Abstract
A decrease in energy metabolism is associated with Alzheimer's disease (AD), but it is not known whether the observed decrease exacerbates or protects against the disease. The importance of energy metabolism in AD is reinforced by the observation that variants of dihydrolipoamide dehydrogenase (DLD), is genetically linked to late-onset AD. To determine whether DLD is a suitable therapeutic target, we suppressed the dld-1 gene in Caenorhabditis elegans that express human Aβ peptide in either muscles or neurons. Suppression of the dld-1 gene resulted in significant restoration of vitality and function that had been degraded by Aβ pathology. This included protection of neurons and muscles cells. The observed decrease in proteotoxicity was associated with a decrease in the formation of toxic oligomers rather than a decrease in the abundance of the Aβ peptide. The mitochondrial uncoupler, carbonyl cyanide 4-(trifluoromethoxy) phenylhydrazone (FCCP), which like dld-1 gene expression inhibits ATP synthesis, had no significant effect on Aβ toxicity. Proteomics data analysis revealed that beneficial effects after dld-1 suppression could be due to change in energy metabolism and activation of the pathways associated with proteasomal degradation, improved cell signaling and longevity. Thus, some features unique to dld-1 gene suppression are responsible for the therapeutic benefit. By direct genetic intervention, we have shown that acute inhibition of dld-1 gene function may be therapeutically beneficial. This result supports the hypothesis that lowering energy metabolism protects against Aβ pathogenicity and that DLD warrants further investigation as a therapeutic target.
Keywords: Alzheimer's disease, Amyloid beta, C. elegans, Dihydrolipoamide dehydrogenase (dld), Energy metabolism, Neurodegeneration, Proteomics
Introduction
One of the main pathological hallmarks of AD that underlies the neuronal dysfunction and dementia is extracellular accumulation of amyloid beta (Aβ) plaques resulting from protein misfolding.1 In addition to the accumulation of Aβ, neuroimaging studies of AD brains found impaired glucose metabolism and diminished activities of mitochondrial enzymes at latter stages of the disease.2, 3, 4, 5 The cause and effect relationships between these observations are unclear as impairment of energy metabolism may induce protein misfolding, leading to formation of Aβ plaques, but the opposite may also be true as production and accumulation of Aβ may also damage energy metabolism.6, 7, 8, 9, 10, 11, 12, 13, 14
The difficulty in understanding the role of metabolic decline on AD relates to the inaccessibility of AD affected brains during progression of the disease. This situation makes it difficult to distinguish cause from consequence and necessitates reliance on AD disease models. The decrease in energy metabolism in AD has been interpreted in two opposing ways; as a main cause of AD, or as a protective response against the symptoms of the disease. The first interpretation is mostly supported by studies conducted at a late stage of the disease on post-mortem brains, making it difficult to assign causality.15, 16, 17, 18, 19 In contrast, several studies on mixed stage AD samples support that the down-regulation of energy metabolism is a protective factor, leading to the hypothesis that a decrease in nutrient and oxygen supply minimizes neural activity, thereby decreasing the repair burden.20,21 This is supported by results from a transgenic mouse model of AD in which upregulation of aerobic respiration is clearly harmful.22
Increased risk of late-onset AD is genetically linked to the human dld locus.23 Furthermore, inhibition of DLD enzyme activity using 5-methoxyindole-2-carboxylic acid (MICA) protects against the toxicity of human Aβ in transgenic Caenorhabditis elegans.24 Moreover, dld-1 suppression also improved the acetylcholine neurotransmission in human tau model of Alzheimer's disease.25 The DLD enzyme is a subunit of three ketoacid dehydrogenase complexes, each of which contributes to energy metabolism, pyruvate dehydrogenase complex PDH, α-ketoglutarate dehydrogenase complex (KGDH) and branched chain ketoacid dehydrogenase complex (BCKDH).26,27 Reduced levels of these enzymes in post-mortem brain tissues and fibroblasts of patients with either Alzheimer's or Parkinson's disease indicate a direct link between energy metabolism and AD.28, 29, 30, 31, 32, 33 As targeted disruption of DLD can also reduce the activities of KGDH and PDH,34 thus, a direct link between DLD activity and AD progression is a distinct possibility.
To explore the relationship between metabolism and AD, we suppressed dld-1 in the nematode C. elegans that expresses human Aβ. C. elegans is well-suited for such studies as it has been used extensively to study the metabolic profiling and overlapping, genetics of aging and associated age-related diseases such as AD.35, 36, 37 A decrease in Aβ mediated pathology in response to suppression of dld-1 supports the notion that decreased energy metabolism is neuroprotective.
Materials and methods
Nematode strains
Caenorhabditis elegans strains used in this study are the wild type strain, N2 (Bristol), and the long-lived, stress resistant dld-1 mutant, dld-1(wr4). dld-1(wr4) strain contains a A460V missense mutation and showed resistance against phosphine exposure that can also be achieved using dld-1 RNAi in wild type.38,39 Strains expressing human β-amyloid peptide in muscle cells include CL2006 (dvIs2 [unc-54::Aβ1-42) + rol-6(su1006)]), which produces the human Aβ peptide constitutively and CL4176 (smg-1(cc546) dvIs27[myo-3::Aβ1-42::3′-UTR(long)]) in which the temperature increase from 16 °C to 23 °C prevents degradation of the abnormally long transcript from the Aβ transgene by SMG-1(cc546), a temperature sensitive version of an essential component of the RNA surveillance system. The double mutant strain CL802 (smg-1(cc546);rol-6(su1006)) was used as a control for CL2006 and CL4176 in assaying paralysis/movement. The use of these strains as a worm model of AD was documented previously.40 We used strain CL2355 (smg-1(cc546) dvIs50[snb-1::Aβ1-42::3′ UTR(long) + mtl-2::gfp]), in which Aβ is expressed pan neuronally, to complement studies on the strains in which Aβ was expressed in muscle cells. The control strain for CL2355 was CL2122 (dvIs15[mtl-2::gfp]).40, 41, 42, 43 Sod-3::GFP reporter strain CF1553 (muIs84 [sod-3p::GFP + rol-6(su1006)]) was also used in this study.
Culture conditions
Mixed-stage cultures of C. elegans were maintained on nematode growth medium (NGM) seeded with E. coli OP50 at 20 °C, except strains CL4176 and CL2355, which were maintained at 16 °C to suppress Aβ expression. Synchronised cultures for bioassays were obtained by standardized protocols described previously.40, 41, 42, 43 Wild type, dld-1(wr4) mutant and Aβ transgenic worms CL4176 were all initially cultured at 16 °C for 36 h after which the temperature was increased to 23 °C for 36 h except for the paralysis assay for which the temperature was further increased to 25 °C to maximise expression of the Aβ transgene. Phenotypes of the worms were monitored by visual observation under a microscope and/or quantified using the WormScan procedure.44
dld-1 gene suppression by RNAi
Control empty vector L4440 and RNAi clone sjj-LLC1.3 were developed in the same bacterial strain known as HT115. The E. coli strain HT115, which expresses double-stranded RNA of the dld-1 gene (sjj-LLC1.3) was fed to each of the four C. elegans strains to suppress expression of the dld-1 gene.45 Briefly, the bacteria were cultured in LB medium containing 100 μg/mL ampicillin overnight with shaking at 37 °C. 300 μL of this bacterial culture was transferred to NGM plates containing 100 μg/mL ampicillin and 1 mM IPTG. The plates were incubated at 25 °C overnight to allow the bacteria to grow. Synchronised L1 worms were transferred to the bacterial plates and kept at 16 °C for 36 h. After a further 36 h at 25 °C the worms were ready for use in the assays described below. Mock gene suppression controls were treated in exactly the same way except that the bacterial strain (HT115) for the controls contained the plasmid vector without the dld-1 gene fragment.
Paralysis and mortality assays
Paralysis can be defined as a time-dependent observable decrease in muscle activity, which may lead to complete cessation of movement. Paralysis can be inhibited or reversed.46 Mortality in this study refers to acute death caused by decline of cellular functions and organelles. In practice, these can be difficult to distinguish, so we relied on the published descriptions of the assays that we used to determine whether the results should be referred to as mortality or paralysis. Synchronised, L1 stage worms were transferred to NGM plates that had been seeded with either the dld-1 RNAi or empty vector strain of E. coli, the latter of which contains an empty vector as an RNAi control. After 36 h at 16 °C, worms were upshifted to 25 °C. The worms were then scored for paralysis every second hour after an initial 24-h period until the last worm became paralysed. For mortality assays, worms were counted as dead or alive after treatment.
Touch response assay
Touch response assays were performed at 20 °C on synchronised L4 worms after inducing Aβ expression for 36 h at 23 °C. Fifteen animals of each strain were selected arbitrarily and put on freshly made NGM plate. Worms were left on plates for 2 min to allow them to equilibrate to the new conditions. Worms were then touched on the head or tail region using a platinum wire to stimulate locomotion and body bends were then counted for 30 s.
Aldicarb and levamisole assays
Worms prepared as described for dld-1 gene suppression were incubated in the presence of 1 mM aldicarb, an acetylcholinesterase inhibitor.47 In parallel with the aldicarb experiment, we also exposed worms to 0.2 mM levamisole, a cholinergic receptor agonist.48 The number of active worms was counted every hour until all worms became paralyzed.
Phosphine exposure assay
Nematodes were fumigated with phosphine at 500 ppm and 2000 ppm as described previously.49 Briefly, a synchronised population of 48 h old (L4) nematodes was washed with M9 buffer and approximately 80–100 nematodes were transferred to each well of 12-well tissue culture plates containing 2.5 mL of NGM agar per well pre-seeded with E. coli; either the empty vector or the RNAi. Nematodes were exposed to phosphine for 24 h in glass fumigation chambers, after which the chambers were opened and the worms were allowed to recover for 48 h in fresh air. The numbers of surviving nematodes were then counted.
5-HT sensitivity assay
To determine the level of Aβ-induced 5-HT hypersensitivity, serotonin (creatinine sulfate salt) was first dissolved in M9 buffer to 1 mM as described previously.43 Synchronized worms were then washed with M9 buffer and transferred into 200 μl of the 1 mM serotonin solution in 12-well assay plates. The worms were scored as either active or paralysed after 5 min.
Chemotaxis assays
Chemotaxis assays was performed as described previously50 with minor changes. Briefly, L1 worms of Aβ-expressing strain CL2355 and their no-Aβ control strain CL2122 were incubated at 16 °C for 36 h on NGM plates containing 100 μg/mL ampicillin, and 1 mM IPTG seeded with either an empty vector or dld-1 RNAi strain of E. coli. The temperature was then up-shifted to 25 °C for a further 36 h. L4 stage worms were collected and washed with M9 buffer. After washing, worms were placed on the centre of the assay plate (with or without dld-1 RNAi expressing E. coli lawn). Attractant (0.1% benzaldehyde in 100% ethanol) as a containing 1 μl spot, was added to one edge of the plate with 1 μl of 100% ethanol as a control on the opposite side of the plate. 1 μl of 1M sodium azide was added to each of the two spots to immobilize the animals once they had migrated to one or the other destination. The chemotaxis index (CI) (number of worms at the attractant location number of worms at the control location]/total number of worms on the plate) was calculated after 2 h of incubation at 23 °C.
Egg hatching assay
Wild type (N2), no Aβ control (CL2122) and the Aβ transgenic strain (CL2355) were synchronised and grown to maturity at 16 °C (L4 stage, 4 days of age). 10 individuals were then transferred to fresh agar plates and the temperature was shifted to 23 °C. After 24 h of incubation, adult worms were removed from the plates. Unhatched eggs and larvae were counted every 24 h for the next three days.
Uncoupler treatment
L4 worms were exposed to 17.5 μM of the mitochondrial uncoupler carbonyl cyanide 4-(trifluoromethoxy)phenylhydrazone (FCCP). This dose does not cause significant mortality of wild type nematodes.51 Mortality was scored immediately after a 24-h exposure to FCCP at 23 °C.
Oxidative stress measurement
sod-3 expression
The response to mitochondrial superoxide-mediated oxidative stress was measured using sod-3::GFP in strain CF1553. Synchronized worms were fed with E. coli containing either empty vector or vector that expresses double stranded RNA corresponding to the dld-1 gene for 72 h at 20 °C. Quantification of sod-3 levels was carried out using a fluorescence microscope (excitation filter: 485 nm, emission filter: 530 nm) by subtracting, non-worm background fluorescence from fluorescence of the worms themselves.
RO/NS measurement
Reactive oxygen/nitrogen species (RO/NS) levels were measured using 2′,7′-dichlorofluorescein diacetate (DCF-DA) as described previously with modifications.52 Briefly, worms were synchronized and placed on NGM plates seeded with E. coli containing either empty vector or vector that expresses double stranded RNA corresponding to the dld-1 gene. After 36 h at 16 °C followed by a temperature upshift for a further 36 h at 23 °C, worms were washed with PBS three times and snap frozen in 250 μl cell lysis solution (20 mM Tris pH 7.5 50 mM EDTA 200 mM NaCl 0.5% SDS). To prepare extracts, worms were sonicated followed by centrifugation at 14,000 rpm for 30 min in a refrigerated microcentrifuge. The supernatant was collected and further used for protein quantification using a nanodrop spectrophotometer. Supernatant containing 25 μg of protein was pre-incubated with 250 μM DCF-DA in 100 μl of 1× PBS at 37 °C for 1 h. Fluorescence intensity (excitation wavelength 485 nm and emission wavelength 535 nm) was measured using SpectraMax M3 fluorometer (Molecular Devices, Sunnyvale, USA). The fluorescence intensity was corrected by subtracting background fluorescence of 250 μM DCF-DA from each sample.
H2O2 spectrophotometric measurement
Hydrogen peroxide (H2O2) levels were measured spectrophotometrically using toluidine blue as described previously by Sunil et al with minor modifications.53 Worms extracts were prepared and quantified as described above in the DCF-DA assay protocol. For each 25 μg of protein we added 20 μl 2% potassium iodide, 20 μl 2 M HCl, 10 μl 0.01% toluidine blue and 40 μl 2 M sodium acetate. The contents were mixed and absorbance was measured at 628 nm H2O2 concentration was calculated using an H2O2 concentration curve.
Quantitative RT-PCR
Synchronised L1 stage C. elegans of the wild type strain N2 or the Aβ-expressing strain CL4176 were fed E. coli containing empty vector or a dld-1 RNAi plasmid. After 36 h at 16 °C, the temperature was raised to 23 °C for 48 h and worms were collected for RNA extraction. Total RNA was extracted using the acid-phenol (Trizol) method and converted to single stranded cDNA using an Invitrogen SuperScript cDNA synthesis kit following the prescribed protocol. Gene specific primers were designed using NCBI Primer-BLAST as follows: Aβ forward primer CCGACATGACTCAGGATATGAAGT, Aβ reverse primer CACCATGAGTCCAATGATTGCA; dld-1 forward primer GATGCCGATCTCGTCGTTAT, dld-1 reverse primer TGTGCAGTCGATTCCTCTTG; act-1 forward primer CGCTCTTGCCCCATCGTAAG, act-1 reverse primer CTGTTGGAAGGTGGAGAGGG; gpd-2 forward primer TTCTCGTGGTTGACTCCGAC, and gpd-2 reverse primer AGGGAGGAGCCAAGAAGGTAAC. Aβ or dld-1 mRNA levels in worms were quantified using Rotor Gene Q (QIAGEN) thermocycler. The PCR conditions were 95 °C for 30 s followed 35 cycles of 95 °C for 20 s, 55 °C for 30 s, and 72 °C for 40 s. For qPCR, SYBR® Green JumpStart™ ReadyMix™ (Sigma) was used. The relative gene expressions were monitored using the gpd-2 or act-1 genes by the 2ΔΔCt method.
Western blotting of DLD and Aβ
Aβ was identified in C. elegans strains by immunoblotting after separation on a 16% Tris-Tricine gel. A standard Western blotting protocol was used except that SDS was omitted from the transfer buffer. Briefly, synchronized L4 worms were incubated at 23 °C for 48 h and were then washed with distilled water and quickly frozen in liquid nitrogen. Flash frozen worms were either stored at −80 °C or sonicated twice in ice cold cell lysis buffer (50 mM HEPES, pH 7.5, 6 mM MgCl2, 1 mM EDTA, 75 mM sucrose, 25 mM benzamide, 1 mM DTT and 1% Triton X-100 with proteinase inhibitor cocktail (P2714, Sigma) and phosphatase inhibitor cocktail 3 (P0044, Sigma) according to manufacturer protocol. After sonication, the lysate was centrifuged at 10,000 rpm to remove insoluble debris and total protein in the supernatant was measured using a Pierce Coomassie (Bradford) protein assay kit (Thermo Scientific) on a NanoDdrop spectrophotometer. From each sample, 80–100 μg of total protein was precipitated with acetone and dissolved in Novex® Tricine SDS sample buffer (LC1676, Invitrogen) by heating to 99 °C for 5 min. Samples were subjected to gel electrophoresis at 100 V for 2.5 h in separate cathode (100 mM Tris, 100 mM Tricine, 0.1% SDS, pH 8.3) and anode (0.2 M Tris, pH 8.8) running buffers. Proteins were transferred onto nitrocellulose membranes by electroblotting in transfer buffer (35 mM glycine, 48 mM Tris (pH 8.8) and 20% methanol) for 70 min at 100 V and stained with Ponceau S (0.1% Ponceau S in 1% acetic acid) for 5 min following de-staining with 10% acetic acid (5 min) and washing under water 3 times or until smell of acetic acid was completely removed.
For Aβ, the membranes were blocked overnight in 5% skim milk at 4 °C to prevent non-specific binding of antibodies. The primary antibody staining was done using the Aβ monoclonal antibody 6E10 (Covance) at 1:1000 dilution in TBS (50 mM Tris, 150 mM NaCl, pH 7.6) containing 1% skim milk for 3–4 h at room temperature following three washes with TBS-T 5 min each.
For DLD detection, anti-lipoamide dehydrogenase antibody (ab133551) was used according to the same procedure except 5% BSA in 1X TBST was used. Anti-mouse IgG alkaline phosphatase antibody produced in goat (A3562, Sigma), and anti-rabbit IgG alkaline phosphatase antibody produced in goat (A3687, Sigma) were used as secondary antibody at 1:10,000 dilution in TBS containing 1% skim milk or in 1% BSA in 1X TBST. Secondary antibody staining was done for 1 h at room temperature. After washing the membrane with TBST, the proteins were detected using BCIP/NBT substrate system (Sigma) or BCIP/NBT kit (002209) from Lifetechnologies dissolved in 1M Tris (pH 9.0).
Mass spectrometry analysis
Shotgun proteomics was used to get insight the metabolic changes after dld-1 suppression in worms expressing Aβ. A modified protocol of Sobczyk et al and Baumann et al54,55 was followed and worm lysate(s) collected after sonication as described in Western blotting section were used to prepare samples for protemics. Briefly, 100 μg lysate was reduced with 150 μl of 10 mM dithiothreitol (DTT) for 1 h at 60 °C followed by alkylation with 50 mM idoacetamide for 30 min in dark at 25 °C. The protein was digested with trypsin (1:50, enzyme::substrate ratio) overnight at 37 °C. After digestion, the supernatants were transferred to new 1.5 ml Protein Low-Bind tubes individually and evaporated in SpeedVac at 45 °C until fully dry. The dried samples were re-suspended in 10 μl 5% ACN/0.1% TFA and purified using ZipTip C-18 (ref) prior subjecting to mass spectrometry analysis. Reverse-phase chromatography on a Shimadzu Prominence nano LC system was use to analyse the samples. Using a flow rate of 30 μl/min, samples were desalted on an Agilent C18 trap (0.3 × 5 mm, 5 μm) for 3 min, followed by separation on a Vydac Everest C18 (300 A, 5 μm, 150 mm × 150 μm) column at a flow rate of 1 μl/min. A gradient of 10–60% buffer B over 45 min where buffer A = 1% ACN/0.1% FA and buffer B = 80% ACN/0.1% FA was used to separate peptides. Eluted peptides were directly analysed on a Triple TOF 5600 instrument (ABSciex) using a Nanospray III interface. Gas and voltage settings were adjusted as required. MS TOF scan across m/z 350–1800 was performed for 0.5 s followed by information dependent acquisition of the top 20 peptides across m/z 40–1800 (0.05 s per spectrum).
Proteomics data analysis
The generated data was converted to mgf format and searched in MASCOT v. 2.4.1 accessed via the Australian Proteomics Computational Facility. The data was analyzed against the SwissProt protein database with the following settings: species restriction C. elegans (3476 sequences), two missed cleavages, with trypsin as an enzyme, MS tolerance of 50 ppm, MS/MS tolerance of 0.1 Da, oxidation (met, variable) and carbamidomethylation (cys, fixed) modifications were also included. The Mascot search results were accepted if a protein hit included at least two significant peptide matches. For confident statistical analysis and comparison of N2 (wild type), dld-1 suppressed worms dld-1(wr4), Aβ expressing worms CL4176 with and without dld-1 suppression, we selected only common proteins in triplicates under any experimental conditions. Using Label free quantification, emPAI values were compared for each group after quantil-quantile normalization using Solo software http://www-microarrays.u-strasbg.fr/Solo/index.html followed by inter-experimental normalization around the average.56,57
Functional analysis of proteomics data
Differentially expressed proteins of N2 (wild type), dld-1 suppressed worms dld-1(wr4), Aβ expressing worms CL4176 with and without dld-1 suppression nematodes identified by MS analysis were scanned for statistically over-represented (enriched) functional categories relative to the entire proteome using the Database for Annotation, Visualization and Integrated Discovery (DAVID) (version 6.7) http://david.abcc.ncifcrf.gov/. We used Gene Ontology (GO) terms and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways for this analysis to reveal how the metabolic were affected by dld-1 suppression.
Statistical analysis
Differences due to treatments, strains and RNAi gene suppression were analyzed for statistical significance using GraphPad prism 7.00. Paralysis curves were compared using the log-rank (Mantel–Cox) test. Pairwise treatments were analyzed for statistical significance by independent student's t-test. Anova was used to compare statistical difference among 3 or more groups. A P value less than 0.05 was considered statistically significant.
Results
The effect of metabolic rate on Alzheimer's disease is an unresolved issue. While a decline in respiration rate is associated with both age of onset and the severity of AD, there are possible alternative explanations. Meanwhile, the decrease in metabolic rate with age may trigger the age-related increase in AD; it is also possible that the change in metabolic rate is simply a response that protects against the progression of AD. We used dld-1 gene suppression to directly test the effect of suppression of energy metabolism in several different C. elegans models of Aβ pathology. Specifically, we tested the effect of dld-1 gene suppression on nematodes that express Aβ either constitutively or with temperature induction in muscle cells or constitutively throughout the nervous system. The general experimental paradigm is to expose the nematodes to conditions known to result in Aβ toxicity and to determine whether genetic suppression of dld activity influences that toxicity.
dld-1 suppression alleviates Aβ pathology in transgenic C. elegans
In our study, dld-1 RNAi effectively suppresses the dld-1 mRNA and subsequent protein expression as determined by real-time quantitative PCR and Western blotting, respectively. We assessed the dld-1 mRNA and protein levels in the Aβ expressing strain CL4176 before and after dld-1 suppression, compared to the wild type strain N2 and the dld-1 mutant dld-1(wr4). When the dld-1 gene was suppressed by RNAi, both transcript and protein decreased to the levels in the dld-1(wr4) mutant (Fig. 1A and B).
dld-1 suppression alleviates Aβ pathology in transgenic C. elegans
Transgenic expression and deposition of Aβ in body wall muscle cells of C. elegans causes severe, age-progressive paralysis. A temperature shift to 25 °C was used to induce high level expression of Aβ. Fewer than 10% of the nematodes of the CL802 control strain that lacks the human Aβ transgene were paralyzed by 38 h, i.e., unresponsive to prodding. In contrast, 100% of the worms of the CL4176 strain that does express human Aβ were unresponsive at 38 h (Fig. 1C). Suppression of dld-1 in CL4176 reduced the frequency of paralysis due to Aβ expression to only ~30%, whereas suppression of the dld-1 gene did not alter the robust activity of the control strain, CL802. When we extended the time of the assay (Fig. 1D), we found that CL4176 worms in which dld-1 gene expression had been suppressed did not become completely paralyzed until 144 ± 24 h. We repeated the test on CL2006 worms in which Aβ is expressed constitutively and found that suppression of the dld-1 gene also delayed paralysis in these worms (Fig. S1). Thus, dld-1 gene suppression prevents, to a large degree, the pathology associated with Aβ that causes paralysis.
Due to its participation in key steps of energy metabolism, dld-1 suppression could result in a decrease in both glycolysis and the TCA cycle and therefore ATP production. We attempted to mimnic the effect of dld-1 gene suppression by the addition of a non-metabolisable glucose analogue, 5 mM 2-deoxy-d-glucose that does not feed metabolites into the TCA cycle, thereby decreasing oxidative phosphorylation. We found that this compound to the growth medium also caused a decrease in dld-1 mRNA and DLD protein expression, leading to protection against Aβ-mediated paralysis in mutated worms (Fig. S2).
A second movement assay was performed that involved tapping the worms with a platinum wire and counting the number of body bends for 30 s. The worms were prepared as for the preceding assay except that the assay was carried out at room temperature (20 °C) immediately after a 36 h temperature induction of Aβ expression at 23 °C. We found that as with the immobility assay, expression of human Aβ in the CL4176 strain resulted in a decrease in the rate of movement. Suppression of the dld-1 gene by RNAi significantly improved mobility of CL4176 worms expressing human Aβ, resulting in 6.2 ± 1.3 rather than 2.6 ± 0.7 body bends (P < 0.0001) (Fig. 5E). The control CL802 worms that did not contain the Aβ transgene were unaffected by dld-1 suppression (9.1 ± 0.8 rather than 8.9 ± 0.9 body bends) (P = 0.529).
Expression of Aβ in muscle cells inhibits acetylcholine (ACh) neurotransmission, which may be related to the observation that ACh agonists are commonly used to delay the symptoms of Alzheimer's disease.58 The inhibition of cholinergic neurotransmission by Aβ can be conveniently assayed by the protection it provides against a normally toxic dose of cholinergic agonist. Thus, restoration of normal sensitivity to the agonist is an indication of a decrease in the neurotoxic effects of Aβ. To check whether dld-1 inhibition restores normal ACh neurotransmission in CL2006 worms that constitutively express Aβ in muscle, we monitored paralysis in response to the cholinergic agonists, aldicarb (a potent acetylcholinesterase inhibitor) and levamisole (a cholinergic receptor agonist).
Resistance of the CL2006 strain to ACh agonists is due to production and deposition of both Aβ oligomers and fibrils.59 Exposure to aldicarb (Fig. 2A) results in paralysis within 180 min, which, as expected, occurs more rapidly under dld-1 gene suppression (within 120 min, P = 0.0001). Similarly, paralysis in response to levamisole is decreased from 240 min to 150 min (Fig. 2B) when the dld-1 gene is suppressed by RNAi (P = 0.0001). Unlike the response in strains in which Aβ is expressed, suppression of dld-1 had no effect on the response to either aldicarb or levamisole in either wild type or dld-1 mutant worms (Fig. S3). Both non-transgenic strains became paralyzed earlier than transgenic worms that express Aβ (~120 min for both aldicarb and levamisole). Our results indicate that dld-1 suppression restores near normal ACh neurotransmission in Aβ expressing worms via a decrease in Aβ-toxicity.
Additional assays have been developed to monitor the toxicity of Aβ that is expressed in neurons; impaired chemotaxis, hypersensitivity toward serotonin (5-HT), and reduced fecundity and egg hatching.43,60 Neural expression of Aβ in strain CL2355 significantly impaired chemotaxis toward benzaldehyde (chemotaxis index = 0.05 ± 0.01) relative to the non-Aβ control strain CL2122 (CI = 0.20 ± 0.02, P = 0.002) (Fig. 2C). Whereas suppression of the dld-1 gene did not affect chemotaxis of the control strain (CI = 0.22 ± 0.02, P = 0.4), it significantly improved chemotaxis of strain CL2355 (CI = 0.14 ± 0.01, P = 0.002). While the chemotaxis index was improved by suppression of the dld-1 gene in Aβ expressing worms, it did not fully restore chemotaxis to control levels (P = 0.02).
Serotonin is an important biogenic amine neurotransmitter that mediates locomotion, egg laying and feeding behaviour in C. elegans. Exogenously applied serotonin causes paralysis in worms, which is exacerbated by expression of human Aβ.43 In our study, 64 ± 4% of worms of the control strain CL2122 were active after exposure to 1 mM serotonin for 5 min, but this was reduced to 27 ± 3% in the CL2355 strain that constitutively expresses Aβ throughout the nervous system (P = 0.002). Suppression of the dld-1 gene did not affect the activity of the control strain CL2122 (57 ± 7%, P = 0.3), but could partially alleviate serotonin induced paralysis in CL2355, increasing the percentage of worms that were active to (49 ± 6%, P = 0.004) but not to the level of the no-Aβ control strain (P = 0.03) (Fig. 2D).
Serotonin and ACh neurotransmission control egg laying,61 an activity that is inhibited by neuronal expression of Aβ. Based on our findings above, we reasoned that suppression of the dld-1 gene would reverse the negative effect of Aβ expression on fecundity. Aβ expression significantly reduced egg laying in CL2355 relative to the control strain, CL2122 (157 ± 8 vs 273 ± 23, P = 0.001). While there was no significant effect of dld-1 gene suppression by RNAi on the strain that did not express Aβ (273 ± 23 vs 261 ± 19, P = 0.5), suppression of the dld-1 gene caused a marked improvement in fecundity in CL2355 (157 ± 8 vs 207 ± 11, P = 0.002). The improvement in fecundity did not reach that of the matched CL2122 control (P = 0.01) (Fig. 2E).
Aβ expression also negatively affects egg hatching, with 61.8% of CL2355 eggs remaining un-hatched after 24 h. In contrast, only 14.2% of CL2122 eggs remained unhatched. Inhibition of dld-1 resulted in a significant decrease in unhatched eggs after 24 h, 30.5% (Fig. 2F). The same trend persisted over the next two days. There was no effect of dld-1 suppression on egg hatching of the control strain CL2122.
dld-1 suppression reduces Aβ protein oligomerization without affecting Aβ peptide levels
A reduction in Aβ toxicity in our study could result from either a decrease in overall Aβ peptide levels or a decrease in the formation of toxic Aβ oligomers.62 We did not observe any significant change in Aβ mRNA levels after dld-1 gene suppression, indicating that gene expression was not affected (Fig. 3A). We then assessed whether dld-1 gene suppression affected either the total amount of Aβ peptide produced or the degree of Aβ oligomerization. We found no change in the overall level of Aβ peptide due to dld-1 gene suppression (Fig. 3B and C). However, there was a significant decrease in the proportion of Aβ peptide in the form of ~19 kDa oligomers and a corresponding increase in ~4 kDa monomers (0.31 ± 0.13 vs 0.71 ± 0.023, P = 0.045) when the dld-1 gene was suppressed in strain CL4176 (Fig. 3B and D). In contrast, there was no significant change in oligomers of 12 kDa, 16 kDa or 23 kDa.
dld-1 gene suppression reduces ROS burden
Another possible mechanism whereby dld-1 gene suppression might reduce the toxicity of Aβ is via a decrease in levels of reactive oxygen species, as ROS can induce aggregation of Aβ.14,63, 64, 65 DLD itself can generate significant amounts of ROS (superoxide), so suppression of DLD activity could lead to a decrease in superoxide production.66,67 The superoxide dismutase-3 enzyme (SOD-3) converts superoxide into O2 and H2O2. Because the sod-3 gene is induced by its substrate, superoxide, we used a strain of C. elegans (CF1553) that expresses GFP under the control of the sod-3 promoter to indirectly determine the effect of dld-1 suppression on intracellular superoxide levels. Suppression of the dld-1 gene resulted in a decrease in GFP signal (Mean fluorescent intensity: 28,120.3 ± 7884.3 vs 16,662.8 ± 6145.7, P = 0.0016) (Fig. 4A).
To further elaborate our observation, we measured the cellular reactive oxygen and reactive nitrogen levels (RO/NS) levels using DCF-DA. Our results showed (Fig. 4B) that dld-1 mutant worms have lower RO/NS levels when compared to wild-type (RFU: 3455 ± 322 vs. 4527 ± 472, P = 0.001). dld-1 gene suppression significantly decreased the RO/NS levels in the worms regardless of genotype. Thus, dld-1 gene suppression not only decreased the RO/NS levels in the wild type (RFU: 4527 ± 472 vs. 2359 ± 329, P < 0.0001) and Aβ expressing strains (5266 ± 883 vs. 1675 ± 262, P < 0.0001), but also in the dld-1 mutant (RFU: 3455 ± 322 vs. 2023 ± 395, P < 0.001). Interestingly, we observed no difference of RO/NS levels between the wild type and Aβ expressing strain CL4176 (RFU: 4527 ± 472 vs. 5266 ± 833, P = 0.109).
As described earlier, DLD is a major source of superoxide, which is readily converted into hydrogen peroxide (H2O2). Quantification of H2O2 could be a good indicator of DLD activity and oxidative stress as well. Although DCF-DA has been previously used for H2O2 measurement, recent data showed that DCF-DA does not react with H2O2 to form a fluorescent product, and hence cannot be used for H2O2 quantification.68 To overcome this limitation, we measured the H2O2 levels in worm extracts spectrophotometrically (Fig. 4C). Suppression of the dld-1 gene significantly lowers the H2O2 levels in the wild type strain (17.5 ± 1.2 vs. 7.8 ± 0.6 μM, P < 0.0001), the dld-1 mutant (12.5 ± 1.6 vs. 7.3 ± 2.6 μM, P = 0.001) and Aβ expressing worms (24.1 ± 1.4 vs. 12.9 ± 1.5 μM, P < 0.0001). We observed higher H2O2 levels in wild type when compared to the dld-1 mutant (17.5 ± 1.2 vs. 12.5 ± 1.6 μM, P < 0.001). It is worth noting that H2O2 levels were significantly higher in Aβ expressing worms than wild-type (17.5 ± 1.2 vs. 24.1 ± 01.4 μM, P < 0.0001).
Protective effect of dld-1 suppression is not associated with energy depletion
DLD is a core enzyme of oxidative respiration and the dld-1(wr4) mutation is known to inhibit energy metabolism.51 FCCP is also a disruptor of mitochondrial energy metabolism, but it acts in quite a different manner. Both likely disrupt the generation of ATP, but by opposite mechanisms. DLD disruption slows the flow of metabolites through the TCA cycle, thereby restricting the delivery of electron to the electron transport chain via NADH. FCCP dissipates the proton gradient established by the electron transport chain. Thus, while FCCP triggers a compensatory acceleration in the flow of electrons, much of the effort is futile, resulting in a decrease in ATP synthesis. Given the strikingly different mechanisms of action but the common end result, we sought to determine whether FCCP, like dld-1 gene suppression, was capable of protecting against Aβ-induced toxicity. To accomplish this, we measured Aβ-mediated toxicity in combination with either dld-1 gene suppression or exposure to 17.5 μM FCCP or both (Fig. 5A). Suppression of the dld-1 gene alone had no negative impact on survival of any strain and provided protection against Aβ in strain CL4176, decreasing mortality from 20.5% ± 4.2–8.2% ± 5.3, P = 0.004).
Exposure to FCCP had an effect very different to that of dld-1 gene suppression. The dose of FCCP that was used caused negligible mortality on its own, but rather than providing protection against Aβ-mediated mortality, it produced an apparent, but not significant increase in mortality from 20.5% ± 4.2–30.8% ± 12.3 (P = 0.107). This lack of protection by FCCP shows that protection against Aβ cannot be attributed to a decrease in the efficiency ATP generation, but neither was it negatively affected by the required increase in metabolic flux required to maintain ATP levels required for survival. Mortality caused by Aβ increases greatly when dld-1 gene suppression by RNAi is combined with exposure to FCCP, thus, exposure to FCCP alone caused 30.8% ± 12.3 mortality, whereas dld-1 gene suppression combined with exposure to FCCP resulted in mortality of 92.9% ± 2.8, P < 0.0001). The increase in mortality was not restricted to the Aβ-expressing transgenic strain, however, but also was observed in the wild-type N2 strain (4.2% ± 3.5 vs. 95.7% ± 4.1, P < 0.0001) and the dld-1(wr4) mutant (3.7% ± 3.3 vs. 83.2% ± 16.8, P < 0.0001). The most likely explanation is that the decrease in metabolite flux due to a decrease in DLD containing metabolic complexes, together with futile pumping of protons across the inner mitochondrial membrane caused by FCCP, results in a crisis of energy metabolism that affects all three strains equivalently, and that this is largely independent of whether Aβ peptide is expressed. The effect of the combined treatment clearly indicates that the dose of FCCP that was used was having an underlying biological effect, despite the rather benign response to FCCP exposure on its own.
dld-1 suppression provides protection independently against Aβ and phosphine toxicity
The dld-1(wr4) mutation that is used in the current study confers resistance against phosphine toxicity,69 a phenotype that can also be achieved by dld-1 gene suppression.39 Phosphine is a fumigant that induces ROS production and lipid peroxidation but causes decreased respiration rates as well as a reduction in mitochondrial membrane potential and ATP levels.70 Thus phosphine, like Aβ, impairs mitochondrial function, causing phenotypes that are countered by dld-1 inhibition. Due to these similarities, we investigated interactions between dld-1, phosphine and Aβ.
We found that exposing Aβ expressing transgenic worms to 500 ppm phosphine (the LC50 of wildtype C. elegans) for 24 h, followed by 48 h of recovery at room temperature, increased the mortality of the wildtype N2 strain to the same degree as the Aβ expressing strain CL4176 (Fig. 5B). Thus, mortality of N2 increased from 0% to 48.5 ± 10.7% in response to 500 ppm phosphine and mortality of CL4176 increased from 22.9 ± 7.8% to 75.6 ± 9.9%. The resistance phenotype of the dld-1(wr4) mutant was unaffected by RNAi-mediated suppression of the dld-1 gene, indicating that the mutation and gene suppression confer resistance to phosphine by the same mechanism. The phosphine toxicity and Aβ toxicity are simply additive, regardless of whether or not the dld-1 gene is suppressed. This indicates that while both phosphine and Aβ toxicity can be modulate by manipulating the DLD enzyme, they are mediated independently without any interaction. Similar findings were observed when we treated the worms at a higher phosphine concentration of 2000 ppm (Fig. S4).
dld-1 suppression resulted in metabolic regulation as well as pathways involved in longevity and stress response
Being a core metabolic enzyme, suppression of dld-1 could result in remodeling of metabolic as well as other pathways. Proteomics analysis was performed to determine the impact of dld-1 suppression on metabolism and other associated pathways. Although we performed proteomics analysis on whole solubilized proteins, we restricted the present results to genes/proteins involved only in metabolism or closely associated pathways. The extracted proteins were analyzed using LC-MS/MS to interpret the differential regulation of proteins after dld-1 suppression or in dld-1 knock downed worms. Although we preformed proteomics analysis on wild type N2, dld-1 suppressed worms wr4 (dld-1), and Aβ expressing worms CL4176 with and without dld-1 suppression, here we somehow restricted our results to only Aβ expressing worms. Post-MS analysis revealed that out of 467 differentially regulated proteins among all groups, 104 proteins belong to metabolic or closely associated pathways (Fig. 6A and supplementary data). As stated earlier, we restricted our further analysis to only proteins that were differentially regulated only in Aβ expressing worms with and without dld-1 suppression. We found 30 differentially regulated proteins that were closely associated with energy metabolism in Aβ expressing worms CL4176 with and without dld-1 suppression (Fig. 6B).
Gene ontology (GO) and functional annotation was performed to categorize the molecular, biological and cellular functions of the differentially abundant proteins using online tools like UniProtKB, DAVID and KEGG. These analyses revealed an enrichment of GO terms including energy metabolism, such as glycolysis (4 genes: gpdh-2 ldh-1, pfk-1.1, sqv-4), TCA cycle (4 genes: dld-1, idha-1, mev-1, suca-1), oxidative phosphorylation (8 genes: asg-1, atp-1, cox-5A, cox-6A, fs3f4-10, ucr-1 vha-9, vha-14), amino acid metabolism (3 genes: b0250.5, gta-1, hpd-1) cell signaling (5 genes: let-92, nkb-1, nkb-3, pph-5, tomm-22), proteasomal pathways (rpn-7, rpn-12), glutathione metabolism (1 gene: rnr-2) and longevity (sod-2, hsp-110, hsp-12.2) (Fig. 6C).
Discussion
To assess the role of energy metabolism in AD-associated Aβ proteotoxicity in worms, we used RNAi to suppress the activity of the dld-1 gene, which is known to suppress aerobic respiration.71,72 Our results show that suppression of the dld-1 gene significantly alleviates the symptoms associated with Aβ expression in either muscles or neurons of C. elegans. As described earlier, knock down of dld-containing complexes may lead to deleterious effects in vertebrate models of AD, here in this study feeding with RNAi or in wr4 (dld-1) worms have 70–80% reduction in DLD expression when compared to wild type thus not completely shut down the activity of these complexes.
We find that suppression of the dld-1 gene does not affect either the Aβ transgene mRNA levels or the levels of Aβ peptide. Suppression of dld-1 does, however, significantly inhibit the oligomerization of Aβ. Accumulation of Aβ oligomers is thought to be a major culprit in AD progression,73,74 whereas monomers actually help to maintain glucose homeostasis and are not toxic.75,76 Our findings suggest that dld-1 suppression reduces Aβ oligomerization thus resulting in reduced paralysis, better movement rates, and improved behavioral phenotypes as observed previously.43,59,77,78 Both mutation and RNAi-mediated suppression of the dld-1 gene result in phosphine resistance and an extended lifespan,38,39,78 as well as inhibition of Aβ oligomerization and protection against Aβ-mediated toxicity as we have shown here.
Based on our understanding of the relationship between the dld-1 gene and phosphine toxicity/resistance, we carried out several additional assays designed to compare the mechanisms of action of dld-1 and Aβ. When we exposed the worms to 17.5 μM FCCP, it was highly toxic when the dld-1 gene was subjected to RNAi-mediated suppression. The basis of the interaction between FCCP and dld-1 gene suppression is unknown. FCCP does, however, deplete the mitochondrial proton gradient that is utilized for ATP synthesis, whereas the DLD enzyme generates NADH that delivers electrons to the electron transport chain that generates the proton gradient. It may be possible that the simultaneous depletion of the proton gradient by FCCP as well as the source of electrons (NADH) by suppressing the dld-1 gene, results in a cellular energetic catastrophe. Exposure to FCCP decreases Aβ production,79,80 which implies that ATP depletion is more important to the protection than is the mechanism that causes the decrease in ATP. As protonophores, mitochondrial uncouplers also lower the pH of the mitochondrial matrix. At low pH, the dehydrogenase activity of DLD is inhibited and the reverse activity (diaphorase) is induced.81,82 This would have the same effect on cellular energy metabolism as described in the previous paragraph and indeed, both mechanisms may contribute to the synergistic increase in mortality that is observed when uncoupler and dld-1 gene suppression are combined.
We also exposed the worms to the fumigant phosphine, a mitochondrial poison that causes oxidative stress and inhibits respiration, likely by targeting the DLD enzyme.39,70 When combined, Aβ expression and exposure to phosphine cause an additive increase in mortality. Suppression of the dld-1 gene provides protection against both Aβ and phosphine individually and provides the same degree of protection against each of the two stressors when they are applied in combination. The similarities that we observe between the toxicity of Aβ and phosphine are worth noting. Both cause suppression of energy metabolism and yet are protected by suppression of the dld-1 gene, a manipulation that likewise suppresses energy metabolism. The toxicity of both Aβ and phosphine is synergistically exacerbated by co-exposure to the mitochondrial uncoupler, FCCP. However, co-exposure to Aβ and phosphine results in an additive rather than synergistically increased toxicity. One interpretation of these results is that the two stressors act through the same mechanism(s), with each stressor simply increasing the magnitude of the insult.
Aβ proteotoxicity and oxidative stress are positively correlated65,83,84 and DLD inhibition is known to reduce ROS generation.66,85,86 We found reduced levels of the mitochondrial superoxide detoxifying enzyme SOD-3 after dld-1 gene suppression, confirming that suppression of dld-1 does indeed decrease the burden of ROS in C. elegans. The DLD enzyme and mitochondrial electron transport chain (ETC) are both major sources of ROS generation,67,87 so the decrease in ROS production could either be direct (less ROS emanating from DLD) or indirect (less NADH feeding electrons to the ETC).
Being a part of the four core metabolic enzyme complexes and a moon lightening enzyme make dld-1 very critical.88 Any change in dld-1 activity may result in impairment of energy metabolism and/or other pathways. Post proteomics analysis revealed that out of 30 differentially regulated proteins/genes, 19 belongs to energy metabolism (Fig. 6). These results show the importance of dld-1 in regulating energy metabolism. Our results showed that dld-1 suppression resulted in change in expression of several enzymes associated with glycolysis, TCA cycle and oxidative phosphorylation (Fig. 7). It could be possible that downstream suppression of dld-1 may result in induced glycosylation and reduced oxidative phosphorylation according to demand-supply chain. It was interesting to show that dld-1 suppression resulted in induced expression of genes involved in glycosylation. However, at the same time it induces expression of lactate dehydrogenase; an enzyme involved in lactic acid buildup. Induced lactic acid might be neuroprotective however, demand more research on this.89 The dld-1 suppression also reduces the expression of gene involved in UDP-glucoronate and glucosamine glycans production (GAGs). Reduction of GAGs in amyloid containing tissues may reduce amyloid fibril formation and destabilization.90
Suppression of dld-1 resulted in induced expression of genes involved in amino acid metabolism. This could be due to decrease in nutrient supply via glycolysis to TCA cycle. Induced mev-1 levels after dld-1 suppression may indicate lower nutrient supply for ETC. Moreover, dld-1 suppression did not affect all the TCA enzymes and suggested a specific disruption of TCA enzymes. Reduction in expression of complex-III and complex V enzymes especially ucr-1 after dld-1 suppression may result in reduction in ATP production. It is worth to note that Aβ has been found to interact with human ucr-1 and may results in impaired ucr-1 functions.91 Induced expression of f53f4.10 and mev-1 genes in ETC also indicate reduced nutrient(s) supply after dld-1 suppression. An interesting finding was induction of complex-IV enzymes cox-5A and cox-6A gene expression in Aβ expressing worms after dld-1 expression. It has been shown that knockdown of cox-5A and cox-6A may lead to neuronal death in animal models. In a recent study, the over expression of cox-6B resulted in neuronal protection by decreasing Ca2+ and apoptosis, and increasing cell viability.92 Overall, these finding suggest that dld-1 suppression only affect selective enzymes levels of energy metabolism that could be beneficial against Aβ toxicity in C. elegans.
Despite changes in expression of several energy metabolism enzymes, we found induced expression enzymes associated with cell signaling, glutathione pathway, proteasomal activity and longevity. Inactivation of tomm-22 levels after dld-1 suppression may cause disruption of mitochondrial proton gradient and collapse of ETC.93 This mechanism may explain the death of dld-1 suppressed worms after FCCP exposure as discussed before. Meanwhile increased expression of protein-phosphatases (let-92 and pph-5) and sodium/potassium transporting ATPase subunits (nkb-1 and 3) in our study may be associated with low Aβ-toxicity after dld-1 suppression as Aβ was found to reduced their functions after binding with them.94, 95, 96, 97 Decline in proteasomal activity in neurodegeneration has been well known. Upregulation of proteasomal-associated genes in dld-1 suppressed worms may lead to reduction in Aβ burdens.98,99
Suppression in dld-1 also affected the expression of genes associated with longevity in worms. In our and a previous study, it has been shown that reduction in dld-1 results in induced lifespan in C. elegans. Here in this study, dld-1 suppression resulted in reduced expression of sod-2. Deletion of sod-2 has been associated with long lifespan in worms.100 We may speculate that induced lifespan after dld-1 suppression may be linked to sod-2 reduction. In this study we found that dld-1 suppressed worms were resistible against toxicities like phosphine. Proteomics analysis of the data revealed the induced expression of heat shock proteins (hsp) 110 and 12.2 after dld-suppression. Induction of hsp not only protect cells from different toxic substances like Aβ but also induce lifespan.101,102 Aβ has been well known for its deleterious effects on mitochondrial DNA. Reduction in ribonucleotide reductase (RNR) after dld-1 suppression suggests decrease in mitochondrial DNA loss due to reduced Aβ activity.103,104
Conclusion
In summary, we find no evidence that metabolic suppression through DLD could be a risk factor for Aβ proteotoxicity. However, induced chronic lactic acid levels after DLD suppression could be deleterious. Our results do not distinguish between two possibilities; that neuroprotection is a direct effect of metabolic suppression or that it is an indirect effect resulting from decreased ROS generation. Regardless of the mechanism, our results are consistent with the hypothesis that a decrease in mitochondrial energy metabolism protects against Aβ pathogenicity, which, if also true in humans, could delay clinical dementia resulting from AD.
Authors contribution
P.E was responsible for the study design. W.A collected and analyzed the data.
Conflict of Interests
Both W.A and P.E have no interests to declare.
Funding
We thank Prof. Jurgen Goetz (Queensland Brain Institute) for his research support. The C. elegans strains were provided by the CGC, which is funded by NIH Office of Research Infrastructure Programs (P40 OD010440) WA was supported by a IPRS scholarship from the Australian Government and the University of Queensland.
Footnotes
Peer review under responsibility of Chongqing Medical University.
Supplementary data to this article can be found online at https://doi.org/10.1016/j.gendis.2020.08.004.
Contributor Information
Waqar Ahmad, Email: waqar.ahmad@uqconnect.edu.au.
Paul R. Ebert, Email: p.ebert@uq.edu.au.
Appendix A. Supplementary data
The following are the Supplementary data to this article:
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