scholar]
- 15.Khanna R, Benjamin ER, Pellegrino L, Schilling A, Rigat BA, Soska R, et al. The pharmacological chaperone isofagomine increases the activity of the Gaucher disease L444P mutant form of beta-glucosidase. Febs J. 2010;277(7):1618–38. 10.1111/j.1742-4658.2010.07588.x [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Germain DP, Giugliani R, Hughes DA, Mehta A, Nicholls K, Barisoni L, et al. Safety and pharmacodynamic effects of a pharmacological chaperone on alpha-galactosidase A activity and globotriaosylceramide clearance in Fabry disease: report from two phase 2 clinical studies. Orphanet J Rare Dis. 2012;7:91 10.1186/1750-1172-7-91 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Giugliani R, Waldek S, Germain DP, Nicholls K, Bichet DG, Simosky JK, et al. A Phase 2 study of migalastat hydrochloride in females with Fabry disease: Selection of population, safety and pharmacodynamic effects. Mol Genet Metab. 2013;109(1):86–92. 10.1016/j.ymgme.2013.01.009 [DOI] [PubMed] [Google Scholar]
- 18.Tsukimura T, Chiba Y, Ohno K, Saito S, Tajima Y, Sakuraba H. Molecular mechanism for stabilization of a mutant alpha-galactosidase A involving M51I amino acid substitution by imino sugars. Mol Genet Metab. 2011;103(1):26–32. 10.1016/j.ymgme.2011.01.013 [DOI] [PubMed] [Google Scholar]
- 19.Jenkinson SF, Fleet GW, Nash RJ, Koike Y, Adachi I, Yoshihara A, et al. Looking-glass synergistic pharmacological chaperones: DGJ and L-DGJ from the enantiomers of tagatose. Org Lett. 2011;13(15):4064–7. Epub 2011/07/13. 10.1021/ol201552q . [DOI] [PubMed] [Google Scholar]
- 20.Yu Y, Mena-Barragan T, Higaki K, Johnson JL, Drury JE, Lieberman RL, et al. Molecular basis of 1-deoxygalactonojirimycin arylthiourea binding to human alpha-galactosidase a: pharmacological chaperoning efficacy on Fabry disease mutants. ACS Chem Biol. 2014;9(7):1460–9. Epub 2014/05/03. 10.1021/cb500143h . [DOI] [PubMed] [Google Scholar]
- 21.Lukas J, Pockrandt AM, Seemann S, Sharif M, Runge F, Pohlers S, et al. Enzyme enhancers for the treatment of fabry and pompe disease. Mol Ther. 2015;23(3):456–64. Epub 2014/11/21. 10.1038/mt.2014.224 [pii]. . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Bendikov-Bar I, Maor G, Filocamo M, Horowitz M. Ambroxol as a pharmacological chaperone for mutant glucocerebrosidase. Blood Cells Mol Dis. 2013;50(2):141–5. Epub 2012/11/20. 10.1016/j.bcmd.2012.10.007 [pii]. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Irwin JJ, Shoichet BK. ZINC—a free database of commercially available compounds for virtual screening. J Chem Inf Model. 2005;45(1):177–82. Epub 2005/01/26. 10.1021/ci049714 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Boulware S, Fields T, McIvor E, Powell KL, Abel EL, Vasquez KM, et al. 2,6-Dithiopurine, a nucleophilic scavenger, protects against mutagenesis in mouse skin treated in vivo with 2-(chloroethyl) ethyl sulfide, a mustard gas analog. Toxicol Appl Pharmacol. 2012;263(2):203–9. Epub 2012/06/27. 10.1016/j.taap.2012.06.010S0041-008X(12)00269-4 [pii]. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Powell KL, Boulware S, Thames H, Vasquez KM, MacLeod MC. 2,6-Dithiopurine blocks toxicity and mutagenesis in human skin cells exposed to sulfur mustard analogues, 2-chloroethyl ethyl sulfide and 2-chloroethyl methyl sulfide. Chem Res Toxicol. 2010;23(3):497–503. Epub 2010/01/07. 10.1021/tx9001918 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Qing WG, Powell KL, Stoica G, Szumlanski CL, Weinshilboum RM, Macleod MC. Toxicity and metabolism in mice of 2,6-dithiopurine, a potential chemopreventive agent. Drug Metab Dispos. 1995;23(8):854–60. Epub 1995/08/01. . [PubMed] [Google Scholar]
- 27.Guce AI, Clark NE, Rogich JJ, Garman SC. The molecular basis of pharmacological chaperoning in human alpha-galactosidase. Chem Biol. 2011;18(12):1521–6. 10.1016/j.chembiol.2011.10.012 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Stroganov OV, Novikov FN, Stroylov VS, Kulkov V, Chilov GG. Lead finder: an approach to improve accuracy of protein-ligand docking, binding energy estimation, and virtual screening. J Chem Inf Model. 2008;48(12):2371–85. Epub 2008/11/15. 10.1021/ci800166p . [DOI] [PubMed] [Google Scholar]
- 29.Yan X, Li J, Liu Z, Zheng M, Ge H, Xu J. Enhancing molecular shape comparison by weighted Gaussian functions. J Chem Inf Model. 2013;53(8):1967–78. Epub 2013/07/13. 10.1021/ci300601q . [DOI] [PubMed] [Google Scholar]
- 30.Pantoliano MW, Petrella EC, Kwasnoski JD, Lobanov VS, Myslik J, Graf E, et al. High-density miniaturized thermal shift assays as a general strategy for drug discovery. J Biomol Screen. 2001;6(6):429–40. Epub 2002/01/15. 10.1089/108705701753364922 . [DOI] [PubMed] [Google Scholar]
- 31.Lo MC, Aulabaugh A, Jin G, Cowling R, Bard J, Malamas M, et al. Evaluation of fluorescence-based thermal shift assays for hit identification in drug discovery. Anal Biochem. 2004;332(1):153–9. Epub 2004/08/11. 10.1016/j.ab.2004.04.031 [pii]. . [DOI] [PubMed] [Google Scholar]
- 32.Andreotti G, Monticelli M, Cubellis MV. Looking for protein stabilizing drugs with thermal shift assay. Drug Test Anal. 2015. Epub 2015/04/08. 10.1002/dta.1798 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Andreotti G, Pedone E, Giordano A, Cubellis MV. Biochemical phenotype of a common disease-causing mutation and a possible therapeutic approach for the phosphomannomutase 2-associated disorder of glycosylation. Mol Genet Genomic Med. 2013;1(1):32–44. 10.1002/mgg3.3 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Kim MS, Song J, Park C. Determining protein stability in cell lysates by pulse proteolysis and Western blotting. Protein Sci. 2009;18(5):1051–9. 10.1002/pro.115 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Andreotti G, Citro V, Correra A, Cubellis MV. A thermodynamic assay to test pharmacological chaperones for Fabry disease. Biochim Biophys Acta. 2014;1840(3):1214–24. Epub 2013/12/24. 10.1016/j.bbagen.2013.12.018 [pii]. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Andreotti G, Citro V, De Crescenzo A, Orlando P, Cammisa M, Correra A, et al. Therapy of Fabry disease with pharmacological chaperones: from in silico predictions to in vitro tests. Orphanet J Rare Dis. 2011;6:66 Epub 2011/10/19. 10.1186/1750-1172-6-66 [pii]. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Bradford MM. A rapid and sensitive method for the quantitation of microgram quantities of protein utilizing the principle of protein-dye binding. Anal Biochem. 1976;72:248–54. Epub 1976/05/07. S0003269776699996 [pii]. . [DOI] [PubMed] [Google Scholar]
- 38.Worth CL, Preissner R, Blundell TL. SDM—a server for predicting effects of mutations on protein stability and malfunction. Nucleic Acids Res. 2011;39(Web Server issue):W215–22. 10.1093/nar/gkr363 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Cheng J, Randall A, Baldi P. Prediction of protein stability changes for single-site mutations using support vector machines. Proteins. 2006;62(4):1125–32. 10.1002/prot.20810 [DOI] [PubMed] [Google Scholar]
- 40.Cubellis MV, Cailliez F, Lovell SC. Secondary structure assignment that accurately reflects physical and evolutionary characteristics. BMC Bioinformatics. 2005;6 Suppl 4:S8 10.1186/1471-2105-6-S4-S8 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Cammisa M, Correra A, Andreotti G, Cubellis MV. Identification and analysis of conserved pockets on protein surfaces. BMC Bioinformatics. 2013;14 Suppl 7:S9 Epub 2013/07/17. 10.1186/1471-2105-14-S7-S9 [pii]. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Krieger E, Darden T, Nabuurs SB, Finkelstein A, Vriend G. Making optimal use of empirical energy functions: force-field parameterization in crystal space. Proteins. 2004;57(4):678–83. 10.1002/prot.20251 [DOI] [PubMed] [Google Scholar]
- 43.Cubellis MV, Baaden M, Andreotti G. Taming molecular flexibility to tackle rare diseases. Biochimie. 2015;113:54–8. Epub 2015/04/07. 10.1016/j.biochi.2015.03.018 [pii]. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Adzhubei IA, Schmidt S, Peshkin L, Ramensky VE, Gerasimova A, Bork P, et al. A method and server for predicting damaging missense mutations. Nat Methods. 2010;7(4):248–9. Epub 2010/04/01. 10.1038/nmeth0410-248 [pii]. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Cammisa M, Correra A, Andreotti G, Cubellis MV. Fabry_CEP: a tool to identify Fabry mutations responsive to pharmacological chaperones. Orphanet J Rare Dis. 2013;8:111 Epub 2013/07/26. 10.1186/1750-1172-8-111 [pii]. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Hay Mele B, Citro V, Andreotti G, Cubellis MV. Drug repositioning can accelerate discovery of pharmacological chaperones. Orphanet J Rare Dis. 2015;10:55 Epub 2015/05/08. [pii]. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Ashton-Prolla P, Tong B, Shabbeer J, Astrin KH, Eng CM, Desnick RJ. Fabry disease: twenty-two novel mutations in the alpha-galactosidase A gene and genotype/phenotype correlations in severely and mildly affected hemizygotes and heterozygotes. J Investig Med. 2000;48(4):227–35. . [PubMed] [Google Scholar]
- 48.Andreotti G, Guarracino MR, Cammisa M, Correra A, Cubellis MV. Prediction of the responsiveness to pharmacological chaperones: lysosomal human alpha-galactosidase, a case of study. Orphanet J Rare Dis. 2010;5:36 10.1186/1750-1172-5-36 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Ishii S, Chang HH, Kawasaki K, Yasuda K, Wu HL, Garman SC, et al. Mutant alpha-galactosidase A enzymes identified in Fabry disease patients with residual enzyme activity: biochemical characterization and restoration of normal intracellular processing by 1-deoxygalactonojirimycin. Biochem J. 2007;406(2):285–95. 10.1042/BJ20070479 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Okumiya T, Ishii S, Takenaka T, Kase R, Kamei S, Sakuraba H, et al. Galactose stabilizes various missense mutants of alpha-galactosidase in Fabry disease. Biochem Biophys Res Commun. 1995;214(3):1219–24. Epub 1995/09/25. S0006-291X(85)72416-3 [pii] 10.1006/bbrc.1995.2416 . [DOI] [PubMed] [Google Scholar]
- 51.Spada M, Pagliardini S, Yasuda M, Tukel T, Thiagarajan G, Sakuraba H, et al. High incidence of later-onset fabry disease revealed by newborn screening. Am J Hum Genet. 2006;79(1):31–40. 10.1086/504601 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Vega MC, Lorentzen E, Linden A, Wilmanns M. Evolutionary markers in the (beta/alpha)8-barrel fold. Curr Opin Chem Biol. 2003;7(6):694–701. Epub 2003/12/04. S136759310300139X [pii]. . [DOI] [PubMed] [Google Scholar]
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