Abstract
Introduction
Autoantibodies to the Th/To antigen have been described in systemic sclerosis (SSc) and several proteins of the macromolecular Th/To complex have been reported to react with anti-Th/To antibodies. However, anti-Th/To has not been clinically utilized due to unavailability of commercial tests. The objective of the present study is to evaluate the newly developed ELISA and chemiluminescent immunoassay (CLIA) to measure autoantibodies to Rpp25 (a component of the Th/To complex) using immunoprecipitation (IP) as the reference method.
Methods
The first cohort consisted of 123 SSc patients including 7 anti-Th/To positive samples confirmed by IP. Additional seven anti-Th/To positive samples from non-SSc patients were also tested. For evaluation of the QUANTA Flash Rpp25 CLIA (research use only), 8 anti-Th/To IP positives, a cohort of 70 unselected SSc patients and sera from various disease controls (n = 357) and random healthy individuals (n = 10) were studied.
Results
Anti-Rpp25 antibodies determined by ELISA were found in 11/14 anti-Th/To IP positive but only in 1/156 (0.6%) negative samples resulting in a positive percent agreement of 78.6% (95% confidence interval [CI] 49.2, 95.3%) and a negative percent agreement of 99.4% (95% CI 96.4, 100.0%). To verify the results using a second method, 53 samples were tested by ELISA and CLIA for anti-Rpp25 reactivity and the results were highly correlated (rho = 0.71, 95% CI 0.56, 0.81; P < 0.0001). To define the cutoff of the CLIA, anti-Th/To IP positive and negative sera were tested using the anti-Rpp25 CLIA. At the cutoff selected by receiver operating characteristic (ROC) analysis 8/8 (100.0%) of the anti-Th/To positive sera but only 2/367 (0.5%) of the controls were positive for anti-Rpp25 antibodies. The positive and negative percent agreements were 100.0% (95% CI 63.1, 100.0%) and 99.5% (95% CI 98.0, 99.9%), respectively. In the disease cohorts 2/70 (2.9%) of the SSc patients were positive for anti-Rpp25 antibodies compared to 2/367 (0.5%) of the controls (P = 0.032). ROC analysis showed discrimination between SSc patients and controls with an area under the curve value of 0.732 (95% CI 0.655, 0.809).
Conclusion
Rpp25 is a major target of autoantibodies to the Th/To autoantigen complex. Further studies are needed to evaluate the clinical utility of the new assays.
Introduction
Systemic autoimmune rheumatic diseases (SARD) including systemic sclerosis (SSc) are characterized by production of autoantibodies to intracellular targets [1]. In SSc, as well as anti-centromere (ACA) [2], anti-topoisomerase I (topo-I, Scl-70) [3] and anti-RNA polymerase III antibodies [1], several other autoantibodies have been described. These include autoantibodies targeting the PM/Scl complex (also known as the exosome) [4], U3RNP/fibrillarin [5] and the Th/To autoantigens [6-9]. Anti-Th/To antibodies are one of the specificities that show homogenous nucleolar staining in indirect immunofluorescence (IIF) antinuclear antibody (ANA) tests [6,10,11]. In SSc, anti-Th/To has been associated with limited cutaneous SSc (lcSSc) subset and the reported prevalence of anti-Th/To antibodies varies between 1 and 13% [6,12,13]. In addition to SSc, a few reports have described anti-Th/To antibodies in rheumatoid arthritis (RA) and interstitial lung disease (ILD) [14,15].
The Th/To antigen complex is a multi-protein-RNA complex (human RNase MRP complex) that consists of a catalytic RNA and several protein components [7,16]. RNase MRP is a ubiquitously expressed eukaryotic endoribonuclease that cleaves various RNAs, including ribosomal, messenger, and mitochondrial RNAs, in a highly specific fashion [7]. At least ten protein subunits, Rpp14, Rpp20, Rpp21, Rpp25, Rpp29 (hPop4) [17], Rpp30 [18], Rpp38 [18], Rpp40, hPop1, and hPop5 are known [7]. Almost all protein components of the RNase MRP and the evolutionarily related RNase P complex have been reported to be the target of autoantibodies in patients with SARD [7,8,14]. The major autoantigens have been identified as Rpp25 and hPop1 [7]. Rpp25 (Ribonuclease P protein subunit p25, NP_060263.2) is a 25 kDa protein subunit of RNase P. Historically, anti-Th/To antibodies have been detected by immunoprecipitation (IP) [6]. While some studies tested serological cohorts, other investigations analyzed samples initially screened based on nucleolar staining pattern identified by IIF. Recently, commercial line immunoassays (LIA) for the detection of anti-Th/To antibodies became available and were evaluated in two independent studies [19,20]. In addition, an IP real-time PCR assay has been developed and evaluated [21].
Although known for over 20 years, little is known about the clinical association of autoantibodies targeting the individual components of the Th/To antigen. Furthermore, anti-Th/To antibodies are rarely used in routine testing algorithms to aid in the diagnosis and stratification of SSc. Consequently, we aimed to develop immunoassays to detect antibodies to a defined single component (Rpp25) of the Th/To complex and to evaluate the newly developed ELISA and chemiluminescent immunoassay (CLIA) using IP as a reference method.
Methods
Sera
The first cohort consisted of 123 SSc patients including seven with anti-Th/To positive samples confirmed by IP, enrolled in the University of Florida Center for Autoimmune Diseases (UFCAD) registry from 2000 to 2012. An Additional seven anti-Th/To positive samples from non-SSc patients (two with Raynaud's phenomenon (RP), one with pulmonary hypertension, one with interstitial lung disease (ILD), one with Sjögren's syndrome (SS), one with SS and ILD and one with polymyositis) from the same cohort were also included. For evaluation of QUANTA Flash Rpp25, 53 sera were selected based on the serum volume available. Samples from 70 SSc patients were collected and tested at the University of Calgary (Canada). Sera collected at INOVA included rheumatoid arthritis (RA, n = 141), systemic lupus erythematosus (SLE, n = 67), undifferentiated connective tissue disease (UCTD, n = 17 samples), osteoarthritis (OA, n = 47), ankylosing spondylitis (AS, n = 13), polymyalgia rheumatica (PMR, n = 20), degenerative spine disease (n = 6), fibromyalgia (n = 5), psoriasis arthritis (n = 13), other rheumatological and non-rheumatological diagnoses (n = 28) and healthy individuals (HI, n = 10). The diagnoses were established as described before [22] or according to the standard disease criteria.
The protocol was approved by the Institutional Review Boards (IRB, Health Research Ethics Board of the University of Calgary and University of Florida). This study meets and is in compliance with all ethical standards in medicine, and informed consent was obtained from all patients according to the Declaration of Helsinki.
Recombinant Rpp25 antigen
The cDNA of Rpp25 was cloned into pET28a(+) (Novagen, Merck, Germany) and the his-tagged protein expressed in BL21(DE3) cells according to the manufacturer's instructions. Soluble recombinant Rpp25 was extracted using a detergent and affinity purified using a nickel column. Purity and immunoreactivity was verified by SDS Page and Western blot using anti-HIS antibody (SIGMA # H1029 Monoclonal Anti-poly Histidine antibody, diluted 1:3,000) and a pool of 10 anti-Th/To IP positive sera and one control serum.
Immunoassays
Anti-Rpp25 ELISA
Nunc Immobilizer Amino plates (Thermo Fisher Scientific, Waltham, MA, USA) were coated with 2 microgram/ml of Rpp25 antigen in PBS, 50 μl/well 2 h at 22°C for 2 h and blocked with 0.5% bovine serum albumin (BSA) in NET/NP40 (150 mM NaCl, 2 mM ethylenediaminetetraacetic acid (EDTA), 50 mM Tris-HCl pH 7.5, 0.3% NP40) for 1 h. Wells were then incubated with sera diluted 1:500 in blocking buffer for 1 h at 22°C. After washing three times by TBS/Tween (20 mM Tris-HCl pH 7.5, 150 mM NaCl, 0.1% Tween 20), wells were incubated with alkaline phosphatase-conjugated donkey immunoglobulin (Ig)G F(ab)'2 anti-human IgG (gamma-chain specific, Jackson ImmunoResearch Laboratories, Inc. West Grove, PA, USA) diluted 1:1,000 in blocking buffer for 1 h at 22°C. After washing three times, plates were developed and the OD405 of each sample was converted into units based on the standard curve using the SoftMax Pro 4.7 program (Molecular Devices, Sunnyvale, CA, USA) with four-parameter analysis. The standard curve was established by 1:5 serial dilutions starting from 1:500 dilution of the prototype serum. The last dilution to show optical density (OD) clearly above background was 1:62,500 dilution of the serum, and OD from this dilution was defined as one unit. Units were applied to each dilution as follows, so that the units correlate with the amount of antibodies; 1:500 dilution, 125 units; 1:2,500, 25 units; 1:12,500, 5 units; 1:62,500, 1 unit; 1:312,500, 0.2 units; 1:1,562,500, 0.04 units. Unit values lower than 0.2 units were below the interpretable range of the standard curve and recorded as 0.2 units for data analysis.
QUANTA Flash(R) Rpp25
The QUANTA Flash Rpp25 assay (research use only, INOVA Diagnostics Inc., San Diego, CA, USA) is a novel CLIA that is currently used for research purposes only and utilizes the BIO-FLASH® instrument (Biokit s.a., Barcelona, Spain), fitted with a luminometer, as well as all the hardware and liquid handling accessories necessary to fully automate the assay. The principle of the QUANTA Flash assays performed on the BIO-FLASH instrument has recently been described [23].
The QUANTA Flash assay for this study was developed using full-length, purified, recombinant human Rpp25 antigen coated onto paramagnetic beads. Prior to use, the reagent pack containing all the necessary assay reagents is gently inverted thirty times. The sealed reagent tubes are then pierced with the reagent pack lid. A patient's serum sample is pre-diluted with the BIO-FLASH® sample buffer in a small disposable plastic cuvette. Small amounts of the diluted serum, the beads, and the assay buffer are all combined into a second cuvette, mixed, and then incubated for 9.5 minutes at 37°C. The magnetized beads are sedimented using a strong magnet in the washing station and washed several times followed by addition of isoluminol-conjugated anti-human IgG and again incubated 9.5 minutes at 37°C. The magnetized beads are sedimented and washed repeatedly. The isoluminol conjugate is oxidized when sodium hydroxide solution and peroxide solutions (triggers) are added to the cuvette, and the flash of light produced from this reaction is measured as relative light units (RLUs) by the BIO-FLASH® optical system. The RLUs are proportional to the amount of isoluminol conjugate that is bound to the human IgG, which is in turn proportional to the amount of anti-Rpp25 antibodies bound to the antigen on the beads. Precision of the assay and stability of the assay components were verified by precision and stability testing. Total, repeatability, between-run and between-day precision were determined by running the control sample in triplicates, two runs per day over three days resulting in 18 values.
Detection of anti-Th/To autoantibodies by immunoprecipitation
Detection of anti-Th/To was based on IP confirmation of the 7-2 and 8-2 RNAs by RNA analysis with urea-PAGE and silver staining (Silver stain plus, Bio-Rad, Hercules, CA, USA). Specificities were verified using previously characterized reference sera. Analysis of proteins to determine other SSc autoantibodies recognized by sera was performed by IP of 35S-methionine radiolabeled K562 cell extract, SDS-PAGE and autoradiography as described [6].
Statistical evaluation
The data were statistically evaluated using the Analyse-it software (Version 1.62; Analyse-it Software, Ltd., Leeds, UK). The chi-square test, Spearman's correlation and Cohen's kappa test of agreement were carried out to analyze the agreement between portions, and P-values < 0.05 were considered significant. Receiver-operating characteristics (ROC) analysis was used to analyze the discriminatory ability of different immunoassays.
Results
Anti-Rpp25 antibodies in samples characterized by immunoprecipitation and measured by ELISA
Samples tested for anti-Th/To reactivity by IP were tested for anti-Rpp25 reactivity by ELISA. The reactivity to Rpp25 was significantly higher in anti-Th/To IP-positive than in anti-Th/To IP-negative samples (P < 0.0001) (Figure 1). After ROC analysis, showing an area under the curve (AUC) value of 0.941 (95% CI 0.833, 1.000), a preliminary cutoff was defined, which yielded a sensitivity of 78.6% (95% CI 49.2, 95.3%) and a specificity of 99.4% (95% CI 96.4, 100.0%). There was no significant difference in the levels of anti-Rpp25 between anti-Th/To-positive SSc vs. anti-Th/To-positive non-SSc patients (P = 0.902).
Anti-Rpp25 antibodies measured by chemiluminescent technology
To verify the results using a second method, a total of 53 samples that were tested by ELISA and QUANTA Flash CLIA for anti-Rpp25 reactivity showed high correlation (rho = 0.71, 95% CI 0.56, 0.81; P < 0.0001; see Figure 2). Next we analyzed the precision of the QUANTA Flash Rpp25 CLIA, which demonstrated good precision with a total variation of 6.6% (Table 1). To analyze the prevalence of anti-Rpp25 antibodies in different cohorts, anti-Th/To-positive sera (n = 8 identified by IP), unselected SSc samples (n = 70) and disease and healthy controls (n = 367) were tested using the anti-Rpp25 assay on the BIO-FLASH instrument (Figure 3). The anti-Th/To-positive sera were from four SSc patients, two with RP, one with SS and one with ILD. There was no significant difference between the Th/To-positive SSc and non-SSc patients (P = 0.4857). When comparing anti-Th/To IP-positive samples and controls by ROC analysis, showing an AUC value of 0.919 (95% CI 0.919, 1.000), a preliminary cutoff was defined (10,000 RLU, see Figure 4). At this cutoff 8/8 (100.0%) of the anti-Th/To-positive sera but only 2/367 (0.5%) of the controls were positive for anti-Rpp25 antibodies by QUANTA Flash Rpp25 (P < 0.0001). Thus a positive percent agreement of 100.0% (95% CI 63.1, 100.0%) and a negative percent agreement of 99.5% (95% CI 98.0, 99.9%) were found. At this cutoff, 2/70 (2.9%) of the second cohort of SSc patients were positive for anti-Rpp25 antibodies compared to 2/367 (0.5%) of the controls (P = 0.032). Positive (LR+) and negative (LR-) likelihood ratios were 5.24 and 0.98, respectively (Table 2). The two control patients with a positive result had low levels of anti-Rpp25 antibodies and one had RA (RLU = 25,259) and the other patient had a diagnosis of PR (RLU = 19,561). ROC analysis showed discrimination between SSc patients and controls with AUC values of 0.732 (95% CI 0.655, 0.809).
Table 1.
Precision | SD (95% CI) | Coefficient of variation | Claimed SD | P |
---|---|---|---|---|
Total | 1,665.1 (1124.7-3189.9) | 6.6% | 3,786.1 | 0.9919 |
Repeatability | 1,452.0 (1041.2-2396.9) | 5.8% | 3,786.1 | 0.9997 |
Between-run | 0.0 | 0.0% | ||
Between-day | 814.9 | 3.2% |
Table 2.
Villalta et al. | Bonroy et al. | Present study | |
---|---|---|---|
Method | EUROLINE SSc Profile | EUROLINE SSc Profile | QUANTA Flash Rpp25 (CLIA) |
Sensitivity1 | 7/210 (3.3; 1.3, 6.7) | 3/145 (2.1; 0.4, 5.9) | 2/70 (2.9; 0.3, 9.9) |
Specificity2 | 148/150 (98.7; 95.2, 99.9) | 271/277 (97.8; 95.3, 99.2) | 365/367 (99.5; 98.0, 99.9) |
LR+ | 2.5 | 0.96 | 5.24 |
LR- | 0.98 | 1.0 | 0.98 |
1Values are presented as number of positives/number of SSc samples tested (percent positive; 95% CI). 2Values are presented as number of negatives/number of non-SSc samples tested (percent negative; 95%CI). LR+, positive likelihood ratio; LR-, negative likelihood ratio; CLIA, chemiluminescent assay.
Discussion
Autoantibodies represent valuable biomarkers in the diagnosis of SARD, including SSc [1,24]. Almost all protein components of the RNase MRP and the evolutionarily related RNase P complex have been reported to be the target of autoantibodies in patients with SARD [7,14]. In our study we focused on the autoantibody reactivity to Rpp25, one of the major antigens of the complex [7].
Our data show that Rpp25 is a major autoantigen targeted by anti-Th/To antibodies, which is consistent with previous findings [7]. In our cohort of samples, anti-Rpp25 was detected in approximately 70 to100% (depending on the assay and cutoff used) of anti-Th/To reactivity. In the study by van Eenennaam et al. [7], 8/12 (66.7%) anti-Th/To-positive samples immunoprecipitated in-vitro transcribed and translated Rpp25. Both assays used in our study (ELISA and CLIA) showed good discrimination between anti-Th/To IP-positive and IP-negative samples and exhibited excellent correlation with each other. However, the CLIA showed a superior discrimination (signal to noise ratio) between anti-Th/To-negative and -positive samples and might represent the preferred method to detect antibodies to Rpp25.
The high sensitivity of the BIO-FLASH CLIA system is interesting. There are several technical differences between the ELISA and the CLIA which might account for the better discrimination between anti-Th/To-positive and -negative samples. The BIO-FLASH system uses magnetic particles that have a significantly higher surface area compared to ELISA plates. On average, the CLIA uses about 5 to10 times more antigen per reaction compared to ELISA (unpublished data). In addition, the antibody reaction occurs in solution and follows microfluidic kinetics [25]. The samples from the anti-Th/To-positive RA and PMR patients did not show a nucleolar staining pattern. Although they were not tested by IP for anti-Th/To reactivity, it is likely that they represent false positive findings. Despite those two samples, the specificity of the Rpp25 CLIA is very high (> 99%). Although the reason for the difference between the anti-Rpp25 CLIA and ELISA remains speculative and deserves further investigation, the anti-Th/To (Rpp25) CLIA holds promise to provide a reliable alternative method to the radioisotope-based IP assay.
Although anti-Th/To antibodies are uncommon in samples from patients with SARD, the observation that anti-Th/To antibodies are mostly detectable in SSc makes this specificity important in the diagnosis of SSc. In addition, current multiplex assays [26] and a screening fluorescence enzyme immunoassay (FEIA) [27] show satisfactory performance characteristics as an ANA screening test for mixed connective tissue disease (MCTD), SS and autoimmune myositis (AIM), but are not sufficiently sensitive for SSc due to the lack of nucleolar antigens [28]. An anti-Th/To test may also be applicable to non-SSc patients such as those with ILD, since anti-Th/To antibodies have been reported in around 50% of patients with anti-nucleolar antibody-positive idiopathic pulmonary fibrosis [10]. The prevalence in our unselected cohort of SSc patients was 2.9%, similar to recent studies (Table 2). Villalta [19] and Bonroy [20] found anti-Th/To antibodies in 3.3% and 2.1% of SSc patients, respectively, but observed lower specificity (98.7% and 97.8% vs 99.5% in our study).
In a study by Kuwana et al. [14], anti-hPop1 antibodies were significantly more prevalent in anti-Th/To-positive SSc patients, compared to anti-Th/To-positive patients with other types of SARD. In contrast, Rpp30 and Rpp38 were equally targeted by antibodies from SSc and non-SSc SARD patients. Further studies with additional Th/To recombinant or purified proteins are required to verify this finding.
Although known for over 20 years, understanding the clinical features associated with the anti-Th/To system requires clarification. Previous studies are mostly consistent in showing its association with lcSSc; however, association with more specific clinical features are somewhat inconsistent. A small number of anti-Th/To positive patients, differences in ethnicity and environment, recruitment bias and other types of bias could explain the inconsistency [6,8,29-31]. Anti-Th/To antibodies have been associated with pericarditis and ILD, and they are highly frequent in intrinsic pulmonary hypertension [6,12]. Compared with the ACA patients, anti-Th/To lcSSc patients have more subtle cutaneous, vascular, and gastrointestinal involvement, but more often have certain features typically seen in diffuse scleroderma, such as pulmonary fibrosis and scleroderma renal crisis, as well as reduced survival compared to ACA-positive patients [29]. Like other SSc-related autoantibodies, in patients with Raynaud's phenomenon anti-Th/To antibodies are risk factors that are predictive of emerging SSc [32]. Anti-Th/To-positive patients demonstrate earlier development of abnormalities on nail-fold capillary microscopy (NCM) than ACA-positive patients [32]. There is some evidence that anti-Th/To-positive patients are younger and more frequently male compared to ACA positive patients [6], and it has been reported that the prevalence of anti-Th/To antibodies might be higher in Caucasian Americans compared to African and Latin Americans [30]. Although we did not analyze associations between anti-Rpp25 antibodies and clinical features in our SARD cohort, it is likely that associations of anti-Rpp25 and anti-Th/To are similar based on the good correlation between anti-Rpp25 antibodies (by ELISA or CLIA) and anti-Th/To antibodies (by IP).
Although the prevalence of anti-Th/To antibodies is relatively low, testing for those antibodies might have significant value for patient stratification [5,33]. In a previous study dcSSc and lcSSc subsets were associated with particular organ manifestations, but in this analysis the clinical distinction appeared superseded by an antibody-based classification in predicting some SSc-related complications [33]. In addition, the discrimination between SSc and controls as measured by the AUC (0.73) derived from ROC analysis using anti-Th/To (Rpp25) antibody results was similar to the AUC (0.67) generated by ACA [34].
Further studies using large cohorts of SSc patients such as those collected by EULAR Scleroderma Trials and Research (EUSTAR) [35], the Canadian Scleroderma Research Group (CSRG) [36] or the German Network for systemic scleroderma [13] and the Australian cohort [37] are needed to analyze the clinical utility of antibodies to Rpp25.
Conclusions
Rpp25 is a major target of autoantibodies to the Th/To autoantigen complex. Autoantibodies to Rpp25 detected by ELISA and especially CLIA show excellent agreement with anti-Th/To antibodies detected by IP. The CLIA represents a quick and reliable method that allows the detection of anti-Th/To antibodies in as little as 30 minutes. Further studies are needed to evaluate the clinical utility of the new assays.
Abbreviations
ACA: anti-centromere antibodies; AIM: autoimmune myositis; ANA: antinuclear antibodies; AS: ankylosing spondylitis; AUC: area under the curve; BSA: bovine serum albumin; CLIA: chemiluminescent immunoassay; ELISA: enzyme-linked immunosorbent assay; FEIA: fluorescence enzyme immunoassay; HI, healthy individuals; IIF: indirect immunofluorescence; ILD: interstitial lung disease; IP: immunoprecipitation; lcSSc: limited cutaneous systemic sclerosis; LIA: line immunoassay; MCTD: mixed connective tissue disease; NCM: nail-fold capillary microscopy; OA: osteoarthritis; PBS: phosphate-buffered saline; PCR; polymerase chain reaction; PM: polymyositis; PMR: polymyalgia rheumatica; RA: rheumatoid arthritis; RLU: relative light units; ROC: receiver-operating characteristics; RP: Raynaud's phenomenon; SARD: systemic autoimmune rheumatic disease; SS: Sjögren's syndrome; SLE: systemic lupus erythematosus; SSc: systemic sclerosis; UCTD: undifferentiated connective tissue disease; UFCAD: University of Florida Center for Autoimmune Diseases.
Competing interests
M Mahler, C Gascon and S Patel are employed at INOVA diagnostics selling autoantibody assays. M Fritzler is a consultant to INOVA Diagnostics, ImmunoConcepts Inc. and has received gifts in kind from Euroimmun GmbH. The other authors have no conflict of interest.
Authors' contributions
MM and MS designed the study, had full access to all of the data in the study, analyzed the data, take responsibility for the integrity of the data and the accuracy of the data analysis, interpreted the data, and drafted the manuscript. EKLC helped to design the study and contributed to the overall project management. MJF, AS and AC enrolled patients for the study and contributed to the data. CG developed and optimized the recombinant antigen and developed the bead coupling chemistry. SP developed the bead coupling chemistry, tested samples and analyzed data. MM interpreted the data and drafted the manuscript, was responsible for overall project management and designed the study. All authors critically revised the manuscript and read and approved the final manuscript for publication.
Contributor Information
Michael Mahler, Email: mmahler@inovadx.com.
Cristina Gascon, Email: cgascon@inovadx.com.
Sima Patel, Email: simapatel@inovadx.com.
Angela Ceribelli, Email: dott.ceribelli@libero.it.
Marvin J Fritzler, Email: fritzler@ucalgary.ca.
Andreas Swart, Email: andreas.swart@arcor.de.
Edward KL Chan, Email: echan@ufl.edu.
Minoru Satoh, Email: minoru.satoh@medicine.ufl.edu.
Acknowledgements
We thank Dr WH Reeves, Dr ES Sobel, and Dr MR Bubb from the Division of Rheumatology and Clinical Immunology, Department of Medicine, University of Florida (Gainesville, FL, USA) for recruiting patients. Technical assistance was provided by Meifeng Zhang and Haiyan Hou at the University of Calgary.
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