Dataset: 11.1K articles from the COVID-19 Open Research Dataset (PMC Open Access subset)
All articles are made available under a Creative Commons or similar license. Specific licensing information for individual articles can be found in the PMC source and CORD-19 metadata
More datasets: Wikipedia | CORD-19

Logo Beuth University of Applied Sciences Berlin

Made by DATEXIS (Data Science and Text-based Information Systems) at Beuth University of Applied Sciences Berlin

Deep Learning Technology: Sebastian Arnold, Betty van Aken, Paul Grundmann, Felix A. Gers and Alexander Löser. Learning Contextualized Document Representations for Healthcare Answer Retrieval. The Web Conference 2020 (WWW'20)

Funded by The Federal Ministry for Economic Affairs and Energy; Grant: 01MD19013D, Smart-MD Project, Digital Technologies

Imprint / Contact

Highlight for Query ‹Paravaccinia virus infection symptoms

Automated TruTip nucleic acid extraction and purification from raw sputum


Nucleic acid technologies are having a significant impact on the diagnosis, treatment, and control of drug-resistant Mycobacterium tuberculosis (M. tuberculosis), and there is a growing emphasis on developing and deploying molecular diagnostics outside of reference laboratories and closer to the point of need (e.g., [1, 2]). Most tests for diagnosing pulmonary tuberculosis are performed on sputum [2–4], which as clinical sample matrix is also important for managing cyctic fibrosis patients [5, 6]; detecting and diagnosing respiratory viruses [7, 8], pneumonia, and other lower respiratory tract infections; and even lung cancer diagnosis or screening.

At the intersection of a clinical specimen and the molecular diagnostic is the oft-overlooked problem of nucleic acid sample preparation. While there is no shortage of manual sample preparation methods for use in reference or hospital laboratories [12–19], the specific combination of M. tuberculosis and primary (raw) sputum presents a number of technical and logistical challenges for automated sample preparation systems and sample-to-answer diagnostic devices because sputum is a complex, viscous, clumpy and non-homogenous sample that contains mucus, human cells, non-target bacteria and viruses, blood and pus [17, 20, 21], and the M. tuberculosis cell wall is difficult to lyse with chemical-based nucleic acid extraction kits [22–25]. For these reasons, mechanical sample homogenization and cell lysis (sonication, bead beating or bead blending) are often used to prepare sputum samples for nucleic acid tests, as these methods tend to improve DNA recovery relative to purely chemical or enzymatic processes [12, 17, 19, 22, 23, 26].

Unfortunately, commercially available sample preparation devices lack an integrated mechanical homogenization and lysis function that is important for extracting M. tuberculosis DNA from raw sputum, irrespective of the sample preparation chemistry or extraction method (beads, columns, filters). Even in high resource settings and within the context of centralized testing labs, then, there is still a need for a simple, flexible, automated nucleic acid extraction system that can process raw sputum. The objectives of this work were therefore to 1) design and develop a prototype benchtop, automated nucleic acid workstation with an integrated mechanical homogenizer/lysis function that would meet many of the user needs or requirements defined by the TB community (as summarized in [2, 4]); 2) optimize an automated extraction protocol for raw sputum that generates purified DNA suitable for down-stream nucleic acid amplification and analysis; 3) establish analytical performance metrics for the system and method; and 4) evaluate the system behavior and potential clinical utility on primary sputum specimens, with an emphasis on known or suspected TB-positive patients.

Reference materials and cell culture

Purified M. tuberculosis H37Ra genomic DNA was purchased from the American Type Culture Collection (ATCC, Manassas, VA; #25177D-5), re-suspended in molecular biology grade water, and quantified on a NanoDrop 3300 fluorometer and frozen at -20°C until use. M. tuberculosis H37Ra cells were purchased from ATCC (#25177) and grown on solid culture LJ slants (Becton Dickenson, Sparks, MD; catalogue #220908) for up to 8 weeks. Individual colonies were further propagated in 7H9 broth (BD, catalogue #221832) containing glycerol and 0.05% Tween-80 to a turbidity of approximately 1 McFarland (~2 x 108 cells mL-1). Cultured cells were de-clumped by vortexing for 1 min in the presence of 3 mm glass beads, serially diluted in 7H9 broth, and quantified in CFU mL-1 by plating cell dilutions on 7H10 agar (BD, #221174). Quantified cell suspensions and dilutions were frozen at -20°C until use.

De-identified, TB-negative sputum remnants from (symptomatic) cystic fibrosis patients were purchased from BioreclamationIVT (Baltimore, MD) and stored at -20°C. Sputum remnants (3 mL each) were heterogenous in color, viscosity, and clumpiness. Unprocessed remnants were used to prepare spiked samples for system development, assay optimization, and analytical performance tests.

Automated TruTip materials and reagents

The TruTip is based on a rigid, monolithic, highly porous silica binding matrix embedded within an aerosol-resistant pipette tip, as described elsewhere. TruTip procedures and reagents are predicated on the well-established Boom chemistry and involve a chaotropic lysis/binding buffer, wash buffer(s), and a low-salt elution buffer. All TruTip and automated workstation consumables, reagents, and materials were manufactured by Akonni Biosystems. 1.2 mL SPT TruTips (# 302–80021) were used for all experiments, and starting reagents were taken from the Akonni TruTip gDNA Blood Extraction Kit (# 300–20341, and as described in). Stand-alone 1 mL flat-bottomed polyethylene sample lysis tubes were prepared with 0.3 g inert particles and magnetic stir disc (# 402–00100), and stand-alone 2.2 mL heater tubes (# 402–002) were pre-filled with the guanidium-based lysis buffer. Thereafter, each row of a polypropylene 96-well deep-well reagent plate (USA Scientific #1896–2110) was pre-filled with all remaining reagents necessary to perform nucleic acid binding, wash, and elution functions. Reagent plates were sealed with a pierceable foil seal for routine sample processing.

Clinical samples

Patients receiving care at three health centers in Lima, Peru and whose sputa tested positive for acid fast bacilli (AFB) by Ziehl Neelsen smear microscopy were invited to provide an additional sample for research purposes. The protocol was approved by the Harvard Faculty of Medicine institutional review board and by the ethics committee of the Peru National Institutes of Health. All participants provided written informed consent before additional samples were collected. All primary specimens samples (~5–10 mL each) were collected and handled under BSL-2 controls, while all M. tuberculosis cultures were performed under BSL-3 controls at Socios En Salud Sucursal Perú. Approximately 2 mL of each primary sputum was decontaminated in freshly prepared 2% NaOH—0.25% n-acetyl-L-cysteine (NALC) for 15 min at room temperature, and neutralized by diluting to 50 mL total volume in phosphate buffered saline (PBS). Cells were collected by centrifugation at 3,000 x g for 30 min and re-suspended in 1.5 mL PBS, after which 0.2 mL of the decontaminated sediment suspension was inoculated onto replicate solid culture LJ slants. Slants were incubated at 37°C for up to 8 weeks, and smear microscopy was performed on culture positive samples to confirm the presence of M. tuberculosis.

A subset of samples was processed on the automated TruTip workstation on-site in Lima, Peru. The remaining volume of de-identified primary sputa and their paired sediment samples were shipped to Akonni on dry ice under an approved CDC import permit and stored at -80°C until use.

Automated nucleic acid extraction

Numerous, iterative instrument designs and experiments were performed to arrive at the prototype workstation and optimized protocol described here. The prototype workstation and design/engineering rationale are described in the results and discussion, below.

Before extraction, approximately 1 mL of raw sputum was liquefied with 80 μL of an enzymatic liquefaction buffer for 20 min at 56°C. Thereafter, 0.5 mL liquefied sputum or sediment was manually transferred to a sample lysis tube (within the confines of a biosafety cabinet) and sealed with a pierceable foil cover before loading lysis tubes onto the automated workstation. The optimized, automated protocol is outlined in Table 1. Eight samples could be extracted in parallel within 70 min of launching the automated program. Paired sediment suspensions (500 μL) were processed in identical fashion except that sediments did not undergo the enzymatic liquefaction step. Water blanks were used as independent, external negative controls for each run. Purified nucleic acids were eluted from the TruTip in 100 μL of 10 mM Tris-HCl (pH 8.0). Purified DNA was stored at -20°C until use.

A Norgen Biotek Sputum DNA Purification Kit (Ontario, Canada; #46200) served as a reference extraction method to evaluate automated TruTip performance on simulated (spiked) sputum samples. Briefly, 1 mL of contrived sample was liquefied by adding an equal volume of 100 μg mL-1 dithiothreitol and heating at 37°C for 20 minutes. The entire volume of liquefied sample was then processed as per the manufacturer’s instructions, and purified DNA eluted in 100 μL elution buffer. Purified DNA was stored at -20°C until use.

Quantitative IS6110 PCR

M. tuberculosis-specific DNA in nucleic acid extracts was amplified by real-time PCR (in duplicate) using a Roche Lightcycler 480 and the multi-copy IS6110 insertion element as a proxy for M. tuberculosis in the primary specimen [Note: M. tuberculosis clinical strains carry zero to 27 copies with 17 in the genome of the H37Ra strain used in development and LoD studies]. Five microliters of each nucleic acid extract was combined with 20 μL master mix in a 96-well plate to achieve a final reaction composition of [1X LightCycler® FastStart DNA Master HybProbe buffer and enzyme (Roche), 2.5 mM MgCl2, 0.45 μM forward primer (5'—GGG-TAG-CAG-ACC-TCA-CCT-ATG), 1.35 μM reverse primer (5'—AGC-GTA-GGC-GTC-GGT-GA), and 25 nM minor groove binding internal probe (5’ 6FAM-TCG-CCT-ACG-TGG-CCT-TT-MGB)]. Microtiter plates were loaded onto the thermal cycler, denatured for 10 min at 95°C, and cycled for 45 cycles of [95°C for 15 sec, 60°C for 60 sec]. A dilution series of H37Ra genomic DNA (from 10 pg μL-1–2.4 fg μL-1) was run at least monthly to verify amplification reagents and PCR efficacy, and an aliquot of one of the standard dilutions processed with each PCR plate as an external positive control. M. tuberculosis DNA was considered “detected” if the Ct value for both PCR replicates was ≤ 37.

Results and discussion

The design principle for integrating a mechanical sample homogenizer with TruTip nucleic acid purification is described elsewhere. Briefly, the concept involves separating the consumable from the energy-transducing mechanism–in this case, a rotating cylindrical magnet that is external to the lysis tubes (or reagent plate). At high rotational speeds, the external magnet induces the rotation of a small magnetic stir disc inside of each lysis tube, which in turn agitates the solid particles. Particle agitation is controlled by adjusting the speed of the external, rotating magnet. Magnetically-induced vortexing (MagVor) therefore generates a chaotic bead-milling or bead beating effect within the sample using simple hardware components and with minimal heat generated in the solution. Adjacent to the rotating magnet is a motorized carriage with integrated heater that holds all consumables for the extraction including sample lysis tubes, heater tubes, and a 96-well reagent plate. The carriage controls the position of the consumables relative to a fixed-position, 8-channel, custom-built pipetting manifold. The pipetting manifold (with attached TruTips) moves vertically up and down and a positive-displacement syringe pump controls the speed and aspiration/dispense volumes across all eight tips simultaneously. Pipetting speed is used as a proxy and means for controlling flow rate through the TruTip matrix. A selection valve and small air pump control air flow to the individual tips to dry the silica binding matrix after wash steps and before nucleic acid elution. Biosafety concerns were (partially) addressed in the prototype workstation by incorporating a HEPA-filtered exhaust fan and enclosure around the moving parts and consumables, creating a negative pressure air box relative to the operating environment. Electronic components were protected from potential liquid splashes by protective covers that can be wiped down with bleach or other disinfectants. The prototype was also designed to fit within a standard Biosafety cabinet if needed or desired.

The synergistic, positive impact of integrated bead milling on nucleic acid recovery is summarized in Table 2, where DNA yield at least doubled (> 1 ΔCt) at cell inputs ≥ 103 CFU mL-1 (p < 0.05) and M. tuberculosis dilutions [at 100% extraction and detection efficiency, a 1 Ct difference represents a 100% increase in recovered DNA]. The data also show that the extra off-line enzymatic liquefaction step is not required for efficient DNA extraction, but was retained for all subsequent experiments because it simplified the transfer of a precise sputum volume from the primary sample container to the automated system lysis tubes. Given the heterogenous nature of individual sputum samples and an inability to accurately split a primary sputum sample, we were unable to determine the relative effect of MagVor alone on native (non-spiked) specimens.

In the absence of a centrifugation step or a re-sealable lysis tube, there is a risk of generating aerosols during the homogenization step and contaminating other samples processed in parallel. To address the risk, 2 x 108 cells of H37Ra were added to 12 independent sputum samples and processed in three replicate runs, where every other lysis tube, channel, and row in the reagent plate contained a water blank. There was no detectable IS6110 DNA in any of the water blanks (n = 36; Ct values > 37 at an estimated LoD of 3 fg per reaction). All other external negative controls processed during this work (n = 53 system runs containing negative controls) were likewise negative (not shown), indicating that the MagVor homogenization does not introduce a significant sample contamination risk.

We established analytical performance metrics for the integrated TruTip workstation by amending six independent, TB-negative sputa with a five-fold dilution series of H37Ra cells and extracting them with the automated protocol in Table 1. Real-time PCR data (Ct) values are summarized in Fig 1 (p ≤ 0.05 for each dilution). Because there was no fully automated sputum extraction method available at the time of this study, we used a commercially-available, manual Norgen Sputum DNA Isolation Kit as a benchmark of performance rather than a head-to-head comparator. One replicate extract from one of the six TruTip sputum samples was PCR-negative at 16 CFU mL-1 (PCR detection limit of 3 fg DNA (< 1 M. tuberculosis cell equivalent)). From these data, the automated workstation can repeatedly and reliably extract M. tuberculosis-detectable DNA from sputum (of variable background composition) containing between 16 and 80 CFU mL-1. The estimated limit of detection across multiple sputum backgrounds is consistent with published performance guidelines and is within the analytical sensitivity range for detecting M. tuberculosis DNA in smear-negative specimens.

Clinical sample characteristics are summarized in S1 Table. Nine samples were both smear negative and culture negative, so these nucleic acid extraction and PCR amplification results are not included in the final analysis (below). Sputum samples ranged from saliva-like to hemoptoic (containing blood), with most samples characterized as mucoid (mucus-like) or mucopurulent (containing mucus and pus). One of the AFB smear positive (+), solid culture positive (+) sputum samples was consumed in its entirety during NALC-NaOH decontamination, leaving 123 sputum extracts and 124 sediment extracts for automated nucleic acid extraction.

The M. tuberculosis DNA detection rate was 99% and 100% for sputum and sediment, respectively, for all samples that were not categorized as smear negative, culture negative (Table 3). The single false-negative for sputum was at the detection limit for the paired sediment sample and was positive upon re-extraction. There was no significant relationship between sample quality and M. tuberculosis DNA detection efficacy, indicating that the automated TruTip protocol and workstation is equally effective regardless of sputum composition or consistency. Although only a few samples in the clinical set were described as containing blood, the procedure and reagents are similar to that used for extraction from whole blood, which results in high purity nucleic acid without PCR inhibitors. Even so, additional studies on a wider range of sputum types are required to further characterize the protocol performance.

DNA recovery relative to AFB smear and culture status is summarized in Table 4. There was a significant linear correlation between DNA recovery and smear status (or quantity of acid fast bacteria) for both sputum and sediment extracts, which corresponds with the estimated bacillary load in the original sample. Nucleic acid recovery was significantly higher from raw sputum as compared to that of matched sediments regardless of smear or culture grade (inclusive of smear negative and culture negative samples), averaging at least five times (log2 2.45) more DNA recovered from raw sputum than sediment (p < 0.0001) and > 10X yield in 34% (39/116) of the smear positive specimens. In fact, there were only 14 samples where there was more detectable M. tuberculosis DNA in the sediment extract than in the raw sputum extract (S1 Table, negative ΔCt values). We suspect that the lower DNA recovery from sediment is due, in part, to cell and/or DNA loss during the sputum decontamination and sedimentation process (e.g.,), or minimal amounts of human DNA in sediment that may otherwise serve as a carrier in sputum extracts. Nevertheless, the data show that one and the same automated protocol is equally efficacious on raw sputum and sediment, regardless of sputum quality or characteristics, and that primary sputum may actually be the preferred specimen for sensitive M. tuberculosis detection or diagnosis.

While Table 4 shows a strong correlation between AFB smear status and average Ct value (or DNA recovery), we nevertheless tested for the possibility that the sputum extracts contained PCR (or fluorescence) inhibitors that affect the accuracy of the Ct measurements. Ten independent sputum extracts of variable quality characteristics were diluted in ultra-pure water and re-analyzed by real-time PCR, with data summarized in Fig 2. The correlation coefficient (R2) was > 0.997 for each sample (not shown). A separate experiment with purified M. tuberculosis DNA amended into PCR-grade water or a pooled, TB-negative sputum extract also showed no difference in Ct values over a range of DNA input concentrations (not shown). In combination, these data indicate that amplification or fluorescent inhibitors (if present) were not detectable or negatively influencing reported Ct values over the course of this study.

We should point out that our study used retrospective frozen specimens which could prematurely break down sputum and lyse bacterial cell walls. Because we focused on challenging the system with the most viscous sputum from smear positive TB patients, we acknowledge that further study including TruTip efficacy on prospective (fresh) specimens with statistically relevant prevalence of smear-negative specimens is required to accurately estimate the clinical sensitivity.

The long-term technology objective of this research is to unite automated sputum sample preparation with a M. tuberculosis drug susceptibility test (e.g.,) in a flexible, sample-to-answer diagnostic device. We opted to pursue an “open” sample preparation fluidic architecture of TruTips and reagent plates because the approach (and workstation) provides several straightforward opportunities to increase input sample size (volume), modify reagents, and/or adjust procedural steps to increase extraction efficacy, if needed. Indeed, the specific design of the automated workstation and its open fluidic architecture provides a level of engineering and IVD product development flexibility that is difficult to achieve with cartridge-based or otherwise “closed”, point-of-care microfluidic devices. As a stand-alone workstation, however, there is now an opportunity to push sputum nucleic acid sample preparation closer to the point of need and independent of any specific nucleic acid detection technology.

TruTip protocols can also be automated on a personal, electronic pipette (e.g.,), so we might expect a similar level of performance by translating the sputum protocol to an on-demand, more manual format and a set of sample preparation tools. Conversely, prior nasopharyngeal aspirate, swab, blood, plasma and saliva protocols [28, 30, 36–38] can be easily transferred to the automated workstation reported here with integrated heater to further simplify chemical lysis and enzymatic procedures typically performed off-line. TruTip therefore satisfies a basic sample processing demand identified by Denkinger and others [2, 20, 39, 40]. At the same time, the ability to transfer protocols between personalized, on-demand TruTip tools and fully automated workstation affords an opportunity to standardize nucleic acid sample preparation procedures, reagents, and quality control across multiple levels of the health care system, irrespective of desired throughput. We therefore expect TruTip and the automated workstation will add value to the TB community as a stand-alone sample preparation device while continued research focuses on integrating automated TruTip sample preparation with drug-resistant TB amplification microarrays.