Abstract
Viral illnesses remain a significant concern in global health. Rapid and quantitative early detection of viral oligonucleotides without the need for purification, amplification, or labeling would be valuable in guiding successful treatment strategies. Single-walled carbon nanotube- based sensors recently demonstrated optical detection of small, free oligonucleotides in biofluids and in vivo, although proteins diminished sensitivity. Here, we discovered an unexpected phenomenon wherein the carbon nanotube optical response to nucleic acids can be enhanced by denatured proteins. Mechanistic studies found that hydrophobic patches of the denatured protein chain interact with the freed nanotube surface after hybridization, resulting in enhanced shifting of the nanotube emission. We employed this mechanism to detect an intact HIV in serum, resulting in specific responses within minutes. This work portends a route towards point-of-care optical detection of viruses or other nucleic acid-based analytes.
Keywords: Biosensors, Nanosensors, Human Immunodeficiency Virus, AIDS, Fluorescence
Graphical Abstract
Despite a widespread effort to combat the spread of human immunodeficiency virus (HIV), recent data from the World Health Organization estimates that there are 36.9 million people globally living with HIV, but only 59% percent of them are receiving much needed antiretroviral treatment. In many regions with a high incidence of HIV, such as sub-Saharan Africa, the limited access to healthcare resources likely hinders the implementation of effective diagnosis and treatment strategies. One strategy to overcome these challenges is to use rapid, point of care diagnostics, which have been shown to increase the number of patients who know their infection status1. Although antibody-based testing is currently used in this setting, the false-positive and false-negative rates remain a significant limitation1.
As an alternative biomarker, cell-free oligonucleotides in biofluids such as serum offer the potential to diagnose, monitor, and stratify disease states based on specific expression patterns, changes, or mutations2–4. Indeed, realizing such potential has been the subject of recent work focusing on “liquid biopsies5,” which aims to use such accessible biomarkers to complement or even obviate the need for an invasive, traditional biopsy. While the focus of cell-free oligonucleotide detection has been for cancer, many other diseases of interest also show specific expression patterns of oligonucleotides6. Specifically, the measurement of exogenous DNA and RNA strands found in viruses is a promising method for rapid diagnosis of infectious diseases7. Rapid, quantitative detection of viral oligonucleotides without the need for purification, amplification, or labeling of the oligonucleotide could help diagnose infections before symptoms appear, monitor the course of the disease, and also characterize viral subtypes and clades8. A simple point-of-care option would therefore be especially valuable in developing countries prone to infectious disease outbreak8, especially HIV. Because the viral genome is typically sequestered inside a protein capsid and in some cases an additional lipid bilayer, a point-of-care sensor would have to be compatible with lysing conditions to liberate the viral oligonucleotides. In addressing the need for such point-of-care options, diverse solutions based on nanomaterials are being developed, which have recently been reviewed elsewhere9.
Single-walled carbon nanotubes are one class of nanomaterials capable of optical transduction of binding events via modulation of their intrinsic photoluminescence10. Carbon nanotubes are fluorescent in the near-infrared range11 and are highly resistant to photobleaching12. Many nanotube species (chiralities) are available and defined in part by unique excitation and emission bands13. Carbon nanotube emission responds to changes in the local dielectric environment14–16, including changes in local static charge17–18.
Carbon nanotubes were recently used to detect biomarker oligonucleotides such as microRNA directly in biological fluids such as serum and urine19. While such carbon nanotube sensors were shown to detect target oligonucleotides in simple buffer conditions with a modest shift in emission wavelength, the optical change upon detection was enhanced by the presence of the surfactant sodium dodecylbenzenesulfonate (SDBS). This was mediated by changes in the nanotube surface coverage of the DNA upon hybridization, resulting in increased binding of SDBS to the nanotube surface, inducing changes in the optical bandgap. The enhancement effect was found to persist in biofluids such as serum and urine and enabled detection of short DNA oligonucleotides and microRNA19.
Herein, we describe the optical detection of HIV in complex media by a carbon nanotube sensor. Intact viruses and protein-rich solutions such as serum normally prevent detection of target viral oligonucleotides. We found that, in the presence of serum, a denaturing surfactant mediated enhanced nanotube emission response to viruses. To deduce the mechanism of this enhancement, purified proteins such as bovine serum albumin, γ-globulins, casein, and hydrolyzed casein peptides, were assessed. We conclude that hydrophobic pockets of surfactant-denatured protein interact with the nanotube upon hybridization, leading to a greatly enhanced blue-shift. We assessed the potential for clinical application by measuring single-strand viral RNA from an intact human immunodeficiency virus (HIV) using the nanotube sensor, resulting in successful detection. This work portends the use of carbon nanotubes for point-of-care optical detection of viruses via measurement of viral nucleic acids.
Results and discussion
Using a carbon nanotube-based sensor for the miR-19 microRNA sequence (GT15miR19) as previously described19, we characterized the effect of serum proteins on the nanotube response using a single-stranded miR-19 DNA analyte sequence. In buffer-only conditions, the target, miR-19 DNA, produced a blue-shift in nanotube emission for most nanotube species (chiralities). However, the addition of fetal bovine serum (FBS, 10%), abrogated wavelength changes in response to the target oligonucleotide (Figure S1a). Two-dimensional photoluminescence excitation/emission (PLE) spectroscopy was used to assay optical changes for 11 different nanotube chiralities incubated with FBS after addition of the target miR-19 oligonucleotide or a non-complementary R23 DNA control strand (Figure S3). For every chirality measured, FBS abrogated optical changes in response to the target oligonucleotide (Figure 1a–c). To better understand the effect of FBS on the sensor baseline fluorescence, we measured the optical changes of the sensor as a function of FBS concentration in the absence of miR-19 DNA. Increasing concentrations of FBS induced red-shifting and a comcomitant increase in intensity (Figure S1 b and c). Because nanotube emission responds to changes in the local dielectric environment, we interpret these red-shifting and intensity responses as resulting from proteins in the serum closely associating with the bare-regions of the DNA coated nanotubes, electrostatically interacting with the phosphate backbone to induce DNA conformation changes, or some combination thereof.
In an attempt to reduce this apparent FBS-induced fouling of the sensor, we hypothesized that an anionic detergent, sodium dodecyl sulfate (SDS) may associate with bare-regions of the nanotube and block non-specific binding of serum components. We base this hypothesis on previous works showing that SDS can be used to suspend carbon nanotubes11, due to hydrophobic interactions between the nanotube surface and the 12-carbon long alkyl chain20. We first tested whether SDS would change the baseline emission of the GT 15miR19 sensor. Dilutions ranging from 0.1% to 1% wt/vol SDS showed no significant changes in emission wavelength (Figure S2a) or intensity (Figure S2b). When hybridization of target DNA was measured in the presence of SDS via PLE spectroscopy (Figure S3), only a slight enhancement was observed for some chiralities, compared to the buffer-only condition (Figure 1b). Although SDS seemed to have little effect on the DNA-wrapped nanotube baseline fluorescence and changes during hybridization, we hypothesized that SDS may preserve the response to hybridization under serum conditions. The GT15miR19 sensor was then added to whole FBS with target or control oligonucleotide, followed by addition of concentrated SDS to a final concentration of 1%. After 4h, PLE plots were acquired to measure the nanotube optical response (Figure S3). Surprisingly, all observed nanotube species showed a greatly enhanced solvatochromic response to target oligonucleotide, with emission blue-shifting from 3 to 9 nanometers depending on chirality (Figure 1d). The excitation wavelengths (E22) also shifted, suggesting a change in the ground state-absorption (Figure 1e). When the concentration of miR-19 DNA was varied, the sensor retained dose-dependent blue-shifting behavior (Figure 1f).
We next measured the kinetics of the sensor response. The nanotube emission response was measured upon introduction of target miR-19 DNA and non-complementary control R23 DNA in both PBS buffer and serum, with and without SDS (Figure 2). Addition of SDS to buffer-only conditions had little effect as compared to the buffer control, and there was also no response in untreated serum. The combination of serum and SDS produced a greatly enhanced blue-shift within approximately 30 minutes. Compared to the buffer conditions, the shape of the kinetic trace was sigmoidal with an inflection point around 2 h that reached a minimum by 3 h. In the FBS conditions with SDS, there was a slight red-shift of the sensor in response to the R23 control DNA strand. This is likely because of the non-specific adsorption of the denatured protein to the baseline amount of exposed nanotube surface. It is probable that it is more apparent in the presence of SDS over the FBS alone because denaturing the protein structure exposes additional hydrophobic patches that become available for binding. The non-specific FBS induced red-shifting of DNA-wrapped nanotubes was discussed above (Figure S1).
We assessed the effect of surfactants on the sensor kinetics in both buffer and serum conditions. We previously reported hybridization-induced enhancement of solvatochromic changes using sodium dodecylbenzene sulfonate (SDBS), which also enabled detection in serum conditions19. The presence of SDBS produced a similar line shape regardless of buffer or serum conditions and resulted in a blue-shifting response that exhibited pseudo-first order kinetics (Figure S4a). The similar response in buffer and serum suggests the same mechanism in both conditions, wherein SDBS interacts with newly-exposed regions of the nanotube upon hybridization of the bound DNA. In the presence of SDS in serum, upon the introduction of DNA, there was a lag period before an optical blue-shifting (Figure S4b). Although slower than SDBS, the SDS + serum combination produced a final blue-shifted value of greater magnitude (Figure S4c and d). Because SDS minimally enhanced the wavelength shifting in the absence of serum, and because of the relatively complex kinetics of SDS + serum enhancement compared to SDBS, we hypothesized that SDS-denatured a protein component of the serum that subsequently bound to the newly-exposed regions of the nanotube upon hybridization, to provide an enhanced blue-shifting response.
We tested the hypothesis that albumin, one of the most abundant macromolecules in serum, elicits the enhanced hybridization response in the presence of SDS. Serum albumin ranges from 35 mg/mL to 50 mg/mL in healthy individuals21. Using purified bovine serum albumin (BSA), we tested the high end of the normal range, 50 mg/mL, with SDS to determine if this purified component of serum would enhance the nanotube response to hybridization in the absence of other serum components. A serial dilution of miR-19 DNA produced dose-dependent enhanced blue-shifting, suggesting that BSA + SDS elicited enhancement of the emission wavelength response upon hybridization (Figure 3a). We next kept the concentration of target DNA and SDS constant at 1 μM and varied the concentration of BSA. For most chiralities, there was a BSA dose-dependent pattern in blue-shifting and intensity enhancement (Figure 3b–c). Although some chiralities exhibited less wavelength shifting at the highest protein concentration, interestingly, even in these cases, the intensity enhancement was still dose-dependent. (Figure S5).
Serum is a complex biological fluid with many protein and non-protein components22. Because non-polar compounds tend to cause blue-shifting of nanotube emission23–24, we hypothesized that lipoproteins, which transport non-polar fats25, may be the component of serum responsible for SDS-induced hybridization enhancement. GT15miR19 sensor was spiked into human lipoprotein-deficient serum (LPDS) or standard FBS with different concentrations of target DNA, followed by addition of concentrated SDS to a final concentration of 1% wt/vol. The dose- response behavior and magnitude of blue-shift upon hybridization with target oligonucleotide was largely indistinguishable between the two serum conditions (Figure 3d), suggesting that lipoproteins do not play a role in the BSA-mediated response.
Finally, we kept the concentration of BSA and target oligonucleotide constant and varied the SDS concentration. We escalated the concentration from 0 to 6% in 1% increments, but observed no additional enhancement above 2% SDS (Figure 3e). Narrowing the tested concentrations between 0 and 1% in 0.1% increments revealed, however, that blue-shifting was dose-dependent in this range. This response is in accordance with reports of SDS-mediated BSA denaturation26. This change occurs in the proximity of the critical micelle concentration (CMC) of SDS, which is approximately 0.23 % wt/vol. These data support our hypothesis that SDS-denatured protein is a major causative agent in serum for the observed hybridization- induced enhancement of the blue-shifting response of the nanotubes.
Considerable effort has been made towards understanding the microstructure and mechanism of SDS denaturation of proteins, including the relative contribution of hydrophobic interactions versus ionic interactions27–29. The currently accepted view is that below the critical micelle concentration of SDS, protein tertiary structure unfolds30, and at micellar concentrations, chain expansion drives complete denaturation. The interaction is predominantly hydrophobic at submicellar concentrations, and exclusively hydrophobic at micellar concentrations. In this model, the chain expansion is driven by micelle nucleation on hydrophobic patches of the protein chain31. In other words, increasing concentrations of SDS increase the fraction of denatured protein, which becomes available to adsorb onto the exposed surface of the nanotube. The probability of a protein denaturing in the presence of SDS depends on its aggregation state. That is, as a monomer, detergents bind to the native protein as a conventional ligand would, in a fixed number of possible binding sites. As the concentration of detergent increases, it begins to form micelles, which are denaturing to the surrounding proteins. Therefore, global protein unfolding typically occurs above the micelle-forming concentration, or critical micellar concentration (CMC)32. For SDS specifically, this occurs at 7 mM, or 0.23% wt/vol in water, as mentioned above. Since we see no additional change above 2% SDS, we believe the enhancement effect is saturable, and thus dependent on the denaturation status of the proteins in the system. Below the CMC, the concentration of SDS directly affects the amount of denatured proteins; therefore it affects the magnitude of the shift.
Based on our experimental observations and this model, we propose the following mechanism for SDS-denatured protein enhancement of hybridization-induced blue-shifting: hybridization with miR-19 oligonucleotide leads to partial desorption of DNA from the nanotube, exposing the hydrophobic surface to the solvent conditions19. SDS drives loss of tertiary structure and exposure of hydrophobic patches on the polypeptide chain, which would typically be coated by an SDS micelle33, have a stronger affinity for the newly-exposed nanotube surface than with SDS, leading to preferential binding of the hydrophobic patch to the nanotube surface.
The competition between SDS and the bare nanotube surface for the hydrophobic patch may explain the relatively slow kinetics compared to SDBS (Figure S4). The protein-nanotube interaction is expected to decrease the local dielectric environment around the nanotube, producing the observed blue-shift in emission. The remainder of the DNA-coated nanotube is protected due to charge-charge repulsion between the negatively charged SDS-denatured protein chain and the negatively charged DNA phosphate backbone. Because SDS does not change baseline fluorescence of the nanotube (Figure S3) and produces almost no enhancement of blue-shifting after hybridization with the target in the absence of protein (Figure 1b), we conclude that free SDS alone makes little contribution to the observed blue-shift. Protein alone results in red-shifting of the nanotube emission and largely prevents hybridization (Figure 1a, Figure S1a), possibly due to electrostatic interactions with the DNA-suspended nanotube19 that are eliminated by SDS coating the protein chain. The hybridization conditions and resulting optical outputs are summarized in figure 4.
We next investigated the impact of the protein size and tertiary character on SDS-denatured protein enhancement of hybridization-induced blue-shifting. Using the relatively large γ-globulins (1200 kDa compared to albumin, 66.5 kDa), a subset of the second most abundant protein class in serum after albumin, we tested if SDS-mediated denaturation would lead to enhanced blue- shifting upon hybridization. A solution of γ -globulins at 35 mg/mL was exposed to 2% wt/vol SDS with target or control DNA. In this case, although we found that the sensor response to SDS-denatured γ -globulins was relatively slow, there was a similar equilibrium of blue-shifting compared to BSA (Figure S6a). Unlike BSA, SDS-denatured γ -globulins did not lead to increased emission intensity upon hybridization (Figure S6c).
We also examined another protein, casein, the main protein component of milk, which is not found in serum but has a micellar tertiary structure as a distinguishing characteristic34. Hydrolyzed casein, which is casein that has been digested into smaller peptide and protein fragments, was also tested to compare the effect of protein fragmentation. We tested whether SDS + casein would recapitulate the results seen for BSA and immunoglobulins, and whether SDS + hydrolyzed casein would produce any enhancement due to the fragmentation from partial digestion. Casein and hydrolyzed casein were prepared at 35 mg/mL and SDS was added to 2% wt/vol, followed by target or control DNA. For most chiralities, SDS + casein enhanced hybridization-induced blue-shifting and intensity increases, while hydrolyzed casein elicited only modest enhancement over controls (Figure S6b, d). This is consistent with work showing that the degree of hydrolysis of casein is correlated with loss of hydrophobicity35. However, we noted that some chiralities showed significant hybridization-induced blue-shifting enhancement with SDS + hydrolyzed casein, sometimes exceeding the enhancement produced by SDS + casein (Figure S6 e–h). These results suggest that most proteins, independent of their tertiary structure, combined with SDS, will lead to hybridization-induced enhancement with a similar magnitude at equilibrium. A relatively long protein chain appears to be important, as most chiralities did not respond well to SDS + hydrolyzed casein as an enhancing agent. Two nanotube chiralities were notable exceptions, where SDS + hydrolyzed casein performed better than full length casein. Chirality-dependent selectivity to analytes has been reported19· 36–37 but the mechanism for chirality selectivity observed here requires further study.
We examined whether the single-stranded RNA genome38 of intact HIV particles could be detected by the sensor via denatured protein-mediated enhancement. We hypothesized that SDS could be both applied to liberate the genome of the viruses and additionally to denature proteins for hybridization-induced enhancement of the sensor. A sensor was constructed to hybridize to the polyadenylation elements of HIV RNAs by using the DNA oligonucleotide sequence (GT)15 -(T)15 DNA to suspend carbon nanotubes. As a control, a sensor for a polyuridine or polythymine sequences, which are not known to exist in HIV, was similarly constructed with the sequence (GT)15-(A)15 DNA. The function of both sensors was first assessed with short strands of target DNA and 0.2% SDBS, based on the assumption that DNA would hybridize to the sensor as well as RNA39. The sensor for poly-A sequences, (GT)15- (T)15, showed a rapid (complete in 90 min) and robust blue-shift when treated with (A)15, but no change was observed after treatment with (T)15, which served as a control for non-specific oligonucleotide binding (Figure 5a).
To test the sensor with intact HIV particles, we used established methods for production of recombinant HIV particles engineered to be replication-incompetent for safety40. Suspensions of viral particles were treated with 1% SDS and (GT)15-(T)15 in FBS, the sensor for the poly-(A) elements, or with (GT)15-(A)15, to serve as a negative control. The center wavelength of the (8,6) nanotube was measured every 10 min over 180 min. The sensor for poly-(A) sequences, (GT)15-(T)15, began to blue-shift within 20 min, and by 180 min had shifted about 3 nm. The kinetics exhibited a sigmoidal shape, suggesting enhancement from denatured viral proteins. The control sensor, (GT)15-(A)15, blue-shifted by about 0.5 nm over 180 min, indicating presumably non-specific interactions (Figure 5b). We present a model for such detection, illustrated in figure 5c. Here, intact lentivirus is treated with SDS and a carbon nanotube sensor. The SDS denatures the lentivirus envelope and protein structure, releasing the single-strand RNA genome. Hybridization with the poly A tail enables binding by the detergent-denatured protein, leading to a blue-shift of the nanotube emission.
Conclusions
Here, we investigated the detection of HIV by carbon nanotube photoluminescence. We found that SDS-treated serum can interact with carbon nanotubes to enhance the blue-shifting response of hybridization-induced removal of DNA from the nanotube surface. In understanding why SDS-treated serum provided such enhancement, we examined lipoprotein-deficient serum as well as purified serum proteins to identify the causative agent. We found that purified albumin, in the presence of SDS, could largely, but not totally, recapitulate the enhancement seen with serum. We surmise that the other proteins in serum may elicit the larger response, although it is conceivable that non-protein factors could be responsible22. The enhancement to hybridization-induced blue-shifting by SDS-treated protein was unexpected due to the fact that SDS alone does very little to DNA-suspended nanotubes, and protein alone results in red- shifting of DNA-suspended nanotubes. Based on the current understanding of SDS-induced protein denaturation and the mechanism of the DNA-carbon nanotube sensor, we propose a model where hydrophobic residues from the SDS-denatured protein bind to newly exposed nanotube surface after hybridization of the DNA on the nanotube, leading to the enhancement in blue-shifting.
For clinical applications, we believe that diagnostics based on detection of viruses in protein rich environments such as serum could benefit from a rapid optical sensor. We previously reported in vivo and serum measurements using another detergent, SDBS, to enhance detection of oligonucleotides. In serum, we believe that SDBS and SDS operate with two distinct mechanisms, where SDBS interacts with the nanotube directly after hybridization, while SDS functions to expose hydrophobic centers in denatured proteins, which then interacts with the nanotube. Although SDBS produces a faster response in serum, SDS produces a shift with a greater magnitude.
As a proof-of-principle for direct optical detection of a virus in vitro, we showed how SDS can be combined with a DNA-nanotube sensor to both liberate lentiviral RNA from a complete virus structure and elicit an enhanced response to the analyte RNA via binding of SDS-denatured viral proteins to the space liberated on the nanotube by the hybridization event. The shifting response in the presence of intact HIV (Figure 5b), however, was less robust than the same sequence of DNA (Figure 5a). In the initial development of the sensor construct, a similar phenomenon was noted19. The hybridization of RNA to the sensor was noticed to be consistently slower than the same sequence of DNA and it often continued to trend downward, even after 180 min. This was attributed to the longer persistence length and higher rigidity of single-stranded RNA compared to single-stranded DNA. In figure 5b, the difference at 180 min is distinct enough for the purposes of an in vitro sensor, therefore the experiment was terminated at this time point. Because the kinetics are similar to the well-established response of the sensor to RNA, and because of the investigation of different protein responses in figure S6, we are confident that the sensor is responding to the viral RNA specifically.
Such methods could take place directly in serum samples where point of care detection is desirable. Field applications in low-resource settings are also possible, as the DNA-nanotube sensor solution and SDS are both highly stable and can be stored at room temperature. In addition, an inexpensive and robust detection device could be developed using standard photodetectors and LED light sources for deployment in regions lacking critical biomedical infrastructure. Many viruses of interest, such as Ebola, are viruses with single-stranded RNA genomes that may be amenable to detection with this method. While we have shown here an application with a lentivirus model, we believe that SDS could also be applied to detection of single-strand oligonucleotides in other viruses and pathogen types, as well as in circulating cancer cells.
Materials and Methods
DNA-suspension of carbon nanotubes
Carbon nanotubes produced by the HiPco process (Unidym, Sunnyvale, CA) were mixed with DNA oligonucleotides (IDT DNA, Coralville, IA) at a 2:1 mass ratio in 1 mL of PBS buffer (Thermo Fisher Scientific Waltham, MA) and ultrasonicated for 30 minutes at 40% amplitude (Sonics & Materials, Inc.). The DNA sequences used for suspension were GTGTGTGTGTGTGTGTGTGTGTGTGTGTGTTCAGTTTTGCATAGATTTGCACA (GT15miR19), GTGTGTGTGTGTGTGTGTGTGTGTGTGTGTTTTTTTTTTTTTTTT ((GT)15-(T)15), and GTGTGTGTGTGTGTGTGTGTGTGTGTGTGTAAAAAAAAAAAAAAA ((GT)15-(A)15) all purchased from IDT (Coralville, IA). Following ultrasonication, the dispersions were ultracentrifuged (Sorvall Discovery 90SE) for 30 minutes at 280,000 × g and the top 80% of the supernatant was collected. Absorbance spectra were acquired using a UV/Vis/nIR spectrophotometer (Jasco V-670, Tokyo, Japan). The concentration for HiPco samples was calculated using the extinction coefficient Abs910 = 0.02554 L mg−1cm−1. Excess DNA was removed via 100 kDa Amicon centrifuge filters (Millipore). The DNA-nanotube complexes were re-suspended in PBS (Thermo Fisher Scientific Waltham, MA).
Fluorescence spectroscopy measurements of carbon nanotubes
Fluorescence emission spectra from aqueous nanotube solutions were acquired with a home- built spectroscopy system as described19. Briefly, carbon nanotube samples were assayed in a 96 well plate format on an inverted microscope using a tunable white-light laser (NKT Photonics) coupled to a variable bandpass filter. Emission light was directed into a spectrometer with a focal length of 320 mm and aperture ratio of f/4.6 (Princeton Instruments IsoPlane SCT 320) and InGaAs array camera (Princeton Instruments 640 × 512 pixel NIRvana). For all experiments, measurements were taken in triplicate across three wells. Following spectra acquisition, custom code written in Matlab applied spectral corrections and background subtraction as described19. Corrected spectra were used to fit the data with Voigt functions. Error bars and linear fits were computed with GraphPad Prism 6.
Hybridization conditions
Concentrated sodium dodecyl sulfate (Sigma-Aldrich) was prepared in PBS buffer and added to samples to the final concentration indicated, or 1% wt/vol where not indicated; control samples had an equivalent volume of PBS added. Carbon nanotubes were used at a final concentration of 2 mg/L for all experiments. Fetal bovine serum (FBS) (Life Technologies) and human lipoprotein deficient serum (LPDS) (J65516 Lipoprotein Deficient Serum, human, BT-931 from Alfa Aesar) were used for serum-based experiments, and had concentrated nanotubes or SDS added directly to the whole serum. Bovine serum albumin, bovine Y-globulins, casein, and hydrolyzed casein (all from Sigma-Aldrich) were resuspended in PBS to the indicated concentrations. Concentrated target DNA (TGTGCAAATCTATGCAAAACTGA) complementary to the DNA-nanotube sensor or non-complementary control DNA (TCGGTCAGTGGGTCATTGCTAGT) (both from IDT DNA, Coralville, IA) was added to the indicated final concentration. Non-treated controls received an equivalent volume of PBS. Hybridization was allowed to proceed overnight for equilibrium measurements. Kinetics were measured immediately after addition of target. Assessment of (GT)15-(T)15 and (GT)15-(A)15 used 0.2% SDBS (Sigma-Aldrich) as described19 to verify expected behavior with AAAAAAAAAAAAAAA or TTTTTTTTTTTTTTT (IDT DNA, Coralville, IA).
HIV production
Lentivirus HIV was produced from transfected packaging cells (293T) using 100 ng pLX304 plasmid38, 100 ng of packaging plasmid (psPAX2) and 10 ng of envelope plasmid (VSV-G). Virus was collected 48 and 70 h after transfection and concentrated 10-fold.
Supplementary Material
Acknowledgements
This work was supported in part by the NIH New Innovator Award (DP2-HD075698), the Cancer Center Support Grant (P30 CA008748), the National Science Foundation CAREER Award (1752506), the American Cancer Society Research Scholar Grant (GC230452), the Pershing Square Sohn Cancer Research Alliance, the Honorable Tina Brozman Foundation for Ovarian Cancer Research, the Expect Miracles Foundation - Financial Services Against Cancer, the Anna Fuller Fund, the Louis V. Gerstner Jr. Young Investigator’s Fund, the Frank A. Howard Scholars Program, Cycle for Survival, the Alan and Sandra Gerry Metastasis Research Initiative, Mr. William H. Goodwin and Mrs. Alice Goodwin and the Commonwealth Foundation for Cancer Research, the Experimental Therapeutics Center, the Imaging & Radiation Sciences Program, and the Center for Molecular Imaging and Nanotechnology of Memorial Sloan Kettering Cancer. M.O. is supported by the Family and Friends of Caroline Bhatt, Met Life Foundation, and the National Cancer Institute (#K12CA184746). H.A.B. was supported by a Medical Scientist Training Program grant from the National Institute of General Medical Sciences of the NIH under award number T32GM007739 to the Weill Cornell/Rockefeller/Sloan- Kettering Tri-Institutional MD-PhD Program. A.K. is the Damon Runyon-Richard Lumsden Foundation Clinical Investigator, and acknowledges support from the St. Baldrick’s Foundation Robert J. Arceci Innovation Award.
Footnotes
Conflicts of Interest Statement
D.H. and J.H. are named on a patent application filed by MSKCC related to this work (application no. WO2017177131A1, title: Sensors for nucleic acid biomarkers). The following disclosures are unrelated to this work: D.H. is a cofounder of LipidSense, Inc. and is a cofounder and officer with equity interest in Goldilocks Therapeutics Inc., as well as a member of the scientific advisory board of Oncorus, Inc. H.A.B is a cofounder of Pictesque Inc. A.K. serves as a consultant for Novartis.
References
- (1).Schito ML; D’Souza MP; Owen SM; Busch MP Challenges for rapid molecular HIV diagnostics. The Journal of infectious diseases 2010, 201 Suppl 1, S1–6, DOI: 10.1086/650394. [DOI] [PMC free article] [PubMed] [Google Scholar]
- (2).Schwarzenbach H; Hoon DS; Pantel K Cell-free nucleic acids as biomarkers in cancer patients. Nature Reviews Cancer 2011, 11 (6), 426. [DOI] [PubMed] [Google Scholar]
- (3).Mitchell PS; Parkin RK; Kroh EM; Fritz BR; Wyman SK; Pogosova-Agadjanyan EL; Peterson A; Noteboom J; O’Briant KC; Allen A Circulating microRNAs as stable blood-based markers for cancer detection. Proceedings of the National Academy of Sciences 2008, 105 (30), 10513–10518. [DOI] [PMC free article] [PubMed] [Google Scholar]
- (4).Zen K; Zhang CY Circulating microRNAs: a novel class of biomarkers to diagnose and monitor human cancers. Medicinal research reviews 2012, 32 (2), 326–348. [DOI] [PubMed] [Google Scholar]
- (5).Crowley E; Di Nicolantonio F; Loupakis F; Bardelli A Liquid biopsy: monitoring cancer-genetics in the blood. Nature reviews Clinical oncology 2013, 10 (8), 472. [DOI] [PubMed] [Google Scholar]
- (6).Corsten MF; Dennert R; Jochems S; Kuznetsova T; Devaux Y; Hofstra L; Wagner DR; Staessen JA; Heymans S; Schroen B Circulating MicroRNA-208b and MicroRNA-499 reflect myocardial damage in cardiovascular disease. Circulation: Genomic and Precision Medicine 2010, 3 (6), 499–506. [DOI] [PubMed] [Google Scholar]
- (7).Elnifro EM; Ashshi AM; Cooper RJ; Klapper PE Multiplex PCR: optimization and application in diagnostic virology. Clinical microbiology reviews 2000, 13 (4), 559–570. [DOI] [PMC free article] [PubMed] [Google Scholar]
- (8).Niemz A; Ferguson TM; Boyle DS Point-of-care nucleic acid testing for infectious diseases. Trends in biotechnology 2011, 29 (5), 240–250. [DOI] [PMC free article] [PubMed] [Google Scholar]
- (9).Huang X; Liu Y; Yung B; Xiong Y; Chen X Nanotechnology-enhanced no-wash biosensors for in vitro diagnostics of cancer. ACS nano 2017, 11 (6), 5238–5292. [DOI] [PubMed] [Google Scholar]
- (10).Kruss S; Hilmer AJ; Zhang J; Reuel NF; Mu B; Strano MS Carbon nanotubes as optical biomedical sensors. Advanced drug delivery reviews 2013, 65 (15), 1933–1950. [DOI] [PubMed] [Google Scholar]
- (11).O’connell MJ; Bachilo SM; Huffman CB; Moore VC; Strano MS; Haroz EH; Rialon KL; Boul PJ; Noon WH; Kittrell C Band gap fluorescence from individual single-walled carbon nanotubes. Science (New York, N.Y.) 2002, 297 (5581), 593–596. [DOI] [PubMed] [Google Scholar]
- (12).Wang F; Dukovic G; Brus LE; Heinz TF The optical resonances in carbon nanotubes arise from excitons. Science (New York, N.Y.) 2005, 308 (5723), 838–841. [DOI] [PubMed] [Google Scholar]
- (13).Roxbury D; Jena PV; Williams RM; Enyedi B; Niethammer P; Marcet S; Verhaegen M; Blais-Ouellette S; Heller DA Hyperspectral microscopy of near-infrared fluorescence enables 17- chirality carbon nanotube imaging. Scientific reports 2015, 5, 14167. [DOI] [PMC free article] [PubMed] [Google Scholar]
- (14).Heller DA; Pratt GW; Zhang J; Nair N; Hansborough AJ; Boghossian AA; Reuel NF; Barone PW; Strano MS Peptide secondary structure modulates single-walled carbon nanotube fluorescence as a chaperone sensor for nitroaromatics. Proceedings of the National Academy of Sciences 2011, 108 (21), 8544–8549. [DOI] [PMC free article] [PubMed] [Google Scholar]
- (15).Heller DA; Jeng ES; Yeung T-K; Martinez BM; Moll AE; Gastala JB; Strano MS Optical detection of DNA conformational polymorphism on single-walled carbon nanotubes. Science (New York, N.Y.) 2006, 311 (5760), 508–511. [DOI] [PubMed] [Google Scholar]
- (16).Jena PV; Roxbury D; Galassi TV; Akkari L; Horoszko CP; Iaea DB; Budhathoki-Uprety J; Pipalia N; Haka AS; Harvey JD A carbon nanotube optical reporter maps endolysosomal lipid flux. ACS nano 2017, 11 (11), 10689–10703. [DOI] [PMC free article] [PubMed] [Google Scholar]
- (17).Roxbury D; Jena PV; Shamay Y; Horoszko CP; Heller DA Cell membrane proteins modulate the carbon nanotube optical bandgap via surface charge accumulation. ACS nano 2015, 10 (1), 499–506. [DOI] [PMC free article] [PubMed] [Google Scholar]
- (18).Budhathoki-Uprety J; Langenbacher RE; Jena PV; Roxbury D; Heller DA A Carbon Nanotube Optical Sensor Reports Nuclear Entry via a Noncanonical Pathway. ACS nano 2017, 11 (4), 3875–3882. [DOI] [PMC free article] [PubMed] [Google Scholar]
- (19).Harvey JD; Jena PV; Baker HA; Zerze GH; Williams RM; Galassi TV; Roxbury D; Mittal J; Heller DA A carbon nanotube reporter of microRNA hybridization events in vivo. Nature biomedical engineering 2017, 1 (4), 0041. [DOI] [PMC free article] [PubMed] [Google Scholar]
- (20).Xu J; Mueller R; Hazelbaker E; Zhao Y; Bonzongo J-CJ; Clar JG; Vasenkov S; Ziegler KJ Strongly bound sodium dodecyl sulfate surrounding single-wall carbon nanotubes. Langmuir 2017, 33 (20), 5006–5014. [DOI] [PubMed] [Google Scholar]
- (21).Burtis CA; Ashwood ER; Bruns DE Tietz textbook of clinical chemistry and molecular diagnostics-e-book, Elsevier Health Sciences: 2012. [Google Scholar]
- (22).Adkins JN; Varnum SM; Auberry KJ; Moore RJ; Angell NH; Smith RD; Springer DL; Pounds JG Toward a human blood serum proteome analysis by multidimensional separation coupled with mass spectrometry. Molecular & Cellular Proteomics 2002, 1 (12), 947–955. [DOI] [PubMed] [Google Scholar]
- (23).Choi JH; Strano MS Solvatochromism in single-walled carbon nanotubes. Applied Physics Letters 2007, 90 (22), 223114. [Google Scholar]
- (24).Gao J; Gomulya W; Loi M Effect of medium dielectric constant on the physical properties of single-walled carbon nanotubes. Chemical Physics 2013, 413, 35–38. [Google Scholar]
- (25).Scanu A; Wisdom C Serum lipoproteins structure and function. Annual review of biochemistry 1972, 41 (1), 703–730. [DOI] [PubMed] [Google Scholar]
- (26).Vlasova I; Zhuravleva V; Saletsky A Denaturation of bovine serum albumin initiated by sodium dodecyl sulfate as monitored via the intrinsic fluorescence of the protein. Russian Journal of Physical Chemistry B 2014, 8 (3), 385–390. [Google Scholar]
- (27).Chen S-H; Teixeira J Structure and fractal dimension of protein-detergent complexes. Physical review letters 1986, 57 (20), 2583. [DOI] [PubMed] [Google Scholar]
- (28).Guo X; Zhao N; Chen S; Teixeira J Small-angle neutron scattering study of the structure of protein/detergent complexes. Biopolymers: Original Research on Biomolecules 1990, 29 (2), 335–346. [DOI] [PubMed] [Google Scholar]
- (29).Turro NJ; Lei X-G; Ananthapadmanabhan K; Aronson M Spectroscopic probe analysis of protein-surfactant interactions: the BSA/SDS system. Langmuir 1995, 11 (7), 2525–2533. [Google Scholar]
- (30).Ibel K; May RP; Sandberg M; Mascher E; Greijer E; Lundahl P Structure of dodecyl sulfateprotein complexes at subsaturating concentrations of free detergent. Biophysical chemistry 1994, 53 (12), 77–83. [DOI] [PubMed] [Google Scholar]
- (31).Bhuyan AK On the mechanism of SDS-induced protein denaturation. Biopolymers: Original Research on Biomolecules 2010, 93 (2), 186–199. [DOI] [PubMed] [Google Scholar]
- (32).Otzen DE Protein unfolding in detergents: effect of micelle structure, ionic strength, pH, and temperature. Biophys J 2002, 83 (4), 2219–30, DOI: 10.1016/s0006-3495(02)73982-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- (33).Shirahama K; TSUJII K; TAKAGI T Free-boundary electrophoresis of sodium dodecyl sulfateprotein polypeptide complexes with special reference to SDS-polyacrylamide gel electrophoresis. The Journal of Biochemistry 1974, 75 (2), 309–319. [DOI] [PubMed] [Google Scholar]
- (34).Swaisgood HE Review and Update of Casein Chemistry1, 2. Journal of dairy science 1993, 76 (10), 3054–3061. [DOI] [PubMed] [Google Scholar]
- (35).Mahmoud MI; MALONE WT; Cordle CT Enzymatic hydrolysis of casein: effect of degree of hydrolysis on antigenicity and physical properties. Journal of Food Science 1992, 57 (5), 1223–1229. [Google Scholar]
- (36).O’Connell MJ; Eibergen EE; Doorn SK Chiral selectivity in the charge-transfer bleaching of single-walled carbon-nanotube spectra. Nature Materials 2005, 4 (5), 412. [DOI] [PubMed] [Google Scholar]
- (37).Salem DP; Landry MP; Bisker G; Ahn J; Kruss S; Strano MS Chirality dependent corona phase molecular recognition of DNA-wrapped carbon nanotubes. Carbon 2016, 97, 147–153. [Google Scholar]
- (38).Tang H; Kuhen KL; Wong-Staal F Lentivirus replication and regulation. Annual review of genetics 1999, 33 (1), 133–170. [DOI] [PubMed] [Google Scholar]
- (39).Lesnik EA; Freier SM Relative thermodynamic stability of DNA, RNA, and DNA:RNA hybrid duplexes: relationship with base composition and structure. Biochemistry 1995, 34 (34), 10807–15. [DOI] [PubMed] [Google Scholar]
- (40).Sakuma T; Barry MA; Ikeda Y Lentiviral vectors: basic to translational. Biochemical Journal 2012, 443 (3), 603–618. [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.