ABSTRACT
Wild non-human primates carry many types of RNA viruses, including simian immunodeficiency virus (SIV), simian foamy virus, simian T-cell leukemia virus, and hepatitis C virus. These viruses can also infect humans via zoonotic transmission through handling and consumption of primate bushmeat. Characterizing viral prevalence and shedding in natural hosts is critical to understand infection and transmission risks within and between primate species. Here, we sought to identify a robust “field-friendly” method (i.e., without freezing or refrigeration) for preserving viral RNA, specifically SIV, in primate fecal samples. Fecal samples were collected from a mantled guereza colobus (Colobus guereza) housed at the Columbus Zoo and Aquarium. Samples were homogenized and inoculated with three concentrations (low, medium, and high) of inactivated SIV and preserved in four different storage buffers (DNA/RNA Shield, RNAlater, 95% Ethanol, and Viral Transport Medium). SIV viral RNA was then extracted from samples at four time points (1 week, 4 weeks, 8 weeks, and 12 weeks) to determine the efficacy of each buffer for preserving SIV RNA. Quantitative reverse transcriptase polymerase chain reaction (RT-PCR) was used for the detection and quantification of viral RNA. At all concentrations, DNA/RNA Shield yielded the highest average SIV virion concentrations. We then successfully validated this approach using fecal samples from known SIV-positive and SIV-negative sooty mangabeys (Cercocebus atys) housed at Emory National Primate Research Center. Our results indicate that DNA/RNA Shield is an optimal “field-friendly” buffer for preserving SIV RNA in fecal samples over time and may also be effective for preserving other RNA viruses in feces.
IMPORTANCE
Simian immunodeficiency virus (SIV), which originated in African monkeys, crossed the species barrier into humans and ultimately gave rise to HIV and the global HIV/AIDS epidemic. While SIV infects over 40 primate species in sub-Saharan Africa, testing for RNA viruses in wild primate populations can be challenging. Optimizing field-friendly methods for assessing viral presence/abundance in non-invasively collected biological samples facilitates the study of viruses, including potentially zoonotic viruses, in wild primate populations. This study compares SIV RNA preservation and recovery from non-human primate feces stored in four different buffers. Our results will inform future fieldwork and facilitate improved approaches to characterizing prevalence, shedding, and transmission of RNA viruses like SIV in natural hosts including wild-living non-human primates.
KEYWORDS: simian immunodeficiency virus, RNA virus, preservation methods, Cercocebus atys, non-invasive, non-human primate, feces, storage buffer
INTRODUCTION
Wild non-human primates can carry many types of RNA viruses, including simian immunodeficiency virus (SIV), simian foamy virus, simian T-cell leukemia virus, and hepatitis C virus. These viruses can also infect humans via zoonotic transmission through handling and consumption of primate bushmeat. Characterizing viral prevalence and shedding in natural hosts is critical to understand infection and transmission risks within and between primate species. HIV was introduced into human populations through zoonotic transmission of the SIV from African primates, leading to a global epidemic and ongoing worldwide public health issue (1). SIV occurs naturally in over 40 primate species in sub-Saharan Africa, and these viruses have crossed species barriers on multiple occasions, leading to the spread of HIV-1 and HIV-2 in humans populations (2). Humans continue to be exposed to these RNA viruses through handling and consumption of primate bushmeat, so it is critical to investigate wild-living non-human primate populations to understand SIV prevalence, shedding, and transmission in natural hosts (3, 4). Importantly, the COVID-19 pandemic also made us globally aware of the value and need for RNA virus surveillance in wild animal populations to assess health risks to humans and animals (5–8).
Assessing the presence and abundance of RNA viruses in wild primate populations can be challenging. Biological samples must be collected non-invasively in many cases, and many field stations do not have access to a freezer or other laboratory equipment necessary to properly store and analyze these samples. Ling and colleagues (9) were one of the first groups to investigate the sensitivity of SIV detection in primate fecal samples. They tested fecal samples from laboratory-housed sooty mangabeys (Cercocebus atys) for SIV viral RNA and determined that real-time reverse transcriptase polymerase chain reaction (RT-PCR) detected the presence of SIV viral RNA in fecal samples from about 50% of the positive mangabeys. They went on to test this method in the field and were able to confirm one case of SIV, out of 61 samples, in a population of wild-living sooty mangabeys in Sierra Leone (10). Their samples were frozen in the field, which is not feasible in every field situation.
Additional studies have focused on red colobus monkeys (Piliocolobus badius) and sooty mangabeys (Cercocebus atys) in Taï National Park, the likely site of origin for the HIV-2 epidemic (11, 12). Based on fecal testing, these studies estimated a 50% to 60% prevalence of SIV in these wild populations.Importantly, these estimates assumed a 50% true positive detection rate in feces based on the prior studies in laboratory-housed sooty mangabeys (9). Additionally, both studies tested only for the presence or absence of the SIV virus and utilized RNAlater (Thermo Fisher), a storage buffer that allows fecal samples to be stored at ambient temperature for a short period of time. RNAlater is increasingly used to store fecal samples in the field; however, according to RNAlater’s guidelines, RNA quality may begin to degrade after just 1 week of storage, if not frozen. Many field studies involve weeks or months in the field, so testing storage methods with a range of ambient stability time is useful for researchers lacking freezer access in the field.
Here, we tested multiple “field-friendly” methods (i.e., those not requiring freezing or refrigeration) for preserving viral RNA, specifically SIV, in primate fecal samples. The storage buffers we tested included the following: DNA/RNA Shield, RNAlater, 95% Ethanol, and Viral Transport Media (VTM). Fecal samples in each buffer were inoculated with three concentrations of SIV virus: 300,000 virions/mL (high), 30,000 virions/mL (medium), and 3,000 virions/mL (low). These concentrations fall within the range of SIV concentrations detected in the plasma of naturally infected SIV-positive primates [<500 copies/mL to greater than 2 × 106 copies/mL (9)]. SIV viral RNA was then extracted from samples at four time points (1 week, 4 weeks, 8 weeks, and 12 weeks) (Fig. 1). We aimed to determine which buffer was the most effective at preserving viral RNA at different time intervals. Additionally, we (i) characterized the threshold of detection and (ii) quantified the amount of SIV viral RNA present in our study samples.
Fig 1.
Experimental design. A single homogenized fecal sample from a colobus monkey was aliquoted into four different storage buffers (Viral Transport Medium, RNAlater, 95% Ethanol, and DNA/RNA Shield) and inoculated with high (300,000 virions/mL), medium (30,000 virions/mL), or low (3,000 virions/mL) concentrations of SIV. RNA was then extracted from each sample at Weeks 1, 4, 8, and 12.
RESULTS
SIV virion concentrations by buffer
SIV virion concentrations varied significantly by storage buffer but not significantly over time (Kruskal-Wallis: buffer P = 0.025; time P = 0.322). These results were driven by the highest and lowest performing buffers which were DNA/RNA Shield and ethanol, respectively [Dunn’s test: DNA/RNA Shield vs. Ethanol: P = 0.004; Ethanol vs. RNAlater: P = 0.022; all other pairwise comparisons between buffers were not significant (Table 1)]. At all SIV concentrations (high, medium, and low), DNA/RNA Shield preserved the greatest percentage of SIV virions, followed by RNAlater, viral transport media, and ethanol, respectively (Fig. 2). For example, at the high SIV concentration, DNA/RNA Shield preserved 84% of the SIV virions at 12 weeks, while RNAlater preserved only 45% of the SIV virions at 12 weeks.
TABLE 1.
P-values from Dunn’s pairwise test comparing SIV virion percentage yields by storage buffera
| RNAlater | VTM | 95% Ethanol | |
|---|---|---|---|
| DNA/RNA Shield | 0.556 | 0.148 | <0.004b |
| RNAlater | NA | 0.409 | 0.022b |
| VTM | NA | NA | 0.124 |
All concentrations and time points were combined in this analysis. Percent yields were based on the original amount of SIV spiked into each sample.
Significant P-value.
Fig 2.

SIV yield by buffer and time. Percentage yield of SIV virions (compared with spiked in viral load) extracted from fecal samples and quantified via RT-PCR. Fecal samples were spiked with (a) high (300,000 virions/mL), (b) medium (30,000 virions/mL), and (c) low (3,000 virions/mL) concentrations of SIV and preserved in four storage buffers (95% Ethanol, DNA/RNA Shield, RNAlater, and Viral Transport Medium) for up to 12 weeks.
SIV virion concentrations over time
We did not observe any significant differences in virion concentrations over time (Weeks 1–12) when we compared samples within and between buffers. However, our sample size was small, and we had limited power to detect potential differences. In a few Week 1 samples, we unexpectedly observed lower SIV virion concentrations (non-significant) as compared with subsequent time points (Weeks 4, 8, or 12).
Validation cohort
To validate our approach, we then collected blood and fecal samples from SIV-positive (n = 5) and SIV-negative (n = 5) sooty mangabeys housed at Emory National Primate Research Center (NPRC). Blood testing confirmed the SIV status of these 10 mangabeys. No SIV viral RNA was detected in the fecal samples of the SIV-negative mangabeys. In the SIV-positive mangabeys, we detected SIV viral RNA in two of the five monkeys (Table 2). The SIV viral load detected in both positive fecal samples was low (<1,000 copies/mg), and both fecal samples were associated with high serum viral loads (>120,000 copies/mL). SIV-positive mangabeys in which no SIV viral RNA detected in feces all had low serum viral loads (<32,000 copies/mL).
TABLE 2.
Average cycle threshold (Ct) value and estimated SIV viral load for fecal and blood samples collected from SIV+ and SIV− sooty mangabeys (Cercocebus atys) at Emory National Primate Research Center.
| Individual | SIV status | Average Ct value | Estimated fecal viral load (copies/g) | Estimated serum viral load (copies/mL) |
|---|---|---|---|---|
| FEb1 | + | 34.36 | 898 | 222,512 |
| FGw | + | 35.59 | 377 | 120,558 |
| FDv | + | >40 | 0 | 9,399 |
| FBy | + | >40 | 0 | 31,922 |
| FOt | + | >40 | 0 | 30,086 |
| FAa1 | − | >40 | 0 | 0 |
| FBw | − | >40 | 0 | 0 |
| FGa1 | − | >40 | 0 | 0 |
| FHy | − | >40 | 0 | 0 |
| FHz | − | >40 | 0 | 0 |
DISCUSSION
African non-human primates can carry many types of RNA viruses and are natural hosts for over 40 strains of SIV. Cross-species transmission of SIV from non-human primates to humans lead to the HIV/AIDS pandemic (2). HIV and SIV viral loads are also the best predictor of AIDS progression in humans and macaques. As such, it is vital to characterize both the presence of SIV and the dynamics of SIV viral load in wild primate populations to better understand infection and transmission risks (13, 14). However, preservation and detection of RNA viruses in non-invasively collected primate fecal samples can be challenging. In this study, we tested multiple “field-friendly” storage buffers and determined that DNA/RNA Shield was most effective in preserving SIV viral RNA in fecal samples. We then validated this approach in SIV-positive and negative sooty mangabeys from Emory National Primate Research Center (NPRC).
SIV viral RNA was observed at the greatest abundances in all samples stored in DNA/RNA Shield at all times points and SIV concentrations as compared with all other buffers (with a single exception: RNAlater, Week 12, low SIV concentration) (Fig. 2c). In two DNA/RNA Shield samples, we observed a viral RNA yield above expected (>100%) based on the amount that was spiked into each sample: Week 1, medium SIV concentration, 155% yield; Week 1, SIV low concentration, 105% yield. This may have been due to a non-homogenous distribution of SIV virions in these two sample aliquots.
RNAlater has become one of the most widely used buffers for storing non-human primate fecal samples collected in the field; however, our results indicate that DNA/RNA Shield is a more effective choice for preserving viral RNA in fecal samples (Table 3). DNA/RNA Shield manufacturer guidelines indicate that samples can be stored at room temperature for up to 4 weeks but should then be frozen at −80°C to prevent further sample degradation. At week 4, DNA/RNA Shield preserved between 76% and 86% of the SIV virions spiked into each sample at all concentrations. Notably, we observed a non-significant decrease in virion concentrations over time in DNA/RNA Shield at medium and low SIV concentrations. However, these samples were kept at room temperature for the duration of the study (12 weeks), which was well past the manufacturer’s recommended shelf stable timeframe (1 month). Had we followed manufacturer protocols, it is possible that virion concentrations would have stabilized to an even greater degree, rather than continuing to decline over time.
TABLE 3.
Comparison of buffers for preservation of RNA viruses in fecal samples
| Buffer | Manufacturer | Cost per mL | Fecal sample-to-buffer ratio (mg:mL) | Time shelf stable (at 25°C) |
Percent yield (high concentration, Week 4) | Considerations | Examples of use in previous studies |
|---|---|---|---|---|---|---|---|
| DNA/RNA Shield | Zymo | ~$1.90 | 100:1 | >30 days | 85.7% | Incompatible with some non-Zymo kits and workflows. | (15) |
| RNAlater | Thermo Fisher | ~$1.10 | 200:1 | 1 week | 50.0% | Usable with most commercially available kits and workflows. | (16, 17) |
| Viral Transport Medium | a | ~$0.30 | 1,000:1 | Not shelf stable | 20.9% | Samples must be frozen. | (15, 18) |
| 95% Ethanol | a | <$0.10 | 1,000:1 | Indefinitely | 0.1% | Shelf stable for DNA, but not shelf stable for RNA. | (19) |
Available from multiple manufacturers.
We also observed that a few Week 1 samples had moderately (but non-significantly) less SIV viral RNA as compared with subsequent time points (Weeks 4, 8, or 12). While the SIV virions should have experienced the least degradation at Week 1 and SIV viral RNA yield should have been the highest at this time point, it is possible that the extracted viral RNA in these samples degraded over time in the freezer. Week 1 viral RNA was stored frozen longer than samples from all other time points. These non-significant differences could also be attributed to minor variation in sample aliquoting and measurement.
Interestingly, both DNA/RNA Shield and RNAlater produced higher percentage yields of SIV viral RNA as compared with VTM, which was used as our “gold standard” (Fig. 2). The Centers for Disease Control and Prevention (CDC) recommends VTM for the storage of RNA viruses, such as SARS-CoV-2, for “efficient diagnosis” (20). However, similar to our results, previous studies comparing DNA/RNA Shield to VTM in SARS-CoV-2 testing have observed lower viral abundances (higher Ct values) in samples stored in VTM than those stored in DNA/RNA Shield. This indicates that DNA/RNA Shield may be an even more effective alternative to the current gold standard for RNA virus preservation in biological samples (15).
We also observed consistently low viral RNA yield in samples stored in 95% Ethanol (less than 31% SIV viral RNA yield at all concentrations and time points). Ethanol is commonly used in non-human primate field studies for the long-term storage of fecal samples, and it is therefore important to understand the limitations of this buffer. However, despite its limitations, we were able to successfully detect SIV in ethanol-preserved samples at Weeks 1, 4, and 8 (Fig. 2c), indicating that RT-PCR is highly sensitive to the presence of SIV in ethanol, even at low SIV concentrations.
Based on the performance of DNA/RNA Shield in our laboratory experiment, we sought to validate these results using fecal samples from naturally infected SIV-positive and SIV-negative laboratory-housed sooty mangabeys. We did not detect SIV RNA in any of the SIV-negative mangabeys; however, we successfully detected SIV and quantified viral load in fecal samples from two of the five SIV-positive sooty mangabeys. These fecal samples both had low viral loads—less than 1,000 viral copies SIV/g feces, which is considerably lower than viral loads typically found in serum (9, 21). Additionally, both positive fecal samples were associated with serum viral loads greater than 120,000 viral copies/mL. All negative fecal samples from SIV-positive mangabeys were associated with serum viral loads below 32,000 viral copies/mL. Sooty mangabey serum viral loads may range from less than 500 copies/mL to greater than 2 × 106 copies/mL (9). This indicates that fecal viral shedding is lower in individuals with lower serum viral loads, making it more difficult to detect SIV in these individuals using non-invasive methods. The primary site of SIV/HIV viral replication is lymphoid tissue, where the virus enters and replicates within CD4+ T cells. These cells circulate throughout the body via the blood stream, making serum testing the most effective method for SIV/HIV testing. The gut also features an extensive array of lymphoid tissue known as gut-associated lymphoid tissue in which SIV/HIV viral replication occurs, which can result in viral shedding into the feces (22). Increased fecal viral shedding during HIV infection has been associated with gut dysfunction (23). However, as natural hosts of SIV, sooty mangabeys do not progress to AIDS [with one reported exception (24)] and do not experience gut dysbiosis or inflammation during chronic SIV infection (25). They are therefore less likely to shed large amounts of virus into the feces.
In conclusion, our results indicate that DNA/RNA Shield effectively preserved SIV viral RNA in fecal samples stored at room temperature for up to 3 months. However, given the decreases in SIV viral RNA yield that we observed (even between Weeks 1 and 4, which is within manufacturer guidelines for shelf-stable storage), samples should be shifted to a −80°C freezer as quickly as possible. These results also demonstrate that RT-PCR can be used to quantify SIV viral concentration in fecal samples, rather than simply report the presence or absence of virus, which may help to improve our knowledge of viral load and viral shedding in wild primates. Moreover, results from our validation cohort confirmed that DNA/RNA Shield preserved SIV viral RNA in fecal samples of naturally infected non-human primates, indicating the efficacy of this buffer for preserving RNA viruses in feces.
MATERIALS AND METHODS
Sample collection and preservation
A fresh fecal sample was collected from a single healthy SIV-negative mantled guereza colobus (Colobus guereza) that was housed at the Columbus Zoo and Aquarium. The sample was immediately transported on ice to The Ohio State University College of Veterinary Medicine, homogenized, and aliquoted into multiple tubes with four different storage buffers: RNAlater (Thermo Fisher), Viral Transport Medium [Medium 199 with 0.5% fetal bovine serum(FBS)], DNA/RNA Shield (Zymo Research), and 95% Ethanol (Fig. 1). Fecal samples in each buffer were then inoculated with three concentrations of SIV virus: 300,000 virions/mL (high), 30,000 virions/mL (medium), and 3,000 virions/mL (low). These concentrations fall within the range of SIV concentrations detected in the plasma of naturally infected SIV-positive primates [<500 copies/mL to greater than 2 × 106 copies/mL (9)].
The SIV virus inoculated into fecal samples originated from SIVmac239 viral stock which was generated by transfecting 2 × 106 HEK293T cells with 4 µg of SIVmac239 SpX plasmid DNA and 12 µL of Fugene 6 transfection reagent (Promega) following manufacturer’s protocol. Forty-eight hours post-transfection, virus-containing supernatant was harvested, passed through a 0.2-µm sterile filter, inactivated by treatment with 1 mM final concentration of Aldrithiol-2 (AT-2; Sigma), and concentrated ~10-fold using Amicon Ultracel 100-kDa filters (Millipore). Aliquots of SIVmac239 stocks were stored at −80°C. The viral titer of SIVmac239 stocks pre- and post-AT-2-treatment was determined by infecting TZM-bl cells and staining for β-galactosidase activity 48 hours post-infection.
Virus-inoculated fecal samples were then stored at room temperature (25°C) for up to 12 weeks, with the exception of those in VTM which were immediately stored at −80°C and considered our “gold standard” for sample preservation of RNA viruses (26). For many of these storage buffers, 12 weeks at room temperature is not recommended for optimal results, but we chose to extend our sampling to 12 weeks to mimic a long-term field study. Viral RNA was then extracted at four different time points (Weeks 1, 4, 8, and 12) using the QIAGEN RNeasy PowerMicrobiome Kit (Hilden, Germany). Negative controls were included for each buffer at each time point. Following extraction, viral RNA was frozen at −80°C.
SIV plasmid linearization/standard curve
SIVmac239 SpX plasmid was obtained from NIH AIDS Reagent Program (Catalog No. ARP-12249). Plasmid DNA containing one copy of the SIV gene was linearized using EcoR1 (New England Biolabs, Ipswich, MA) following their restriction digest protocol (27). In brief, 2 µg of plasmid DNA was combined with 40 units of EcoR1, NEB buffer, and deionized water to a final volume of 50 µL. The resulting solution was incubated for 1 hour at 37°C. Following incubation, EcoR1 was then heat inactivated for 20 minutes at 65°C. The resulting linear DNA was then cleaned and concentrated with a commercially available kit (Zymo, Irvine, CA). The final DNA concentration was quantified via a Qubit fluorometer (Thermo Fisher, Waltham, MA) and used without further purification.
Following linearization, a standard curve was constructed via RT-PCR (Agilent, Santa Clara, CA) with copy numbers of the SIV gene ranging from 4.25 × 109 copies to 85 copies using serial dilutions. RT-PCR was performed utilizing the S-GAG set of primers and probe (28)(Sigma-Aldrich, Burlington, MA) with a 1-Step Master Mix (Thermo Fisher, Waltham, MA). The cycling conditions were 48°C for 10 minutes followed by 95°C for 10 minutes and 45 cycles of 95°C for 15 seconds and 60°C for 1 minute. The standard curve generated the following equation in which y = Ct value and x = viral copies: y = −1.42ln(x) + 39.443, R2 = 0.9978 (Fig. S1).
Quantification of SIV viral load via RT-PCR
SIV viral RNA was amplified via RT-PCR using GAG primers and probe. Samples were run in triplicate on a 7500 Fast PCR Instrument. RT-PCR cycling conditions were as follows: 10 minutes at 48°C, 10 minutes at 95°C, 15 seconds at 95°C, and 1 minute at 60°C, for 45 cycles. Negative controls for each buffer at each time point and for the RT-PCR amplification process were included in the RT-PCR run. Triplicate Ct values for each sample were then averaged to estimate the SIV viral load. Replicates with Ct values that exhibited greater than 3% variation were excluded from analysis, and all samples required at least two replicates within 3% variation to be included in analysis. The lowest Ct value associated with any negative control was 36.4; therefore, any true (non-control) sample that had a Ct value above 36.4 was excluded from analysis (Table S1). SIV virion concentrations and percent yield expected were then calculated based on Ct values and the standard curve described above. We then compared SIV virion concentrations between buffers and over time using Kruskal-Wallis one way analysis of variance followed by pairwise Dunn’s tests.
Validation cohort
We collected blood and fecal samples from five SIV-positive and five SIV-negative sooty mangabeys (Cercocebus atys) housed at Emory NPRC in Atlanta, GA. Fresh fecal samples were collected opportunistically within 1 hour of defecation after individuals were isolated in cages for their annual veterinary exams. All fecal samples were placed in DNA/RNA Shield and stored at −80°C until RNA extraction. Concurrent blood samples were collected from the mangabeys during their annual exams to confirm SIV status. Viral RNA was extracted from fecal and blood samples using the Zymo Quick-RNA Viral Kit. RT-PCR was run on all samples using the methods described above, and Ct values were used to quantify the SIV viral load.
ACKNOWLEDGMENTS
We gratefully acknowledge Dr. Randy Junge and keepers at the Columbus Zoo and Aquarium for obtaining the fresh Colobus guereza fecal samples used in this study. We also gratefully acknowledge Dr. Andrew Bowman and Devra Huey for laboratory usage and training.
This work was supported by an Ohio State University Infectious Diseases Institute Trainee Transformative Award (T.C. and R.K.S.) and an Ohio State President’s Research Excellence Accelerator award (V.H., Y.V., W.S.M., and T.C.). T.C. is also supported by an Ohio State University Presidential Fellowship. Samples collected from Emory National Primate Research Center were supported by ORIP/OD P51OD011132. The following reagent was obtained through the NIH HIV Reagent Program, Division of AIDS, NIAID, NIH: SIVmac239 SpX, ARP-12249, contributed by Dr. Donald Desrosiers. This work was supported by a grant from the National Institutes of Health (NIAID R56 AI172615 to A.S.). The funders had no role in the study design, data collection and interpretation, or the decision to submit the work for publication.
T.W. did project conceptualization, RNA extraction, data processing and analysis, interpretation and conclusions, manuscript writing, manuscript editing, and manuscript editing; R.K.S. did project conceptualization, virus preparation, manuscript editing; C.M. did data processing and analysis, interpretation and conclusions, and manuscript editing; Y.V. did project conceptualization and manuscript editing; A.S. did project conceptualization, virus preparation, and manuscript editing; W.S.M. did project conceptualization and manuscript editing; V.H. did project conceptualization, interpretation and conclusions, manuscript writing, and manuscript editing.
Contributor Information
Vanessa L. Hale, Email: hale.502@osu.edu.
Aaron P. Mitchell, University of Georgia, Athens, Georgia, USA
SUPPLEMENTAL MATERIAL
The following material is available online at https://doi.org/10.1128/msphere.00484-23.
Figure S1 and Table S1.
ASM does not own the copyrights to Supplemental Material that may be linked to, or accessed through, an article. The authors have granted ASM a non-exclusive, world-wide license to publish the Supplemental Material files. Please contact the corresponding author directly for reuse.
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Supplementary Materials
Figure S1 and Table S1.

