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Biology subjects

Eisenstein, M.

Publications and source records attributed to Eisenstein, M..

At least 19 recordsLinked to original sources

Rationally designed split Lettuce aptamer based on large scale mutational analysis

Split aptamer biosensors offer exceptionally low background by assembling only in the presence of a target analyte; however, their performance is frequently limited by the lack of robust design rules for selecting effective split sites. Existing approaches largely rely on heuristic, structure-based assumptions that are poorly validated and often yield suboptimal signal. Herein, we introduce a systematic, data-driven strategy for identifying high-performance split sites within fluorogenic DNA aptamers. Using our massively-parallel aptamer performance analyzer (MAPA) platform, we performed comprehensive single- and double-mutant analysis of the DFAME-binding region of the fluorogenic DNA aptamer Lettuce, informed by its three-dimensional structure. Dimensionality reduction and clustering of the resulting sequence-function landscape revealed mutation-tolerant elements within the binding domain that are suitable for splitting while preserving fluorophore activation. Sensors constructed using these non-intuitive split sites, which are unconventional by standard design principles, exhibited a nearly four-fold improvement in fluorescence signal-to-background ratio for SARS-CoV-2 RNA detection compared to a prior split-Lettuce design. The same split architecture also enabled robust detection of high-pathogenicity H5Nx avian influenza RNA. These results demonstrate that large-scale, data-driven interrogation of aptamer sequence-function relationships can identify non-intuitive split sites and provide a proof-of-concept framework for developing measurement-based design principles for split-aptamer biosensors.

bioengineering↗

Aptamer charge-amplified field-effect transistor biosensors achieve picomolar detection limits for small-molecule biomarkers in complex biological matrices

Aptamers are attractive receptors for small-molecule biomarker detection in complex samples because of their high stability, affinity, and specificity, but aptamer-based sensors generally lack the sensitivity to detect low-abundance analytes. As a solution, we developed the charge-amplified FET (CAFET) aptamer biosensor, which is designed to amplify the net charge variation within the Debye length that occurs as a consequence of aptamer-target binding. Our sensor utilizes a strand-displacement aptamer switch, which releases an initially-hybridized displacement strand (DS) upon target binding and thus induces a measurable net charge variation within the Debye length that is amplified to a large FET current response as signal readout. This signal can be further enhanced by adding a charge label to the DS. As a consequence, our sensor can achieve far greater sensitivity than previously described aptamer-FET sensors, where the binding-induced local charge variation is modest. We demonstrate 3-hydroxykynurenine and progesterone detection with a picomolar limit of detection in undiluted human plasma--four orders of magnitude lower than the dissociation constant (KD) of the aptamer component. The CAFET sensor design is modular and should be adaptable for the detection of a wide range of clinically-informative low-abundance analytes in complex samples.

bioengineering↗

Discovery of high-specificity DNA aptamers for progesterone using a high-throughput array platform

Aptamer-based biosensors offer several advantages for detecting small molecules, including chemical stability and compatibility with diverse sensing formats. However, developing highly specific DNA aptamers that can distinguish between structurally similar small-molecule analytes remains a major challenge. Steroid hormones share a common four-ring scaffold, and even small modifications in functional groups can lead to distinct biological activities. Although DNA aptamers targeting the female reproductive hormone progesterone have been previously reported, many exhibit substantial cross-reactivity with other steroid hormones. In this work, we report the discovery of DNA aptamers with high affinity and specificity for progesterone using our aptamer array platform, which can characterize millions of aptamer candidates in a single, automated experiment. This platform allows us to profile aptamer libraries from earlier rounds of systematic evolution of ligands by exponential enrichment (SELEX), while preserving sequence diversity. Using this strategy, we identified multiple aptamers with nanomolar affinity for progesterone and minimal cross-reactivity to structurally related steroids. These high-specificity aptamers provide a strong foundation for the development of biosensors applicable to both clinical diagnostics and biological research.

bioengineering↗

Accelerated Discovery of Aptamer Beacons via Massively Parallel Screening

Aptamer beacons are unimolecular probes that undergo a reversible conformational change upon target binding, making them a promising tool for the real-time detection and monitoring of molecular analytes. However, the development of such sensors has been impeded by the lack of generalizable tools for the efficient discovery and optimization of aptamer beacons for diverse molhhtmlecular targets. Here, we present a scalable approach for converting existing strand-displacement aptamer switches into aptamer beacons by introducing targeted mismatches within their non-target-binding stem domain, destabilizing the aptamer structure to an extent that it can only refold upon binding its target. In order to perform this screening in a high-throughput fashion, we have developed the Massively-parallel Aptamer Performance Analyzer (MAPA), an automated, fluorescence-based screening platform based on a reconfigured sequencing instrument that can functionally evaluate millions of aptamer variants in parallel. Using MAPA, we identified multiple aptamer beacons for glucose, serotonin, and dopamine, and demonstrated that these beacons retain their sensing performance when translated from the on-chip surface-based MAPA format to a solution-based assay. We performed all three aptamer beacon experiments on a single MAPA chip, and even greater multiplexing should be possible, greatly accelerating the discovery of aptamer-based sensors for real-time molecular detection.

bioengineering↗

The RNA-binding protein PRRC2B preserves 5' TOP mRNA during starvation to maintain ribosome biogenesis during nutrient recovery

PRRC2B is an intrinsically disordered RNA-binding protein that is part of the cells translation machinery. Here we show that PRRC2B has two alternatively spliced mRNA transcripts producing major long and minor short isoforms. Mass spectrometry-based interaction studies indicated that both isoforms associate with the 40S ribosomal subunit and translation initiation factors. Importantly, the long isoform also interacted with additional RNA-binding proteins through its unique Arg/Gly-rich region. Among these is LARP1, a regulator of 5 terminal oligopyrimidine (TOP) mRNAs under conditions of mTOR inhibition. We discovered that like LARP1, PRRC2B is necessary for preservation of 5 TOP mRNA levels, particularly those encoding ribosomal proteins, during amino acid starvation. In its absence, the rapid de novo translation of ribosomal proteins that takes place upon nutrient recovery is impeded. Overall, our study elucidates a newly discovered function for PRRC2B as an RNA-binding protein that regulates ribosomal biogenesis upon metabolic shift, in addition to its established function in initiating translation of specific mRNA targets.

molecular biology↗

Peptide sequencing via reverse translation of peptides into DNA

Scalable methods that can accurately sequence peptides at single-amino acid resolution could significantly advance proteomic studies. We present a protein sequencing method based on the "reverse translation" of peptide sequence information into DNA barcodes that document the identity, position, and the originating peptide of each amino acid. We employ a modified Edman degradation process that converts peptides into DNA-barcoded amino acids, which are subsequently detected by proximity extension assay, yielding multi-barcoded DNA outputs that can be PCR amplified and sequenced. Using our method, we sequenced multiple consecutive amino acids within a model peptide. This method also enables the differentiation of single amino acid substitutions, and the identification of post-translational modifications and their positions within multiple peptides simultaneously. With further development, we anticipate that this method will enable highly parallel de novo protein sequencing with single-molecule sensitivity.

bioengineering↗

Loss-of-function cancer-associated mutations in the EIF4G2 non-canonical translation initiation factor

Tumor cells often exploit the protein translation machinery, resulting in enhanced protein expression essential for tumor growth. Since canonical translation initiation is often suppressed due to cell stress in the tumor microenvironment, non-canonical translation initiation mechanisms become particularly important for shaping the tumor proteome. EIF4G2 is a non-canonical translation initiation factor that mediates internal ribosome entry site [IRES] and upstream open reading frame [uORF] dependent initiation mechanisms, which can be used to modulate protein expression in cancer. Here we explored the contribution of EIF4G2 to cancer by screening the COSMIC database for EIF4G2 somatic mutations in cancer patients. Functional examination of missense mutations revealed deleterious effects on EIF4G2 protein-protein interactions, and importantly, on its ability to mediate non-canonical translation initiation. Specifically, one mutation, R178Q, led to reductions in protein expression and near complete loss-of-function. Two other mutations within the MIF4G domain specifically affected EIF4G2s ability to mediate IRES-dependent translation initiation but not that of target mRNAs with uORFs. These results shed light on both the structure-function of EIF4G2 and its potential tumor suppressor effects.

cancer biology↗

Aptamer-antibody chimera sensors for sensitive, rapid and reversible molecular detection in complex samples

The development of receptors suitable for the continuous detection of analytes in complex, interferent-rich samples remains challenging. Antibodies are highly sensitive but difficult to engineer in order to introduce signaling functionality, while aptamer switches are easy to construct but often yield only modest target sensitivity. We present here the programmable antibody and DNA aptamer switch (PANDAS), which combines the best features of both systems by using a nucleic acid tether to link an analyte-specific antibody to an internal strand-displacement (ISD)-based aptamer switch that recognizes the same target. The monoclonal antibody mediates initial analyte binding due to its higher affinity; the resulting increase in local analyte concentration then leads to cooperative binding and signaling by the ISD switch. We developed a PANDAS sensor for the clotting protein thrombin and show that this design achieves 100-fold enhanced sensitivity compared to using an aptamer alone. This design also exhibits reversible binding, enabling repeated measurements with temporal resolution of [~]10 minutes, and retains excellent sensitivity even in interferent-rich samples. With future development, this PANDAS approach could enable the adaptation of existing protein-binding aptamers with modest affinity into sensors that deliver excellent sensitivity and minute-scale resolution in minimally prepared biological specimens.

bioengineering↗

Real-Time Spatiotemporal Measurement of Extracellular Signaling Molecules Using an Aptamer Switch-Conjugated Hydrogel Matrix

Cells rely on secreted signaling molecules to coordinate essential biological functions including development, metabolism, and immunity. Unfortunately, such signaling processes remain difficult to measure with sufficient chemical specificity and temporal resolution. To address this need, we have developed an aptamer-conjugated hydrogel matrix that enables continuous fluorescent measurement of specific secreted analytes - in two dimensions, in real-time. As a proof of concept, we performed real-time imaging of Dictyostelium discoideum cells, a well-studied amoeba model wherein inter-cellular communication is performed though cAMP signaling. We engineered a set of aptamer switches that generate a rapid and reversible change in fluorescence in response to cAMP signals. By combining multiple switches with different dynamic ranges, we can measure cAMP concentrations spanning three orders of magnitude in a single experiment. These sensors are embedded within a biocompatible hydrogel on which cells are cultured and their cAMP secretions can be imaged using fluorescent microscopy. Using this aptamer-hydrogel material system, we achieved the first direct measurements of oscillatory cAMP signaling that correlate closely with previous indirect measurements. Using different aptamer switches, this approach could be generalized for measuring other secreted molecules to directly visualize diverse extracellular signaling processes and the biological effects that they trigger in recipient cells.

bioengineering↗

A rapid ELISA platform with no sample preparation requirement

Since its invention in the 1970s, the enzyme-linked immunosorbent assay (ELISA) has served as the "gold-standard" for blood and plasma protein biomarker quantification. However, ELISAs require significant amounts of sample preparation entailing multiple reagent additions, incubations, and washing steps, limiting their clinical usefulness in the context of diagnosis and prognosis of rapidly evolving medical conditions. In this work, we describe the instant ELISA biosensor platform, a probe that can be exposed directly to blood or other biological samples and quantifies protein biomarkers within 15 minutes. The sensor leverages a novel affinity reagent termed monolithic dual-antibody clamp (MDAC) which preserves the specificity, sensitivity, and generalizability of ELISA while also enabling rapid analysis of unprocessed blood and other complex matrices. Using MDAC in chicken media, we demonstrate picomolar quantification of the inflammatory marker tumor necrosis factor alpha (TNF), as well as monocyte chemotactic protein (MCP)-1, a useful prognostic indicator of cytokine release syndrome (CRS) during chimeric antigen receptor (CAR) T-cell immunotherapy. Finally, we demonstrate MCP-1 quantification in plasma samples from patients who had undergone CAR T-cell treatment.

bioengineering↗

An Antibody-Based Molecular Switch for Continuous Biosensing

We present a generalizable approach for designing biosensors that can continuously detect specific biomarkers in real time and without sample preparation. This is achieved by converting existing antibodies into target-responsive "antibody-switches" that enable continuous optical biosensing. To engineer these switches, antibodies are linked to a molecular competitor through a DNA scaffold, such that competitive target binding induces scaffold switching and fluorescent signaling of changing target concentrations. As a demonstration, we designed antibody-switches that achieve rapid, sample-preparation-free sensing of digoxigenin and cortisol in undiluted plasma. We showed that, by substituting the molecular competitor, we can further modulate the sensitivity of our cortisol switch to achieve detection at concentrations spanning 3.3 nM to 3.3 mM. Finally, we integrated this switch with a fiber-optic sensor to achieve hours-long continuous sensing of cortisol in buffer with <5-minute time resolution. We believe this modular sensor design can enable continuous biosensor development for many biomarkers.

bioengineering↗

Continuous optical detection of small-molecule analytes in complex biomatrices

Current technology for measuring specific biomarkers - continuously in complex samples, without sample preparation - is limited to just handful of molecules such as glucose and blood oxygen. In this work, we present the first optical biosensor system that enables continuous detection of a wide range of biomarkers in complex samples, such as human plasma. Our system employs a modular duplex-bubble switch (DBS) architecture that converts aptamers into structure-switching fluorescence probes whose affinity and kinetics can be readily tuned. These DBS constructs are coupled to a fiber-optic detector that measures the fluorescence change only within an evanescent field, thereby minimizing the impact of background autofluorescence and enabling direct detection of analytes at physiologically relevant concentrations even in interferent-rich sample matrices. Using our system, we achieved continuous detection of dopamine in artificial cerebrospinal fluid for >24 hours with sub-second resolution and a limit of detection (LOD) of 1 {micro}M. We subsequently demonstrated the systems generalizability by configuring it to detect cortisol with nanomolar sensitivity in undiluted human plasma. Both sensors achieved LODs orders of magnitude lower than the KD of the DBS element, highlighting the potential to achieve sensitive detection even when using aptamers with modest affinity.

biophysics↗

Extending the dynamic range of biomarker quantification through molecular equalization

Precision medicine requires highly scalable methods of multiplexed biomarker quantification that can accurately describe patient physiology. Unfortunately, contemporary molecular detection methods are generally limited to a dynamic range of sensitivity spanning just 3-4 orders of magnitude, whereas the actual physiological dynamic range of the human plasma proteome spans more than 10 orders of magnitude. Current methods rely on sample splitting and differential dilution to compensate for this mismatch, but such measures greatly limit the reproducibility and scalability that can be achieved--in particular, the effects of non-linear dilution can greatly confound the analysis of multiplexed assays. We describe here a two- pronged strategy for equalizing the signal generated by each analyte in a multiplexed panel, thereby enabling simultaneous quantification of targets spanning a wide range of concentrations. We apply our EVROS strategy to a proximity ligation assay and demonstrate simultaneous quantification of four analytes present at concentrations spanning from low femtomolar to mid-nanomolar levels. In this initial demonstration, we achieve a dynamic range spanning seven orders of magnitude in a single 5 {micro}l sample of undiluted human serum, highlighting the opportunity to achieve sensitive, accurate detection of diverse analytes in a highly multiplexed fashion.

bioengineering↗

A high-throughput strategy for enhancing aptamer performance across different environmental conditions

Aptamers selected under specific environmental conditions (e.g., pH, ion concentration, temperature) often exhibit greatly reduced affinity when used in other contexts. This can be especially problematic for biomedical applications, in which aptamers are exposed to sample matrices with distinctive chemical properties, such as blood, sweat, or urine. We present a high-throughput screening procedure for adapting existing aptamers for use in samples whose chemical composition differs considerably from the original selection conditions. Building on prior work from our group, we have utilized a modified DNA sequencer to screen more than 106 aptamer single and double mutants for target binding under the desired assay conditions. As an exemplar, we screened mutants of a previously reported glucose aptamer that was originally selected in high-ionic strength buffer and exhibits relatively low affinity under physiological conditions. After a single round of screening, we identified aptamer mutants with [~]4-fold increased affinity under physiological conditions. Interestingly, we found that the impact of single-base substitutions was relatively modest, but observed considerably greater binding improvements among the double mutants, highlighting the importance of cooperative effects between mutations. This approach should be generalizable to other aptamers and environmental conditions for a range of applications.

bioengineering↗

Allosteric Regulation of Aptamer Affinity through Mechano-Chemical Coupling

The capacity to precisely modulate aptamer affinity is important for a wide variety of applications. However, most such engineering strategies entail laborious trial-and-error testing or require prior knowledge of an aptamers structure and ligand-binding domain. We describe here a simple and generalizable strategy for allosteric modulation of aptamer affinity by employing a double-stranded molecular clamp that destabilizes aptamer secondary structure through mechanical tension. We demonstrate the effectiveness of the approach with a thrombin-binding aptamer and show that we can alter its affinity by as much as 65-fold. We also show that this modulation can be rendered reversible by introducing a restriction enzyme cleavage site into the molecular clamp domain and describe a design strategy for achieving even more finely-tuned affinity modulation. This strategy requires no prior knowledge of the aptamers structure and binding mechanism and should thus be generalizable across aptamers.

biochemistry↗

Tailoring electrode surface charge to achieve discrimination and quantification of chemically similar small molecules with electrochemical aptamers

Electrochemical biosensors based on structure-switching aptamers offer many advantages because they can operate directly in complex samples and offer the potential to integrate with miniaturized electronics. Unfortunately, these biosensors often suffer from cross-reactivity problems when measuring a target in samples containing other chemically similar molecules, such as precursors or metabolites. While some progress has been made in selecting highly specific aptamers, the discovery of these reagents remains slow and costly. In this work, we demonstrate a novel strategy to distinguish molecules with miniscule difference in chemical composition (such as a single hydroxyl group) - with cross reactive aptamer probes - by tuning the charge state of the surface on which the aptamer probes are immobilized. As an exemplar, we show that our strategy can distinguish between DOX and many structurally similar analytes, including its primary metabolite doxorubicinol (DOXol). We then demonstrate the ability to accurately quantify mixtures of these two molecules based on their differential response to sensors with different surface-charge properties. We believe this methodology is general and can be extended to a broad range of applications.

bioengineering↗

A modular intramolecular triplex photo-switching motif that enables rapid and reversible control of aptamer binding activity

DNA switches that can change conformation in response to certain wavelengths of light could enable rapid and non-invasive control of chemical processes for a wide range of applications. However, most current photo-responsive DNA switches are limited either by irreversible switching or reversible switching with impractically slow kinetics. Here, we report the design of an intramolecular triplex photoswitch (TPS) design based on single-stranded DNA that undergoes rapid and reversible photoswitching between folded and unfolded states through isomerization of internal azobenzene modifications. After optimizing the performance of our photoswitch design, we used molecular dynamics (MD) simulations to reveal how individual azobenzenes contribute to the stabilization or destabilization of the triplex depending on their photoisomerization state. By coupling our TPS to an existing aptamer, we can reversibly modulate its binding affinity with less than 15 seconds of UV light exposure. We further demonstrate reproducible shifting in affinity over multiple cycles of UV and blue light irradiation without substantial photobleaching. Given that our TPS can introduce switching functionality to aptamers without manipulating the aptamer sequence itself, we believe our design methodology should offer a versatile means for integrating photo-responsive properties into DNA nanostructures.

bioengineering↗

Determining the targeting specificity of the selective peroxisomal targeting factor Pex9

Targeting proteins to their correct cellular location is a fundamental process that allows them to carry out their cellular functions. Peroxisomes utilize two paralog targeting factors, Pex5 and Pex9, for proteins with a Peroxisomal Targeting Signal 1 (PTS1). However, in spite of their similarity, Pex9 targets only a subset of Pex5 cargo proteins. Here, we studied the properties that facilitate the targeting specificity of Pex9, both by unbiased screens and by site-directed mutagenesis of the PTS1 motifs of either binders or non-binders. We find that the binding specificity of Pex9 is largely determined by the hydrophobic nature of the amino acid preceding the PTS1 tripeptide of its cargos. This is in line with structural modeling of the PTS1-binding cavity of the two factors, showing that while Pex5 has large negative electrostatic patches at the area surrounding the PTS1 binding cavity, Pex9 is mostly hydrophobic. Our work outlines the mechanism by which targeting specificity is achieved, enabling dynamic rewiring of the peroxisomal proteome in changing metabolic needs.

cell biology↗